From db1a5252a2d73513e9b682f6f7c9166927ac127a Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Sat, 14 Jun 2025 23:32:30 -0700 Subject: [PATCH 001/224] Add CODEOWNERS. --- .github/CODEOWNERS | 3 +++ 1 file changed, 3 insertions(+) create mode 100644 .github/CODEOWNERS diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS new file mode 100644 index 00000000..e54f787f --- /dev/null +++ b/.github/CODEOWNERS @@ -0,0 +1,3 @@ +* @ToxicPine +* @AlexCheema + From ac2dfa6565664ff00ab97c115211b72cb34d591a Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Tue, 17 Jun 2025 03:55:41 +0100 Subject: [PATCH 002/224] Initial Structure --- .python-version | 1 + flake.lock | 27 +++++++ flake.nix | 28 +++++++ master/README.md | 0 master/main.py | 6 ++ master/pyproject.toml | 7 ++ pyproject.toml | 23 ++++++ shared/README.md | 0 shared/main.py | 6 ++ shared/pyproject.toml | 7 ++ uv.lock | 172 ++++++++++++++++++++++++++++++++++++++++++ worker/README.md | 0 worker/main.py | 6 ++ worker/pyproject.toml | 7 ++ 14 files changed, 290 insertions(+) create mode 100644 .python-version create mode 100644 flake.lock create mode 100644 flake.nix create mode 100644 master/README.md create mode 100644 master/main.py create mode 100644 master/pyproject.toml create mode 100644 pyproject.toml create mode 100644 shared/README.md create mode 100644 shared/main.py create mode 100644 shared/pyproject.toml create mode 100644 uv.lock create mode 100644 worker/README.md create mode 100644 worker/main.py create mode 100644 worker/pyproject.toml diff --git a/.python-version b/.python-version new file mode 100644 index 00000000..24ee5b1b --- /dev/null +++ b/.python-version @@ -0,0 +1 @@ +3.13 diff --git a/flake.lock b/flake.lock new file mode 100644 index 00000000..933a2f61 --- /dev/null +++ b/flake.lock @@ -0,0 +1,27 @@ +{ + "nodes": { + "nixpkgs": { + "locked": { + "lastModified": 1749794982, + "narHash": "sha256-Kh9K4taXbVuaLC0IL+9HcfvxsSUx8dPB5s5weJcc9pc=", + "owner": "NixOS", + "repo": "nixpkgs", + "rev": "ee930f9755f58096ac6e8ca94a1887e0534e2d81", + "type": "github" + }, + "original": { + "owner": "NixOS", + "ref": "nixos-unstable", + "repo": "nixpkgs", + "type": "github" + } + }, + "root": { + "inputs": { + "nixpkgs": "nixpkgs" + } + } + }, + "root": "root", + "version": 7 +} diff --git a/flake.nix b/flake.nix new file mode 100644 index 00000000..13c412c7 --- /dev/null +++ b/flake.nix @@ -0,0 +1,28 @@ +{ + description = "The development environment for Exo"; + + inputs = { + nixpkgs.url = "github:NixOS/nixpkgs/nixos-unstable"; + }; + + outputs = { self, nixpkgs }: + let + supportedSystems = [ "x86_64-linux" "aarch64-linux" "x86_64-darwin" "aarch64-darwin" ]; + forAllSystems = nixpkgs.lib.genAttrs supportedSystems; + in + { + devShells = forAllSystems (system: + let + pkgs = import nixpkgs { inherit system; }; + in + { + default = pkgs.mkShell { + packages = [ + pkgs.python313 + pkgs.uv + ]; + }; + } + ); + }; +} \ No newline at end of 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--- a/pyproject.toml +++ b/pyproject.toml @@ -8,6 +8,7 @@ dependencies = [] [dependency-groups] dev = [ + "basedpyright>=1.29.4", "poethepoet>=0.35.0", "pytest>=8.4.0", "ruff>=0.11.13", @@ -18,6 +19,24 @@ members = [ "master", "worker", "shared", ] +[tool.basedpyright] +typeCheckingMode = "strict" +failOnWarnings = true + +reportAny = "error" +reportUnknownVariableType = "error" +reportUnknownParameterType = "error" +reportMissingParameterType = "error" +reportMissingTypeStubs = "error" +reportInvalidCast = "error" +reportUnnecessaryCast = "error" +reportUnnecessaryTypeIgnoreComment = "error" + +include = ["master", "worker", "shared", "engines/*"] +pythonVersion = "3.13" +pythonPlatform = "Darwin" + [tool.poe.tasks] fmt = { shell = "ruff format .", help = "Format the code" } -test = { shell = "pytest master worker shared", help = "Run the tests" } \ No newline at end of file +test = { shell = "pytest master worker shared", help = "Run the tests" } +check = { shell = "basedpyright --project .", help = "Run type checker" } \ No newline at end of file From 090265a3743e7f2741cc15cf2716dd39925068b6 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Tue, 17 Jun 2025 05:46:33 +0100 Subject: [PATCH 004/224] Add Formatter To CI --- .github/workflows/format.yml | 49 ++++++++++++++++++++++++++++++++++++ 1 file changed, 49 insertions(+) create mode 100644 .github/workflows/format.yml diff --git a/.github/workflows/format.yml b/.github/workflows/format.yml new file mode 100644 index 00000000..a8eedcd6 --- /dev/null +++ b/.github/workflows/format.yml @@ -0,0 +1,49 @@ +name: format + +on: + push: + branches: + - staging + - main + pull_request: + branches: + - staging + - main + +jobs: + format: + runs-on: ubuntu-22.04 + + permissions: + contents: write + + steps: + - uses: actions/checkout@v4 + with: + fetch-depth: 0 + token: ${{ secrets.GITHUB_TOKEN }} + + - name: Install uv + uses: astral-sh/setup-uv@v6 + with: + enable-cache: true + cache-dependency-glob: uv.lock + + - name: Install Python + run: uv python install + + - name: Sync dependencies + run: uv sync --locked --all-extras --dev + + - name: Format code + run: uv run poe fmt + + - name: Push formatted code + run: | + git diff --quiet && exit 0 + git config --local user.email "github-actions@users.noreply.github.com" + git config --local user.name "github-actions bot" + git commit -am "chore(format)" + git push + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} \ No newline at end of file From 043253a55dbca0a881be29152887d61b39cb6db5 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Tue, 17 Jun 2025 05:47:15 +0100 Subject: [PATCH 005/224] Add ML Engines (Backend) --- engines/mlx/main.py | 6 ++ engines/mlx/pyproject.toml | 7 +++ pyproject.toml | 2 +- uv.lock | 126 ++++++++++++++++++++++++------------- 4 files changed, 95 insertions(+), 46 deletions(-) create mode 100644 engines/mlx/main.py create mode 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description = "Exo" readme = "README.md" requires-python = ">=3.13" -dependencies = [] +dependencies = [ + "master", + "worker", +] +# dependencies only required for development [dependency-groups] dev = [ "basedpyright>=1.29.4", @@ -14,11 +18,52 @@ dev = [ "ruff>=0.11.13", ] +# dependencies only required for Apple Silicon +[project.optional-dependencies] +darwin = [ + "mlx", +] + +# task runner configuration +[tool.poe.tasks] +fmt = { shell = "ruff format .", help = "Format the code" } +test = { shell = "pytest master worker shared", help = "Run the tests" } +check = { shell = "basedpyright --project .", help = "Run type checker" } + +### +# workspace configuration +### + [tool.uv.workspace] members = [ "master", "worker", "shared", "engines/*", ] +[tool.uv.sources] +shared = { workspace = true } +master = { workspace = true } +worker = { workspace = true } +mlx = { workspace = true } + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[tool.hatch.build] 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bot" + git commit -am "chore(lint)" + git push + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index 851721f5..e48fc7ae 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -26,9 +26,10 @@ darwin = [ # task runner configuration [tool.poe.tasks] -fmt = { shell = "ruff format .", help = "Format the code" } +fmt = { shell = "ruff format master worker shared", help = "Format the code" } +lint = { shell = "ruff check --fix master worker shared", help = "Run the linter" } test = { shell = "pytest master worker shared", help = "Run the tests" } -check = { shell = "basedpyright --project .", help = "Run type checker" } +check = { shell = "basedpyright --project master worker shared", help = "Run type checker" } ### # workspace configuration @@ -90,4 +91,11 @@ pythonPlatform = "Darwin" environments = [ "sys_platform == 'darwin'", "sys_platform == 'linux'", -] \ No newline at end of file +] + +### +# ruff configuration 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100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -26,10 +26,10 @@ darwin = [ # task runner configuration [tool.poe.tasks] -fmt = { shell = "ruff format master worker shared", help = "Format the code" } -lint = { shell = "ruff check --fix master worker shared", help = "Run the linter" } -test = { shell = "pytest master worker shared", help = "Run the tests" } -check = { shell = "basedpyright --project master worker shared", help = "Run type checker" } +fmt = { shell = "ruff format master worker shared engines/*", help = "Format the code" } +lint = { shell = "ruff check --fix master worker shared engines/*", help = "Run the linter" } +test = { shell = "pytest master worker shared engines/*", help = "Run the tests" } +check = { shell = "basedpyright --project master worker shared engines/*", help = "Run type checker" } ### # workspace configuration From 41085eef7b0468715763a71e28536c95cc2ccfbb Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Tue, 17 Jun 2025 16:10:58 +0100 Subject: [PATCH 009/224] Prepare Environment Parser --- shared/{main.py => env.py} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename shared/{main.py => env.py} (100%) diff --git a/shared/main.py b/shared/env.py similarity index 100% rename from shared/main.py rename to shared/env.py From c57ed32fc5e77c245bd60b53f867532bf2465abb Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Tue, 17 Jun 2025 16:11:15 +0100 Subject: [PATCH 010/224] Add Initial Contribution Rules --- RULES.md | 20 ++++++++++++++++++++ 1 file changed, 20 insertions(+) create mode 100644 RULES.md diff --git a/RULES.md b/RULES.md new file mode 100644 index 00000000..0c060999 --- /dev/null +++ b/RULES.md @@ -0,0 +1,20 @@ +# Repository Rules + +## General Rules + +* do not bypass the type-checker. + +## Commit Messages + +* use the imperative mood in the subject line. +* prefix the subject line with a change type. our change types are: + * `documentation`: documentation changes. + * `feature`: a new feature. + * `refactor`: a code change that neither fixes a bug nor adds a feature. + * `bugfix`: a bug fix. + * `chore`: routine tasks, maintenance, or tooling changes. + * `test`: adding or correcting tests. +* restrict the subject line to fifty characters or less. +* capitalize the subject line. +* do not end the subject line with a period. +* separate subject from body with a blank line. \ No newline at end of file From c15e402f3b8e30bf8bff026ac9bec839f7d00d80 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Tue, 17 Jun 2025 22:23:01 +0100 Subject: [PATCH 011/224] Add Simple Groundwork --- shared/env.py | 23 +++- shared/logger.py | 47 ++++++++ shared/pyproject.toml | 5 +- shared/unique_identifier.py | 25 +++++ uv.lock | 207 ++++++++++++++++++++++++++++-------- 5 files changed, 255 insertions(+), 52 deletions(-) create mode 100644 shared/logger.py create mode 100644 shared/unique_identifier.py diff --git a/shared/env.py b/shared/env.py index 69d18fec..f53de3e3 100644 --- a/shared/env.py +++ b/shared/env.py @@ -1,6 +1,21 @@ -def main(): - print("Hello from shared!") +import logging +import os +from typing import TypeVar + +from pydantic import BaseModel, ValidationError + +EnvSchema = TypeVar("EnvSchema", bound=BaseModel) -if __name__ == "__main__": - main() +def get_validated_env( + environment_schema: type[EnvSchema], logger: logging.Logger +) -> EnvSchema: + """ + Validate and parse data into an instance of config_cls. + Raises ValidationError if validation fails. + """ + try: + return environment_schema.model_validate(os.environ, strict=True) + except ValidationError as e: + logger.error("Environment Variables Validation Failed: %s", e) + raise e diff --git a/shared/logger.py b/shared/logger.py new file mode 100644 index 00000000..1d522fc2 --- /dev/null +++ b/shared/logger.py @@ -0,0 +1,47 @@ +import logging +import logging.handlers +from collections.abc import Sequence +from queue import Queue + +from rich.logging import RichHandler + + +def configure_logger( + logger_name: str, + log_level: int = logging.INFO, + effect_handlers: Sequence[logging.Handler] | None = None, +) -> logging.Logger: + logger = logging.getLogger(logger_name) + logger.setLevel(log_level) + logger.propagate = False + + # If the named logger already has handlers, we assume it has been configured. + if logger.hasHandlers(): + return logger + + console_handler = RichHandler( + rich_tracebacks=True, + ) + console_handler.setLevel(log_level) + + logger.addHandler(console_handler) + if effect_handlers is None: + effect_handlers = [] + for effect_handler in effect_handlers: + logger.addHandler(effect_handler) + + return logger + + +def attach_to_queue(logger: logging.Logger, queue: Queue[logging.LogRecord]) -> None: + logger.addHandler(logging.handlers.QueueHandler(queue)) + + +def create_queue_listener( + log_queue: Queue[logging.LogRecord], + effect_handlers: list[logging.Handler], +) -> logging.handlers.QueueListener: + listener = logging.handlers.QueueListener( + log_queue, *effect_handlers, respect_handler_level=True + ) + return listener diff --git a/shared/pyproject.toml b/shared/pyproject.toml index 08048303..50e92c07 100644 --- a/shared/pyproject.toml +++ b/shared/pyproject.toml @@ -4,4 +4,7 @@ version = "0.1.0" description = "Add your description here" readme = "README.md" requires-python = ">=3.13" -dependencies = [] +dependencies = [ + "pydantic>=2.11.7", + "rich>=14.0.0", +] diff --git a/shared/unique_identifier.py b/shared/unique_identifier.py new file mode 100644 index 00000000..5c4508a0 --- /dev/null +++ b/shared/unique_identifier.py @@ -0,0 +1,25 @@ +import uuid +from typing import Callable, TypeVar + +from pydantic import UUID4, BaseModel + +NT = TypeVar("NT", bound=str) +type NewTypeGenerator[NT] = Callable[[str], NT] + + +class _UuidValidator(BaseModel): + id: UUID4 + + +def _generate_uuid() -> str: + 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= 14552 }, +] [[package]] name = "worker" From 77546b951e9c3050b37d4ec67ea87f1764591992 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Tue, 17 Jun 2025 22:28:48 +0100 Subject: [PATCH 012/224] Update pyproject.toml --- engines/mlx/pyproject.toml | 4 +- master/pyproject.toml | 4 +- pyproject.toml | 12 +++--- shared/pyproject.toml | 4 +- uv.lock | 83 +++++++++++++++++++++----------------- worker/pyproject.toml | 4 +- 6 files changed, 61 insertions(+), 50 deletions(-) diff --git a/engines/mlx/pyproject.toml b/engines/mlx/pyproject.toml index fabd8caa..b4086826 100644 --- a/engines/mlx/pyproject.toml +++ b/engines/mlx/pyproject.toml @@ -1,7 +1,7 @@ [project] -name = "mlx" +name = "exo-engine-mlx" version = "0.1.0" -description = "Add your description here" +description = "MLX inference backend for the Exo project" readme = "README.md" requires-python = ">=3.13" dependencies = [] diff --git a/master/pyproject.toml b/master/pyproject.toml index c9d955db..22d98254 100644 --- a/master/pyproject.toml +++ b/master/pyproject.toml @@ -1,7 +1,7 @@ [project] -name = "master" +name = "exo-master" version = "0.1.0" -description = "Add your description here" +description = "Master service for the Exo project" readme = "README.md" requires-python = ">=3.13" dependencies = [] diff --git a/pyproject.toml b/pyproject.toml index 446935e6..b1db32b8 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -5,8 +5,8 @@ description = "Exo" readme = "README.md" requires-python = ">=3.13" dependencies = [ - "master", - "worker", + "exo-master", + "exo-worker", ] # dependencies only required for development @@ -41,10 +41,10 @@ members = [ ] [tool.uv.sources] -shared = { workspace = true } -master = { workspace = true } -worker = { workspace = true } -mlx = { workspace = true } +exo-shared = { workspace = true } +exo-master = { workspace = true } +exo-worker = { workspace = true } +exo-engine-mlx = { workspace = true } [build-system] requires = ["hatchling"] diff --git a/shared/pyproject.toml b/shared/pyproject.toml index 50e92c07..79e8204d 100644 --- a/shared/pyproject.toml +++ b/shared/pyproject.toml @@ -1,7 +1,7 @@ [project] -name = "shared" +name = "exo-shared" version = "0.1.0" -description = "Add your description here" +description = "Shared utilities for the Exo project" readme = "README.md" requires-python = ">=3.13" dependencies = [ diff --git a/uv.lock b/uv.lock index 9307520b..cad9e235 100644 --- a/uv.lock +++ b/uv.lock @@ -13,10 +13,10 @@ supported-markers = [ [manifest] members = [ "exo", - "master", - "mlx", - "shared", - "worker", + "exo-engine-mlx", + "exo-master", + "exo-shared", + "exo-worker", ] [[package]] @@ -45,8 +45,8 @@ name = "exo" version = "0.2.0" source = { editable = "." } dependencies = [ - { name = "master", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, - { name = "worker", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "exo-master", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "exo-worker", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] [package.optional-dependencies] @@ -64,9 +64,9 @@ dev = [ [package.metadata] requires-dist = [ - { name = "master", virtual = "master" }, - { name = "mlx", marker = "extra == 'darwin'", virtual = "engines/mlx" }, - { name = "worker", virtual = "worker" }, + { name = "exo-master", virtual = "master" }, + { name = "exo-worker", virtual = "worker" }, + { name = "mlx", marker = "extra == 'darwin'" }, ] provides-extras = ["darwin"] @@ -78,6 +78,36 @@ dev = [ { name = "ruff", specifier = ">=0.11.13" }, ] +[[package]] +name = "exo-engine-mlx" +version = "0.1.0" +source = { virtual = "engines/mlx" } + +[[package]] +name = "exo-master" +version = "0.1.0" +source = { virtual = "master" } + +[[package]] +name = "exo-shared" +version = "0.1.0" +source = { virtual = "shared" } +dependencies = [ + { name = "pydantic", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "rich", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, +] + +[package.metadata] +requires-dist = [ + { name = "pydantic", specifier = ">=2.11.7" }, + { name = "rich", specifier = ">=14.0.0" }, +] + +[[package]] +name = "exo-worker" +version = "0.1.0" +source = { virtual = "worker" } + [[package]] name = "iniconfig" version = "2.1.0" @@ -99,11 +129,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/42/d7/1ec15b46af6af88f19b8e5ffea08fa375d433c998b8a7639e76935c14f1f/markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1", size = 87528 }, ] -[[package]] -name = "master" -version = "0.1.0" -source = { virtual = "master" } - [[package]] name = "mdurl" version = "0.1.2" @@ -115,8 +140,14 @@ wheels = [ [[package]] name = "mlx" -version = "0.1.0" -source = { virtual = "engines/mlx" } +version = "0.26.1" +source = { registry = "https://pypi.org/simple" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a2/a7/871c451fe81274d37022a62f825c1dcd22b30e1f8bd2241f91d9f508c9b9/mlx-0.26.1-cp313-cp313-macosx_13_0_arm64.whl", hash = "sha256:ccd8662abad0f1340326412d6051c116fcb5c923c4d2a25ba1277ae65ab140dd", size = 32396333 }, + { url = "https://files.pythonhosted.org/packages/82/77/720bea5a67934b50372dfd5043864458f103743edcc7c30049e788ea3762/mlx-0.26.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:0c113dd7c7ac13af6e39f0132d33a8dc78928e858ba8d18f8c89f8bfa694a358", size = 31871172 }, + { url = "https://files.pythonhosted.org/packages/15/4f/83f67bc4fe012dffffd2d96d2767b83fee9b2d7d185611d554ac659cfa4d/mlx-0.26.1-cp313-cp313-macosx_15_0_arm64.whl", hash = "sha256:2ec37131dbb06c0be78ce56b1731ddab6e56183012e7b83bea79b5329ef7d695", size = 31871791 }, + { url = "https://files.pythonhosted.org/packages/4f/fb/4123952002fd91f096ba07ce797b6bb6a32cc7a89c988565e261559f77dd/mlx-0.26.1-cp313-cp313-manylinux_2_31_x86_64.whl", hash = "sha256:db96a53466d8efc6cf2a2918b2d4e29cbf9f25174c838fb3c380c8717a40752f", size = 10120515 }, +] [[package]] name = "nodejs-wheel-binaries" @@ -285,21 +316,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/5a/c0/b0b508193b0e8a1654ec683ebab18d309861f8bd64e3a2f9648b80d392cb/ruff-0.11.13-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:51c3f95abd9331dc5b87c47ac7f376db5616041173826dfd556cfe3d4977f492", size = 11602992 }, ] -[[package]] -name = "shared" -version = "0.1.0" -source = { virtual = "shared" } -dependencies = [ - { name = "pydantic", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, - { name = "rich", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, -] - -[package.metadata] -requires-dist = [ - { name = "pydantic", specifier = ">=2.11.7" }, - { name = "rich", specifier = ">=14.0.0" }, -] - [[package]] name = "typing-extensions" version = "4.14.0" @@ -320,8 +336,3 @@ sdist = { url = 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Add Sync to Runner --- pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/pyproject.toml b/pyproject.toml index b1db32b8..47c2a7b5 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -30,6 +30,7 @@ fmt = { shell = "ruff format master worker shared engines/*", help = "Format the lint = { shell = "ruff check --fix master worker shared engines/*", help = "Run the linter" } test = { shell = "pytest master worker shared engines/*", help = "Run the tests" } check = { shell = "basedpyright --project master worker shared engines/*", help = "Run type checker" } +sync = { shell = "uv sync --all-packages", help = "Sync the dependencies" } ### # workspace configuration From da50da2b43684806d20f525b56c7befc2bcc8681 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Fri, 27 Jun 2025 11:57:03 +0100 Subject: [PATCH 014/224] Add Simple env.py --- shared/env.py | 4 ---- 1 file changed, 4 deletions(-) diff --git a/shared/env.py b/shared/env.py index f53de3e3..23e39704 100644 --- a/shared/env.py +++ b/shared/env.py @@ -10,10 +10,6 @@ EnvSchema = TypeVar("EnvSchema", bound=BaseModel) def get_validated_env( environment_schema: type[EnvSchema], logger: logging.Logger ) -> EnvSchema: - """ - Validate and parse data into an instance of config_cls. - Raises ValidationError if validation fails. - """ try: return environment_schema.model_validate(os.environ, strict=True) except ValidationError as e: From 7f0f71b9eb8d3138ea014929656290fea8efa413 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Sat, 28 Jun 2025 01:25:51 +0100 Subject: [PATCH 015/224] Add .gitignore --- .gitignore | 2 ++ 1 file changed, 2 insertions(+) create mode 100644 .gitignore diff --git a/.gitignore b/.gitignore new file mode 100644 index 00000000..4f2f08c0 --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +*/__pycache__ +__pycache__ \ No newline at end of file From 61b8b1cb18df3dca79c80115a60640e3a19459a2 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Sat, 28 Jun 2025 01:26:49 +0100 Subject: [PATCH 016/224] Add Protobuf Support --- flake.nix | 2 + justfile | 3 + pyproject.toml | 7 ++ uv.lock | 191 ++++++++++++++++++++++++++++--------------------- 4 files changed, 123 insertions(+), 80 deletions(-) create mode 100644 justfile diff --git a/flake.nix b/flake.nix index 13c412c7..2e1b6243 100644 --- a/flake.nix +++ b/flake.nix @@ -20,6 +20,8 @@ packages = [ pkgs.python313 pkgs.uv + pkgs.just + pkgs.protobuf ]; }; } diff --git a/justfile b/justfile new file mode 100644 index 00000000..d6deb6f8 --- /dev/null +++ b/justfile @@ -0,0 +1,3 @@ +regenerate-protobufs: + protoc --proto_path=shared/protobufs/schemas --python_out=shared/protobufs/types shared/protobufs/schemas/*.proto + uv run ruff format ./shared/protobufs/types \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index 47c2a7b5..b5e485c8 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -31,6 +31,8 @@ lint = { shell = "ruff check --fix master worker shared engines/*", help = "Run test = { shell = "pytest master worker shared engines/*", help = "Run the tests" } check = { shell = "basedpyright --project master worker shared engines/*", help = "Run type checker" } sync = { shell = "uv sync --all-packages", help = "Sync the dependencies" } +protobufs = { shell = "just regenerate-protobufs", help = "Regenerate the protobufs" } +build = { shell = "just regenerate-protobufs && uv build --all-packages", help = "Build the project" } ### # workspace configuration @@ -83,6 +85,8 @@ include = ["master", "worker", "shared", "engines/*"] pythonVersion = "3.13" pythonPlatform = "Darwin" +exclude = ["shared/protobufs/**"] + ### # uv configuration ### @@ -98,5 +102,8 @@ environments = [ # ruff configuration ### +[tool.ruff] +extend-exclude = ["shared/protobufs/**"] + [tool.ruff.lint] extend-select = ["I", "N", "B", "A", "PIE", "SIM"] \ No newline at end of file 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<99731180+ToxicPine@users.noreply.github.com> Date: Sat, 28 Jun 2025 01:27:25 +0100 Subject: [PATCH 017/224] Add Protobuf Support --- shared/pyproject.toml | 1 + 1 file changed, 1 insertion(+) diff --git a/shared/pyproject.toml b/shared/pyproject.toml index 79e8204d..daec0be4 100644 --- a/shared/pyproject.toml +++ b/shared/pyproject.toml @@ -5,6 +5,7 @@ description = "Shared utilities for the Exo project" readme = "README.md" requires-python = ">=3.13" dependencies = [ + "protobuf>=6.31.1", "pydantic>=2.11.7", "rich>=14.0.0", ] From b53c1ba999d5855e60797704148b8ef7cc84d867 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Sat, 28 Jun 2025 01:28:52 +0100 Subject: [PATCH 018/224] Use Hatch Build System --- engines/mlx/pyproject.toml | 17 +++++++++++++++++ master/pyproject.toml | 17 +++++++++++++++++ shared/pyproject.toml | 22 ++++++++++++++++++++++ 3 files changed, 56 insertions(+) diff --git a/engines/mlx/pyproject.toml b/engines/mlx/pyproject.toml index b4086826..35487320 100644 --- a/engines/mlx/pyproject.toml +++ b/engines/mlx/pyproject.toml @@ -5,3 +5,20 @@ description = "MLX inference backend for the Exo project" readme = "README.md" requires-python = ">=3.13" dependencies = [] + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[tool.hatch.build] +clean = true + +[tool.hatch.build.targets.wheel] +packages = [] +include = ["*"] +exclude = ["*.md", "pyproject.toml"] + +[tool.hatch.build.targets.sdist] +packages = [] +include = ["*"] +exclude = ["*.md", "pyproject.toml"] \ No newline at end of file diff --git a/master/pyproject.toml b/master/pyproject.toml index 22d98254..6cc992c1 100644 --- a/master/pyproject.toml +++ b/master/pyproject.toml @@ -5,3 +5,20 @@ description = "Master service for the Exo project" readme = "README.md" requires-python = ">=3.13" dependencies = [] + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[tool.hatch.build] +clean = true + +[tool.hatch.build.targets.wheel] +packages = [] +include = ["*"] +exclude = ["*.md", "pyproject.toml"] + +[tool.hatch.build.targets.sdist] +packages = [] +include = ["*"] +exclude = ["*.md", "pyproject.toml"] \ No newline at end of file diff --git a/shared/pyproject.toml b/shared/pyproject.toml index daec0be4..3fb450fb 100644 --- a/shared/pyproject.toml +++ b/shared/pyproject.toml @@ -9,3 +9,25 @@ dependencies = [ "pydantic>=2.11.7", "rich>=14.0.0", ] + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[tool.hatch.build] +clean = true + +[tool.hatch.build.targets.wheel] +packages = [] +include = ["*"] +exclude = ["protobufs/schemas", "*.md", "pyproject.toml"] + +[tool.hatch.build.targets.sdist] +packages = [] +include = ["*"] +exclude = ["protobufs/schemas", "*.md", "pyproject.toml"] + +[dependency-groups] +dev = [ + "types-protobuf>=6.30.2.20250516", +] \ No newline at end of file From 38bc8ea7e4b385d22c274e2c1c2787a960fe84c5 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Sat, 28 Jun 2025 01:32:10 +0100 Subject: [PATCH 019/224] Keep Protobuf Directories --- shared/protobufs/schemas/.gitkeep | 0 shared/protobufs/types/.gitkeep | 0 2 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 shared/protobufs/schemas/.gitkeep create mode 100644 shared/protobufs/types/.gitkeep diff --git a/shared/protobufs/schemas/.gitkeep b/shared/protobufs/schemas/.gitkeep new file mode 100644 index 00000000..e69de29b diff --git a/shared/protobufs/types/.gitkeep b/shared/protobufs/types/.gitkeep new file mode 100644 index 00000000..e69de29b From f7f779da19c8a1c90a9b8ada6e0b4b0fb2600f23 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Sat, 28 Jun 2025 12:28:26 +0100 Subject: [PATCH 020/224] Fix Type Checker; Improve Protobuf Generation --- justfile | 2 +- pyproject.toml | 7 +++++-- uv.lock | 6 +++--- 3 files changed, 9 insertions(+), 6 deletions(-) diff --git a/justfile b/justfile index d6deb6f8..8718b6b9 100644 --- a/justfile +++ b/justfile @@ -1,3 +1,3 @@ regenerate-protobufs: - protoc --proto_path=shared/protobufs/schemas --python_out=shared/protobufs/types shared/protobufs/schemas/*.proto + protoc --proto_path=shared/protobufs/schemas --python_out=shared/protobufs/types --pyi_out=shared/protobufs/types shared/protobufs/schemas/*.proto uv run ruff format ./shared/protobufs/types \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index b5e485c8..baea585c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -29,7 +29,7 @@ darwin = [ fmt = { shell = "ruff format master worker shared engines/*", help = "Format the code" } lint = { shell = "ruff check --fix master worker shared engines/*", help = "Run the linter" } test = { shell = "pytest master worker shared engines/*", help = "Run the tests" } -check = { shell = "basedpyright --project master worker shared engines/*", help = "Run type checker" } +check = { shell = "basedpyright --project pyproject.toml", help = "Run type checker" } sync = { shell = "uv sync --all-packages", help = "Sync the dependencies" } protobufs = { shell = "just regenerate-protobufs", help = "Regenerate the protobufs" } build = { shell = "just regenerate-protobufs && uv build --all-packages", help = "Build the project" } @@ -85,7 +85,10 @@ include = ["master", "worker", "shared", "engines/*"] pythonVersion = "3.13" pythonPlatform = "Darwin" -exclude = ["shared/protobufs/**"] +stubPath = "shared/protobufs/types" +ignore = [ + "shared/protobufs/types/**/*", +] ### # uv configuration diff --git a/uv.lock b/uv.lock index 5f8ae494..dca182fb 100644 --- a/uv.lock +++ b/uv.lock @@ -64,7 +64,7 @@ dev = [ [package.metadata] requires-dist = [ - { name = "exo-master", virtual = "master" }, + { name = "exo-master", editable = "master" }, { name = "exo-worker", virtual = "worker" }, { name = "mlx", marker = "extra == 'darwin'" }, ] @@ -81,12 +81,12 @@ dev = [ [[package]] name = "exo-engine-mlx" version = "0.1.0" -source = { virtual = "engines/mlx" } +source = { editable = "engines/mlx" } [[package]] name = "exo-master" version = "0.1.0" -source = { virtual = "master" } +source = { editable = "master" } [[package]] name = "exo-shared" From e4c4b3e95a07fb0a53ac9e97f7d0dcfcf4645905 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Sat, 28 Jun 2025 12:29:01 +0100 Subject: [PATCH 021/224] Overhaul CI Design --- .../conditional-commit/conditional-commit.yml | 16 +++++ .github/actions/format/action.yml | 10 +++ .github/actions/lint/action.yml | 10 +++ .../actions/regenerate-protobufs/action.yml | 10 +++ .github/actions/setup-python-uv/action.yml | 20 ++++++ .github/actions/typecheck/action.yml | 10 +++ .github/workflows/format.yml | 49 -------------- .github/workflows/lint.yml | 49 -------------- .github/workflows/pipeline.yml | 67 +++++++++++++++++++ .github/workflows/type-check.yml | 38 ----------- 10 files changed, 143 insertions(+), 136 deletions(-) create mode 100644 .github/actions/conditional-commit/conditional-commit.yml create mode 100644 .github/actions/format/action.yml create mode 100644 .github/actions/lint/action.yml create mode 100644 .github/actions/regenerate-protobufs/action.yml create mode 100644 .github/actions/setup-python-uv/action.yml create mode 100644 .github/actions/typecheck/action.yml delete mode 100644 .github/workflows/format.yml delete mode 100644 .github/workflows/lint.yml create mode 100644 .github/workflows/pipeline.yml delete mode 100644 .github/workflows/type-check.yml diff --git a/.github/actions/conditional-commit/conditional-commit.yml b/.github/actions/conditional-commit/conditional-commit.yml new file mode 100644 index 00000000..43c31c61 --- /dev/null +++ b/.github/actions/conditional-commit/conditional-commit.yml @@ -0,0 +1,16 @@ +name: Commit if changed +description: "Create a commit when the working tree is dirty" + +inputs: + message: + description: "Commit message" + required: true + +runs: + using: composite + steps: + - name: Commit changed files + shell: bash + run: | + git diff --quiet && exit 0 + git commit -am "${{ inputs.message }}" \ No newline at end of file diff --git a/.github/actions/format/action.yml b/.github/actions/format/action.yml new file mode 100644 index 00000000..aec7bb98 --- /dev/null +++ b/.github/actions/format/action.yml @@ -0,0 +1,10 @@ +name: Format Code + +description: "Run code formatter" + +runs: + using: "composite" + steps: + - name: Format code + run: uv run poe fmt + shell: bash \ No newline at end of file diff --git a/.github/actions/lint/action.yml b/.github/actions/lint/action.yml new file mode 100644 index 00000000..be5d738f --- /dev/null +++ b/.github/actions/lint/action.yml @@ -0,0 +1,10 @@ +name: Lint Code + +description: "Run code linter" + +runs: + using: "composite" + steps: + - name: Lint code + run: uv run poe lint + shell: bash \ No newline at end of file diff --git a/.github/actions/regenerate-protobufs/action.yml b/.github/actions/regenerate-protobufs/action.yml new file mode 100644 index 00000000..0db43cab --- /dev/null +++ b/.github/actions/regenerate-protobufs/action.yml @@ -0,0 +1,10 @@ +name: Regenerate Protobufs + +description: "Regenerate protobuf files" + +runs: + using: "composite" + steps: + - name: Regenerate protobufs + run: nix develop -c just regenerate-protobufs + shell: bash \ No newline at end of file diff --git a/.github/actions/setup-python-uv/action.yml b/.github/actions/setup-python-uv/action.yml new file mode 100644 index 00000000..3b531ed0 --- /dev/null +++ b/.github/actions/setup-python-uv/action.yml @@ -0,0 +1,20 @@ +name: Setup Python & uv + +description: "Regenerate Python environment from uv.lock" + +runs: + using: "composite" + steps: + - name: Install uv + uses: astral-sh/setup-uv@v6 + with: + enable-cache: true + cache-dependency-glob: uv.lock + + - name: Install Python + run: uv python install + shell: bash + + - name: Sync + run: uv sync --locked --all-extras --dev + shell: bash \ No newline at end of file diff --git a/.github/actions/typecheck/action.yml b/.github/actions/typecheck/action.yml new file mode 100644 index 00000000..96b4c2e8 --- /dev/null +++ b/.github/actions/typecheck/action.yml @@ -0,0 +1,10 @@ +name: Type Check + +description: "Run static type checker" + +runs: + using: "composite" + steps: + - name: Run type checker + run: uv run poe check + shell: bash \ No newline at end of file diff --git a/.github/workflows/format.yml b/.github/workflows/format.yml deleted file mode 100644 index a8eedcd6..00000000 --- a/.github/workflows/format.yml +++ /dev/null @@ -1,49 +0,0 @@ -name: format - -on: - push: - branches: - - staging - - main - pull_request: - branches: - - staging - - main - -jobs: - format: - runs-on: ubuntu-22.04 - - permissions: - contents: write - - steps: - - uses: actions/checkout@v4 - with: - fetch-depth: 0 - token: ${{ secrets.GITHUB_TOKEN }} - - - name: Install uv - uses: astral-sh/setup-uv@v6 - with: - enable-cache: true - cache-dependency-glob: uv.lock - - - name: Install Python - run: uv python install - - - name: Sync dependencies - run: uv sync --locked --all-extras --dev - - - name: Format code - run: uv run poe fmt - - - name: Push formatted code - run: | - git diff --quiet && exit 0 - git config --local user.email "github-actions@users.noreply.github.com" - git config --local user.name "github-actions bot" - git commit -am "chore(format)" - git push - env: - GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} \ No newline at end of file diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml deleted file mode 100644 index 49c3689d..00000000 --- a/.github/workflows/lint.yml +++ /dev/null @@ -1,49 +0,0 @@ -name: lint - -on: - push: - branches: - - staging - - main - pull_request: - branches: - - staging - - main - -jobs: - format: - runs-on: ubuntu-22.04 - - permissions: - contents: write - - steps: - - uses: actions/checkout@v4 - with: - fetch-depth: 0 - token: ${{ secrets.GITHUB_TOKEN }} - - - name: Install uv - uses: astral-sh/setup-uv@v6 - with: - enable-cache: true - cache-dependency-glob: uv.lock - - - name: Install Python - run: uv python install - - - name: Sync dependencies - run: uv sync --locked --all-extras --dev - - - name: Lint code - run: uv run poe lint - - - name: Push linted code - run: | - git diff --quiet && exit 0 - git config --local user.email "github-actions@users.noreply.github.com" - git config --local user.name "github-actions bot" - git commit -am "chore(lint)" - git push - env: - GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} \ No newline at end of file diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml new file mode 100644 index 00000000..cb6860b3 --- /dev/null +++ b/.github/workflows/pipeline.yml @@ -0,0 +1,67 @@ +name: ci-pipeline + +on: + push: + branches: + - staging + - main + pull_request: + branches: + - staging + - main + +jobs: + typecheck: + runs-on: ubuntu-22.04 + steps: + - uses: ./.github/workflows/type-check.yml + ci: + needs: typecheck + runs-on: ubuntu-22.04 + permissions: + contents: write + env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + steps: + - uses: actions/checkout@v4 + with: + fetch-depth: 0 + token: ${{ secrets.GITHUB_TOKEN }} + + - name: Configure git user + run: | + git config --local user.email "github-actions@users.noreply.github.com" + git config --local user.name "github-actions bot" + shell: bash + + - uses: cachix/install-nix-action@v31 + with: + github_access_token: ${{ secrets.GITHUB_TOKEN }} + + - name: Setup Python and uv + uses: ./.github/actions/setup-python-uv + + - uses: ./.github/actions/regenerate-protobufs + + - name: Commit regenerated protobufs + uses: ./.github/actions/conditional-commit + with: + message: "chore(proto) regenerate protobufs" + + - uses: ./.github/actions/format + + - name: Commit formatted code + uses: ./.github/actions/conditional-commit + with: + message: "chore(format): format code" + + - uses: ./.github/actions/lint + + - name: Commit lint fixes + uses: ./.github/actions/conditional-commit + with: + message: "chore(lint): fix linting errors" + + - name: Push changes + run: git push + shell: bash \ No newline at end of file diff --git a/.github/workflows/type-check.yml b/.github/workflows/type-check.yml deleted file mode 100644 index eb2289e0..00000000 --- a/.github/workflows/type-check.yml +++ /dev/null @@ -1,38 +0,0 @@ -name: type-check - -on: - push: - branches: - - staging - - main - pull_request: - branches: - - staging - - main - -jobs: - typecheck: - runs-on: ubuntu-22.04 - - permissions: - contents: read - - steps: - - uses: actions/checkout@v4 - with: - fetch-depth: 0 - - - name: Install uv - uses: astral-sh/setup-uv@v6 - with: - enable-cache: true - cache-dependency-glob: uv.lock - - - name: Install Python - run: uv python install - - - name: Sync dependencies - run: uv sync --locked --all-extras --dev - - - name: Run type checker - run: uv run poe check From 885c7d5cd8e9aac65f42127ac82e210a4a853ce1 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Sat, 28 Jun 2025 14:03:01 +0100 Subject: [PATCH 022/224] Add RULES.md and .cursorrules --- .cursorrules | 64 ++++++++++++++++++++++++++++++++++++++++++++++++++ RULES.md | 66 +++++++++++++++++++++++++++++++++++++++++++++++++++- 2 files changed, 129 insertions(+), 1 deletion(-) create mode 100644 .cursorrules diff --git a/.cursorrules b/.cursorrules new file mode 100644 index 00000000..2f64c4b9 --- /dev/null +++ b/.cursorrules @@ -0,0 +1,64 @@ +# follow **every** rule exactly; report any violation instead of silently fixing it. + +You must prioritize straightforward code semantics, well-named types, clear function signatures, and robust, carefully-chosen abstractions. Think about how your decisions might impact these aspects of code quality before proposing any changes. + +You can use the advanced features of `typing`. You have access to all of the new features from Python 3.13, 3.12, 3.11... + +**When you're done making your changes, remove any redundant comments that you may have left; the comments that remain should only apply to complex segments of code, adding relevant context.** + +## 1. Code Discipline + +* Eliminate superfluous `try` / `catch` and `if` branches through strict typing and static analysis. +* Use pure functions unless you must mutate fixed state—then wrap that state in a class. +* Every function is **referentially transparent**: same inputs ⇒ same outputs, no hidden state, no unintended I/O. +* Put side-effects in injectable “effect handlers”; keep core logic pure. + +## 2. Naming + +* Choose descriptive, non-abbreviated names—no 3-letter acronyms or non-standard contractions. +* Anyone reading a function’s type signature alone should grasp its purpose without extra context. + +## 3. Typing + +* Maintain **strict, exhaustive** typing; never bypass the type-checker. +* Default to `Literal[...]` when an enum-like set is needed. +* Prefer built-in types; when two values share structure but differ in meaning, enforce separation: + * Use `typing.NewType` for primitives (zero runtime cost). + * For serialisable objects, add a `type: str` field that states the object’s identity. + +## 4. Pydantic + +* Read, respect, and rely on Pydantic docs. +* Centralise a common `ConfigDict` with `frozen=True` and `strict=True` (or stricter) and reuse it everywhere. +* For hierarchies of `BaseModel` variants, declare a discriminated union with `typing.Annotated[Base, Field(discriminator='variant')]`; publish a single `TypeAdapter[Base]` so all variants share one strict validator. + +## 5. IDs & UUIDs + +* Subclass Pydantic’s `UUID4` for custom ID types. +* Generate fresh IDs with `uuid.uuid4()`. +* Create idempotency keys by hashing *persisted* state plus a **function-specific salt** to avoid collisions after crashes. + +## 6. Error Handling + +* Catch an exception **only** where you can handle or transform it meaningfully. +* State in the docstring **where** each exception is expected to be handled and **why**. + +## 7. Dependencies + +* Introduce new external dependencies only after approval. +* Request only libraries common in production environments. + +## 8. Use of `@final` & Freezing + +* Mark classes, methods, and variables as `@final` or otherwise immutable wherever applicable. + +## 9. Repository Workflow + +If you spot a rule violation within code that you've not been asked to work on directly, inform the user rather than patching it ad-hoc. + + +--- + +### One-Sentence Summary + +Write strictly-typed, pure, self-describing Python that uses Pydantic, well-scoped side-effects, immutable state, approved dependencies, and explicit error handling diff --git a/RULES.md b/RULES.md index 0c060999..6524ee4b 100644 --- a/RULES.md +++ b/RULES.md @@ -1,8 +1,72 @@ # Repository Rules +* if you see any code that violates these rules, raise it with me directly rather than trying to fix. + * where applicable, file a GitHub Issue. +* adhere to these rules strictly. + ## General Rules -* do not bypass the type-checker. +* if its possible to eliminate an extra try-catch or if-statement at runtime using type-level discipline, do it! +* name your types, functions, and classes appropriately. + * no three-letter acronyms. + * no non-standard contractions. + * each data type has a meaning, pick a name which is accurate and descriptive. + * the average layman should be able to easily understand what your function does using the function signature alone! + * sometimes, there will be exceptions. eg, when you're using specific technical terms that are well understood (saga, event, etc). + * usually, you'll think that your code is an exception to the rules, but it won't be. + +## State, Functions and Classes + +* every function, given the same inputs, should produce the same outputs. ie, no hidden state. +* use classes to prevent fixed state from being mutated arbitrarily (unsafely); methods provide a safe way of interfacing with state. +* if your logic doesn't mutate fixed state, it probably belongs in a standalone function rather than a class. +* functions shouldn't usually produce side-effects (they should be computationally pure). + * if, for example, you're updating a state using an event (computationally pure), and you want to trigger a saga (computational side-effect), store the logic for triggering the saga into an effect handler (a function, capable of producing side-effects, that you pass into an otherwise computationally pure function, so that it may trigger side-effects safely). + +## Pydantic + +* read the Pydantic docs. +* respect the Pydantic docs. +* pydantic is all you need. +* declare and re-use a central `ConfigDict` for your use-case, you'll usually want `frozen` and `strict` to be `True`. + +## Unique ID (UUID) Generation + +* inherit from Pydantic's `UUID4` class to create your own UUID class. +* use `uuid.uuid4()` to initialize your class with a fresh UUID where possible. +* ensure that idempotency tags are generated by taking the salted hash of persisted state. + * rationale: if a node crashes and resumes from an older state, it should not accidentally re-publish the same event twice under different idempotency tags. + * every distinct function should feature a unique salt, so that there are no accidental collisions in idempotency tags. + +## Type Wrappers + +* reuse types that already exist in the Python standard library. +* when two distinct data types are structurally identical (for example, different IDs which are both UUIDs but shouldn't never mixed up), make sure they can't be conflated by the type system. + * if you're working with a primitive data type (`str`, `int`, etc), use `NewType` (it has zero runtime overhead). + * if you're working with serializable data objects, consider adding a field (type `str`) that states its type. + +## Type Discipline + +* do not bypass the type-checker, preserve strict typing by any means necessary. +* by default, use literal types (like `Literal['one', 'two']`) where an enum seems appropriate. + +pro-tip: Python's type system is quite complex and feature-rich, so reading the documentation is often advisable; Matt discovered that Python `typing` library allows you to check that you've implemented a `match` exhaustively using `Literal` and `get_args(type)` after reading the docs. + +## Use of `@final`, Freezing + +* use wherever applicable. + +## Error Handling + +* don't try-catch for no reason. +* make sure that you always know where and when the exceptions your code produces are meant to be handled, so that it's never a nasty surprise. + * always write the rationale for your error-handling down in the docstring! + * communicate the details to your colleagues when appropriate. + +## Dependencies + +* don't introduce any new dependencies without asking. +* don't ask for any dependencies that aren't ubiquitous within production environments. ## Commit Messages From 587a52a944aef0aa795e7975ced07a70bf7da0fa Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Sat, 28 Jun 2025 14:08:18 +0100 Subject: [PATCH 023/224] Remove Bad UUID Implementation --- shared/unique_identifier.py | 25 ------------------------- 1 file changed, 25 deletions(-) delete mode 100644 shared/unique_identifier.py diff --git a/shared/unique_identifier.py b/shared/unique_identifier.py deleted file mode 100644 index 5c4508a0..00000000 --- a/shared/unique_identifier.py +++ /dev/null @@ -1,25 +0,0 @@ -import uuid -from typing import Callable, TypeVar - -from pydantic import UUID4, BaseModel - -NT = TypeVar("NT", bound=str) -type NewTypeGenerator[NT] = Callable[[str], NT] - - -class _UuidValidator(BaseModel): - id: UUID4 - - -def _generate_uuid() -> str: - """Return a freshly generated RFC-4122 UUID version 4 in canonical string form.""" - return str(uuid.uuid4()) - - -def generate_uuid(type_wrapper: NewTypeGenerator[NT]) -> NT: - return type_wrapper(_generate_uuid()) - - -def validate_uuid(data: str, type_wrapper: NewTypeGenerator[NT]) -> NT: - validated_model = _UuidValidator.model_validate({"id": data}) - return type_wrapper(str(validated_model.id)) From 74adbc42800bbc8cbcc40f0d4286db338647f0d9 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Sat, 28 Jun 2025 14:33:01 +0100 Subject: [PATCH 024/224] Remove PoeThePoet --- justfile | 23 ++++++++++++++++++++++- pyproject.toml | 13 +------------ 2 files changed, 23 insertions(+), 13 deletions(-) diff --git a/justfile b/justfile index 8718b6b9..a2fe657a 100644 --- a/justfile +++ b/justfile @@ -1,3 +1,24 @@ regenerate-protobufs: protoc --proto_path=shared/protobufs/schemas --python_out=shared/protobufs/types --pyi_out=shared/protobufs/types shared/protobufs/schemas/*.proto - uv run ruff format ./shared/protobufs/types \ No newline at end of file + uv run ruff format ./shared/protobufs/types + +fmt: + uv run ruff format master worker shared engines/* + +lint: + uv run ruff check --fix master worker shared engines/* + +test: + uv run pytest master worker shared engines/* + +check: + uv run basedpyright --project pyproject.toml + +sync: + uv sync --all-packages + +protobufs: + just regenerate-protobufs + +build: regenerate-protobufs + uv build --all-packages \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index baea585c..bfd0708b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -13,7 +13,6 @@ dependencies = [ [dependency-groups] dev = [ "basedpyright>=1.29.4", - "poethepoet>=0.35.0", "pytest>=8.4.0", "ruff>=0.11.13", ] @@ -24,16 +23,6 @@ darwin = [ "mlx", ] -# task runner configuration -[tool.poe.tasks] -fmt = { shell = "ruff format master worker shared engines/*", help = "Format the code" } -lint = { shell = "ruff check --fix master worker shared engines/*", help = "Run the linter" } -test = { shell = "pytest master worker shared engines/*", help = "Run the tests" } -check = { shell = "basedpyright --project pyproject.toml", help = "Run type checker" } -sync = { shell = "uv sync --all-packages", help = "Sync the dependencies" } -protobufs = { shell = "just regenerate-protobufs", help = "Regenerate the protobufs" } -build = { shell = "just regenerate-protobufs && uv build --all-packages", help = "Build the project" } - ### # workspace configuration ### @@ -109,4 +98,4 @@ environments = [ extend-exclude = ["shared/protobufs/**"] [tool.ruff.lint] -extend-select = ["I", "N", "B", "A", "PIE", "SIM"] \ No newline at end of file +extend-select = ["I", "N", "B", "A", "PIE", "SIM"] From c977ce9419262c9211899dc90e14d24dcceeeeee Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Sat, 28 Jun 2025 14:34:49 +0100 Subject: [PATCH 025/224] Ensure `exo-shared` is a Dependency of `exo-master` and `exo-worker` --- master/pyproject.toml | 2 +- uv.lock | 55 +++++++++++-------------------------------- worker/pyproject.toml | 19 ++++++++++++++- 3 files changed, 33 insertions(+), 43 deletions(-) diff --git a/master/pyproject.toml b/master/pyproject.toml index 6cc992c1..8410b18f 100644 --- a/master/pyproject.toml +++ b/master/pyproject.toml @@ -4,7 +4,7 @@ version = "0.1.0" description = "Master service for the Exo project" readme = "README.md" requires-python = ">=3.13" -dependencies = [] +dependencies = ["exo-shared"] [build-system] requires = ["hatchling"] diff --git a/uv.lock b/uv.lock index dca182fb..d0b632cf 100644 --- a/uv.lock +++ b/uv.lock @@ -57,7 +57,6 @@ darwin = [ [package.dev-dependencies] dev = [ { name = "basedpyright", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, - { name = "poethepoet", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "pytest", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "ruff", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] @@ -65,7 +64,7 @@ dev = [ [package.metadata] requires-dist = [ { name = "exo-master", editable = "master" }, - { name = "exo-worker", virtual = "worker" }, + { name = "exo-worker", editable = "worker" }, { name = "mlx", marker = "extra == 'darwin'" }, ] provides-extras = ["darwin"] @@ -73,7 +72,6 @@ provides-extras = ["darwin"] [package.metadata.requires-dev] dev = [ { name = "basedpyright", specifier = ">=1.29.4" }, - { name = "poethepoet", specifier = ">=0.35.0" }, { name = "pytest", specifier = ">=8.4.0" }, { name = "ruff", specifier = ">=0.11.13" }, ] @@ -87,6 +85,12 @@ source = { editable = "engines/mlx" } name = "exo-master" version = "0.1.0" source = { editable = "master" } +dependencies = [ + { name = "exo-shared", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, +] + +[package.metadata] +requires-dist = [{ name = "exo-shared", editable = "shared" }] [[package]] name = "exo-shared" @@ -116,7 +120,13 @@ dev = [{ name = "types-protobuf", specifier = ">=6.30.2.20250516" }] [[package]] name = "exo-worker" version = "0.1.0" -source = { virtual = "worker" } +source = { editable = "worker" } +dependencies = [ + { name = "exo-shared", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, +] + +[package.metadata] +requires-dist = [{ name = "exo-shared", editable = "shared" }] [[package]] name = "iniconfig" @@ -182,15 +192,6 @@ wheels = [ { url = 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["*"] +exclude = ["*.md", "pyproject.toml"] \ No newline at end of file From d8459358cf1fa4789cdf866a5acc6606fb589447 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Sat, 28 Jun 2025 14:42:53 +0100 Subject: [PATCH 026/224] Refactor CI --- .github/actions/conditional-commit/conditional-commit.yml | 2 +- .github/actions/format/action.yml | 4 ++-- .github/actions/lint/action.yml | 4 ++-- .github/actions/regenerate-protobufs/action.yml | 2 +- .github/actions/setup-python-uv/action.yml | 4 ++-- .github/actions/typecheck/action.yml | 4 ++-- .github/workflows/pipeline.yml | 7 ++----- 7 files changed, 12 insertions(+), 15 deletions(-) diff --git a/.github/actions/conditional-commit/conditional-commit.yml b/.github/actions/conditional-commit/conditional-commit.yml index 43c31c61..5d18fbf6 100644 --- a/.github/actions/conditional-commit/conditional-commit.yml +++ b/.github/actions/conditional-commit/conditional-commit.yml @@ -13,4 +13,4 @@ runs: shell: bash run: | git diff --quiet && exit 0 - git commit -am "${{ inputs.message }}" \ No newline at end of file + git commit -am "${{ inputs.message }}" diff --git a/.github/actions/format/action.yml b/.github/actions/format/action.yml index aec7bb98..1b43e9c4 100644 --- a/.github/actions/format/action.yml +++ b/.github/actions/format/action.yml @@ -6,5 +6,5 @@ runs: using: "composite" steps: - name: Format code - run: uv run poe fmt - shell: bash \ No newline at end of file + run: nix develop -c just fmt + shell: bash diff --git a/.github/actions/lint/action.yml b/.github/actions/lint/action.yml index be5d738f..68c7eb53 100644 --- a/.github/actions/lint/action.yml +++ b/.github/actions/lint/action.yml @@ -6,5 +6,5 @@ runs: using: "composite" steps: - name: Lint code - run: uv run poe lint - shell: bash \ No newline at end of file + run: nix develop -c just lint + shell: bash diff --git a/.github/actions/regenerate-protobufs/action.yml b/.github/actions/regenerate-protobufs/action.yml index 0db43cab..dfc65512 100644 --- a/.github/actions/regenerate-protobufs/action.yml +++ b/.github/actions/regenerate-protobufs/action.yml @@ -7,4 +7,4 @@ runs: steps: - name: Regenerate protobufs run: nix develop -c just regenerate-protobufs - shell: bash \ No newline at end of file + shell: bash diff --git a/.github/actions/setup-python-uv/action.yml b/.github/actions/setup-python-uv/action.yml index 3b531ed0..b3eb2c03 100644 --- a/.github/actions/setup-python-uv/action.yml +++ b/.github/actions/setup-python-uv/action.yml @@ -13,8 +13,8 @@ runs: - name: Install Python run: uv python install - shell: bash + shell: bash - name: Sync run: uv sync --locked --all-extras --dev - shell: bash \ No newline at end of file + shell: bash diff --git a/.github/actions/typecheck/action.yml b/.github/actions/typecheck/action.yml index 96b4c2e8..8ae7ffa2 100644 --- a/.github/actions/typecheck/action.yml +++ b/.github/actions/typecheck/action.yml @@ -6,5 +6,5 @@ runs: using: "composite" steps: - name: Run type checker - run: uv run poe check - shell: bash \ No newline at end of file + run: nix develop -c just check + shell: bash diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml index cb6860b3..6f3ba411 100644 --- a/.github/workflows/pipeline.yml +++ b/.github/workflows/pipeline.yml @@ -14,7 +14,7 @@ jobs: typecheck: runs-on: ubuntu-22.04 steps: - - uses: ./.github/workflows/type-check.yml + - uses: ./.github/actions/typecheck ci: needs: typecheck runs-on: ubuntu-22.04 @@ -38,9 +38,6 @@ jobs: with: github_access_token: ${{ secrets.GITHUB_TOKEN }} - - name: Setup Python and uv - uses: ./.github/actions/setup-python-uv - - uses: ./.github/actions/regenerate-protobufs - name: Commit regenerated protobufs @@ -64,4 +61,4 @@ jobs: - name: Push changes run: git push - shell: bash \ No newline at end of file + shell: bash From 5abf03e31b01d3326a75c0b47654d0814a229fb4 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Sun, 29 Jun 2025 19:44:58 +0100 Subject: [PATCH 027/224] Scaffold Event Sourcing --- master/idempotency.py | 26 ++++ networking/.gitignore | 1 + networking/Cargo.lock | 171 ++++++++++++++++++++++++++ networking/Cargo.toml | 14 +++ networking/README.md | 0 networking/pyproject.toml | 22 ++++ networking/src/lib.rs | 15 +++ networking/src/networking/__init__.py | 5 + networking/src/networking/_core.pyi | 1 + pyproject.toml | 8 +- shared/constants.py | 11 ++ shared/env.py | 15 ++- shared/pyproject.toml | 3 +- shared/types/event_sourcing.py | 99 +++++++++++++++ uv.lock | 36 ++++++ 15 files changed, 423 insertions(+), 4 deletions(-) create mode 100644 master/idempotency.py create mode 100644 networking/.gitignore create mode 100644 networking/Cargo.lock create mode 100644 networking/Cargo.toml create mode 100644 networking/README.md create mode 100644 networking/pyproject.toml create mode 100644 networking/src/lib.rs create mode 100644 networking/src/networking/__init__.py create mode 100644 networking/src/networking/_core.pyi create mode 100644 shared/constants.py create mode 100644 shared/types/event_sourcing.py diff --git a/master/idempotency.py b/master/idempotency.py new file mode 100644 index 00000000..661d1e44 --- /dev/null +++ b/master/idempotency.py @@ -0,0 +1,26 @@ +from hashlib import sha3_224 as hasher +from typing import Sequence, TypeVar + +from shared.types.event_sourcing import EventId, EventTypes, IdemKeyGenerator, State + +EventTypeT = TypeVar("EventTypeT", bound=EventTypes) + + +def get_idem_tag_generator(base: str) -> IdemKeyGenerator[EventTypeT]: + """Generates idempotency keys for events. + + The keys are generated by hashing the state sequence number against a base string. + You can pick any base string, **so long as it's not used in any other function that generates idempotency keys**. + """ + + def get_idem_keys(state: State[EventTypeT], num_keys: int) -> Sequence[EventId]: + def recurse(n: int, last: bytes) -> Sequence[EventId]: + if n == 0: + return [] + next_hash = hasher(last).digest() + return (EventId(next_hash.hex()), *recurse(n - 1, next_hash)) + + initial_bytes = state.sequence_number.to_bytes(8, byteorder="big", signed=False) + return recurse(num_keys, initial_bytes) + + return get_idem_keys diff --git a/networking/.gitignore b/networking/.gitignore new file mode 100644 index 00000000..9f970225 --- /dev/null +++ b/networking/.gitignore @@ -0,0 +1 @@ +target/ \ No newline at end of file diff --git a/networking/Cargo.lock b/networking/Cargo.lock new file mode 100644 index 00000000..328ad73a --- /dev/null +++ b/networking/Cargo.lock @@ -0,0 +1,171 @@ +# This file is automatically @generated by Cargo. +# It is not intended for manual editing. +version = 4 + +[[package]] +name = "autocfg" +version = "1.5.0" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "c08606f8c3cbf4ce6ec8e28fb0014a2c086708fe954eaa885384a6165172e7e8" + +[[package]] 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diff --git a/networking/README.md b/networking/README.md new file mode 100644 index 00000000..e69de29b diff --git a/networking/pyproject.toml b/networking/pyproject.toml new file mode 100644 index 00000000..b2f433b7 --- /dev/null +++ b/networking/pyproject.toml @@ -0,0 +1,22 @@ +[project] +name = "exo-networking" +version = "0.1.0" +description = "Add your description here" +readme = "README.md" +authors = [ + { name = "Arbion Halili", email = "99731180+ToxicPine@users.noreply.github.com" } +] +requires-python = ">=3.13" +dependencies = [] + +[project.scripts] +networking = "networking:main" + +[tool.maturin] +module-name = "networking._core" +python-packages = ["networking"] +python-source = "src" + +[build-system] +requires = ["maturin>=1.0,<2.0"] +build-backend = "maturin" diff --git a/networking/src/lib.rs b/networking/src/lib.rs new file mode 100644 index 00000000..915d8a39 --- /dev/null +++ b/networking/src/lib.rs @@ -0,0 +1,15 @@ +use pyo3::prelude::*; + +#[pyfunction] +fn hello_from_bin() -> String { + "Hello from networking!".to_string() +} + +/// A Python module implemented in Rust. The name of this function must match +/// the `lib.name` setting in the `Cargo.toml`, else Python will not be able to +/// import the module. +#[pymodule] +fn _core(m: &Bound<'_, PyModule>) -> PyResult<()> { + m.add_function(wrap_pyfunction!(hello_from_bin, m)?)?; + Ok(()) +} diff --git a/networking/src/networking/__init__.py b/networking/src/networking/__init__.py new file mode 100644 index 00000000..e357cd98 --- /dev/null +++ b/networking/src/networking/__init__.py @@ -0,0 +1,5 @@ +from networking._core import hello_from_bin + + +def main() -> None: + print(hello_from_bin()) diff --git a/networking/src/networking/_core.pyi b/networking/src/networking/_core.pyi new file mode 100644 index 00000000..d52129eb --- /dev/null +++ b/networking/src/networking/_core.pyi @@ -0,0 +1 @@ +def hello_from_bin() -> str: ... diff --git a/pyproject.toml b/pyproject.toml index bfd0708b..73dca1bf 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -13,6 +13,7 @@ dependencies = [ [dependency-groups] dev = [ "basedpyright>=1.29.4", + "maturin>=1.9.0", "pytest>=8.4.0", "ruff>=0.11.13", ] @@ -29,7 +30,11 @@ darwin = [ [tool.uv.workspace] members = [ - "master", "worker", "shared", "engines/*", + "master", + "worker", + "shared", + "engines/*", + "networking", ] [tool.uv.sources] @@ -37,6 +42,7 @@ exo-shared = { workspace = true } exo-master = { workspace = true } exo-worker = { workspace = true } exo-engine-mlx = { workspace = true } +exo-networking = { workspace = true } [build-system] requires = ["hatchling"] diff --git a/shared/constants.py b/shared/constants.py new file mode 100644 index 00000000..5410f899 --- /dev/null +++ b/shared/constants.py @@ -0,0 +1,11 @@ +from pathlib import Path + +EXO_HOME = Path.home() / ".exo" +EXO_EVENT_DB = EXO_HOME / "event_db.sqlite3" +EXO_MASTER_CONFIG = EXO_HOME / "master.json" +EXO_WORKER_CONFIG = EXO_HOME / "worker.json" +EXO_MASTER_LOG = EXO_HOME / "master.log" +EXO_WORKER_LOG = EXO_HOME / "worker.log" + +EXO_WORKER_KEYRING_FILE = EXO_HOME / "worker_keyring" +EXO_MASTER_KEYRING_FILE = EXO_HOME / "master_keyring" diff --git a/shared/env.py b/shared/env.py index 23e39704..c87cf094 100644 --- a/shared/env.py +++ b/shared/env.py @@ -2,9 +2,20 @@ import logging import os from typing import TypeVar -from pydantic import BaseModel, ValidationError +from pydantic import BaseModel, ConfigDict, ValidationError -EnvSchema = TypeVar("EnvSchema", bound=BaseModel) +env_model_config = ConfigDict( + strict=True, + frozen=True, + extra="forbid", +) + + +class BaseEnv(BaseModel): + model_config = env_model_config + + +EnvSchema = TypeVar("EnvSchema", bound=BaseEnv) def get_validated_env( diff --git a/shared/pyproject.toml b/shared/pyproject.toml index 3fb450fb..c17f3dc7 100644 --- a/shared/pyproject.toml +++ b/shared/pyproject.toml @@ -5,6 +5,7 @@ description = "Shared utilities for the Exo project" readme = "README.md" requires-python = ">=3.13" dependencies = [ + "pathlib>=1.0.1", "protobuf>=6.31.1", "pydantic>=2.11.7", "rich>=14.0.0", @@ -30,4 +31,4 @@ exclude = ["protobufs/schemas", "*.md", "pyproject.toml"] [dependency-groups] dev = [ "types-protobuf>=6.30.2.20250516", -] \ No newline at end of file +] diff --git a/shared/types/event_sourcing.py b/shared/types/event_sourcing.py new file mode 100644 index 00000000..33fc89e6 --- /dev/null +++ b/shared/types/event_sourcing.py @@ -0,0 +1,99 @@ +from typing import ( + Annotated, + Callable, + Generic, + Literal, + Protocol, + Sequence, + Tuple, + TypeVar, + get_args, +) +from uuid import UUID + +from pydantic import BaseModel, Field, TypeAdapter +from pydantic.types import UuidVersion + +_EventId = Annotated[UUID, UuidVersion(4)] +EventId = type("EventID", (UUID,), {}) +EventIdParser: TypeAdapter[EventId] = TypeAdapter(_EventId) + +EventTypes = Literal["create", "update", "delete"] +EventTypeT = TypeVar("EventTypeT", bound=EventTypes) +TEventType = TypeVar("TEventType", bound=EventTypes, covariant=True) + + +class Event(BaseModel, Generic[TEventType]): + event_type: TEventType + idem_key: EventId + + +class State(BaseModel, Generic[EventTypeT]): + event_types: tuple[EventTypeT, ...] = get_args(EventTypeT) + sequence_number: int = Field(default=0, ge=0) + + +AnnotatedEventType = Annotated[EventTypes, Field(discriminator="event_type")] +EventTypeParser: TypeAdapter[AnnotatedEventType] = TypeAdapter(AnnotatedEventType) + +Applicator = Callable[[State[EventTypeT], Event[TEventType]], State[EventTypeT]] +Apply = Callable[[State[EventTypeT], Event[EventTypeT]], State[EventTypeT]] +SagaApplicator = Callable[ + [State[EventTypeT], Event[TEventType]], Sequence[Event[EventTypeT]] +] +Saga = Callable[[State[EventTypeT], Event[EventTypeT]], Sequence[Event[EventTypeT]]] + +StateAndEvent = Tuple[State[EventTypeT], Event[EventTypeT]] +EffectHandler = Callable[[StateAndEvent[EventTypeT], State[EventTypeT]], None] +EventPublisher = Callable[[Event[EventTypeT]], None] + + +class EventOutbox(Protocol): + def send(self, events: Sequence[Event[EventTypeT]]) -> None: ... + + +class EventProcessor(Protocol): + def update( + self, + state: State[EventTypeT], + apply: Apply[EventTypeT], + effect_handlers: Sequence[EffectHandler[EventTypeT]], + ) -> State[EventTypeT]: ... + + +def get_saga_effect_handler( + sagas: Saga[EventTypeT], event_publisher: EventPublisher[EventTypeT] +) -> EffectHandler[EventTypeT]: + def effect_handler(state_and_event: StateAndEvent[EventTypeT]) -> None: + trigger_state, trigger_event = state_and_event + for event in sagas(trigger_state, trigger_event): + event_publisher(event) + + return lambda state_and_event, _: effect_handler(state_and_event) + + +def get_effects_from_sagas( + sagas: Sequence[Saga[EventTypeT]], event_publisher: EventPublisher[EventTypeT] +) -> Sequence[EffectHandler[EventTypeT]]: + return [get_saga_effect_handler(saga, event_publisher) for saga in sagas] + + +IdemKeyGenerator = Callable[[State[EventTypeT], int], Sequence[EventId]] + +_CommandId = Annotated[UUID, UuidVersion(4)] +CommandId = type("CommandID", (UUID,), {}) +CommandIdParser: TypeAdapter[CommandId] = TypeAdapter(_CommandId) + +CommandTypes = Literal["create", "update", "delete"] +CommandTypeT = TypeVar("CommandTypeT", bound=EventTypes) +TCommandType = TypeVar("TCommandType", bound=EventTypes, covariant=True) + + +class Command(BaseModel, Generic[TEventType, TCommandType]): + command_type: TCommandType + idem_key: CommandId + + +Decide = Callable[ + [State[EventTypeT], Command[TEventType, TCommandType]], Sequence[Event[EventTypeT]] +] diff --git a/uv.lock b/uv.lock index d0b632cf..825473ce 100644 --- a/uv.lock +++ b/uv.lock @@ -15,6 +15,7 @@ members = [ "exo", "exo-engine-mlx", "exo-master", + "exo-networking", "exo-shared", "exo-worker", ] @@ -57,6 +58,7 @@ darwin = [ [package.dev-dependencies] dev = [ { name = "basedpyright", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "maturin", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "pytest", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "ruff", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] @@ -72,6 +74,7 @@ provides-extras = ["darwin"] [package.metadata.requires-dev] dev = [ { name = "basedpyright", specifier = ">=1.29.4" }, + { name = "maturin", specifier = ">=1.9.0" }, { name = "pytest", specifier = ">=8.4.0" }, { name = "ruff", specifier = ">=0.11.13" }, ] @@ -92,11 +95,17 @@ dependencies = [ [package.metadata] requires-dist = [{ name = "exo-shared", editable = "shared" }] +[[package]] +name = "exo-networking" +version = "0.1.0" +source = { editable = "networking" } + [[package]] name = "exo-shared" version = "0.1.0" source = { editable = "shared" } dependencies = [ + { name = "pathlib", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "protobuf", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "pydantic", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { 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100644 --- a/shared/types/event_sourcing.py +++ b/shared/types/event_sourcing.py @@ -15,17 +15,55 @@ from pydantic import BaseModel, Field, TypeAdapter from pydantic.types import UuidVersion _EventId = Annotated[UUID, UuidVersion(4)] -EventId = type("EventID", (UUID,), {}) +EventId = type("EventId", (UUID,), {}) EventIdParser: TypeAdapter[EventId] = TypeAdapter(_EventId) -EventTypes = Literal["create", "update", "delete"] +EventTypes = Literal[ + "ChatCompletionsRequestStarted", + "ChatCompletionsRequestCompleted", + "ChatCompletionsRequestFailed", + "InferenceSagaStarted", + "InferencePrepareStarted", + "InferencePrepareCompleted", + "InferenceTriggerStarted", + "InferenceTriggerCompleted", + "InferenceCompleted", + "InferenceSagaCompleted", + "InstanceSetupSagaStarted", + "InstanceSetupSagaCompleted", + "InstanceSetupSagaFailed", + "ShardAssigned", + "ShardAssignFailed", + "ShardUnassigned", + "ShardUnassignFailed", + "ShardKilled", + "ShardDied", + "ShardSpawned", + "ShardSpawnedFailed", + "ShardDespawned", + "NodeConnected", + "NodeConnectionProfiled", + "NodeDisconnected", + "NodeStarted", + "DeviceRegistered", + "DeviceProfiled", + "TokenGenerated", + "RepoProgressEvent", + "TimerScheduled", + "TimerFired", +] EventTypeT = TypeVar("EventTypeT", bound=EventTypes) TEventType = TypeVar("TEventType", bound=EventTypes, covariant=True) class Event(BaseModel, Generic[TEventType]): event_type: TEventType - idem_key: EventId + event_id: EventId + +class PersistedEvent(BaseModel, Generic[TEventType]): + event: Event[TEventType] + sequence_number: int = Field(gt=0) + class State(BaseModel, Generic[EventTypeT]): @@ -81,7 +119,7 @@ def get_effects_from_sagas( IdemKeyGenerator = Callable[[State[EventTypeT], int], Sequence[EventId]] _CommandId = Annotated[UUID, UuidVersion(4)] -CommandId = type("CommandID", (UUID,), {}) +CommandId = type("CommandId", (UUID,), {}) CommandIdParser: TypeAdapter[CommandId] = TypeAdapter(_CommandId) CommandTypes = Literal["create", "update", "delete"] @@ -91,7 +129,7 @@ TCommandType = TypeVar("TCommandType", bound=EventTypes, covariant=True) class Command(BaseModel, Generic[TEventType, TCommandType]): command_type: TCommandType - idem_key: CommandId + command_id: CommandId Decide = Callable[ diff --git a/shared/types/events.py b/shared/types/events.py new file mode 100644 index 00000000..d0f12d88 --- /dev/null +++ b/shared/types/events.py @@ -0,0 +1,329 @@ +# pylint: disable=too-many-lines + +from __future__ import annotations + +from typing import Annotated, List, Literal, Optional +from uuid import UUID + +from pydantic import BaseModel, TypeAdapter, UuidVersion + +from shared.types.event_sourcing import Event + +_ModelId = Annotated[UUID, UuidVersion(4)] +ModelId = type("ModelId", (UUID,), {}) +ModelIdParser: TypeAdapter[ModelId] = TypeAdapter(_ModelId) + +_NodeId = Annotated[UUID, UuidVersion(4)] +NodeId = type("NodeId", (UUID,), {}) +NodeIdParser: TypeAdapter[NodeId] = TypeAdapter(_NodeId) + +_RequestId = Annotated[UUID, UuidVersion(4)] +RequestId = type("RequestId", (UUID,), {}) +RequestIdParser: TypeAdapter[RequestId] = TypeAdapter(_RequestId) + +_InstanceId = Annotated[UUID, UuidVersion(4)] +InstanceId = type("InstanceId", (UUID,), {}) +InstanceIdParser: TypeAdapter[InstanceId] = TypeAdapter(_InstanceId) + +_TimerId = Annotated[UUID, UuidVersion(4)] +TimerId = type("TimerId", (UUID,), {}) +TimerIdParser: TypeAdapter[TimerId] = TypeAdapter(_TimerId) + +class ModelMetadata(BaseModel): + model_id: ModelId + repo_id: str + model_size: int + +class ChatRequest(BaseModel): + # TODO: from OpenAI + prompt: str + +class Shard(BaseModel): + # TODO: this has changed + model_id: ModelId + +class InstanceComputePlan(BaseModel): + # TODO: this has changed + model_id: ModelId + +class Timer(BaseModel): + timer_id: TimerId + +# Chat completions ---------------------------------------------------------------- +class ChatCompletionsRequestStarted(Event[Literal["ChatCompletionsRequestStarted"]]): + event_type = "ChatCompletionsRequestStarted" + request_id: RequestId + user_id: str + model_id: ModelId + request: ChatRequest + + +class ChatCompletionsRequestCompleted(Event[Literal["ChatCompletionsRequestCompleted"]]): + event_type = "ChatCompletionsRequestCompleted" + request_id: RequestId + user_id: str + model_id: str + request: ChatRequest + result: str + + +class ChatCompletionsRequestFailed(Event[Literal["ChatCompletionsRequestFailed"]]): + event_type = "ChatCompletionsRequestFailed" + request_id: RequestId + user_id: str + model_id: str + request: ChatRequest + reason: str + + +# Inference saga ------------------------------------------------------------------ +class InferenceSagaStarted(Event[Literal["InferenceSagaStarted"]]): + event_type = "InferenceSagaStarted" + request_id: RequestId + instance_id: InstanceId + user_id: str + model_id: str + request: ChatRequest + + +class InferencePrepareStarted(Event[Literal["InferencePrepareStarted"]]): + event_type = "InferencePrepareStarted" + request_id: RequestId + instance_id: InstanceId + target_node_id: NodeId + hosts: List[str] + user_id: str + shard: Shard # replaces model_id, rank, start_layer, end_layer + request: ChatRequest + + +class InferencePrepareCompleted(Event[Literal["InferencePrepareCompleted"]]): + event_type = "InferencePrepareCompleted" + request_id: RequestId + instance_id: InstanceId + target_node_id: NodeId + hosts: List[str] + user_id: str + shard: Shard + request: ChatRequest + + +class InferenceTriggerStarted(Event[Literal["InferenceTriggerStarted"]]): + event_type = "InferenceTriggerStarted" + request_id: RequestId + instance_id: InstanceId + target_node_id: NodeId + hosts: List[str] + user_id: str + shard: Shard + request: ChatRequest + + +class InferenceTriggerCompleted(Event[Literal["InferenceTriggerCompleted"]]): + event_type = "InferenceTriggerCompleted" + request_id: RequestId + instance_id: InstanceId + target_node_id: NodeId + hosts: List[str] + user_id: str + shard: Shard + request: ChatRequest + + +class InferenceCompleted(Event[Literal["InferenceCompleted"]]): + event_type = "InferenceCompleted" + request_id: RequestId + instance_id: InstanceId + user_id: str + model_id: str + request: ChatRequest + result: str + + +class InferenceSagaCompleted(Event[Literal["InferenceSagaCompleted"]]): + event_type = "InferenceSagaCompleted" + request_id: RequestId + instance_id: InstanceId + user_id: str + model_id: str + request: ChatRequest + result: str + + +# Instance setup saga ------------------------------------------------------------ +class InstanceSetupSagaStarted(Event[Literal["InstanceSetupSagaStarted"]]): + event_type = "InstanceSetupSagaStarted" + instance_id: str + model_id: ModelId + plan: InstanceComputePlan + + +class InstanceSetupSagaCompleted(Event[Literal["InstanceSetupSagaCompleted"]]): + event_type = "InstanceSetupSagaCompleted" + instance_id: InstanceId + model_id: ModelId + + +class InstanceSetupSagaFailed(Event[Literal["InstanceSetupSagaFailed"]]): + event_type = "InstanceSetupSagaFailed" + instance_id: InstanceId + model_id: ModelId + reason: str + + +# Shard lifecycle ----------------------------------------------------------------- +class ShardAssigned(Event[Literal["ShardAssigned"]]): + event_type = "ShardAssigned" + instance_id: InstanceId + shard: Shard + target_node_id: NodeId + hosts: List[str] + + +class ShardAssignFailed(Event[Literal["ShardAssignFailed"]]): + event_type = "ShardAssignFailed" + instance_id: InstanceId + shard: Shard + target_node_id: NodeId + hosts: List[str] + reason: str # e.g. "not enough memory" + + +class ShardUnassigned(Event[Literal["ShardUnassigned"]]): + event_type = "ShardUnassigned" + instance_id: InstanceId + shard: Shard + target_node_id: NodeId + hosts: List[str] + reason: str # e.g. "instance did not receive request for 5 mins" + + +class ShardUnassignFailed(Event[Literal["ShardUnassignFailed"]]): + event_type = "ShardUnassignFailed" + instance_id: InstanceId + shard: Shard + target_node_id: NodeId + hosts: List[str] + reason: str # e.g. "process refused to quit" + + +class ShardKilled(Event[Literal["ShardKilled"]]): + event_type = "ShardKilled" + instance_id: InstanceId + shard: Shard + target_node_id: NodeId + hosts: List[str] + + +class ShardDied(Event[Literal["ShardDied"]]): + event_type = "ShardDied" + instance_id: InstanceId + shard: Shard + target_node_id: NodeId + hosts: List[str] + error_type: str + error_message: str + traceback: Optional[str] = None + + +class ShardSpawned(Event[Literal["ShardSpawned"]]): + event_type = "ShardSpawned" + instance_id: InstanceId + shard: Shard + target_node_id: NodeId + hosts: List[str] + + +class ShardSpawnedFailed(Event[Literal["ShardSpawnedFailed"]]): + event_type = "ShardSpawnedFailed" + instance_id: InstanceId + shard: Shard + target_node_id: NodeId + hosts: List[str] + reason: str # e.g. "not enough memory" + + +class ShardDespawned(Event[Literal["ShardDespawned"]]): + event_type = "ShardDespawned" + instance_id: InstanceId + shard: Shard + target_node_id: NodeId + hosts: List[str] + + +# Node connectivity -------------------------------------------------------------- +class NodeConnected(Event[Literal["NodeConnected"]]): + event_type = "NodeConnected" + remote_node_id: NodeId + connection_id: str + multiaddr: str + remote_multiaddr: str + ip: str + remote_ip: str + + +class NodeConnectionProfiled(Event[Literal["NodeConnectionProfiled"]]): + event_type = "NodeConnectionProfiled" + remote_node_id: NodeId + connection_id: str + latency_ms: int + bandwidth_bytes_per_second: int + + +class NodeDisconnected(Event[Literal["NodeDisconnected"]]): + event_type = "NodeDisconnected" + remote_node_id: NodeId + connection_id: str + + +class NodeStarted(Event[Literal["NodeStarted"]]): + event_type = "NodeStarted" + + +# Device metrics ----------------------------------------------------------------- +class DeviceRegistered(Event[Literal["DeviceRegistered"]]): + event_type = "DeviceRegistered" + device_id: str + device_model: str + device_type: str + total_memory_bytes: int + available_memory_bytes: int + + +class DeviceProfiled(Event[Literal["DeviceProfiled"]]): + event_type = "DeviceProfiled" + device_id: str + total_memory_bytes: int + available_memory_bytes: int + total_flops_fp16: int + +# Token streaming ---------------------------------------------------------------- +class TokenGenerated(Event[Literal["TokenGenerated"]]): + event_type = "TokenGenerated" + request_id: RequestId + instance_id: InstanceId + model_id: str + hosts: List[str] + token: int + text: str + finish_reason: Optional[str] = None + + +# Repo download progress ---------------------------------------------------------- +class RepoProgressEvent(Event[Literal["RepoProgressEvent"]]): + event_type = "RepoProgressEvent" + repo_id: str + downloaded_bytes: int + total_bytes: int + speed_bytes_per_second: int + + +# Timers ------------------------------------------------------------------------- +class TimerScheduled(Event[Literal["TimerScheduled"]]): + event_type = "TimerScheduled" + timer: Timer + + +class TimerFired(Event[Literal["TimerFired"]]): + event_type = "TimerFired" + timer: Timer From bbdfdac7be178769df67fb378e658c4a7d721653 Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Sun, 29 Jun 2025 21:42:00 +0100 Subject: [PATCH 029/224] refactor: Remove redundant comment --- shared/types/events.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/shared/types/events.py b/shared/types/events.py index d0f12d88..6051c0ae 100644 --- a/shared/types/events.py +++ b/shared/types/events.py @@ -1,5 +1,3 @@ -# pylint: disable=too-many-lines - from __future__ import annotations from typing import Annotated, List, Literal, Optional From c9d44a16580143ac9201ec84ea612f6fd439e2ae Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Sun, 29 Jun 2025 21:45:41 +0100 Subject: [PATCH 030/224] chore: Fix typecheck job in GitHub workflow --- .github/workflows/pipeline.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml index 6f3ba411..d8013c87 100644 --- a/.github/workflows/pipeline.yml +++ b/.github/workflows/pipeline.yml @@ -14,6 +14,7 @@ jobs: typecheck: runs-on: ubuntu-22.04 steps: + - uses: actions/checkout@v4 - uses: ./.github/actions/typecheck ci: needs: typecheck From 38dcf698eb4ccc9e995e51e139e9478cfe4ab1ff Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Sun, 29 Jun 2025 21:47:23 +0100 Subject: [PATCH 031/224] chore: Fix typecheck job in GitHub workflow --- .github/workflows/pipeline.yml | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml index d8013c87..1de76b8b 100644 --- a/.github/workflows/pipeline.yml +++ b/.github/workflows/pipeline.yml @@ -15,6 +15,17 @@ jobs: runs-on: ubuntu-22.04 steps: - uses: actions/checkout@v4 + + - name: Configure git user + run: | + git config --local user.email "github-actions@users.noreply.github.com" + git config --local user.name "github-actions bot" + shell: bash + + - uses: cachix/install-nix-action@v31 + with: + github_access_token: ${{ secrets.GITHUB_TOKEN }} + - uses: ./.github/actions/typecheck ci: needs: typecheck From 784f0ec423bb4b4297f3ada4f3b370dcde0a9aed Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Sun, 29 Jun 2025 21:52:46 +0100 Subject: [PATCH 032/224] chore: Skip protobuf generation if no .proto files exist --- justfile | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/justfile b/justfile index a2fe657a..f86e0734 100644 --- a/justfile +++ b/justfile @@ -1,6 +1,11 @@ regenerate-protobufs: - protoc --proto_path=shared/protobufs/schemas --python_out=shared/protobufs/types --pyi_out=shared/protobufs/types shared/protobufs/schemas/*.proto - uv run ruff format ./shared/protobufs/types + #!/usr/bin/env bash + if [ -f shared/protobufs/schemas/*.proto ]; then + protoc --proto_path=shared/protobufs/schemas --python_out=shared/protobufs/types --pyi_out=shared/protobufs/types shared/protobufs/schemas/*.proto + uv run ruff format ./shared/protobufs/types + else + echo "No .proto files found in shared/protobufs/schemas/" + fi fmt: uv run ruff format master worker shared engines/* From 4b3e60f899a5f7f7b8693e4e851db57b7d8046f4 Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Sun, 29 Jun 2025 21:59:06 +0100 Subject: [PATCH 033/224] refactor: Add types for model downloading --- shared/types/events.py | 5 +---- shared/types/model.py | 47 ++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 48 insertions(+), 4 deletions(-) create mode 100644 shared/types/model.py diff --git a/shared/types/events.py b/shared/types/events.py index 6051c0ae..f7ee52a8 100644 --- a/shared/types/events.py +++ b/shared/types/events.py @@ -6,10 +6,7 @@ from uuid import UUID from pydantic import BaseModel, TypeAdapter, UuidVersion from shared.types.event_sourcing import Event - -_ModelId = Annotated[UUID, UuidVersion(4)] -ModelId = type("ModelId", (UUID,), {}) -ModelIdParser: TypeAdapter[ModelId] = TypeAdapter(_ModelId) +from shared.types.model import ModelId _NodeId = Annotated[UUID, UuidVersion(4)] NodeId = type("NodeId", (UUID,), {}) diff --git a/shared/types/model.py b/shared/types/model.py new file mode 100644 index 00000000..953c333f --- /dev/null +++ b/shared/types/model.py @@ -0,0 +1,47 @@ +from typing import Any, Literal, Annotated, final, TypeVar, Generic +from pydantic import Field, BaseModel, AnyHttpUrl, TypeAdapter +from uuid import UUID +from pydantic.types import UuidVersion + +SourceType = Literal["HuggingFace", "GitHub"] + +T = TypeVar("T", bound=SourceType) + +_ModelId = Annotated[UUID, UuidVersion(4)] +ModelId = type("ModelId", (UUID,), {}) +ModelIdParser: TypeAdapter[ModelId] = TypeAdapter(_ModelId) + +RepoPath = Annotated[str, Field(pattern=r'^[^/]+/[^/]+$')] +RepoURL = Annotated[str, AnyHttpUrl] + +class BaseModelSource(BaseModel, Generic[T]): + model_uuid: ModelId + source_type: T + source_data: Any + +@final +class HuggingFaceModelSourceData(BaseModel): + path: RepoPath + +@final +class GitHubModelSourceData(BaseModel): + url: AnyHttpUrl + +@final +class HuggingFaceModelSource(BaseModelSource[Literal["HuggingFace"]]): + source_type: Literal["HuggingFace"] = "HuggingFace" + source_data: HuggingFaceModelSourceData + +@final +class GitHubModelSource(BaseModelSource[Literal["GitHub"]]): + source_type: Literal["GitHub"] = "GitHub" + source_data: GitHubModelSourceData + +RepoType = BaseModelSource[SourceType] + +RepoValidatorThing = Annotated[ + RepoType, + Field(discriminator="source_type") +] + +RepoValidator: TypeAdapter[RepoValidatorThing] = TypeAdapter(RepoValidatorThing) From 0c46adc298c5d0fd15663a4883787396114eb4a4 Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Sun, 29 Jun 2025 22:30:18 +0100 Subject: [PATCH 034/224] refactor: Use official OpenAI types --- shared/openai.py | 17 +++++ shared/pyproject.toml | 1 + shared/types/events.py | 53 ++++----------- shared/types/model.py | 5 +- uv.lock | 148 +++++++++++++++++++++++++++++++++++++++++ 5 files changed, 182 insertions(+), 42 deletions(-) create mode 100644 shared/openai.py diff --git a/shared/openai.py b/shared/openai.py new file mode 100644 index 00000000..1caa4a43 --- /dev/null +++ b/shared/openai.py @@ -0,0 +1,17 @@ +from typing import TYPE_CHECKING, Literal, TypeAlias, get_type_hints + +if TYPE_CHECKING: + import openai.types as openai_types + import openai.types.chat as openai_chat + types = openai_types + chat = openai_chat +else: + types = None + chat = None + +FinishReason: TypeAlias = Literal["stop", "length", "tool_calls", "content_filter", "function_call"] +assert get_type_hints(chat.chat_completion_chunk.Choice)["finish_reason"] == FinishReason, ( + "Upstream changed Choice.finish_reason; update FinishReason alias." +) + +__all__ = ["types", "chat", "FinishReason"] \ No newline at end of file diff --git a/shared/pyproject.toml b/shared/pyproject.toml index c17f3dc7..d4ee919e 100644 --- a/shared/pyproject.toml +++ b/shared/pyproject.toml @@ -5,6 +5,7 @@ description = "Shared utilities for the Exo project" readme = "README.md" requires-python = ">=3.13" dependencies = [ + "openai>=1.93.0", "pathlib>=1.0.1", "protobuf>=6.31.1", "pydantic>=2.11.7", diff --git a/shared/types/events.py b/shared/types/events.py index f7ee52a8..8b9b9cb5 100644 --- a/shared/types/events.py +++ b/shared/types/events.py @@ -5,6 +5,7 @@ from uuid import UUID from pydantic import BaseModel, TypeAdapter, UuidVersion +from shared.openai import FinishReason, chat from shared.types.event_sourcing import Event from shared.types.model import ModelId @@ -24,15 +25,6 @@ _TimerId = Annotated[UUID, UuidVersion(4)] TimerId = type("TimerId", (UUID,), {}) TimerIdParser: TypeAdapter[TimerId] = TypeAdapter(_TimerId) -class ModelMetadata(BaseModel): - model_id: ModelId - repo_id: str - model_size: int - -class ChatRequest(BaseModel): - # TODO: from OpenAI - prompt: str - class Shard(BaseModel): # TODO: this has changed model_id: ModelId @@ -48,27 +40,21 @@ class Timer(BaseModel): class ChatCompletionsRequestStarted(Event[Literal["ChatCompletionsRequestStarted"]]): event_type = "ChatCompletionsRequestStarted" request_id: RequestId - user_id: str model_id: ModelId - request: ChatRequest + request: chat.completion_create_params.CompletionCreateParams class ChatCompletionsRequestCompleted(Event[Literal["ChatCompletionsRequestCompleted"]]): event_type = "ChatCompletionsRequestCompleted" request_id: RequestId - user_id: str - model_id: str - request: ChatRequest - result: str + model_id: ModelId class ChatCompletionsRequestFailed(Event[Literal["ChatCompletionsRequestFailed"]]): event_type = "ChatCompletionsRequestFailed" request_id: RequestId - user_id: str - model_id: str - request: ChatRequest - reason: str + model_id: ModelId + error_message: str # Inference saga ------------------------------------------------------------------ @@ -76,9 +62,8 @@ class InferenceSagaStarted(Event[Literal["InferenceSagaStarted"]]): event_type = "InferenceSagaStarted" request_id: RequestId instance_id: InstanceId - user_id: str - model_id: str - request: ChatRequest + model_id: ModelId + request: chat.completion_create_params.CompletionCreateParams class InferencePrepareStarted(Event[Literal["InferencePrepareStarted"]]): @@ -87,9 +72,8 @@ class InferencePrepareStarted(Event[Literal["InferencePrepareStarted"]]): instance_id: InstanceId target_node_id: NodeId hosts: List[str] - user_id: str shard: Shard # replaces model_id, rank, start_layer, end_layer - request: ChatRequest + request: chat.completion_create_params.CompletionCreateParams class InferencePrepareCompleted(Event[Literal["InferencePrepareCompleted"]]): @@ -98,9 +82,7 @@ class InferencePrepareCompleted(Event[Literal["InferencePrepareCompleted"]]): instance_id: InstanceId target_node_id: NodeId hosts: List[str] - user_id: str shard: Shard - request: ChatRequest class InferenceTriggerStarted(Event[Literal["InferenceTriggerStarted"]]): @@ -109,9 +91,8 @@ class InferenceTriggerStarted(Event[Literal["InferenceTriggerStarted"]]): instance_id: InstanceId target_node_id: NodeId hosts: List[str] - user_id: str shard: Shard - request: ChatRequest + request: chat.completion_create_params.CompletionCreateParams class InferenceTriggerCompleted(Event[Literal["InferenceTriggerCompleted"]]): @@ -120,29 +101,21 @@ class InferenceTriggerCompleted(Event[Literal["InferenceTriggerCompleted"]]): instance_id: InstanceId target_node_id: NodeId hosts: List[str] - user_id: str shard: Shard - request: ChatRequest class InferenceCompleted(Event[Literal["InferenceCompleted"]]): event_type = "InferenceCompleted" request_id: RequestId instance_id: InstanceId - user_id: str - model_id: str - request: ChatRequest - result: str + model_id: ModelId class InferenceSagaCompleted(Event[Literal["InferenceSagaCompleted"]]): event_type = "InferenceSagaCompleted" request_id: RequestId instance_id: InstanceId - user_id: str - model_id: str - request: ChatRequest - result: str + model_id: ModelId # Instance setup saga ------------------------------------------------------------ @@ -294,14 +267,14 @@ class DeviceProfiled(Event[Literal["DeviceProfiled"]]): # Token streaming ---------------------------------------------------------------- class TokenGenerated(Event[Literal["TokenGenerated"]]): + # TODO: replace with matt chunk code event_type = "TokenGenerated" request_id: RequestId instance_id: InstanceId - model_id: str hosts: List[str] token: int text: str - finish_reason: Optional[str] = None + finish_reason: FinishReason # Repo download progress ---------------------------------------------------------- diff --git a/shared/types/model.py b/shared/types/model.py index 953c333f..b9b3fc8c 100644 --- a/shared/types/model.py +++ 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.github/actions/conditional-commit/conditional-commit.yml rename to .github/actions/conditional-commit/action.yml From 596b069f84b035b4112a683ffe24506be98300d4 Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Mon, 30 Jun 2025 09:40:47 +0100 Subject: [PATCH 036/224] chore: Fail pipeline if working tree changes instead of committing them in CI --- .github/actions/verify-clean/action.yml | 20 ++++++++++++++++++++ .github/workflows/pipeline.yml | 21 +++++++-------------- 2 files changed, 27 insertions(+), 14 deletions(-) create mode 100644 .github/actions/verify-clean/action.yml diff --git a/.github/actions/verify-clean/action.yml b/.github/actions/verify-clean/action.yml new file mode 100644 index 00000000..976e6a7d --- /dev/null +++ b/.github/actions/verify-clean/action.yml @@ -0,0 +1,20 @@ +name: Verify Clean Working Tree + +description: "Fail the job if the previous step left the working tree dirty" + +inputs: + step: + description: "The name of the step that just executed" + required: true + +runs: + using: composite + steps: + - name: Check git diff + shell: bash + run: | + if ! git diff --quiet; then + echo "Error: ${{ inputs.step }} left working tree dirty." >&2 + git --no-pager diff >&2 + exit 1 + fi \ No newline at end of file diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml index 1de76b8b..7b30d287 100644 --- a/.github/workflows/pipeline.yml +++ b/.github/workflows/pipeline.yml @@ -31,7 +31,7 @@ jobs: needs: typecheck runs-on: ubuntu-22.04 permissions: - contents: write + contents: read env: GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} steps: @@ -52,25 +52,18 @@ jobs: - uses: ./.github/actions/regenerate-protobufs - - name: Commit regenerated protobufs - uses: ./.github/actions/conditional-commit + - uses: ./.github/actions/verify-clean with: - message: "chore(proto) regenerate protobufs" + step: regenerate-protobufs - uses: ./.github/actions/format - - name: Commit formatted code - uses: ./.github/actions/conditional-commit + - uses: ./.github/actions/verify-clean with: - message: "chore(format): format code" + step: format - uses: ./.github/actions/lint - - name: Commit lint fixes - uses: ./.github/actions/conditional-commit + - uses: ./.github/actions/verify-clean with: - message: "chore(lint): fix linting errors" - - - name: Push changes - run: git push - shell: bash + step: lint From aae3e4a82d94f6f508b10cb1bba782355416d1a6 Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Mon, 30 Jun 2025 09:46:44 +0100 Subject: [PATCH 037/224] refactor: Put type defs on one line --- shared/types/event_sourcing.py | 8 ++------ 1 file changed, 2 insertions(+), 6 deletions(-) diff --git a/shared/types/event_sourcing.py b/shared/types/event_sourcing.py index b7b2e7ed..ed239e43 100644 --- a/shared/types/event_sourcing.py +++ b/shared/types/event_sourcing.py @@ -76,9 +76,7 @@ EventTypeParser: TypeAdapter[AnnotatedEventType] = TypeAdapter(AnnotatedEventTyp Applicator = Callable[[State[EventTypeT], Event[TEventType]], State[EventTypeT]] Apply = Callable[[State[EventTypeT], Event[EventTypeT]], State[EventTypeT]] -SagaApplicator = Callable[ - [State[EventTypeT], Event[TEventType]], Sequence[Event[EventTypeT]] -] +SagaApplicator = Callable[[State[EventTypeT], Event[TEventType]], Sequence[Event[EventTypeT]]] Saga = Callable[[State[EventTypeT], Event[EventTypeT]], Sequence[Event[EventTypeT]]] StateAndEvent = Tuple[State[EventTypeT], Event[EventTypeT]] @@ -132,6 +130,4 @@ class Command(BaseModel, Generic[TEventType, TCommandType]): command_id: CommandId -Decide = Callable[ - [State[EventTypeT], Command[TEventType, TCommandType]], Sequence[Event[EventTypeT]] -] +Decide = Callable[[State[EventTypeT], Command[TEventType, TCommandType]], Sequence[Event[EventTypeT]]] From 133ab70d671c2cce07cf91888c1a4ebd7d548628 Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Mon, 30 Jun 2025 09:48:03 +0100 Subject: [PATCH 038/224] chore: Run formatter --- shared/openai.py | 13 ++++++++----- shared/types/event_sourcing.py | 10 +++++++--- shared/types/events.py | 9 ++++++++- shared/types/model.py | 13 ++++++++----- 4 files changed, 31 insertions(+), 14 deletions(-) diff --git a/shared/openai.py b/shared/openai.py index 1caa4a43..0a0a546f 100644 --- a/shared/openai.py +++ b/shared/openai.py @@ -3,15 +3,18 @@ from typing import TYPE_CHECKING, Literal, TypeAlias, get_type_hints if TYPE_CHECKING: import openai.types as openai_types import openai.types.chat as openai_chat + types = openai_types chat = openai_chat else: types = None chat = None -FinishReason: TypeAlias = Literal["stop", "length", "tool_calls", "content_filter", "function_call"] -assert get_type_hints(chat.chat_completion_chunk.Choice)["finish_reason"] == FinishReason, ( - "Upstream changed Choice.finish_reason; update FinishReason alias." -) +FinishReason: TypeAlias = Literal[ + "stop", "length", "tool_calls", "content_filter", "function_call" +] +assert ( + get_type_hints(chat.chat_completion_chunk.Choice)["finish_reason"] == FinishReason +), "Upstream changed Choice.finish_reason; update FinishReason alias." -__all__ = ["types", "chat", "FinishReason"] \ No newline at end of file +__all__ = ["types", "chat", "FinishReason"] diff --git a/shared/types/event_sourcing.py b/shared/types/event_sourcing.py index ed239e43..e4b6138b 100644 --- a/shared/types/event_sourcing.py +++ b/shared/types/event_sourcing.py @@ -60,12 +60,12 @@ class Event(BaseModel, Generic[TEventType]): event_type: TEventType event_id: EventId + class PersistedEvent(BaseModel, Generic[TEventType]): event: Event[TEventType] sequence_number: int = Field(gt=0) - class State(BaseModel, Generic[EventTypeT]): event_types: tuple[EventTypeT, ...] = get_args(EventTypeT) sequence_number: int = Field(default=0, ge=0) @@ -76,7 +76,9 @@ EventTypeParser: TypeAdapter[AnnotatedEventType] = TypeAdapter(AnnotatedEventTyp Applicator = Callable[[State[EventTypeT], Event[TEventType]], State[EventTypeT]] Apply = Callable[[State[EventTypeT], Event[EventTypeT]], State[EventTypeT]] -SagaApplicator = Callable[[State[EventTypeT], Event[TEventType]], Sequence[Event[EventTypeT]]] +SagaApplicator = Callable[ + [State[EventTypeT], Event[TEventType]], Sequence[Event[EventTypeT]] +] Saga = Callable[[State[EventTypeT], Event[EventTypeT]], Sequence[Event[EventTypeT]]] StateAndEvent = Tuple[State[EventTypeT], Event[EventTypeT]] @@ -130,4 +132,6 @@ class Command(BaseModel, Generic[TEventType, TCommandType]): command_id: CommandId -Decide = Callable[[State[EventTypeT], Command[TEventType, TCommandType]], Sequence[Event[EventTypeT]]] +Decide = Callable[ + [State[EventTypeT], Command[TEventType, TCommandType]], Sequence[Event[EventTypeT]] +] diff --git a/shared/types/events.py b/shared/types/events.py index 8b9b9cb5..9e79e659 100644 --- a/shared/types/events.py +++ b/shared/types/events.py @@ -25,17 +25,21 @@ _TimerId = Annotated[UUID, UuidVersion(4)] TimerId = type("TimerId", (UUID,), {}) TimerIdParser: TypeAdapter[TimerId] = TypeAdapter(_TimerId) + class Shard(BaseModel): # TODO: this has changed model_id: ModelId + class InstanceComputePlan(BaseModel): # TODO: this has changed model_id: ModelId + class Timer(BaseModel): timer_id: TimerId + # Chat completions ---------------------------------------------------------------- class ChatCompletionsRequestStarted(Event[Literal["ChatCompletionsRequestStarted"]]): event_type = "ChatCompletionsRequestStarted" @@ -44,7 +48,9 @@ class ChatCompletionsRequestStarted(Event[Literal["ChatCompletionsRequestStarted request: chat.completion_create_params.CompletionCreateParams -class ChatCompletionsRequestCompleted(Event[Literal["ChatCompletionsRequestCompleted"]]): +class ChatCompletionsRequestCompleted( + Event[Literal["ChatCompletionsRequestCompleted"]] +): event_type = "ChatCompletionsRequestCompleted" request_id: RequestId model_id: ModelId @@ -265,6 +271,7 @@ class DeviceProfiled(Event[Literal["DeviceProfiled"]]): available_memory_bytes: int total_flops_fp16: int + # Token streaming ---------------------------------------------------------------- class TokenGenerated(Event[Literal["TokenGenerated"]]): # TODO: replace with matt chunk code diff --git a/shared/types/model.py b/shared/types/model.py index b9b3fc8c..d0e11ed6 100644 --- a/shared/types/model.py +++ b/shared/types/model.py @@ -12,37 +12,40 @@ _ModelId = Annotated[UUID, UuidVersion(4)] ModelId = type("ModelId", (UUID,), {}) ModelIdParser: TypeAdapter[ModelId] = TypeAdapter(_ModelId) -RepoPath = Annotated[str, Field(pattern=r'^[^/]+/[^/]+$')] +RepoPath = Annotated[str, Field(pattern=r"^[^/]+/[^/]+$")] RepoURL = Annotated[str, AnyHttpUrl] + class BaseModelSource(BaseModel, Generic[T]): model_uuid: ModelId source_type: T source_data: Any + @final class HuggingFaceModelSourceData(BaseModel): path: RepoPath + @final class GitHubModelSourceData(BaseModel): url: AnyHttpUrl + @final class HuggingFaceModelSource(BaseModelSource[Literal["HuggingFace"]]): source_type: Literal["HuggingFace"] = "HuggingFace" source_data: HuggingFaceModelSourceData + @final class GitHubModelSource(BaseModelSource[Literal["GitHub"]]): source_type: Literal["GitHub"] = "GitHub" source_data: GitHubModelSourceData + RepoType = BaseModelSource[SourceType] -RepoValidatorThing = Annotated[ - RepoType, - Field(discriminator="source_type") -] +RepoValidatorThing = Annotated[RepoType, Field(discriminator="source_type")] RepoValidator: TypeAdapter[RepoValidatorThing] = TypeAdapter(RepoValidatorThing) From b758df83cf876126d399c4aa62a881006a60f519 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Mon, 30 Jun 2025 22:41:33 +0100 Subject: [PATCH 039/224] Chore: Tweak CI --- .github/actions/lint-check/action.yml | 10 ++++++++++ .github/workflows/pipeline.yml | 14 +------------- justfile | 3 +++ 3 files changed, 14 insertions(+), 13 deletions(-) create mode 100644 .github/actions/lint-check/action.yml diff --git a/.github/actions/lint-check/action.yml b/.github/actions/lint-check/action.yml new file mode 100644 index 00000000..f666cae9 --- /dev/null +++ b/.github/actions/lint-check/action.yml @@ -0,0 +1,10 @@ +name: Lint Check + +description: "Check for lint errors" + +runs: + using: "composite" + steps: + - name: Lint check + run: nix develop -c just lint-check + shell: bash diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml index 7b30d287..e2834848 100644 --- a/.github/workflows/pipeline.yml +++ b/.github/workflows/pipeline.yml @@ -50,20 +50,8 @@ jobs: with: github_access_token: ${{ secrets.GITHUB_TOKEN }} - - uses: ./.github/actions/regenerate-protobufs - - uses: ./.github/actions/verify-clean with: step: regenerate-protobufs - - uses: ./.github/actions/format - - - uses: ./.github/actions/verify-clean - with: - step: format - - - uses: ./.github/actions/lint - - - uses: ./.github/actions/verify-clean - with: - step: lint + - uses: ./.github/actions/lint-check \ No newline at end of file diff --git a/justfile b/justfile index f86e0734..fdffc979 100644 --- a/justfile +++ b/justfile @@ -13,6 +13,9 @@ fmt: lint: uv run ruff check --fix master worker shared engines/* +lint-check: + uv run ruff check master worker shared engines/* + test: uv run pytest master worker shared engines/* From 53d5d2389836aa0b1c5815f36b0646deaf30571a Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Mon, 30 Jun 2025 23:45:27 +0100 Subject: [PATCH 040/224] refactor: Use enums --- shared/types/event_sourcing.py | 80 +++++++++-------- shared/types/events.py | 156 +++++++++++++++++++-------------- 2 files changed, 135 insertions(+), 101 deletions(-) diff --git a/shared/types/event_sourcing.py b/shared/types/event_sourcing.py index e4b6138b..ef6c0d77 100644 --- a/shared/types/event_sourcing.py +++ b/shared/types/event_sourcing.py @@ -1,8 +1,8 @@ +from enum import Enum from typing import ( Annotated, Callable, Generic, - Literal, Protocol, Sequence, Tuple, @@ -18,40 +18,42 @@ _EventId = Annotated[UUID, UuidVersion(4)] EventId = type("EventId", (UUID,), {}) EventIdParser: TypeAdapter[EventId] = TypeAdapter(_EventId) -EventTypes = Literal[ - "ChatCompletionsRequestStarted", - "ChatCompletionsRequestCompleted", - "ChatCompletionsRequestFailed", - "InferenceSagaStarted", - "InferencePrepareStarted", - "InferencePrepareCompleted", - "InferenceTriggerStarted", - "InferenceTriggerCompleted", - "InferenceCompleted", - "InferenceSagaCompleted", - "InstanceSetupSagaStarted", - "InstanceSetupSagaCompleted", - "InstanceSetupSagaFailed", - "ShardAssigned", - "ShardAssignFailed", - "ShardUnassigned", - "ShardUnassignFailed", - "ShardKilled", - "ShardDied", - "ShardSpawned", - "ShardSpawnedFailed", - "ShardDespawned", - "NodeConnected", - "NodeConnectionProfiled", - "NodeDisconnected", - "NodeStarted", - "DeviceRegistered", - "DeviceProfiled", - "TokenGenerated", - "RepoProgressEvent", - "TimerScheduled", - "TimerFired", -] + +class EventTypes(str, Enum): + ChatCompletionsRequestStarted = "ChatCompletionsRequestStarted" + ChatCompletionsRequestCompleted = "ChatCompletionsRequestCompleted" + ChatCompletionsRequestFailed = "ChatCompletionsRequestFailed" + InferenceSagaStarted = "InferenceSagaStarted" + InferencePrepareStarted = "InferencePrepareStarted" + InferencePrepareCompleted = "InferencePrepareCompleted" + InferenceTriggerStarted = "InferenceTriggerStarted" + InferenceTriggerCompleted = "InferenceTriggerCompleted" + InferenceCompleted = "InferenceCompleted" + InferenceSagaCompleted = "InferenceSagaCompleted" + InstanceSetupSagaStarted = "InstanceSetupSagaStarted" + InstanceSetupSagaCompleted = "InstanceSetupSagaCompleted" + InstanceSetupSagaFailed = "InstanceSetupSagaFailed" + ShardAssigned = "ShardAssigned" + ShardAssignFailed = "ShardAssignFailed" + ShardUnassigned = "ShardUnassigned" + ShardUnassignFailed = "ShardUnassignFailed" + ShardKilled = "ShardKilled" + ShardDied = "ShardDied" + ShardSpawned = "ShardSpawned" + ShardSpawnedFailed = "ShardSpawnedFailed" + ShardDespawned = "ShardDespawned" + NodeConnected = "NodeConnected" + NodeConnectionProfiled = "NodeConnectionProfiled" + NodeDisconnected = "NodeDisconnected" + NodeStarted = "NodeStarted" + DeviceRegistered = "DeviceRegistered" + DeviceProfiled = "DeviceProfiled" + TokenGenerated = "TokenGenerated" + RepoProgressEvent = "RepoProgressEvent" + TimerScheduled = "TimerScheduled" + TimerFired = "TimerFired" + + EventTypeT = TypeVar("EventTypeT", bound=EventTypes) TEventType = TypeVar("TEventType", bound=EventTypes, covariant=True) @@ -122,7 +124,13 @@ _CommandId = Annotated[UUID, UuidVersion(4)] CommandId = type("CommandId", (UUID,), {}) CommandIdParser: TypeAdapter[CommandId] = TypeAdapter(_CommandId) -CommandTypes = Literal["create", "update", "delete"] + +class CommandTypes(str, Enum): + Create = "Create" + Update = "Update" + Delete = "Delete" + + CommandTypeT = TypeVar("CommandTypeT", bound=EventTypes) TCommandType = TypeVar("TCommandType", bound=EventTypes, covariant=True) diff --git a/shared/types/events.py b/shared/types/events.py index 9e79e659..233221d0 100644 --- a/shared/types/events.py +++ b/shared/types/events.py @@ -6,7 +6,7 @@ from uuid import UUID from pydantic import BaseModel, TypeAdapter, UuidVersion from shared.openai import FinishReason, chat -from shared.types.event_sourcing import Event +from shared.types.event_sourcing import Event, EventTypes from shared.types.model import ModelId _NodeId = Annotated[UUID, UuidVersion(4)] @@ -41,39 +41,49 @@ class Timer(BaseModel): # Chat completions ---------------------------------------------------------------- -class ChatCompletionsRequestStarted(Event[Literal["ChatCompletionsRequestStarted"]]): - event_type = "ChatCompletionsRequestStarted" +class ChatCompletionsRequestStarted(Event[EventTypes.ChatCompletionsRequestStarted]): + event_type: Literal[EventTypes.ChatCompletionsRequestStarted] = ( + EventTypes.ChatCompletionsRequestStarted + ) request_id: RequestId model_id: ModelId request: chat.completion_create_params.CompletionCreateParams class ChatCompletionsRequestCompleted( - Event[Literal["ChatCompletionsRequestCompleted"]] + Event[EventTypes.ChatCompletionsRequestCompleted] ): - event_type = "ChatCompletionsRequestCompleted" + event_type: Literal[EventTypes.ChatCompletionsRequestCompleted] = ( + EventTypes.ChatCompletionsRequestCompleted + ) request_id: RequestId model_id: ModelId -class ChatCompletionsRequestFailed(Event[Literal["ChatCompletionsRequestFailed"]]): - event_type = "ChatCompletionsRequestFailed" +class ChatCompletionsRequestFailed(Event[EventTypes.ChatCompletionsRequestFailed]): + event_type: Literal[EventTypes.ChatCompletionsRequestFailed] = ( + EventTypes.ChatCompletionsRequestFailed + ) request_id: RequestId model_id: ModelId error_message: str # Inference saga ------------------------------------------------------------------ -class InferenceSagaStarted(Event[Literal["InferenceSagaStarted"]]): - event_type = "InferenceSagaStarted" +class InferenceSagaStarted(Event[EventTypes.InferenceSagaStarted]): + event_type: Literal[EventTypes.InferenceSagaStarted] = ( + EventTypes.InferenceSagaStarted + ) request_id: RequestId instance_id: InstanceId model_id: ModelId request: chat.completion_create_params.CompletionCreateParams -class InferencePrepareStarted(Event[Literal["InferencePrepareStarted"]]): - event_type = "InferencePrepareStarted" +class InferencePrepareStarted(Event[EventTypes.InferencePrepareStarted]): + event_type: Literal[EventTypes.InferencePrepareStarted] = ( + EventTypes.InferencePrepareStarted + ) request_id: RequestId instance_id: InstanceId target_node_id: NodeId @@ -82,8 +92,10 @@ class InferencePrepareStarted(Event[Literal["InferencePrepareStarted"]]): request: chat.completion_create_params.CompletionCreateParams -class InferencePrepareCompleted(Event[Literal["InferencePrepareCompleted"]]): - event_type = "InferencePrepareCompleted" +class InferencePrepareCompleted(Event[EventTypes.InferencePrepareCompleted]): + event_type: Literal[EventTypes.InferencePrepareCompleted] = ( + EventTypes.InferencePrepareCompleted + ) request_id: RequestId instance_id: InstanceId target_node_id: NodeId @@ -91,8 +103,10 @@ class InferencePrepareCompleted(Event[Literal["InferencePrepareCompleted"]]): shard: Shard -class InferenceTriggerStarted(Event[Literal["InferenceTriggerStarted"]]): - event_type = "InferenceTriggerStarted" +class InferenceTriggerStarted(Event[EventTypes.InferenceTriggerStarted]): + event_type: Literal[EventTypes.InferenceTriggerStarted] = ( + EventTypes.InferenceTriggerStarted + ) request_id: RequestId instance_id: InstanceId target_node_id: NodeId @@ -101,8 +115,10 @@ class InferenceTriggerStarted(Event[Literal["InferenceTriggerStarted"]]): request: chat.completion_create_params.CompletionCreateParams -class InferenceTriggerCompleted(Event[Literal["InferenceTriggerCompleted"]]): - event_type = "InferenceTriggerCompleted" +class InferenceTriggerCompleted(Event[EventTypes.InferenceTriggerCompleted]): + event_type: Literal[EventTypes.InferenceTriggerCompleted] = ( + EventTypes.InferenceTriggerCompleted + ) request_id: RequestId instance_id: InstanceId target_node_id: NodeId @@ -110,52 +126,60 @@ class InferenceTriggerCompleted(Event[Literal["InferenceTriggerCompleted"]]): shard: Shard -class InferenceCompleted(Event[Literal["InferenceCompleted"]]): - event_type = "InferenceCompleted" +class InferenceCompleted(Event[EventTypes.InferenceCompleted]): + event_type: Literal[EventTypes.InferenceCompleted] = EventTypes.InferenceCompleted request_id: RequestId instance_id: InstanceId model_id: ModelId -class InferenceSagaCompleted(Event[Literal["InferenceSagaCompleted"]]): - event_type = "InferenceSagaCompleted" +class InferenceSagaCompleted(Event[EventTypes.InferenceSagaCompleted]): + event_type: Literal[EventTypes.InferenceSagaCompleted] = ( + EventTypes.InferenceSagaCompleted + ) request_id: RequestId instance_id: InstanceId model_id: ModelId # Instance setup saga ------------------------------------------------------------ -class InstanceSetupSagaStarted(Event[Literal["InstanceSetupSagaStarted"]]): - event_type = "InstanceSetupSagaStarted" +class InstanceSetupSagaStarted(Event[EventTypes.InstanceSetupSagaStarted]): + event_type: Literal[EventTypes.InstanceSetupSagaStarted] = ( + EventTypes.InstanceSetupSagaStarted + ) instance_id: str model_id: ModelId plan: InstanceComputePlan -class InstanceSetupSagaCompleted(Event[Literal["InstanceSetupSagaCompleted"]]): - event_type = "InstanceSetupSagaCompleted" +class InstanceSetupSagaCompleted(Event[EventTypes.InstanceSetupSagaCompleted]): + event_type: Literal[EventTypes.InstanceSetupSagaCompleted] = ( + EventTypes.InstanceSetupSagaCompleted + ) instance_id: InstanceId model_id: ModelId -class InstanceSetupSagaFailed(Event[Literal["InstanceSetupSagaFailed"]]): - event_type = "InstanceSetupSagaFailed" +class InstanceSetupSagaFailed(Event[EventTypes.InstanceSetupSagaFailed]): + event_type: Literal[EventTypes.InstanceSetupSagaFailed] = ( + EventTypes.InstanceSetupSagaFailed + ) instance_id: InstanceId model_id: ModelId reason: str # Shard lifecycle ----------------------------------------------------------------- -class ShardAssigned(Event[Literal["ShardAssigned"]]): - event_type = "ShardAssigned" +class ShardAssigned(Event[EventTypes.ShardAssigned]): + event_type: Literal[EventTypes.ShardAssigned] = EventTypes.ShardAssigned instance_id: InstanceId shard: Shard target_node_id: NodeId hosts: List[str] -class ShardAssignFailed(Event[Literal["ShardAssignFailed"]]): - event_type = "ShardAssignFailed" +class ShardAssignFailed(Event[EventTypes.ShardAssignFailed]): + event_type: Literal[EventTypes.ShardAssignFailed] = EventTypes.ShardAssignFailed instance_id: InstanceId shard: Shard target_node_id: NodeId @@ -163,8 +187,8 @@ class ShardAssignFailed(Event[Literal["ShardAssignFailed"]]): reason: str # e.g. "not enough memory" -class ShardUnassigned(Event[Literal["ShardUnassigned"]]): - event_type = "ShardUnassigned" +class ShardUnassigned(Event[EventTypes.ShardUnassigned]): + event_type: Literal[EventTypes.ShardUnassigned] = EventTypes.ShardUnassigned instance_id: InstanceId shard: Shard target_node_id: NodeId @@ -172,8 +196,8 @@ class ShardUnassigned(Event[Literal["ShardUnassigned"]]): reason: str # e.g. "instance did not receive request for 5 mins" -class ShardUnassignFailed(Event[Literal["ShardUnassignFailed"]]): - event_type = "ShardUnassignFailed" +class ShardUnassignFailed(Event[EventTypes.ShardUnassignFailed]): + event_type: Literal[EventTypes.ShardUnassignFailed] = EventTypes.ShardUnassignFailed instance_id: InstanceId shard: Shard target_node_id: NodeId @@ -181,16 +205,16 @@ class ShardUnassignFailed(Event[Literal["ShardUnassignFailed"]]): reason: str # e.g. "process refused to quit" -class ShardKilled(Event[Literal["ShardKilled"]]): - event_type = "ShardKilled" +class ShardKilled(Event[EventTypes.ShardKilled]): + event_type: Literal[EventTypes.ShardKilled] = EventTypes.ShardKilled instance_id: InstanceId shard: Shard target_node_id: NodeId hosts: List[str] -class ShardDied(Event[Literal["ShardDied"]]): - event_type = "ShardDied" +class ShardDied(Event[EventTypes.ShardDied]): + event_type: Literal[EventTypes.ShardDied] = EventTypes.ShardDied instance_id: InstanceId shard: Shard target_node_id: NodeId @@ -200,16 +224,16 @@ class ShardDied(Event[Literal["ShardDied"]]): traceback: Optional[str] = None -class ShardSpawned(Event[Literal["ShardSpawned"]]): - event_type = "ShardSpawned" +class ShardSpawned(Event[EventTypes.ShardSpawned]): + event_type: Literal[EventTypes.ShardSpawned] = EventTypes.ShardSpawned instance_id: InstanceId shard: Shard target_node_id: NodeId hosts: List[str] -class ShardSpawnedFailed(Event[Literal["ShardSpawnedFailed"]]): - event_type = "ShardSpawnedFailed" +class ShardSpawnedFailed(Event[EventTypes.ShardSpawnedFailed]): + event_type: Literal[EventTypes.ShardSpawnedFailed] = EventTypes.ShardSpawnedFailed instance_id: InstanceId shard: Shard target_node_id: NodeId @@ -217,8 +241,8 @@ class ShardSpawnedFailed(Event[Literal["ShardSpawnedFailed"]]): reason: str # e.g. "not enough memory" -class ShardDespawned(Event[Literal["ShardDespawned"]]): - event_type = "ShardDespawned" +class ShardDespawned(Event[EventTypes.ShardDespawned]): + event_type: Literal[EventTypes.ShardDespawned] = EventTypes.ShardDespawned instance_id: InstanceId shard: Shard target_node_id: NodeId @@ -226,8 +250,8 @@ class ShardDespawned(Event[Literal["ShardDespawned"]]): # Node connectivity -------------------------------------------------------------- -class NodeConnected(Event[Literal["NodeConnected"]]): - event_type = "NodeConnected" +class NodeConnected(Event[EventTypes.NodeConnected]): + event_type: Literal[EventTypes.NodeConnected] = EventTypes.NodeConnected remote_node_id: NodeId connection_id: str multiaddr: str @@ -236,27 +260,29 @@ class NodeConnected(Event[Literal["NodeConnected"]]): remote_ip: str -class NodeConnectionProfiled(Event[Literal["NodeConnectionProfiled"]]): - event_type = "NodeConnectionProfiled" +class NodeConnectionProfiled(Event[EventTypes.NodeConnectionProfiled]): + event_type: Literal[EventTypes.NodeConnectionProfiled] = ( + EventTypes.NodeConnectionProfiled + ) remote_node_id: NodeId connection_id: str latency_ms: int bandwidth_bytes_per_second: int -class NodeDisconnected(Event[Literal["NodeDisconnected"]]): - event_type = "NodeDisconnected" +class NodeDisconnected(Event[EventTypes.NodeDisconnected]): + event_type: Literal[EventTypes.NodeDisconnected] = EventTypes.NodeDisconnected remote_node_id: NodeId connection_id: str -class NodeStarted(Event[Literal["NodeStarted"]]): - event_type = "NodeStarted" +class NodeStarted(Event[EventTypes.NodeStarted]): + event_type: Literal[EventTypes.NodeStarted] = EventTypes.NodeStarted # Device metrics ----------------------------------------------------------------- -class DeviceRegistered(Event[Literal["DeviceRegistered"]]): - event_type = "DeviceRegistered" +class DeviceRegistered(Event[EventTypes.DeviceRegistered]): + event_type: Literal[EventTypes.DeviceRegistered] = EventTypes.DeviceRegistered device_id: str device_model: str device_type: str @@ -264,8 +290,8 @@ class DeviceRegistered(Event[Literal["DeviceRegistered"]]): available_memory_bytes: int -class DeviceProfiled(Event[Literal["DeviceProfiled"]]): - event_type = "DeviceProfiled" +class DeviceProfiled(Event[EventTypes.DeviceProfiled]): + event_type: Literal[EventTypes.DeviceProfiled] = EventTypes.DeviceProfiled device_id: str total_memory_bytes: int available_memory_bytes: int @@ -273,9 +299,9 @@ class DeviceProfiled(Event[Literal["DeviceProfiled"]]): # Token streaming ---------------------------------------------------------------- -class TokenGenerated(Event[Literal["TokenGenerated"]]): +class TokenGenerated(Event[EventTypes.TokenGenerated]): # TODO: replace with matt chunk code - event_type = "TokenGenerated" + event_type: Literal[EventTypes.TokenGenerated] = EventTypes.TokenGenerated request_id: RequestId instance_id: InstanceId hosts: List[str] @@ -285,8 +311,8 @@ class TokenGenerated(Event[Literal["TokenGenerated"]]): # Repo download progress ---------------------------------------------------------- -class RepoProgressEvent(Event[Literal["RepoProgressEvent"]]): - event_type = "RepoProgressEvent" +class RepoProgressEvent(Event[EventTypes.RepoProgressEvent]): + event_type: Literal[EventTypes.RepoProgressEvent] = EventTypes.RepoProgressEvent repo_id: str downloaded_bytes: int total_bytes: int @@ -294,11 +320,11 @@ class RepoProgressEvent(Event[Literal["RepoProgressEvent"]]): # Timers ------------------------------------------------------------------------- -class TimerScheduled(Event[Literal["TimerScheduled"]]): - event_type = "TimerScheduled" +class TimerScheduled(Event[EventTypes.TimerScheduled]): + event_type: Literal[EventTypes.TimerScheduled] = EventTypes.TimerScheduled timer: Timer -class TimerFired(Event[Literal["TimerFired"]]): - event_type = "TimerFired" +class TimerFired(Event[EventTypes.TimerFired]): + event_type: Literal[EventTypes.TimerFired] = EventTypes.TimerFired timer: Timer From 899d8820ddcd2f0c8cb949531a1d590c59d49a4b Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Mon, 30 Jun 2025 23:54:41 +0100 Subject: [PATCH 041/224] Merge Seth's Control Plane API Work into Alex's Events Branch Co-authored-by: Seth Howes --- master/api.py | 39 +++++++++++++++++ shared/types/instance.py | 90 ++++++++++++++++++++++++++++++++++++++++ shared/types/model.py | 30 +++++++++++--- 3 files changed, 153 insertions(+), 6 deletions(-) create mode 100644 master/api.py create mode 100644 shared/types/instance.py diff --git a/master/api.py b/master/api.py new file mode 100644 index 00000000..b5455c1d --- /dev/null +++ b/master/api.py @@ -0,0 +1,39 @@ +from typing import NewType +from shared.types.model import ModelId, DownloadProgress, ModelMeta, ModelSource +from shared.types.instance import InstanceId, Instance +from shared.types.model import Topology + + +RequestId = NewType("RequestId", str) + + +class ControlPlaneAPI: + def get_cluster_state() -> ClusterState: + ... + + def get_topology() -> Topology: + ... + + def get_instances() -> list[Instance]: + ... + + def get_instance(instance_id: InstanceId) -> Instance: + ... + + def create_instance(model_id: ModelId) -> InstanceId: + ... + + def delete_instance(instance_id: InstanceId) -> None: + ... + + def get_model_meta(model_id: ModelId) -> ModelMeta: + ... + + def download_model(model_source: ModelSource) -> InstanceId: + ... + + def get_model_download_progress(instance_id: InstanceId) -> DownloadProgress: + ... + + def create_chat_completion_request() -> RequestId: + ... diff --git a/shared/types/instance.py b/shared/types/instance.py new file mode 100644 index 00000000..67f48285 --- /dev/null +++ b/shared/types/instance.py @@ -0,0 +1,90 @@ +from typing import Annotated, Literal, Generic, TypeVar, Union +from enum import Enum +from pydantic import BaseModel, UUID4, PositiveInt, Field + +from shared.types.model import ModelId + +InstanceId = Annotated[str, UUID4] +NodeId = Annotated[str, UUID4] +RunnerId = Annotated[str, UUID4] + + +class ShardType(str, Enum): + PipelineParallel = "PipelineParallel" + + +ShardTypeT = TypeVar("ShardTypeT", bound=ShardType) + + +class ShardData(BaseModel, Generic[ShardTypeT]): + shard_type: ShardTypeT + + +class Shard(BaseModel, Generic[ShardTypeT]): + shard_data: ShardData[ShardTypeT] + runner_id: RunnerId + + +class ShardPlacement(BaseModel): + model_id: ModelId + shard_assignments: dict[NodeId, Shard[ShardType]] + + +class DownloadProgressData(BaseModel): + total_bytes: Annotated[int, PositiveInt] + downloaded_bytes: Annotated[int, PositiveInt] + + +class DownloadStatus(str, Enum): + Pending = "Pending" + Downloading = "Downloading" + Completed = "Completed" + Failed = "Failed" + + +DownloadStatusT = TypeVar("DownloadStatusT", bound=DownloadStatus) + + +class BaseDownloadProgress(BaseModel, Generic[DownloadStatusT]): + node_id: NodeId + download_status: DownloadStatusT + + +class DownloadPending(BaseDownloadProgress[DownloadStatus.Pending]): + download_status: Literal[DownloadStatus.Pending] = Field(DownloadStatus.Pending) + + +class DownloadCompleted(BaseDownloadProgress[DownloadStatus.Completed]): + download_status: Literal[DownloadStatus.Completed] = Field(DownloadStatus.Completed) + + +class DownloadFailed(BaseDownloadProgress[DownloadStatus.Failed]): + download_status: Literal[DownloadStatus.Failed] = Field(DownloadStatus.Failed) + error_message: str + + +class DownloadOngoing(BaseDownloadProgress[DownloadStatus.Downloading]): + download_status: Literal[DownloadStatus.Downloading] = Field( + DownloadStatus.Downloading + ) + download_progress: DownloadProgressData + + +DownloadProgress = Annotated[ + Union[ + DownloadPending, + DownloadCompleted, + DownloadFailed, + DownloadOngoing, + ], + Field(discriminator="download_status"), +] + + +class Instance(ShardPlacement): + instance_id: InstanceId + + +class InstanceDownloadProgress(BaseModel, Generic[DownloadStatusT]): + instance_id: InstanceId + download_progress: BaseDownloadProgress[DownloadStatusT] diff --git a/shared/types/model.py b/shared/types/model.py index d0e11ed6..907366c7 100644 --- a/shared/types/model.py +++ b/shared/types/model.py @@ -1,7 +1,7 @@ -from typing import Annotated, Any, Generic, Literal, TypeVar, final +from typing import Annotated, Any, Generic, Literal, Sequence, TypeVar, Union, final from uuid import UUID -from pydantic import AnyHttpUrl, BaseModel, Field, TypeAdapter +from pydantic import AnyHttpUrl, BaseModel, Field, PositiveInt, TypeAdapter from pydantic.types import UuidVersion SourceType = Literal["HuggingFace", "GitHub"] @@ -13,7 +13,6 @@ ModelId = type("ModelId", (UUID,), {}) ModelIdParser: TypeAdapter[ModelId] = TypeAdapter(_ModelId) RepoPath = Annotated[str, Field(pattern=r"^[^/]+/[^/]+$")] -RepoURL = Annotated[str, AnyHttpUrl] class BaseModelSource(BaseModel, Generic[T]): @@ -44,8 +43,27 @@ class GitHubModelSource(BaseModelSource[Literal["GitHub"]]): source_data: GitHubModelSourceData -RepoType = BaseModelSource[SourceType] +class ModelMetadata(BaseModel): + storage_size_kilobytes: Annotated[int, PositiveInt] + n_layers: Annotated[int, PositiveInt] -RepoValidatorThing = Annotated[RepoType, Field(discriminator="source_type")] -RepoValidator: TypeAdapter[RepoValidatorThing] = TypeAdapter(RepoValidatorThing) +_ModelSource = Annotated[ + Union[ + HuggingFaceModelSource, + GitHubModelSource, + ], + Field(discriminator="source_type"), +] +ModelSource = BaseModelSource[SourceType] + + +@final +class Model(BaseModel): + model_id: ModelId + model_sources: Sequence[ModelSource] + model_metadata: ModelMetadata + + +ModelIdAdapter: TypeAdapter[ModelId] = TypeAdapter(_ModelId) +ModelSourceAdapter: TypeAdapter[ModelSource] = TypeAdapter(_ModelSource) From c0df8e5463041d2781d4f5954da1f00c8251a094 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Tue, 1 Jul 2025 01:37:00 +0100 Subject: [PATCH 042/224] feat: Implement Many Interfaces --- master/api.py | 47 ++++------ master/idempotency.py | 2 +- shared/types/common.py | 9 ++ .../{event_sourcing.py => events/common.py} | 0 shared/types/{ => events}/events.py | 14 +-- shared/types/models/common.py | 22 +++++ shared/types/models/metadata.py | 8 ++ shared/types/{model.py => models/sources.py} | 27 +----- shared/types/networking/edges.py | 85 +++++++++++++++++++ shared/types/networking/services.py | 42 +++++++++ shared/types/networking/topology.py | 22 +++++ shared/types/profiling/common.py | 4 + shared/types/states/master.py | 17 ++++ shared/types/states/shared.py | 10 +++ shared/types/states/worker.py | 14 +++ shared/types/tasks/common.py | 39 +++++++++ shared/types/worker/common.py | 13 +++ .../{instance.py => worker/downloads.py} | 59 ++++++------- shared/types/worker/instances.py | 18 ++++ shared/types/worker/shards.py | 29 +++++++ 20 files changed, 385 insertions(+), 96 deletions(-) create mode 100644 shared/types/common.py rename shared/types/{event_sourcing.py => events/common.py} (100%) rename shared/types/{ => events}/events.py (96%) create mode 100644 shared/types/models/common.py create mode 100644 shared/types/models/metadata.py rename shared/types/{model.py => models/sources.py} (59%) create mode 100644 shared/types/networking/edges.py create mode 100644 shared/types/networking/services.py create mode 100644 shared/types/networking/topology.py create mode 100644 shared/types/profiling/common.py create mode 100644 shared/types/states/master.py create mode 100644 shared/types/states/shared.py create mode 100644 shared/types/states/worker.py create mode 100644 shared/types/tasks/common.py create mode 100644 shared/types/worker/common.py rename shared/types/{instance.py => worker/downloads.py} (61%) create mode 100644 shared/types/worker/instances.py create mode 100644 shared/types/worker/shards.py diff --git a/master/api.py b/master/api.py index b5455c1d..cc45c786 100644 --- a/master/api.py +++ b/master/api.py @@ -1,39 +1,26 @@ -from typing import NewType -from shared.types.model import ModelId, DownloadProgress, ModelMeta, ModelSource -from shared.types.instance import InstanceId, Instance -from shared.types.model import Topology +from typing import Protocol + +from shared.types.models.common import Model, ModelId +from shared.types.models.sources import ModelSource +from shared.types.networking.topology import Topology +from shared.types.worker.common import InstanceId +from shared.types.worker.downloads import DownloadProgress +from shared.types.worker.instances import Instance -RequestId = NewType("RequestId", str) +class ControlPlaneAPI(Protocol): + def get_topology(self) -> Topology: ... + def list_instances(self) -> list[Instance]: ... -class ControlPlaneAPI: - def get_cluster_state() -> ClusterState: - ... + def get_instance(self, instance_id: InstanceId) -> Instance: ... - def get_topology() -> Topology: - ... + def create_instance(self, model_id: ModelId) -> InstanceId: ... - def get_instances() -> list[Instance]: - ... + def remove_instance(self, instance_id: InstanceId) -> None: ... - def get_instance(instance_id: InstanceId) -> Instance: - ... + def get_model_data(self, model_id: ModelId) -> Model: ... - def create_instance(model_id: ModelId) -> InstanceId: - ... - - def delete_instance(instance_id: InstanceId) -> None: - ... - - def get_model_meta(model_id: ModelId) -> ModelMeta: - ... + def download_model(self, model_id: ModelId, model_source: ModelSource) -> None: ... - def download_model(model_source: ModelSource) -> InstanceId: - ... - - def get_model_download_progress(instance_id: InstanceId) -> DownloadProgress: - ... - - def create_chat_completion_request() -> RequestId: - ... + def get_download_progress(self, model_id: ModelId) -> DownloadProgress: ... diff --git a/master/idempotency.py b/master/idempotency.py index 661d1e44..d96be620 100644 --- a/master/idempotency.py +++ b/master/idempotency.py @@ -1,7 +1,7 @@ from hashlib import sha3_224 as hasher from typing import Sequence, TypeVar -from shared.types.event_sourcing import EventId, EventTypes, IdemKeyGenerator, State +from shared.types.events.common import EventId, EventTypes, IdemKeyGenerator, State EventTypeT = TypeVar("EventTypeT", bound=EventTypes) diff --git a/shared/types/common.py b/shared/types/common.py new file mode 100644 index 00000000..c0fc38ff --- /dev/null +++ b/shared/types/common.py @@ -0,0 +1,9 @@ +from typing import Annotated +from uuid import UUID + +from pydantic import TypeAdapter +from pydantic.types import UuidVersion + +_NodeId = Annotated[UUID, UuidVersion(4)] +NodeId = type("NodeId", (UUID,), {}) +NodeIdParser: TypeAdapter[NodeId] = TypeAdapter(_NodeId) diff --git a/shared/types/event_sourcing.py b/shared/types/events/common.py similarity index 100% rename from shared/types/event_sourcing.py rename to shared/types/events/common.py diff --git a/shared/types/events.py b/shared/types/events/events.py similarity index 96% rename from shared/types/events.py rename to shared/types/events/events.py index 233221d0..50eb35d9 100644 --- a/shared/types/events.py +++ b/shared/types/events/events.py @@ -6,21 +6,15 @@ from uuid import UUID from pydantic import BaseModel, TypeAdapter, UuidVersion from shared.openai import FinishReason, chat -from shared.types.event_sourcing import Event, EventTypes -from shared.types.model import ModelId - -_NodeId = Annotated[UUID, UuidVersion(4)] -NodeId = type("NodeId", (UUID,), {}) -NodeIdParser: TypeAdapter[NodeId] = TypeAdapter(_NodeId) +from shared.types.common import NodeId +from shared.types.events.common import Event, EventTypes +from shared.types.models.common import ModelId +from shared.types.worker.common import InstanceId _RequestId = Annotated[UUID, UuidVersion(4)] RequestId = type("RequestId", (UUID,), {}) RequestIdParser: TypeAdapter[RequestId] = TypeAdapter(_RequestId) -_InstanceId = Annotated[UUID, UuidVersion(4)] -InstanceId = type("InstanceId", (UUID,), {}) -InstanceIdParser: TypeAdapter[InstanceId] = TypeAdapter(_InstanceId) - _TimerId = Annotated[UUID, UuidVersion(4)] TimerId = type("TimerId", (UUID,), {}) TimerIdParser: TypeAdapter[TimerId] = TypeAdapter(_TimerId) diff --git a/shared/types/models/common.py b/shared/types/models/common.py new file mode 100644 index 00000000..5e2c1127 --- /dev/null +++ b/shared/types/models/common.py @@ -0,0 +1,22 @@ +from typing import Annotated, Sequence, final +from uuid import UUID + +from pydantic import BaseModel, TypeAdapter +from pydantic.types import UuidVersion + +from shared.types.models.metadata import ModelMetadata +from shared.types.models.sources import ModelSource + +_ModelId = Annotated[UUID, UuidVersion(4)] +ModelId = type("ModelId", (UUID,), {}) +ModelIdParser: TypeAdapter[ModelId] = TypeAdapter(_ModelId) + + +@final +class Model(BaseModel): + model_id: ModelId + model_sources: Sequence[ModelSource] + model_metadata: ModelMetadata + + +ModelIdAdapter: TypeAdapter[ModelId] = TypeAdapter(_ModelId) diff --git a/shared/types/models/metadata.py b/shared/types/models/metadata.py new file mode 100644 index 00000000..6a1b8481 --- /dev/null +++ b/shared/types/models/metadata.py @@ -0,0 +1,8 @@ +from typing import Annotated + +from pydantic import BaseModel, PositiveInt + + +class ModelMetadata(BaseModel): + storage_size_kilobytes: Annotated[int, PositiveInt] + n_layers: Annotated[int, PositiveInt] diff --git a/shared/types/model.py b/shared/types/models/sources.py similarity index 59% rename from shared/types/model.py rename to shared/types/models/sources.py index 907366c7..e00e8650 100644 --- a/shared/types/model.py +++ b/shared/types/models/sources.py @@ -1,17 +1,13 @@ -from typing import Annotated, Any, Generic, Literal, Sequence, TypeVar, Union, final -from uuid import UUID +from typing import Annotated, Any, Generic, Literal, TypeVar, Union, final -from pydantic import AnyHttpUrl, BaseModel, Field, PositiveInt, TypeAdapter -from pydantic.types import UuidVersion +from pydantic import AnyHttpUrl, BaseModel, Field, TypeAdapter + +from shared.types.models.common import ModelId SourceType = Literal["HuggingFace", "GitHub"] T = TypeVar("T", bound=SourceType) -_ModelId = Annotated[UUID, UuidVersion(4)] -ModelId = type("ModelId", (UUID,), {}) -ModelIdParser: TypeAdapter[ModelId] = TypeAdapter(_ModelId) - RepoPath = Annotated[str, Field(pattern=r"^[^/]+/[^/]+$")] @@ -43,11 +39,6 @@ class GitHubModelSource(BaseModelSource[Literal["GitHub"]]): source_data: GitHubModelSourceData -class ModelMetadata(BaseModel): - storage_size_kilobytes: Annotated[int, PositiveInt] - n_layers: Annotated[int, PositiveInt] - - _ModelSource = Annotated[ Union[ HuggingFaceModelSource, @@ -56,14 +47,4 @@ _ModelSource = Annotated[ Field(discriminator="source_type"), ] ModelSource = BaseModelSource[SourceType] - - -@final -class Model(BaseModel): - model_id: ModelId - model_sources: Sequence[ModelSource] - model_metadata: ModelMetadata - - -ModelIdAdapter: TypeAdapter[ModelId] = TypeAdapter(_ModelId) ModelSourceAdapter: TypeAdapter[ModelSource] = TypeAdapter(_ModelSource) diff --git a/shared/types/networking/edges.py b/shared/types/networking/edges.py new file mode 100644 index 00000000..3866fc2e --- /dev/null +++ b/shared/types/networking/edges.py @@ -0,0 +1,85 @@ +from dataclasses import dataclass +from enum import Enum +from typing import Annotated, Generic, NamedTuple, TypeVar, final +from uuid import UUID + +from pydantic import BaseModel, IPvAnyAddress, TypeAdapter +from pydantic.types import UuidVersion + +from shared.types.common import NodeId + +_EdgeId = Annotated[UUID, UuidVersion(4)] +EdgeId = type("EdgeId", (UUID,), {}) +EdgeIdParser: TypeAdapter[EdgeId] = TypeAdapter(_EdgeId) + + +@final +class EdgeDataTransferRate(BaseModel): + throughput: float + latency: float + jitter: float + + +class AddressingProtocol(str, Enum): + IPvAny = "IPvAny" + + +class ApplicationProtocol(str, Enum): + MLX = "MLX" + + +TE = TypeVar("TE", bound=AddressingProtocol) +TF = TypeVar("TF", bound=ApplicationProtocol) + + +@final +class EdgeType(BaseModel, Generic[TE, TF]): + addressing_protocol: TE + application_protocol: TF + + +@final +class EdgeDirection(NamedTuple): + source: NodeId + sink: NodeId + + +@dataclass +class EdgeMetadata(BaseModel, Generic[TE, TF]): ... + + +@final +@dataclass +class MLXEdgeContext(EdgeMetadata[AddressingProtocol.IPvAny, ApplicationProtocol.MLX]): + source_ip: IPvAnyAddress + sink_ip: IPvAnyAddress + + +@final +class EdgeInfo(BaseModel, Generic[TE, TF]): + edge_type: EdgeType[TE, TF] + edge_data_transfer_rate: EdgeDataTransferRate + edge_metadata: EdgeMetadata[TE, TF] + + +@final +class DirectedEdge(BaseModel, Generic[TE, TF]): + edge_direction: EdgeDirection + edge_identifier: EdgeId + edge_info: EdgeInfo[TE, TF] + + +""" +an_edge: DirectedEdge[Literal[AddressingProtocol.IPvAny], Literal[ApplicationProtocol.MLX]] = DirectedEdge( + edge_identifier=UUID(), + edge_direction=EdgeDirection(source=NodeId("1"), sink=NodeId("2")), + edge_info=EdgeInfo( + edge_type=EdgeType( + addressing_protocol=AddressingProtocol.ipv4, + application_protocol=ApplicationProtocol.mlx + ), + edge_data_transfer_rate=EdgeDataTransferRate(throughput=1000, latency=0.1, jitter=0.01), + edge_metadata=MLXEdgeContext(source_ip=IpV4Addr("192.168.1.1"), sink_ip=IpV4Addr("192.168.1.2")) + ) +) +""" diff --git a/shared/types/networking/services.py b/shared/types/networking/services.py new file mode 100644 index 00000000..bce1d3e6 --- /dev/null +++ b/shared/types/networking/services.py @@ -0,0 +1,42 @@ +from typing import Annotated, Callable, NewType, Protocol + +from pydantic import BaseModel, Field + +from shared.types.common import NodeId +from shared.types.networking.edges import ( + AddressingProtocol, + ApplicationProtocol, + EdgeDirection, + EdgeId, + EdgeInfo, +) + +TopicName = NewType("TopicName", str) + + +class WrappedMessage(BaseModel): + node_id: NodeId + unix_timestamp: Annotated[int, Field(gt=0)] + + +PubSubMessageHandler = Callable[[TopicName, WrappedMessage], None] +NodeConnectedHandler = Callable[ + [EdgeId, EdgeDirection, EdgeInfo[AddressingProtocol, ApplicationProtocol]], None +] +NodeDisconnectedHandler = Callable[[EdgeId], None] + + +class DiscoveryService(Protocol): + def register_node_connected_handler( + self, handler: NodeConnectedHandler + ) -> None: ... + def register_node_disconnected_handler( + self, handler: NodeDisconnectedHandler + ) -> None: ... + + +class PubSubService(Protocol): + def register_handler( + self, key: str, topic_name: TopicName, handler: PubSubMessageHandler + ) -> None: ... + def deregister_handler(self, key: str) -> None: ... diff --git a/shared/types/networking/topology.py b/shared/types/networking/topology.py new file mode 100644 index 00000000..33b1e191 --- /dev/null +++ b/shared/types/networking/topology.py @@ -0,0 +1,22 @@ +from collections.abc import Sequence + +from pydantic import BaseModel + +from shared.types.networking.edges import ( + AddressingProtocol, + ApplicationProtocol, + EdgeDirection, + EdgeId, + EdgeInfo, +) + + +class Topology(BaseModel): + edges: dict[ + EdgeId, tuple[EdgeDirection, EdgeInfo[AddressingProtocol, ApplicationProtocol]] + ] + + +class NetworkState(BaseModel): + topology: Topology + history: Sequence[Topology] diff --git a/shared/types/profiling/common.py b/shared/types/profiling/common.py new file mode 100644 index 00000000..5faffb43 --- /dev/null +++ b/shared/types/profiling/common.py @@ -0,0 +1,4 @@ +from pydantic import BaseModel + + +class NodeProfile(BaseModel): ... diff --git a/shared/types/states/master.py b/shared/types/states/master.py new file mode 100644 index 00000000..d9dff550 --- /dev/null +++ b/shared/types/states/master.py @@ -0,0 +1,17 @@ +from queue import Queue + +from pydantic import BaseModel + +from shared.types.common import NodeId +from shared.types.networking.topology import NetworkState +from shared.types.profiling.common import NodeProfile + + +class ExternalCommand(BaseModel): ... + + +class MasterState(BaseModel): + network_state: NetworkState + node_profiles: dict[NodeId, NodeProfile] + job_inbox: Queue[ExternalCommand] + job_outbox: Queue[ExternalCommand] diff --git a/shared/types/states/shared.py b/shared/types/states/shared.py new file mode 100644 index 00000000..f5c55c09 --- /dev/null +++ b/shared/types/states/shared.py @@ -0,0 +1,10 @@ +from pydantic import BaseModel + +from shared.types.common import NodeId +from shared.types.worker.common import InstanceId +from shared.types.worker.shards import ShardPlacement + + +class SharedState(BaseModel): + node_id: NodeId + compute_instances: dict[InstanceId, ShardPlacement] diff --git a/shared/types/states/worker.py b/shared/types/states/worker.py new file mode 100644 index 00000000..041e4cf5 --- /dev/null +++ b/shared/types/states/worker.py @@ -0,0 +1,14 @@ +from typing import Tuple + +from shared.types.models.common import ModelId +from shared.types.states.shared import SharedState +from shared.types.tasks.common import Task, TaskId, TaskType +from shared.types.worker.downloads import BaseDownloadProgress, DownloadStatus +from shared.types.worker.shards import ShardData, ShardType + + +class WorkerState(SharedState): + download_state: dict[ + Tuple[ModelId, ShardData[ShardType]], BaseDownloadProgress[DownloadStatus] + ] + compute_tasks: dict[TaskId, Task[TaskType]] diff --git a/shared/types/tasks/common.py b/shared/types/tasks/common.py new file mode 100644 index 00000000..e680caf1 --- /dev/null +++ b/shared/types/tasks/common.py @@ -0,0 +1,39 @@ +from enum import Enum +from typing import Annotated, Any, Generic, Literal, TypeVar +from uuid import UUID + +import openai.types.chat as openai +from pydantic import BaseModel, TypeAdapter +from pydantic.types import UuidVersion + +_TaskId = Annotated[UUID, UuidVersion(4)] +TaskId = type("TaskId", (UUID,), {}) +TaskIdParser: TypeAdapter[TaskId] = TypeAdapter(_TaskId) + + +class TaskType(str, Enum): + ChatCompletionNonStreaming = "ChatCompletionNonStreaming" + ChatCompletionStreaming = "ChatCompletionStreaming" + + +TaskTypeT = TypeVar("TaskTypeT", bound=TaskType) + + +class Task(BaseModel, Generic[TaskTypeT]): + task_id: TaskId + task_type: TaskTypeT + task_data: Any + + +class ChatCompletionNonStreamingTask(Task[TaskType.ChatCompletionNonStreaming]): + task_type: Literal[TaskType.ChatCompletionNonStreaming] = ( + TaskType.ChatCompletionNonStreaming + ) + task_data: openai.completion_create_params.CompletionCreateParams + + +class ChatCompletionStreamingTask(Task[TaskType.ChatCompletionStreaming]): + task_type: Literal[TaskType.ChatCompletionStreaming] = ( + TaskType.ChatCompletionStreaming + ) + task_data: openai.completion_create_params.CompletionCreateParams diff --git a/shared/types/worker/common.py b/shared/types/worker/common.py new file mode 100644 index 00000000..0ec0b74b --- /dev/null +++ b/shared/types/worker/common.py @@ -0,0 +1,13 @@ +from typing import Annotated +from uuid import UUID + +from pydantic import TypeAdapter +from pydantic.types import UuidVersion + +_InstanceId = Annotated[UUID, UuidVersion(4)] +InstanceId = type("InstanceId", (UUID,), {}) +InstanceIdParser: TypeAdapter[InstanceId] = TypeAdapter(_InstanceId) + +_RunnerId = Annotated[UUID, UuidVersion(4)] +RunnerId = type("RunnerId", (UUID,), {}) +RunnerIdParser: TypeAdapter[RunnerId] = TypeAdapter(_RunnerId) diff --git a/shared/types/instance.py b/shared/types/worker/downloads.py similarity index 61% rename from shared/types/instance.py rename to shared/types/worker/downloads.py index 67f48285..c46da775 100644 --- a/shared/types/instance.py +++ b/shared/types/worker/downloads.py @@ -1,33 +1,21 @@ -from typing import Annotated, Literal, Generic, TypeVar, Union from enum import Enum -from pydantic import BaseModel, UUID4, PositiveInt, Field +from typing import ( + Annotated, + Callable, + Generic, + Literal, + NewType, + Sequence, + TypeVar, + Union, +) -from shared.types.model import ModelId +from pydantic import BaseModel, Field, PositiveInt -InstanceId = Annotated[str, UUID4] -NodeId = Annotated[str, UUID4] -RunnerId = Annotated[str, UUID4] - - -class ShardType(str, Enum): - PipelineParallel = "PipelineParallel" - - -ShardTypeT = TypeVar("ShardTypeT", bound=ShardType) - - -class ShardData(BaseModel, Generic[ShardTypeT]): - shard_type: ShardTypeT - - -class Shard(BaseModel, Generic[ShardTypeT]): - shard_data: ShardData[ShardTypeT] - runner_id: RunnerId - - -class ShardPlacement(BaseModel): - model_id: ModelId - shard_assignments: dict[NodeId, Shard[ShardType]] +from shared.types.common import NodeId +from shared.types.models.common import ModelId +from shared.types.models.sources import ModelSource +from shared.types.worker.shards import ShardData, ShardType class DownloadProgressData(BaseModel): @@ -81,10 +69,17 @@ DownloadProgress = Annotated[ ] -class Instance(ShardPlacement): - instance_id: InstanceId +BytesToDownload = NewType("BytesToDownload", int) +BytesDownloaded = NewType("BytesDownloaded", int) + +DownloadEffectHandler = Callable[ + [ModelId, DownloadStatus, BytesToDownload, BytesDownloaded], None +] -class InstanceDownloadProgress(BaseModel, Generic[DownloadStatusT]): - instance_id: InstanceId - download_progress: BaseDownloadProgress[DownloadStatusT] +def download_shard( + model_id: ModelId, + model_source: ModelSource, + shard_data: ShardData[ShardType], + effect_handlers: Sequence[DownloadEffectHandler], +) -> None: ... diff --git a/shared/types/worker/instances.py b/shared/types/worker/instances.py new file mode 100644 index 00000000..447552d7 --- /dev/null +++ b/shared/types/worker/instances.py @@ -0,0 +1,18 @@ +from typing import Generic, TypeVar + +from pydantic import BaseModel + +from shared.types.worker.common import InstanceId +from shared.types.worker.downloads import BaseDownloadProgress, DownloadStatus +from shared.types.worker.shards import ShardPlacement + +DownloadStatusT = TypeVar("DownloadStatusT", bound=DownloadStatus) + + +class Instance(ShardPlacement): + instance_id: InstanceId + + +class InstanceDownloadProgress(BaseModel, Generic[DownloadStatusT]): + instance_id: InstanceId + download_progress: BaseDownloadProgress[DownloadStatusT] diff --git a/shared/types/worker/shards.py b/shared/types/worker/shards.py new file mode 100644 index 00000000..aa6df9ad --- /dev/null +++ b/shared/types/worker/shards.py @@ -0,0 +1,29 @@ +from enum import Enum +from typing import Generic, TypeVar + +from pydantic import BaseModel + +from shared.types.common import NodeId +from shared.types.models.common import ModelId +from shared.types.worker.common import RunnerId + + +class ShardType(str, Enum): + PipelineParallel = "PipelineParallel" + + +ShardTypeT = TypeVar("ShardTypeT", bound=ShardType) + + +class ShardData(BaseModel, Generic[ShardTypeT]): + shard_type: ShardTypeT + + +class Shard(BaseModel, Generic[ShardTypeT]): + shard_data: ShardData[ShardTypeT] + runner_id: RunnerId + + +class ShardPlacement(BaseModel): + model_id: ModelId + shard_assignments: dict[NodeId, Shard[ShardType]] From d5033e658cdc2ca1ed89942ac8dd10893c627f91 Mon Sep 17 00:00:00 2001 From: Seth Howes Date: Tue, 1 Jul 2025 12:15:28 +0100 Subject: [PATCH 043/224] refactor: Replace Literal with Enum in sources.py --- shared/types/models/sources.py | 15 ++++++++++----- 1 file changed, 10 insertions(+), 5 deletions(-) diff --git a/shared/types/models/sources.py b/shared/types/models/sources.py index e00e8650..927a6ee2 100644 --- a/shared/types/models/sources.py +++ b/shared/types/models/sources.py @@ -1,10 +1,15 @@ from typing import Annotated, Any, Generic, Literal, TypeVar, Union, final +from enum import Enum from pydantic import AnyHttpUrl, BaseModel, Field, TypeAdapter from shared.types.models.common import ModelId -SourceType = Literal["HuggingFace", "GitHub"] + +class SourceType(str, Enum): + HuggingFace = "HuggingFace" + GitHub = "GitHub" + T = TypeVar("T", bound=SourceType) @@ -28,14 +33,14 @@ class GitHubModelSourceData(BaseModel): @final -class HuggingFaceModelSource(BaseModelSource[Literal["HuggingFace"]]): - source_type: Literal["HuggingFace"] = "HuggingFace" +class HuggingFaceModelSource(BaseModelSource[SourceType.HuggingFace]): + source_type: Literal[SourceType.HuggingFace] = SourceType.HuggingFace source_data: HuggingFaceModelSourceData @final -class GitHubModelSource(BaseModelSource[Literal["GitHub"]]): - source_type: Literal["GitHub"] = "GitHub" +class GitHubModelSource(BaseModelSource[SourceType.GitHub]): + source_type: Literal[SourceType.GitHub] = SourceType.GitHub source_data: GitHubModelSourceData From df824e2e87662759bf24bd0a947806ec27d9610c Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Tue, 1 Jul 2025 12:18:48 +0100 Subject: [PATCH 044/224] fix: Ensure MasterState inherits from SharedState --- shared/types/states/master.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/shared/types/states/master.py b/shared/types/states/master.py index d9dff550..aef63941 100644 --- a/shared/types/states/master.py +++ b/shared/types/states/master.py @@ -5,12 +5,13 @@ from pydantic import BaseModel from shared.types.common import NodeId from shared.types.networking.topology import NetworkState from shared.types.profiling.common import NodeProfile +from shared.types.states.shared import SharedState class ExternalCommand(BaseModel): ... -class MasterState(BaseModel): +class MasterState(SharedState): network_state: NetworkState node_profiles: dict[NodeId, NodeProfile] job_inbox: Queue[ExternalCommand] From 73ac8969bcf8328b32d9ae3e64c47f1e0f18c4f5 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Tue, 1 Jul 2025 13:14:26 +0100 Subject: [PATCH 045/224] feat: Add ResourceGraph, runner types, etc. --- shared/types/graphs/resource_graph.py | 16 +++++++ shared/types/models/sources.py | 2 +- shared/types/networking/edges.py | 1 - shared/types/states/master.py | 21 +++++++++ shared/types/states/shared.py | 6 ++- shared/types/worker/instances.py | 24 +++++++---- shared/types/worker/runners.py | 61 +++++++++++++++++++++++++++ shared/types/worker/shards.py | 10 ----- 8 files changed, 118 insertions(+), 23 deletions(-) create mode 100644 shared/types/graphs/resource_graph.py create mode 100644 shared/types/worker/runners.py diff --git a/shared/types/graphs/resource_graph.py b/shared/types/graphs/resource_graph.py new file mode 100644 index 00000000..6beca6a4 --- /dev/null +++ b/shared/types/graphs/resource_graph.py @@ -0,0 +1,16 @@ +from collections.abc import Mapping + +from pydantic import BaseModel + +from shared.types.common import NodeId +from shared.types.networking.topology import Topology +from shared.types.profiling.common import NodeProfile + + +class ResourceGraph(BaseModel): ... + + +def get_graph_of_compute_resources( + network_topology: Topology, + node_profiles: Mapping[NodeId, NodeProfile], +) -> ResourceGraph: ... diff --git a/shared/types/models/sources.py b/shared/types/models/sources.py index 927a6ee2..419ed264 100644 --- a/shared/types/models/sources.py +++ b/shared/types/models/sources.py @@ -1,5 +1,5 @@ -from typing import Annotated, Any, Generic, Literal, TypeVar, Union, final from enum import Enum +from typing import Annotated, Any, Generic, Literal, TypeVar, Union, final from pydantic import AnyHttpUrl, BaseModel, Field, TypeAdapter diff --git a/shared/types/networking/edges.py b/shared/types/networking/edges.py index 3866fc2e..bcf9f2ac 100644 --- a/shared/types/networking/edges.py +++ b/shared/types/networking/edges.py @@ -49,7 +49,6 @@ class EdgeMetadata(BaseModel, Generic[TE, TF]): ... @final -@dataclass class MLXEdgeContext(EdgeMetadata[AddressingProtocol.IPvAny, ApplicationProtocol.MLX]): source_ip: IPvAnyAddress sink_ip: IPvAnyAddress diff --git a/shared/types/states/master.py b/shared/types/states/master.py index aef63941..752303df 100644 --- a/shared/types/states/master.py +++ b/shared/types/states/master.py @@ -1,11 +1,15 @@ +from collections.abc import Mapping, Sequence from queue import Queue from pydantic import BaseModel from shared.types.common import NodeId +from shared.types.events.common import Event, EventTypes +from shared.types.graphs.resource_graph import ResourceGraph from shared.types.networking.topology import NetworkState from shared.types.profiling.common import NodeProfile from shared.types.states.shared import SharedState +from shared.types.worker.instances import InstanceData, InstanceId class ExternalCommand(BaseModel): ... @@ -16,3 +20,20 @@ class MasterState(SharedState): node_profiles: dict[NodeId, NodeProfile] job_inbox: Queue[ExternalCommand] job_outbox: Queue[ExternalCommand] + + +def get_inference_plan( + inbox: Queue[ExternalCommand], + outbox: Queue[ExternalCommand], + resource_graph: ResourceGraph, + current_instances: Mapping[InstanceId, InstanceData], +) -> Mapping[InstanceId, InstanceData]: ... + + +TransitionEventTypes = EventTypes + + +def get_transition_events( + current_instances: Mapping[InstanceId, InstanceData], + target_instances: Mapping[InstanceId, InstanceData], +) -> Sequence[Event[TransitionEventTypes]]: ... diff --git a/shared/types/states/shared.py b/shared/types/states/shared.py index f5c55c09..5f4fc3b5 100644 --- a/shared/types/states/shared.py +++ b/shared/types/states/shared.py @@ -1,10 +1,12 @@ +from collections.abc import Mapping + from pydantic import BaseModel from shared.types.common import NodeId from shared.types.worker.common import InstanceId -from shared.types.worker.shards import ShardPlacement +from shared.types.worker.instances import InstanceData class SharedState(BaseModel): node_id: NodeId - compute_instances: dict[InstanceId, ShardPlacement] + compute_instances: Mapping[InstanceId, InstanceData] diff --git a/shared/types/worker/instances.py b/shared/types/worker/instances.py index 447552d7..d4ed748b 100644 --- a/shared/types/worker/instances.py +++ b/shared/types/worker/instances.py @@ -1,18 +1,24 @@ -from typing import Generic, TypeVar +from collections.abc import Mapping from pydantic import BaseModel from shared.types.worker.common import InstanceId -from shared.types.worker.downloads import BaseDownloadProgress, DownloadStatus -from shared.types.worker.shards import ShardPlacement - -DownloadStatusT = TypeVar("DownloadStatusT", bound=DownloadStatus) +from shared.types.worker.runners import ( + RunnerId, + RunnerPlacement, + RunnerState, + RunnerStateType, +) -class Instance(ShardPlacement): +class InstanceBase(BaseModel): instance_id: InstanceId -class InstanceDownloadProgress(BaseModel, Generic[DownloadStatusT]): - instance_id: InstanceId - download_progress: BaseDownloadProgress[DownloadStatusT] +class InstanceData(BaseModel): + runner_placements: RunnerPlacement + runner_states: Mapping[RunnerId, RunnerState[RunnerStateType]] + + +class Instance(InstanceBase): + instance_data: InstanceData diff --git a/shared/types/worker/runners.py b/shared/types/worker/runners.py new file mode 100644 index 00000000..144a141f --- /dev/null +++ b/shared/types/worker/runners.py @@ -0,0 +1,61 @@ +from collections.abc import Mapping, Sequence +from enum import Enum +from typing import Generic, Literal, TypeVar + +from pydantic import BaseModel + +from shared.types.common import NodeId +from shared.types.models.common import ModelId +from shared.types.worker.common import RunnerId +from shared.types.worker.downloads import BaseDownloadProgress, DownloadStatus +from shared.types.worker.shards import Shard, ShardType + + +class RunnerStateType(str, Enum): + Rejected = "Rejected" + Starting = "Starting" + Downloading = "Downloading" + Running = "Running" + Failed = "Failed" + + +RunnerStateTypeT = TypeVar("RunnerStateTypeT", bound=RunnerStateType) + + +class RunnerState(BaseModel, Generic[RunnerStateTypeT]): + runner_state: RunnerStateTypeT + + +class RejectedRunnerState(RunnerState[RunnerStateType.Rejected]): + runner_state: Literal[RunnerStateType.Rejected] + + +class StartingRunnerState(RunnerState[RunnerStateType.Starting]): + runner_state: Literal[RunnerStateType.Starting] + + +class DownloadingRunnerState(RunnerState[RunnerStateType.Downloading]): + runner_state: Literal[RunnerStateType.Downloading] + download_progress: BaseDownloadProgress[DownloadStatus] + + +class RunningRunnerState(RunnerState[RunnerStateType.Running]): + runner_state: Literal[RunnerStateType.Running] + + +class FailedRunnerState(RunnerState[RunnerStateType.Failed]): + runner_state: Literal[RunnerStateType.Failed] + error_message: str | None = None + + +class RunnerData(BaseModel): + runner_id: RunnerId + runner_state: RunnerState[RunnerStateType] = RunnerState( + runner_state=RunnerStateType.Starting + ) + + +class RunnerPlacement(BaseModel): + model_id: ModelId + runner_to_shard: Mapping[RunnerId, Shard[ShardType]] + node_to_runner: Mapping[NodeId, Sequence[RunnerId]] diff --git a/shared/types/worker/shards.py b/shared/types/worker/shards.py index aa6df9ad..3e9055ae 100644 --- a/shared/types/worker/shards.py +++ b/shared/types/worker/shards.py @@ -3,10 +3,6 @@ from typing import Generic, TypeVar from pydantic import BaseModel -from shared.types.common import NodeId -from shared.types.models.common import ModelId -from shared.types.worker.common import RunnerId - class ShardType(str, Enum): PipelineParallel = "PipelineParallel" @@ -21,9 +17,3 @@ class ShardData(BaseModel, Generic[ShardTypeT]): class Shard(BaseModel, Generic[ShardTypeT]): shard_data: ShardData[ShardTypeT] - runner_id: RunnerId - - -class ShardPlacement(BaseModel): - model_id: ModelId - shard_assignments: dict[NodeId, Shard[ShardType]] From 6de1f2883f0fe98b635423c81bd3d224c5967bb1 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Tue, 1 Jul 2025 18:41:37 +0100 Subject: [PATCH 046/224] feat: Update Interfaces --- shared/types/events/common.py | 84 +++--- shared/types/events/events.py | 382 +++++++------------------- shared/types/graphs/resource_graph.py | 2 + shared/types/networking/edges.py | 93 ++++--- shared/types/networking/services.py | 7 +- shared/types/networking/topology.py | 16 +- shared/types/states/master.py | 4 +- shared/types/states/shared.py | 2 + shared/types/states/worker.py | 7 +- shared/types/tasks/common.py | 52 +++- shared/types/worker/common.py | 7 + shared/types/worker/instances.py | 9 +- shared/types/worker/runners.py | 12 +- 13 files changed, 304 insertions(+), 373 deletions(-) diff --git a/shared/types/events/common.py b/shared/types/events/common.py index ef6c0d77..13ba7fe6 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -7,6 +7,7 @@ from typing import ( Sequence, Tuple, TypeVar, + Union, get_args, ) from uuid import UUID @@ -19,41 +20,54 @@ EventId = type("EventId", (UUID,), {}) EventIdParser: TypeAdapter[EventId] = TypeAdapter(_EventId) -class EventTypes(str, Enum): - ChatCompletionsRequestStarted = "ChatCompletionsRequestStarted" - ChatCompletionsRequestCompleted = "ChatCompletionsRequestCompleted" - ChatCompletionsRequestFailed = "ChatCompletionsRequestFailed" - InferenceSagaStarted = "InferenceSagaStarted" - InferencePrepareStarted = "InferencePrepareStarted" - InferencePrepareCompleted = "InferencePrepareCompleted" - InferenceTriggerStarted = "InferenceTriggerStarted" - InferenceTriggerCompleted = "InferenceTriggerCompleted" - InferenceCompleted = "InferenceCompleted" - InferenceSagaCompleted = "InferenceSagaCompleted" - InstanceSetupSagaStarted = "InstanceSetupSagaStarted" - InstanceSetupSagaCompleted = "InstanceSetupSagaCompleted" - InstanceSetupSagaFailed = "InstanceSetupSagaFailed" - ShardAssigned = "ShardAssigned" - ShardAssignFailed = "ShardAssignFailed" - ShardUnassigned = "ShardUnassigned" - ShardUnassignFailed = "ShardUnassignFailed" - ShardKilled = "ShardKilled" - ShardDied = "ShardDied" - ShardSpawned = "ShardSpawned" - ShardSpawnedFailed = "ShardSpawnedFailed" - ShardDespawned = "ShardDespawned" - NodeConnected = "NodeConnected" - NodeConnectionProfiled = "NodeConnectionProfiled" - NodeDisconnected = "NodeDisconnected" - NodeStarted = "NodeStarted" - DeviceRegistered = "DeviceRegistered" - DeviceProfiled = "DeviceProfiled" - TokenGenerated = "TokenGenerated" - RepoProgressEvent = "RepoProgressEvent" - TimerScheduled = "TimerScheduled" +class MLXEventTypes(str, Enum): + MLXInferenceSagaPrepare = "MLXInferenceSagaPrepare" + MLXInferenceSagaStartPrepare = "MLXInferenceSagaStartPrepare" + + +class TaskEventTypes(str, Enum): + TaskCreated = "TaskCreated" + TaskUpdated = "TaskUpdated" + TaskDeleted = "TaskDeleted" + + +class StreamingEventTypes(str, Enum): + ChunkGenerated = "ChunkGenerated" + + +class InstanceEventTypes(str, Enum): + InstanceCreated = "InstanceCreated" + InstanceDeleted = "InstanceDeleted" + InstanceReplacedAtomically = "InstanceReplacedAtomically" + InstanceRunnerStateUpdated = "InstanceRunnerStateUpdated" + + +class NodeEventTypes(str, Enum): + NodeStateUpdated = "NodeStateUpdated" + NodeProfileUpdated = "NodeProfileUpdated" + + +class EdgeEventTypes(str, Enum): + EdgeCreated = "EdgeCreated" + EdgeUpdated = "EdgeUpdated" + EdgeDeleted = "EdgeDeleted" + + +class TimerEventTypes(str, Enum): + TimerCreated = "TimerCreated" TimerFired = "TimerFired" +EventTypes = Union[ + TaskEventTypes, + StreamingEventTypes, + InstanceEventTypes, + NodeEventTypes, + EdgeEventTypes, + TimerEventTypes, + MLXEventTypes, +] + EventTypeT = TypeVar("EventTypeT", bound=EventTypes) TEventType = TypeVar("TEventType", bound=EventTypes, covariant=True) @@ -73,7 +87,7 @@ class State(BaseModel, Generic[EventTypeT]): sequence_number: int = Field(default=0, ge=0) -AnnotatedEventType = Annotated[EventTypes, Field(discriminator="event_type")] +AnnotatedEventType = Annotated[Event[EventTypes], Field(discriminator="event_type")] EventTypeParser: TypeAdapter[AnnotatedEventType] = TypeAdapter(AnnotatedEventType) Applicator = Callable[[State[EventTypeT], Event[TEventType]], State[EventTypeT]] @@ -131,8 +145,8 @@ class CommandTypes(str, Enum): Delete = "Delete" -CommandTypeT = TypeVar("CommandTypeT", bound=EventTypes) -TCommandType = TypeVar("TCommandType", bound=EventTypes, covariant=True) +CommandTypeT = TypeVar("CommandTypeT", bound=CommandTypes) +TCommandType = TypeVar("TCommandType", bound=CommandTypes, covariant=True) class Command(BaseModel, Generic[TEventType, TCommandType]): diff --git a/shared/types/events/events.py b/shared/types/events/events.py index 50eb35d9..8ebbf3ef 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -1,15 +1,31 @@ from __future__ import annotations -from typing import Annotated, List, Literal, Optional +from typing import Annotated, Any, Literal, Tuple from uuid import UUID from pydantic import BaseModel, TypeAdapter, UuidVersion -from shared.openai import FinishReason, chat from shared.types.common import NodeId -from shared.types.events.common import Event, EventTypes -from shared.types.models.common import ModelId -from shared.types.worker.common import InstanceId +from shared.types.events.common import ( + Event, + InstanceEventTypes, + MLXEventTypes, + NodeEventTypes, + StreamingEventTypes, + TaskEventTypes, + TimerEventTypes, +) +from shared.types.profiling.common import NodeProfile +from shared.types.tasks.common import ( + TaskData, + TaskId, + TaskStatusType, + TaskType, + TaskUpdate, +) +from shared.types.worker.common import InstanceId, NodeState +from shared.types.worker.instances import InstanceData +from shared.types.worker.runners import RunnerId, RunnerState, RunnerStateType _RequestId = Annotated[UUID, UuidVersion(4)] RequestId = type("RequestId", (UUID,), {}) @@ -20,305 +36,107 @@ TimerId = type("TimerId", (UUID,), {}) TimerIdParser: TypeAdapter[TimerId] = TypeAdapter(_TimerId) -class Shard(BaseModel): - # TODO: this has changed - model_id: ModelId - - -class InstanceComputePlan(BaseModel): - # TODO: this has changed - model_id: ModelId - - -class Timer(BaseModel): +class TimerData(BaseModel): timer_id: TimerId -# Chat completions ---------------------------------------------------------------- -class ChatCompletionsRequestStarted(Event[EventTypes.ChatCompletionsRequestStarted]): - event_type: Literal[EventTypes.ChatCompletionsRequestStarted] = ( - EventTypes.ChatCompletionsRequestStarted - ) - request_id: RequestId - model_id: ModelId - request: chat.completion_create_params.CompletionCreateParams +class TaskCreated(Event[TaskEventTypes.TaskCreated]): + event_type: Literal[TaskEventTypes.TaskCreated] = TaskEventTypes.TaskCreated + task_id: TaskId + task_data: TaskData[TaskType] + task_state: TaskUpdate[Literal[TaskStatusType.Pending]] + on_instance: InstanceId -class ChatCompletionsRequestCompleted( - Event[EventTypes.ChatCompletionsRequestCompleted] -): - event_type: Literal[EventTypes.ChatCompletionsRequestCompleted] = ( - EventTypes.ChatCompletionsRequestCompleted - ) - request_id: RequestId - model_id: ModelId +class TaskUpdated(Event[TaskEventTypes.TaskUpdated]): + event_type: Literal[TaskEventTypes.TaskUpdated] = TaskEventTypes.TaskUpdated + task_id: TaskId + update_data: TaskUpdate[TaskStatusType] -class ChatCompletionsRequestFailed(Event[EventTypes.ChatCompletionsRequestFailed]): - event_type: Literal[EventTypes.ChatCompletionsRequestFailed] = ( - EventTypes.ChatCompletionsRequestFailed - ) - request_id: RequestId - model_id: ModelId - error_message: str +class TaskDeleted(Event[TaskEventTypes.TaskDeleted]): + event_type: Literal[TaskEventTypes.TaskDeleted] = TaskEventTypes.TaskDeleted + task_id: TaskId -# Inference saga ------------------------------------------------------------------ -class InferenceSagaStarted(Event[EventTypes.InferenceSagaStarted]): - event_type: Literal[EventTypes.InferenceSagaStarted] = ( - EventTypes.InferenceSagaStarted - ) - request_id: RequestId - instance_id: InstanceId - model_id: ModelId - request: chat.completion_create_params.CompletionCreateParams - - -class InferencePrepareStarted(Event[EventTypes.InferencePrepareStarted]): - event_type: Literal[EventTypes.InferencePrepareStarted] = ( - EventTypes.InferencePrepareStarted - ) - request_id: RequestId - instance_id: InstanceId - target_node_id: NodeId - hosts: List[str] - shard: Shard # replaces model_id, rank, start_layer, end_layer - request: chat.completion_create_params.CompletionCreateParams - - -class InferencePrepareCompleted(Event[EventTypes.InferencePrepareCompleted]): - event_type: Literal[EventTypes.InferencePrepareCompleted] = ( - EventTypes.InferencePrepareCompleted - ) - request_id: RequestId - instance_id: InstanceId - target_node_id: NodeId - hosts: List[str] - shard: Shard - - -class InferenceTriggerStarted(Event[EventTypes.InferenceTriggerStarted]): - event_type: Literal[EventTypes.InferenceTriggerStarted] = ( - EventTypes.InferenceTriggerStarted - ) - request_id: RequestId - instance_id: InstanceId - target_node_id: NodeId - hosts: List[str] - shard: Shard - request: chat.completion_create_params.CompletionCreateParams - - -class InferenceTriggerCompleted(Event[EventTypes.InferenceTriggerCompleted]): - event_type: Literal[EventTypes.InferenceTriggerCompleted] = ( - EventTypes.InferenceTriggerCompleted - ) - request_id: RequestId - instance_id: InstanceId - target_node_id: NodeId - hosts: List[str] - shard: Shard - - -class InferenceCompleted(Event[EventTypes.InferenceCompleted]): - event_type: Literal[EventTypes.InferenceCompleted] = EventTypes.InferenceCompleted - request_id: RequestId - instance_id: InstanceId - model_id: ModelId - - -class InferenceSagaCompleted(Event[EventTypes.InferenceSagaCompleted]): - event_type: Literal[EventTypes.InferenceSagaCompleted] = ( - EventTypes.InferenceSagaCompleted - ) - request_id: RequestId - instance_id: InstanceId - model_id: ModelId - - -# Instance setup saga ------------------------------------------------------------ -class InstanceSetupSagaStarted(Event[EventTypes.InstanceSetupSagaStarted]): - event_type: Literal[EventTypes.InstanceSetupSagaStarted] = ( - EventTypes.InstanceSetupSagaStarted - ) - instance_id: str - model_id: ModelId - plan: InstanceComputePlan - - -class InstanceSetupSagaCompleted(Event[EventTypes.InstanceSetupSagaCompleted]): - event_type: Literal[EventTypes.InstanceSetupSagaCompleted] = ( - EventTypes.InstanceSetupSagaCompleted +class InstanceCreated(Event[InstanceEventTypes.InstanceCreated]): + event_type: Literal[InstanceEventTypes.InstanceCreated] = ( + InstanceEventTypes.InstanceCreated ) instance_id: InstanceId - model_id: ModelId + instance_data: InstanceData -class InstanceSetupSagaFailed(Event[EventTypes.InstanceSetupSagaFailed]): - event_type: Literal[EventTypes.InstanceSetupSagaFailed] = ( - EventTypes.InstanceSetupSagaFailed +class InstanceDeleted(Event[InstanceEventTypes.InstanceDeleted]): + event_type: Literal[InstanceEventTypes.InstanceDeleted] = ( + InstanceEventTypes.InstanceDeleted ) instance_id: InstanceId - model_id: ModelId - reason: str -# Shard lifecycle ----------------------------------------------------------------- -class ShardAssigned(Event[EventTypes.ShardAssigned]): - event_type: Literal[EventTypes.ShardAssigned] = EventTypes.ShardAssigned - instance_id: InstanceId - shard: Shard - target_node_id: NodeId - hosts: List[str] - - -class ShardAssignFailed(Event[EventTypes.ShardAssignFailed]): - event_type: Literal[EventTypes.ShardAssignFailed] = EventTypes.ShardAssignFailed - instance_id: InstanceId - shard: Shard - target_node_id: NodeId - hosts: List[str] - reason: str # e.g. "not enough memory" - - -class ShardUnassigned(Event[EventTypes.ShardUnassigned]): - event_type: Literal[EventTypes.ShardUnassigned] = EventTypes.ShardUnassigned - instance_id: InstanceId - shard: Shard - target_node_id: NodeId - hosts: List[str] - reason: str # e.g. "instance did not receive request for 5 mins" - - -class ShardUnassignFailed(Event[EventTypes.ShardUnassignFailed]): - event_type: Literal[EventTypes.ShardUnassignFailed] = EventTypes.ShardUnassignFailed - instance_id: InstanceId - shard: Shard - target_node_id: NodeId - hosts: List[str] - reason: str # e.g. "process refused to quit" - - -class ShardKilled(Event[EventTypes.ShardKilled]): - event_type: Literal[EventTypes.ShardKilled] = EventTypes.ShardKilled - instance_id: InstanceId - shard: Shard - target_node_id: NodeId - hosts: List[str] - - -class ShardDied(Event[EventTypes.ShardDied]): - event_type: Literal[EventTypes.ShardDied] = EventTypes.ShardDied - instance_id: InstanceId - shard: Shard - target_node_id: NodeId - hosts: List[str] - error_type: str - error_message: str - traceback: Optional[str] = None - - -class ShardSpawned(Event[EventTypes.ShardSpawned]): - event_type: Literal[EventTypes.ShardSpawned] = EventTypes.ShardSpawned - instance_id: InstanceId - shard: Shard - target_node_id: NodeId - hosts: List[str] - - -class ShardSpawnedFailed(Event[EventTypes.ShardSpawnedFailed]): - event_type: Literal[EventTypes.ShardSpawnedFailed] = EventTypes.ShardSpawnedFailed - instance_id: InstanceId - shard: Shard - target_node_id: NodeId - hosts: List[str] - reason: str # e.g. "not enough memory" - - -class ShardDespawned(Event[EventTypes.ShardDespawned]): - event_type: Literal[EventTypes.ShardDespawned] = EventTypes.ShardDespawned - instance_id: InstanceId - shard: Shard - target_node_id: NodeId - hosts: List[str] - - -# Node connectivity -------------------------------------------------------------- -class NodeConnected(Event[EventTypes.NodeConnected]): - event_type: Literal[EventTypes.NodeConnected] = EventTypes.NodeConnected - remote_node_id: NodeId - connection_id: str - multiaddr: str - remote_multiaddr: str - ip: str - remote_ip: str - - -class NodeConnectionProfiled(Event[EventTypes.NodeConnectionProfiled]): - event_type: Literal[EventTypes.NodeConnectionProfiled] = ( - EventTypes.NodeConnectionProfiled +class InstanceRunnerStateUpdated(Event[InstanceEventTypes.InstanceRunnerStateUpdated]): + event_type: Literal[InstanceEventTypes.InstanceRunnerStateUpdated] = ( + InstanceEventTypes.InstanceRunnerStateUpdated ) - remote_node_id: NodeId - connection_id: str - latency_ms: int - bandwidth_bytes_per_second: int - - -class NodeDisconnected(Event[EventTypes.NodeDisconnected]): - event_type: Literal[EventTypes.NodeDisconnected] = EventTypes.NodeDisconnected - remote_node_id: NodeId - connection_id: str - - -class NodeStarted(Event[EventTypes.NodeStarted]): - event_type: Literal[EventTypes.NodeStarted] = EventTypes.NodeStarted - - -# Device metrics ----------------------------------------------------------------- -class DeviceRegistered(Event[EventTypes.DeviceRegistered]): - event_type: Literal[EventTypes.DeviceRegistered] = EventTypes.DeviceRegistered - device_id: str - device_model: str - device_type: str - total_memory_bytes: int - available_memory_bytes: int - - -class DeviceProfiled(Event[EventTypes.DeviceProfiled]): - event_type: Literal[EventTypes.DeviceProfiled] = EventTypes.DeviceProfiled - device_id: str - total_memory_bytes: int - available_memory_bytes: int - total_flops_fp16: int - - -# Token streaming ---------------------------------------------------------------- -class TokenGenerated(Event[EventTypes.TokenGenerated]): - # TODO: replace with matt chunk code - event_type: Literal[EventTypes.TokenGenerated] = EventTypes.TokenGenerated - request_id: RequestId instance_id: InstanceId - hosts: List[str] - token: int - text: str - finish_reason: FinishReason + state_update: Tuple[RunnerId, RunnerState[RunnerStateType]] -# Repo download progress ---------------------------------------------------------- -class RepoProgressEvent(Event[EventTypes.RepoProgressEvent]): - event_type: Literal[EventTypes.RepoProgressEvent] = EventTypes.RepoProgressEvent - repo_id: str - downloaded_bytes: int - total_bytes: int - speed_bytes_per_second: int +class InstanceReplacedAtomically(Event[InstanceEventTypes.InstanceReplacedAtomically]): + event_type: Literal[InstanceEventTypes.InstanceReplacedAtomically] = ( + InstanceEventTypes.InstanceReplacedAtomically + ) + old_instance_id: InstanceId + new_instance_id: InstanceId + new_instance_data: InstanceData -# Timers ------------------------------------------------------------------------- -class TimerScheduled(Event[EventTypes.TimerScheduled]): - event_type: Literal[EventTypes.TimerScheduled] = EventTypes.TimerScheduled - timer: Timer +class MLXInferenceSagaPrepare(Event[MLXEventTypes.MLXInferenceSagaPrepare]): + event_type: Literal[MLXEventTypes.MLXInferenceSagaPrepare] = ( + MLXEventTypes.MLXInferenceSagaPrepare + ) + task_id: TaskId + instance_id: InstanceId -class TimerFired(Event[EventTypes.TimerFired]): - event_type: Literal[EventTypes.TimerFired] = EventTypes.TimerFired - timer: Timer +class MLXInferenceSagaStartPrepare(Event[MLXEventTypes.MLXInferenceSagaStartPrepare]): + event_type: Literal[MLXEventTypes.MLXInferenceSagaStartPrepare] = ( + MLXEventTypes.MLXInferenceSagaStartPrepare + ) + task_id: TaskId + instance_id: InstanceId + + +class NodeProfileUpdated(Event[NodeEventTypes.NodeProfileUpdated]): + event_type: Literal[NodeEventTypes.NodeProfileUpdated] = ( + NodeEventTypes.NodeProfileUpdated + ) + node_id: NodeId + node_profile: NodeProfile + + +class NodeStateUpdated(Event[NodeEventTypes.NodeStateUpdated]): + event_type: Literal[NodeEventTypes.NodeStateUpdated] = ( + NodeEventTypes.NodeStateUpdated + ) + node_id: NodeId + node_state: NodeState + + +class ChunkGenerated(Event[StreamingEventTypes.ChunkGenerated]): + event_type: Literal[StreamingEventTypes.ChunkGenerated] = ( + StreamingEventTypes.ChunkGenerated + ) + task_id: TaskId + instance_id: InstanceId + chunk: Any + + +class TimerScheduled(Event[TimerEventTypes.TimerCreated]): + event_type: Literal[TimerEventTypes.TimerCreated] = TimerEventTypes.TimerCreated + timer_data: TimerData + + +class TimerFired(Event[TimerEventTypes.TimerFired]): + event_type: Literal[TimerEventTypes.TimerFired] = TimerEventTypes.TimerFired + timer_data: TimerData diff --git a/shared/types/graphs/resource_graph.py b/shared/types/graphs/resource_graph.py index 6beca6a4..25f7dd52 100644 --- a/shared/types/graphs/resource_graph.py +++ b/shared/types/graphs/resource_graph.py @@ -5,6 +5,7 @@ from pydantic import BaseModel from shared.types.common import NodeId from shared.types.networking.topology import Topology from shared.types.profiling.common import NodeProfile +from shared.types.worker.common import NodeState class ResourceGraph(BaseModel): ... @@ -12,5 +13,6 @@ class ResourceGraph(BaseModel): ... def get_graph_of_compute_resources( network_topology: Topology, + node_states: Mapping[NodeId, NodeState], node_profiles: Mapping[NodeId, NodeProfile], ) -> ResourceGraph: ... diff --git a/shared/types/networking/edges.py b/shared/types/networking/edges.py index bcf9f2ac..87a05179 100644 --- a/shared/types/networking/edges.py +++ b/shared/types/networking/edges.py @@ -1,9 +1,9 @@ -from dataclasses import dataclass +from collections.abc import Mapping from enum import Enum from typing import Annotated, Generic, NamedTuple, TypeVar, final from uuid import UUID -from pydantic import BaseModel, IPvAnyAddress, TypeAdapter +from pydantic import AfterValidator, BaseModel, IPvAnyAddress, TypeAdapter from pydantic.types import UuidVersion from shared.types.common import NodeId @@ -13,13 +13,6 @@ EdgeId = type("EdgeId", (UUID,), {}) EdgeIdParser: TypeAdapter[EdgeId] = TypeAdapter(_EdgeId) -@final -class EdgeDataTransferRate(BaseModel): - throughput: float - latency: float - jitter: float - - class AddressingProtocol(str, Enum): IPvAny = "IPvAny" @@ -28,14 +21,24 @@ class ApplicationProtocol(str, Enum): MLX = "MLX" -TE = TypeVar("TE", bound=AddressingProtocol) -TF = TypeVar("TF", bound=ApplicationProtocol) +AdP = TypeVar("AdP", bound=AddressingProtocol) +ApP = TypeVar("ApP", bound=ApplicationProtocol) @final -class EdgeType(BaseModel, Generic[TE, TF]): - addressing_protocol: TE - application_protocol: TF +class EdgeDataTransferRate(BaseModel): + throughput: float + latency: float + jitter: float + + +class EdgeMetadata(BaseModel, Generic[AdP, ApP]): ... + + +@final +class EdgeType(BaseModel, Generic[AdP, ApP]): + addressing_protocol: AdP + application_protocol: ApP @final @@ -44,41 +47,63 @@ class EdgeDirection(NamedTuple): sink: NodeId -@dataclass -class EdgeMetadata(BaseModel, Generic[TE, TF]): ... - - @final class MLXEdgeContext(EdgeMetadata[AddressingProtocol.IPvAny, ApplicationProtocol.MLX]): source_ip: IPvAnyAddress sink_ip: IPvAnyAddress -@final -class EdgeInfo(BaseModel, Generic[TE, TF]): - edge_type: EdgeType[TE, TF] +class EdgeDataType(str, Enum): + DISCOVERED = "discovered" + PROFILED = "profiled" + UNKNOWN = "unknown" + + +EdgeDataTypeT = TypeVar("EdgeDataTypeT", bound=EdgeDataType) + + +class EdgeData(BaseModel, Generic[EdgeDataTypeT]): + edge_data_type: EdgeDataTypeT + + +class EdgeProfile(EdgeData[EdgeDataType.PROFILED]): edge_data_transfer_rate: EdgeDataTransferRate - edge_metadata: EdgeMetadata[TE, TF] -@final -class DirectedEdge(BaseModel, Generic[TE, TF]): +def validate_mapping( + edge_data: Mapping[EdgeDataType, EdgeData[EdgeDataType]], +) -> Mapping[EdgeDataType, EdgeData[EdgeDataType]]: + """Validates that each EdgeData value has an edge_data_type matching its key.""" + for key, value in edge_data.items(): + if key != value.edge_data_type: + raise ValueError( + f"Edge Data Type Mismatch: key {key} != value {value.edge_data_type}" + ) + return edge_data + + +class Edge(BaseModel, Generic[AdP, ApP, EdgeDataTypeT]): + edge_type: EdgeType[AdP, ApP] edge_direction: EdgeDirection - edge_identifier: EdgeId - edge_info: EdgeInfo[TE, TF] + edge_data: Annotated[ + Mapping[EdgeDataType, EdgeData[EdgeDataType]], AfterValidator(validate_mapping) + ] + edge_metadata: EdgeMetadata[AdP, ApP] """ -an_edge: DirectedEdge[Literal[AddressingProtocol.IPvAny], Literal[ApplicationProtocol.MLX]] = DirectedEdge( - edge_identifier=UUID(), - edge_direction=EdgeDirection(source=NodeId("1"), sink=NodeId("2")), - edge_info=EdgeInfo( +an_edge: UniqueEdge[Literal[AddressingProtocol.IPvAny], Literal[ApplicationProtocol.MLX]] = UniqueEdge( + edge_identifier=EdgeId(UUID().hex), + edge_info=ProfiledEdge( + edge_direction=EdgeDirection(source=NodeId("1"), sink=NodeId("2")), edge_type=EdgeType( - addressing_protocol=AddressingProtocol.ipv4, - application_protocol=ApplicationProtocol.mlx + addressing_protocol=AddressingProtocol.IPvAny, + application_protocol=ApplicationProtocol.MLX ), - edge_data_transfer_rate=EdgeDataTransferRate(throughput=1000, latency=0.1, jitter=0.01), - edge_metadata=MLXEdgeContext(source_ip=IpV4Addr("192.168.1.1"), sink_ip=IpV4Addr("192.168.1.2")) + edge_data=EdgeData( + edge_data_transfer_rate=EdgeDataTransferRate(throughput=1000, latency=0.1, jitter=0.01) + ), + edge_metadata=MLXEdgeContext(source_ip=IPv4Address("192.168.1.1"), sink_ip=IPv4Address("192.168.1.2")) ) ) """ diff --git a/shared/types/networking/services.py b/shared/types/networking/services.py index bce1d3e6..119defc9 100644 --- a/shared/types/networking/services.py +++ b/shared/types/networking/services.py @@ -6,9 +6,9 @@ from shared.types.common import NodeId from shared.types.networking.edges import ( AddressingProtocol, ApplicationProtocol, - EdgeDirection, + Edge, + EdgeDataType, EdgeId, - EdgeInfo, ) TopicName = NewType("TopicName", str) @@ -21,7 +21,8 @@ class WrappedMessage(BaseModel): PubSubMessageHandler = Callable[[TopicName, WrappedMessage], None] NodeConnectedHandler = Callable[ - [EdgeId, EdgeDirection, EdgeInfo[AddressingProtocol, ApplicationProtocol]], None + [EdgeId, Edge[AddressingProtocol, ApplicationProtocol, EdgeDataType.DISCOVERED]], + None, ] NodeDisconnectedHandler = Callable[[EdgeId], None] diff --git a/shared/types/networking/topology.py b/shared/types/networking/topology.py index 33b1e191..1f0c8144 100644 --- a/shared/types/networking/topology.py +++ b/shared/types/networking/topology.py @@ -1,22 +1,28 @@ -from collections.abc import Sequence +from collections.abc import Mapping, Sequence +from typing import Literal from pydantic import BaseModel from shared.types.networking.edges import ( AddressingProtocol, ApplicationProtocol, - EdgeDirection, + Edge, + EdgeDataType, EdgeId, - EdgeInfo, ) class Topology(BaseModel): - edges: dict[ - EdgeId, tuple[EdgeDirection, EdgeInfo[AddressingProtocol, ApplicationProtocol]] + edges: Mapping[ + EdgeId, + Edge[AddressingProtocol, ApplicationProtocol, Literal[EdgeDataType.DISCOVERED]], ] +class EdgeMap(BaseModel): + edges: Mapping[EdgeId, Edge[AddressingProtocol, ApplicationProtocol, EdgeDataType]] + + class NetworkState(BaseModel): topology: Topology history: Sequence[Topology] diff --git a/shared/types/states/master.py b/shared/types/states/master.py index 752303df..ca11ae32 100644 --- a/shared/types/states/master.py +++ b/shared/types/states/master.py @@ -9,6 +9,7 @@ from shared.types.graphs.resource_graph import ResourceGraph from shared.types.networking.topology import NetworkState from shared.types.profiling.common import NodeProfile from shared.types.states.shared import SharedState +from shared.types.worker.common import NodeState from shared.types.worker.instances import InstanceData, InstanceId @@ -17,7 +18,8 @@ class ExternalCommand(BaseModel): ... class MasterState(SharedState): network_state: NetworkState - node_profiles: dict[NodeId, NodeProfile] + node_profiles: Mapping[NodeId, NodeProfile] + node_states: Mapping[NodeId, NodeState] job_inbox: Queue[ExternalCommand] job_outbox: Queue[ExternalCommand] diff --git a/shared/types/states/shared.py b/shared/types/states/shared.py index 5f4fc3b5..acf09499 100644 --- a/shared/types/states/shared.py +++ b/shared/types/states/shared.py @@ -3,6 +3,7 @@ from collections.abc import Mapping from pydantic import BaseModel from shared.types.common import NodeId +from shared.types.tasks.common import Task, TaskId, TaskType from shared.types.worker.common import InstanceId from shared.types.worker.instances import InstanceData @@ -10,3 +11,4 @@ from shared.types.worker.instances import InstanceData class SharedState(BaseModel): node_id: NodeId compute_instances: Mapping[InstanceId, InstanceData] + compute_tasks: dict[TaskId, Task[TaskType]] diff --git a/shared/types/states/worker.py b/shared/types/states/worker.py index 041e4cf5..37a187da 100644 --- a/shared/types/states/worker.py +++ b/shared/types/states/worker.py @@ -1,14 +1,15 @@ +from collections.abc import Mapping from typing import Tuple from shared.types.models.common import ModelId from shared.types.states.shared import SharedState -from shared.types.tasks.common import Task, TaskId, TaskType +from shared.types.worker.common import NodeState from shared.types.worker.downloads import BaseDownloadProgress, DownloadStatus from shared.types.worker.shards import ShardData, ShardType class WorkerState(SharedState): - download_state: dict[ + node_state: NodeState + download_state: Mapping[ Tuple[ModelId, ShardData[ShardType]], BaseDownloadProgress[DownloadStatus] ] - compute_tasks: dict[TaskId, Task[TaskType]] diff --git a/shared/types/tasks/common.py b/shared/types/tasks/common.py index e680caf1..db4d9a3f 100644 --- a/shared/types/tasks/common.py +++ b/shared/types/tasks/common.py @@ -1,11 +1,14 @@ +from collections.abc import Mapping from enum import Enum -from typing import Annotated, Any, Generic, Literal, TypeVar +from typing import Annotated, Any, Generic, Literal, TypeVar, Union from uuid import UUID import openai.types.chat as openai from pydantic import BaseModel, TypeAdapter from pydantic.types import UuidVersion +from shared.types.worker.common import InstanceId, RunnerId + _TaskId = Annotated[UUID, UuidVersion(4)] TaskId = type("TaskId", (UUID,), {}) TaskIdParser: TypeAdapter[TaskId] = TypeAdapter(_TaskId) @@ -19,21 +22,60 @@ class TaskType(str, Enum): TaskTypeT = TypeVar("TaskTypeT", bound=TaskType) -class Task(BaseModel, Generic[TaskTypeT]): - task_id: TaskId +class TaskData(BaseModel, Generic[TaskTypeT]): task_type: TaskTypeT task_data: Any -class ChatCompletionNonStreamingTask(Task[TaskType.ChatCompletionNonStreaming]): +class ChatCompletionNonStreamingTask(TaskData[TaskType.ChatCompletionNonStreaming]): task_type: Literal[TaskType.ChatCompletionNonStreaming] = ( TaskType.ChatCompletionNonStreaming ) task_data: openai.completion_create_params.CompletionCreateParams -class ChatCompletionStreamingTask(Task[TaskType.ChatCompletionStreaming]): +class ChatCompletionStreamingTask(TaskData[TaskType.ChatCompletionStreaming]): task_type: Literal[TaskType.ChatCompletionStreaming] = ( TaskType.ChatCompletionStreaming ) task_data: openai.completion_create_params.CompletionCreateParams + + +class TaskStatusType(str, Enum): + Pending = "Pending" + Running = "Running" + Failed = "Failed" + Complete = "Complete" + + +TaskStatusTypeT = TypeVar( + "TaskStatusTypeT", bound=Union[TaskStatusType, Literal["Complete"]] +) + + +class TaskUpdate(BaseModel, Generic[TaskStatusTypeT]): + task_status: TaskStatusTypeT + + +class PendingTask(TaskUpdate[TaskStatusType.Pending]): + task_status: Literal[TaskStatusType.Pending] + + +class RunningTask(TaskUpdate[TaskStatusType.Running]): + task_status: Literal[TaskStatusType.Running] + + +class CompletedTask(TaskUpdate[TaskStatusType.Complete]): + task_status: Literal[TaskStatusType.Complete] + task_artifact: bytes + + +class FailedTask(TaskUpdate[TaskStatusType.Failed]): + task_status: Literal[TaskStatusType.Failed] + error_message: Mapping[RunnerId, str] + + +class Task(BaseModel): + task_data: TaskData[TaskType] + task_status: TaskUpdate[TaskStatusType] + on_instance: InstanceId diff --git a/shared/types/worker/common.py b/shared/types/worker/common.py index 0ec0b74b..79ac3ae7 100644 --- a/shared/types/worker/common.py +++ b/shared/types/worker/common.py @@ -1,3 +1,4 @@ +from enum import Enum from typing import Annotated from uuid import UUID @@ -11,3 +12,9 @@ InstanceIdParser: TypeAdapter[InstanceId] = TypeAdapter(_InstanceId) _RunnerId = Annotated[UUID, UuidVersion(4)] RunnerId = type("RunnerId", (UUID,), {}) RunnerIdParser: TypeAdapter[RunnerId] = TypeAdapter(_RunnerId) + + +class NodeState(str, Enum): + Idle = "Idle" + Running = "Running" + Paused = "Paused" diff --git a/shared/types/worker/instances.py b/shared/types/worker/instances.py index d4ed748b..0a3f8728 100644 --- a/shared/types/worker/instances.py +++ b/shared/types/worker/instances.py @@ -11,14 +11,15 @@ from shared.types.worker.runners import ( ) -class InstanceBase(BaseModel): - instance_id: InstanceId +class InstanceState(BaseModel): + runner_states: Mapping[RunnerId, RunnerState[RunnerStateType]] class InstanceData(BaseModel): runner_placements: RunnerPlacement - runner_states: Mapping[RunnerId, RunnerState[RunnerStateType]] -class Instance(InstanceBase): +class Instance(BaseModel): + instance_id: InstanceId instance_data: InstanceData + instance_state: InstanceState diff --git a/shared/types/worker/runners.py b/shared/types/worker/runners.py index 144a141f..decf349f 100644 --- a/shared/types/worker/runners.py +++ b/shared/types/worker/runners.py @@ -2,7 +2,7 @@ from collections.abc import Mapping, Sequence from enum import Enum from typing import Generic, Literal, TypeVar -from pydantic import BaseModel +from pydantic import BaseModel, model_validator from shared.types.common import NodeId from shared.types.models.common import ModelId @@ -59,3 +59,13 @@ class RunnerPlacement(BaseModel): model_id: ModelId runner_to_shard: Mapping[RunnerId, Shard[ShardType]] node_to_runner: Mapping[NodeId, Sequence[RunnerId]] + + @model_validator(mode="after") + def validate_runners_exist(self) -> "RunnerPlacement": + for runners in self.node_to_runner.values(): + for runner_id in runners: + if runner_id not in self.runner_to_shard: + raise ValueError( + f"Runner {runner_id} in node_to_runner does not exist in runner_to_shard" + ) + return self From 8596d5c5b1c1d9ec8bcf4af627efa7cb611b5fd5 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Wed, 2 Jul 2025 11:04:52 +0100 Subject: [PATCH 047/224] refactor: Fix UUID implementation --- master/idempotency.py | 6 +++++- shared/types/common.py | 21 ++++++++++++++------- shared/types/events/common.py | 16 ++++++++-------- shared/types/events/events.py | 19 +++++++++---------- shared/types/models/common.py | 16 ++++++---------- shared/types/networking/edges.py | 12 +++++------- shared/types/tasks/common.py | 13 ++++++------- shared/types/worker/common.py | 17 +++++++---------- 8 files changed, 60 insertions(+), 60 deletions(-) diff --git a/master/idempotency.py b/master/idempotency.py index d96be620..a761d2ab 100644 --- a/master/idempotency.py +++ b/master/idempotency.py @@ -1,5 +1,6 @@ from hashlib import sha3_224 as hasher from typing import Sequence, TypeVar +from uuid import UUID from shared.types.events.common import EventId, EventTypes, IdemKeyGenerator, State @@ -18,7 +19,10 @@ def get_idem_tag_generator(base: str) -> IdemKeyGenerator[EventTypeT]: if n == 0: return [] next_hash = hasher(last).digest() - return (EventId(next_hash.hex()), *recurse(n - 1, next_hash)) + return ( + EventId(UUID(bytes=next_hash, version=4)), + *recurse(n - 1, next_hash), + ) initial_bytes = state.sequence_number.to_bytes(8, byteorder="big", signed=False) return recurse(num_keys, initial_bytes) diff --git a/shared/types/common.py b/shared/types/common.py index c0fc38ff..2c1b77ab 100644 --- a/shared/types/common.py +++ b/shared/types/common.py @@ -1,9 +1,16 @@ -from typing import Annotated -from uuid import UUID +from uuid import uuid4 -from pydantic import TypeAdapter -from pydantic.types import UuidVersion +from pydantic import UUID4, Field +from pydantic.dataclasses import dataclass -_NodeId = Annotated[UUID, UuidVersion(4)] -NodeId = type("NodeId", (UUID,), {}) -NodeIdParser: TypeAdapter[NodeId] = TypeAdapter(_NodeId) + +@dataclass(frozen=True) +class NewUUID: + uuid: UUID4 = Field(default_factory=lambda: uuid4()) + + def __hash__(self) -> int: + return hash(self.uuid) + + +class NodeId(NewUUID): + pass diff --git a/shared/types/events/common.py b/shared/types/events/common.py index 13ba7fe6..f3d995a9 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -10,14 +10,14 @@ from typing import ( Union, get_args, ) -from uuid import UUID from pydantic import BaseModel, Field, TypeAdapter -from pydantic.types import UuidVersion -_EventId = Annotated[UUID, UuidVersion(4)] -EventId = type("EventId", (UUID,), {}) -EventIdParser: TypeAdapter[EventId] = TypeAdapter(_EventId) +from shared.types.common import NewUUID + + +class EventId(NewUUID): + pass class MLXEventTypes(str, Enum): @@ -134,9 +134,9 @@ def get_effects_from_sagas( IdemKeyGenerator = Callable[[State[EventTypeT], int], Sequence[EventId]] -_CommandId = Annotated[UUID, UuidVersion(4)] -CommandId = type("CommandId", (UUID,), {}) -CommandIdParser: TypeAdapter[CommandId] = TypeAdapter(_CommandId) + +class CommandId(NewUUID): + pass class CommandTypes(str, Enum): diff --git a/shared/types/events/events.py b/shared/types/events/events.py index 8ebbf3ef..db5a3e32 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -1,11 +1,10 @@ from __future__ import annotations -from typing import Annotated, Any, Literal, Tuple -from uuid import UUID +from typing import Any, Literal, Tuple -from pydantic import BaseModel, TypeAdapter, UuidVersion +from pydantic import BaseModel -from shared.types.common import NodeId +from shared.types.common import NewUUID, NodeId from shared.types.events.common import ( Event, InstanceEventTypes, @@ -27,13 +26,13 @@ from shared.types.worker.common import InstanceId, NodeState from shared.types.worker.instances import InstanceData from shared.types.worker.runners import RunnerId, RunnerState, RunnerStateType -_RequestId = Annotated[UUID, UuidVersion(4)] -RequestId = type("RequestId", (UUID,), {}) -RequestIdParser: TypeAdapter[RequestId] = TypeAdapter(_RequestId) -_TimerId = Annotated[UUID, UuidVersion(4)] -TimerId = type("TimerId", (UUID,), {}) -TimerIdParser: TypeAdapter[TimerId] = TypeAdapter(_TimerId) +class RequestId(NewUUID): + pass + + +class TimerId(NewUUID): + pass class TimerData(BaseModel): diff --git a/shared/types/models/common.py b/shared/types/models/common.py index 5e2c1127..d4471eb3 100644 --- a/shared/types/models/common.py +++ b/shared/types/models/common.py @@ -1,15 +1,14 @@ -from typing import Annotated, Sequence, final -from uuid import UUID +from typing import Sequence, final -from pydantic import BaseModel, TypeAdapter -from pydantic.types import UuidVersion +from pydantic import BaseModel +from shared.types.common import NewUUID from shared.types.models.metadata import ModelMetadata from shared.types.models.sources import ModelSource -_ModelId = Annotated[UUID, UuidVersion(4)] -ModelId = type("ModelId", (UUID,), {}) -ModelIdParser: TypeAdapter[ModelId] = TypeAdapter(_ModelId) + +class ModelId(NewUUID): + pass @final @@ -17,6 +16,3 @@ class Model(BaseModel): model_id: ModelId model_sources: Sequence[ModelSource] model_metadata: ModelMetadata - - -ModelIdAdapter: TypeAdapter[ModelId] = TypeAdapter(_ModelId) diff --git a/shared/types/networking/edges.py b/shared/types/networking/edges.py index 87a05179..0977caf1 100644 --- a/shared/types/networking/edges.py +++ b/shared/types/networking/edges.py @@ -1,16 +1,14 @@ from collections.abc import Mapping from enum import Enum from typing import Annotated, Generic, NamedTuple, TypeVar, final -from uuid import UUID -from pydantic import AfterValidator, BaseModel, IPvAnyAddress, TypeAdapter -from pydantic.types import UuidVersion +from pydantic import AfterValidator, BaseModel, IPvAnyAddress -from shared.types.common import NodeId +from shared.types.common import NewUUID, NodeId -_EdgeId = Annotated[UUID, UuidVersion(4)] -EdgeId = type("EdgeId", (UUID,), {}) -EdgeIdParser: TypeAdapter[EdgeId] = TypeAdapter(_EdgeId) + +class EdgeId(NewUUID): + pass class AddressingProtocol(str, Enum): diff --git a/shared/types/tasks/common.py b/shared/types/tasks/common.py index db4d9a3f..4baf87fb 100644 --- a/shared/types/tasks/common.py +++ b/shared/types/tasks/common.py @@ -1,17 +1,16 @@ from collections.abc import Mapping from enum import Enum -from typing import Annotated, Any, Generic, Literal, TypeVar, Union -from uuid import UUID +from typing import Any, Generic, Literal, TypeVar, Union import openai.types.chat as openai -from pydantic import BaseModel, TypeAdapter -from pydantic.types import UuidVersion +from pydantic import BaseModel +from shared.types.common import NewUUID from shared.types.worker.common import InstanceId, RunnerId -_TaskId = Annotated[UUID, UuidVersion(4)] -TaskId = type("TaskId", (UUID,), {}) -TaskIdParser: TypeAdapter[TaskId] = TypeAdapter(_TaskId) + +class TaskId(NewUUID): + pass class TaskType(str, Enum): diff --git a/shared/types/worker/common.py b/shared/types/worker/common.py index 79ac3ae7..0d53ddc5 100644 --- a/shared/types/worker/common.py +++ b/shared/types/worker/common.py @@ -1,17 +1,14 @@ from enum import Enum -from typing import Annotated -from uuid import UUID -from pydantic import TypeAdapter -from pydantic.types import UuidVersion +from shared.types.common import NewUUID -_InstanceId = Annotated[UUID, UuidVersion(4)] -InstanceId = type("InstanceId", (UUID,), {}) -InstanceIdParser: TypeAdapter[InstanceId] = TypeAdapter(_InstanceId) -_RunnerId = Annotated[UUID, UuidVersion(4)] -RunnerId = type("RunnerId", (UUID,), {}) -RunnerIdParser: TypeAdapter[RunnerId] = TypeAdapter(_RunnerId) +class InstanceId(NewUUID): + pass + + +class RunnerId(NewUUID): + pass class NodeState(str, Enum): From 40793f1d8635a06c78e1ef28cb3c544ddeb1bf42 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Wed, 2 Jul 2025 21:11:49 +0100 Subject: [PATCH 048/224] refactor: Refactor most things --- shared/pyproject.toml | 1 + shared/types/events/common.py | 38 +++++++-- shared/types/events/events.py | 38 ++++++--- shared/types/graphs/common.py | 118 ++++++++++++++++++++++++++ shared/types/graphs/resource_graph.py | 4 +- shared/types/models/sources.py | 21 +++-- shared/types/networking/edges.py | 89 +++++++------------ shared/types/networking/services.py | 25 +++--- shared/types/networking/topology.py | 46 ++++++---- shared/types/states/master.py | 56 ++++++++++-- shared/types/states/shared.py | 16 +++- shared/types/states/worker.py | 20 +++-- shared/types/tasks/common.py | 6 +- shared/types/worker/common.py | 2 +- shared/types/worker/instances.py | 14 ++- shared/types/worker/runners.py | 4 +- shared/types/worker/shards.py | 4 - uv.lock | 11 +++ 18 files changed, 373 insertions(+), 140 deletions(-) create mode 100644 shared/types/graphs/common.py diff --git a/shared/pyproject.toml b/shared/pyproject.toml index d4ee919e..5721f6ad 100644 --- a/shared/pyproject.toml +++ b/shared/pyproject.toml @@ -10,6 +10,7 @@ dependencies = [ "protobuf>=6.31.1", "pydantic>=2.11.7", "rich>=14.0.0", + "structlog>=25.4.0", ] [build-system] diff --git a/shared/types/events/common.py b/shared/types/events/common.py index f3d995a9..82fa3bc8 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -1,3 +1,4 @@ +import time from enum import Enum from typing import ( Annotated, @@ -11,9 +12,9 @@ from typing import ( get_args, ) -from pydantic import BaseModel, Field, TypeAdapter +from pydantic import BaseModel, Field, TypeAdapter, model_validator -from shared.types.common import NewUUID +from shared.types.common import NewUUID, NodeId class EventId(NewUUID): @@ -39,11 +40,18 @@ class InstanceEventTypes(str, Enum): InstanceCreated = "InstanceCreated" InstanceDeleted = "InstanceDeleted" InstanceReplacedAtomically = "InstanceReplacedAtomically" + InstanceStatusUpdated = "InstanceStatusUpdated" + + +class InstanceStateEventTypes(str, Enum): InstanceRunnerStateUpdated = "InstanceRunnerStateUpdated" -class NodeEventTypes(str, Enum): - NodeStateUpdated = "NodeStateUpdated" +class NodeStatusEventTypes(str, Enum): + NodeStatusUpdated = "NodeStatusUpdated" + + +class NodeProfileEventTypes(str, Enum): NodeProfileUpdated = "NodeProfileUpdated" @@ -62,7 +70,9 @@ EventTypes = Union[ TaskEventTypes, StreamingEventTypes, InstanceEventTypes, - NodeEventTypes, + InstanceStateEventTypes, + NodeStatusEventTypes, + NodeProfileEventTypes, EdgeEventTypes, TimerEventTypes, MLXEventTypes, @@ -72,11 +82,27 @@ EventTypeT = TypeVar("EventTypeT", bound=EventTypes) TEventType = TypeVar("TEventType", bound=EventTypes, covariant=True) -class Event(BaseModel, Generic[TEventType]): +class SecureEventProtocol(Protocol): + def check_origin_id(self, origin_id: NodeId) -> bool: ... + + +class Event(BaseModel, SecureEventProtocol, Generic[TEventType]): event_type: TEventType event_id: EventId +class WrappedEvent(BaseModel, Generic[TEventType]): + event: Event[TEventType] + origin_id: NodeId + origin_timestamp: int = Field(default_factory=lambda: int(time.time())) + + @model_validator(mode="after") + def check_origin_id(self) -> "WrappedEvent[TEventType]": + if self.event.check_origin_id(self.origin_id): + return self + raise ValueError("Invalid Event: Origin ID Does Not Match") + + class PersistedEvent(BaseModel, Generic[TEventType]): event: Event[TEventType] sequence_number: int = Field(gt=0) diff --git a/shared/types/events/events.py b/shared/types/events/events.py index db5a3e32..22a6dd89 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -8,8 +8,10 @@ from shared.types.common import NewUUID, NodeId from shared.types.events.common import ( Event, InstanceEventTypes, + InstanceStateEventTypes, MLXEventTypes, - NodeEventTypes, + NodeProfileEventTypes, + NodeStatusEventTypes, StreamingEventTypes, TaskEventTypes, TimerEventTypes, @@ -22,8 +24,8 @@ from shared.types.tasks.common import ( TaskType, TaskUpdate, ) -from shared.types.worker.common import InstanceId, NodeState -from shared.types.worker.instances import InstanceData +from shared.types.worker.common import InstanceId, NodeStatus +from shared.types.worker.instances import InstanceData, InstanceStatus from shared.types.worker.runners import RunnerId, RunnerState, RunnerStateType @@ -73,9 +75,19 @@ class InstanceDeleted(Event[InstanceEventTypes.InstanceDeleted]): instance_id: InstanceId -class InstanceRunnerStateUpdated(Event[InstanceEventTypes.InstanceRunnerStateUpdated]): - event_type: Literal[InstanceEventTypes.InstanceRunnerStateUpdated] = ( - InstanceEventTypes.InstanceRunnerStateUpdated +class InstanceStatusUpdated(Event[InstanceEventTypes.InstanceStatusUpdated]): + event_type: Literal[InstanceEventTypes.InstanceStatusUpdated] = ( + InstanceEventTypes.InstanceStatusUpdated + ) + instance_id: InstanceId + instance_status: InstanceStatus + + +class InstanceRunnerStateUpdated( + Event[InstanceStateEventTypes.InstanceRunnerStateUpdated] +): + event_type: Literal[InstanceStateEventTypes.InstanceRunnerStateUpdated] = ( + InstanceStateEventTypes.InstanceRunnerStateUpdated ) instance_id: InstanceId state_update: Tuple[RunnerId, RunnerState[RunnerStateType]] @@ -106,20 +118,20 @@ class MLXInferenceSagaStartPrepare(Event[MLXEventTypes.MLXInferenceSagaStartPrep instance_id: InstanceId -class NodeProfileUpdated(Event[NodeEventTypes.NodeProfileUpdated]): - event_type: Literal[NodeEventTypes.NodeProfileUpdated] = ( - NodeEventTypes.NodeProfileUpdated +class NodeProfileUpdated(Event[NodeProfileEventTypes.NodeProfileUpdated]): + event_type: Literal[NodeProfileEventTypes.NodeProfileUpdated] = ( + NodeProfileEventTypes.NodeProfileUpdated ) node_id: NodeId node_profile: NodeProfile -class NodeStateUpdated(Event[NodeEventTypes.NodeStateUpdated]): - event_type: Literal[NodeEventTypes.NodeStateUpdated] = ( - NodeEventTypes.NodeStateUpdated +class NodeStatusUpdated(Event[NodeStatusEventTypes.NodeStatusUpdated]): + event_type: Literal[NodeStatusEventTypes.NodeStatusUpdated] = ( + NodeStatusEventTypes.NodeStatusUpdated ) node_id: NodeId - node_state: NodeState + node_state: NodeStatus class ChunkGenerated(Event[StreamingEventTypes.ChunkGenerated]): diff --git a/shared/types/graphs/common.py b/shared/types/graphs/common.py new file mode 100644 index 00000000..878d6d35 --- /dev/null +++ b/shared/types/graphs/common.py @@ -0,0 +1,118 @@ +from collections.abc import Mapping +from typing import Generic, Protocol, Set, Tuple, TypeVar, overload + +from pydantic import BaseModel + +from shared.types.common import NewUUID + +EdgeTypeT = TypeVar("EdgeTypeT", covariant=True) +VertexTypeT = TypeVar("VertexTypeT", covariant=True) +EdgeIdT = TypeVar("EdgeIdT", bound=NewUUID) +VertexIdT = TypeVar("VertexIdT", bound=NewUUID) + + +class VertexData(BaseModel, Generic[VertexTypeT]): + vertex_type: VertexTypeT + + +class EdgeData(BaseModel, Generic[EdgeTypeT]): + edge_type: EdgeTypeT + + +class BaseEdge(BaseModel, Generic[EdgeTypeT, EdgeIdT, VertexIdT]): + edge_vertices: Tuple[VertexIdT, VertexIdT] + edge_data: EdgeData[EdgeTypeT] + + +class BaseVertex(BaseModel, Generic[VertexTypeT, EdgeIdT]): + vertex_data: VertexData[VertexTypeT] + + +class Vertex( + BaseVertex[VertexTypeT, EdgeIdT], Generic[VertexTypeT, EdgeIdT, VertexIdT] +): + vertex_id: VertexIdT + + +class Edge( + BaseEdge[EdgeTypeT, EdgeIdT, VertexIdT], Generic[EdgeTypeT, EdgeIdT, VertexIdT] +): + edge_id: EdgeIdT + + +class GraphData(BaseModel, Generic[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): + edges: Mapping[EdgeIdT, EdgeData[EdgeTypeT]] + vertices: Mapping[VertexIdT, VertexData[VertexTypeT]] + + +class GraphProtocol(Protocol, Generic[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): + def list_edges(self) -> Set[EdgeIdT]: ... + def list_vertices(self) -> Set[VertexIdT]: ... + def get_vertices_from_edges( + self, edges: Set[EdgeIdT] + ) -> Mapping[EdgeIdT, Set[VertexIdT]]: ... + def get_edges_from_vertices( + self, vertices: Set[VertexIdT] + ) -> Mapping[VertexIdT, Set[EdgeIdT]]: ... + def get_edge_data( + self, edges: Set[EdgeIdT] + ) -> Mapping[EdgeIdT, EdgeData[EdgeTypeT]]: ... + def get_vertex_data( + self, vertices: Set[VertexIdT] + ) -> Mapping[VertexIdT, VertexData[VertexTypeT]]: ... + + +class UpdatableGraphProtocol(GraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): + def check_edges_exists(self, edge_id: EdgeIdT) -> bool: ... + def check_vertex_exists(self, vertex_id: VertexIdT) -> bool: ... + def _add_edge(self, edge_id: EdgeIdT, edge_data: EdgeData[EdgeTypeT]) -> None: ... + def _add_vertex( + self, vertex_id: VertexIdT, vertex_data: VertexData[VertexTypeT] + ) -> None: ... + def _remove_edge(self, edge_id: EdgeIdT) -> None: ... + def _remove_vertex(self, vertex_id: VertexIdT) -> None: ... + ### + @overload + def attach_edge(self, edge: Edge[EdgeTypeT, EdgeIdT, VertexIdT]) -> None: ... + @overload + def attach_edge( + self, + edge: Edge[EdgeTypeT, EdgeIdT, VertexIdT], + extra_vertex: Vertex[VertexTypeT, EdgeIdT, VertexIdT], + ) -> None: ... + def attach_edge( + self, + edge: Edge[EdgeTypeT, EdgeIdT, VertexIdT], + extra_vertex: Vertex[VertexTypeT, EdgeIdT, VertexIdT] | None = None, + ) -> None: + base_vertex = edge.edge_vertices[0] + target_vertex = edge.edge_vertices[1] + base_vertex_exists = self.check_vertex_exists(base_vertex) + target_vertex_exists = self.check_vertex_exists(target_vertex) + + if not base_vertex_exists: + raise ValueError("Base Vertex Does Not Exist") + + match (target_vertex_exists, extra_vertex is not None): + case (True, False): + raise ValueError("New Vertex Already Exists") + case (False, True): + if extra_vertex is None: + raise ValueError("BUG: Extra Vertex Must Be Provided") + self._add_vertex(extra_vertex.vertex_id, extra_vertex.vertex_data) + case (False, False): + raise ValueError( + "New Vertex Must Be Provided For Non-Existent Target Vertex" + ) + case (True, True): + raise ValueError("New Vertex Already Exists") + + self._add_edge(edge.edge_id, edge.edge_data) + + +class Graph( + BaseModel, + Generic[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + GraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], +): + graph_data: GraphData[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT] diff --git a/shared/types/graphs/resource_graph.py b/shared/types/graphs/resource_graph.py index 25f7dd52..4c469d9c 100644 --- a/shared/types/graphs/resource_graph.py +++ b/shared/types/graphs/resource_graph.py @@ -5,7 +5,7 @@ from pydantic import BaseModel from shared.types.common import NodeId from shared.types.networking.topology import Topology from shared.types.profiling.common import NodeProfile -from shared.types.worker.common import NodeState +from shared.types.worker.common import NodeStatus class ResourceGraph(BaseModel): ... @@ -13,6 +13,6 @@ class ResourceGraph(BaseModel): ... def get_graph_of_compute_resources( network_topology: Topology, - node_states: Mapping[NodeId, NodeState], + node_statuses: Mapping[NodeId, NodeStatus], node_profiles: Mapping[NodeId, NodeProfile], ) -> ResourceGraph: ... diff --git a/shared/types/models/sources.py b/shared/types/models/sources.py index 419ed264..8f636a26 100644 --- a/shared/types/models/sources.py +++ b/shared/types/models/sources.py @@ -11,14 +11,20 @@ class SourceType(str, Enum): GitHub = "GitHub" +class SourceFormatType(str, Enum): + HuggingFaceTransformers = "HuggingFaceTransformers" + + T = TypeVar("T", bound=SourceType) +S = TypeVar("S", bound=SourceFormatType) RepoPath = Annotated[str, Field(pattern=r"^[^/]+/[^/]+$")] -class BaseModelSource(BaseModel, Generic[T]): +class BaseModelSource(BaseModel, Generic[T, S]): model_uuid: ModelId source_type: T + source_format: S source_data: Any @@ -33,13 +39,18 @@ class GitHubModelSourceData(BaseModel): @final -class HuggingFaceModelSource(BaseModelSource[SourceType.HuggingFace]): +class HuggingFaceModelSource( + BaseModelSource[SourceType.HuggingFace, SourceFormatType.HuggingFaceTransformers] +): source_type: Literal[SourceType.HuggingFace] = SourceType.HuggingFace + source_format: Literal[SourceFormatType.HuggingFaceTransformers] = ( + SourceFormatType.HuggingFaceTransformers + ) source_data: HuggingFaceModelSourceData @final -class GitHubModelSource(BaseModelSource[SourceType.GitHub]): +class GitHubModelSource(BaseModelSource[SourceType.GitHub, S]): source_type: Literal[SourceType.GitHub] = SourceType.GitHub source_data: GitHubModelSourceData @@ -47,9 +58,9 @@ class GitHubModelSource(BaseModelSource[SourceType.GitHub]): _ModelSource = Annotated[ Union[ HuggingFaceModelSource, - GitHubModelSource, + GitHubModelSource[SourceFormatType.HuggingFaceTransformers], ], Field(discriminator="source_type"), ] -ModelSource = BaseModelSource[SourceType] +ModelSource = BaseModelSource[SourceType, SourceFormatType] ModelSourceAdapter: TypeAdapter[ModelSource] = TypeAdapter(_ModelSource) diff --git a/shared/types/networking/edges.py b/shared/types/networking/edges.py index 0977caf1..3c90a837 100644 --- a/shared/types/networking/edges.py +++ b/shared/types/networking/edges.py @@ -1,10 +1,13 @@ -from collections.abc import Mapping from enum import Enum -from typing import Annotated, Generic, NamedTuple, TypeVar, final +from typing import Generic, Mapping, Tuple, TypeVar, final -from pydantic import AfterValidator, BaseModel, IPvAnyAddress +from pydantic import BaseModel, IPvAnyAddress from shared.types.common import NewUUID, NodeId +from shared.types.graphs.common import ( + Edge, + EdgeData, +) class EdgeId(NewUUID): @@ -30,78 +33,50 @@ class EdgeDataTransferRate(BaseModel): jitter: float -class EdgeMetadata(BaseModel, Generic[AdP, ApP]): ... +class NetworkEdgeMetadata(BaseModel, Generic[AdP, ApP]): ... @final -class EdgeType(BaseModel, Generic[AdP, ApP]): +class NetworkEdgeType(BaseModel, Generic[AdP, ApP]): addressing_protocol: AdP application_protocol: ApP @final -class EdgeDirection(NamedTuple): - source: NodeId - sink: NodeId - - -@final -class MLXEdgeContext(EdgeMetadata[AddressingProtocol.IPvAny, ApplicationProtocol.MLX]): +class MLXEdgeContext( + NetworkEdgeMetadata[AddressingProtocol.IPvAny, ApplicationProtocol.MLX] +): source_ip: IPvAnyAddress sink_ip: IPvAnyAddress -class EdgeDataType(str, Enum): - DISCOVERED = "discovered" - PROFILED = "profiled" - UNKNOWN = "unknown" +class NetworkEdgeInfoType(str, Enum): + network_profile = "network_profile" + other = "other" -EdgeDataTypeT = TypeVar("EdgeDataTypeT", bound=EdgeDataType) +AllNetworkEdgeInfo = Tuple[NetworkEdgeInfoType.network_profile] -class EdgeData(BaseModel, Generic[EdgeDataTypeT]): - edge_data_type: EdgeDataTypeT +NetworkEdgeInfoTypeT = TypeVar( + "NetworkEdgeInfoTypeT", bound=NetworkEdgeInfoType, covariant=True +) -class EdgeProfile(EdgeData[EdgeDataType.PROFILED]): +class NetworkEdgeInfo(BaseModel, Generic[NetworkEdgeInfoTypeT]): + edge_info_type: NetworkEdgeInfoTypeT + + +SetOfEdgeInfo = TypeVar("SetOfEdgeInfo", bound=Tuple[NetworkEdgeInfoType, ...]) + + +class NetworkEdgeData(EdgeData[NetworkEdgeType[AdP, ApP]], Generic[AdP, ApP]): + edge_info: Mapping[NetworkEdgeInfoType, NetworkEdgeInfo[NetworkEdgeInfoType]] + edge_metadata: NetworkEdgeMetadata[AdP, ApP] + + +class NetworkEdgeProfile(NetworkEdgeInfo[NetworkEdgeInfoTypeT]): edge_data_transfer_rate: EdgeDataTransferRate -def validate_mapping( - edge_data: Mapping[EdgeDataType, EdgeData[EdgeDataType]], -) -> Mapping[EdgeDataType, EdgeData[EdgeDataType]]: - """Validates that each EdgeData value has an edge_data_type matching its key.""" - for key, value in edge_data.items(): - if key != value.edge_data_type: - raise ValueError( - f"Edge Data Type Mismatch: key {key} != value {value.edge_data_type}" - ) - return edge_data - - -class Edge(BaseModel, Generic[AdP, ApP, EdgeDataTypeT]): - edge_type: EdgeType[AdP, ApP] - edge_direction: EdgeDirection - edge_data: Annotated[ - Mapping[EdgeDataType, EdgeData[EdgeDataType]], AfterValidator(validate_mapping) - ] - edge_metadata: EdgeMetadata[AdP, ApP] - - -""" -an_edge: UniqueEdge[Literal[AddressingProtocol.IPvAny], Literal[ApplicationProtocol.MLX]] = UniqueEdge( - edge_identifier=EdgeId(UUID().hex), - edge_info=ProfiledEdge( - edge_direction=EdgeDirection(source=NodeId("1"), sink=NodeId("2")), - edge_type=EdgeType( - addressing_protocol=AddressingProtocol.IPvAny, - application_protocol=ApplicationProtocol.MLX - ), - edge_data=EdgeData( - edge_data_transfer_rate=EdgeDataTransferRate(throughput=1000, latency=0.1, jitter=0.01) - ), - edge_metadata=MLXEdgeContext(source_ip=IPv4Address("192.168.1.1"), sink_ip=IPv4Address("192.168.1.2")) - ) -) -""" +class NetworkEdge(Edge[NetworkEdgeType[AdP, ApP], EdgeId, NodeId]): ... diff --git a/shared/types/networking/services.py b/shared/types/networking/services.py index 119defc9..f7319c43 100644 --- a/shared/types/networking/services.py +++ b/shared/types/networking/services.py @@ -1,27 +1,26 @@ -from typing import Annotated, Callable, NewType, Protocol +from typing import Callable, NewType, Protocol, TypeVar -from pydantic import BaseModel, Field - -from shared.types.common import NodeId from shared.types.networking.edges import ( AddressingProtocol, ApplicationProtocol, - Edge, - EdgeDataType, EdgeId, + NetworkEdge, ) TopicName = NewType("TopicName", str) - -class WrappedMessage(BaseModel): - node_id: NodeId - unix_timestamp: Annotated[int, Field(gt=0)] +MessageT = TypeVar("MessageT", bound=object) -PubSubMessageHandler = Callable[[TopicName, WrappedMessage], None] +PubSubMessageHandler = Callable[[TopicName, MessageT], None] NodeConnectedHandler = Callable[ - [EdgeId, Edge[AddressingProtocol, ApplicationProtocol, EdgeDataType.DISCOVERED]], + [ + EdgeId, + NetworkEdge[ + AddressingProtocol, + ApplicationProtocol, + ], + ], None, ] NodeDisconnectedHandler = Callable[[EdgeId], None] @@ -38,6 +37,6 @@ class DiscoveryService(Protocol): class PubSubService(Protocol): def register_handler( - self, key: str, topic_name: TopicName, handler: PubSubMessageHandler + self, key: str, topic_name: TopicName, handler: PubSubMessageHandler[MessageT] ) -> None: ... def deregister_handler(self, key: str) -> None: ... diff --git a/shared/types/networking/topology.py b/shared/types/networking/topology.py index 1f0c8144..6768c15c 100644 --- a/shared/types/networking/topology.py +++ b/shared/types/networking/topology.py @@ -1,28 +1,40 @@ -from collections.abc import Mapping, Sequence -from typing import Literal - -from pydantic import BaseModel - +from shared.types.common import NodeId +from shared.types.graphs.common import Graph, GraphData from shared.types.networking.edges import ( AddressingProtocol, ApplicationProtocol, - Edge, - EdgeDataType, EdgeId, + NetworkEdge, ) -class Topology(BaseModel): - edges: Mapping[ +class Topology( + Graph[ + NetworkEdge[AddressingProtocol, ApplicationProtocol], + None, EdgeId, - Edge[AddressingProtocol, ApplicationProtocol, Literal[EdgeDataType.DISCOVERED]], + NodeId, + ] +): + graph_data: GraphData[ + NetworkEdge[AddressingProtocol, ApplicationProtocol], + None, + EdgeId, + NodeId, ] -class EdgeMap(BaseModel): - edges: Mapping[EdgeId, Edge[AddressingProtocol, ApplicationProtocol, EdgeDataType]] - - -class NetworkState(BaseModel): - topology: Topology - history: Sequence[Topology] +class OrphanedPartOfTopology( + Graph[ + NetworkEdge[AddressingProtocol, ApplicationProtocol], + None, + EdgeId, + NodeId, + ] +): + graph_data: GraphData[ + NetworkEdge[AddressingProtocol, ApplicationProtocol], + None, + EdgeId, + NodeId, + ] diff --git a/shared/types/states/master.py b/shared/types/states/master.py index ca11ae32..5f47ec18 100644 --- a/shared/types/states/master.py +++ b/shared/types/states/master.py @@ -1,27 +1,72 @@ from collections.abc import Mapping, Sequence +from enum import Enum from queue import Queue +from typing import Generic, TypeVar from pydantic import BaseModel from shared.types.common import NodeId -from shared.types.events.common import Event, EventTypes +from shared.types.events.common import ( + EdgeEventTypes, + Event, + EventTypes, + NodeProfileEventTypes, + NodeStatusEventTypes, + State, +) from shared.types.graphs.resource_graph import ResourceGraph -from shared.types.networking.topology import NetworkState +from shared.types.networking.edges import ( + AddressingProtocol, + ApplicationProtocol, + EdgeId, + NetworkEdge, +) +from shared.types.networking.topology import OrphanedPartOfTopology, Topology from shared.types.profiling.common import NodeProfile from shared.types.states.shared import SharedState -from shared.types.worker.common import NodeState +from shared.types.worker.common import NodeStatus from shared.types.worker.instances import InstanceData, InstanceId class ExternalCommand(BaseModel): ... +class CachePolicyType(str, Enum): + KeepAll = "KeepAll" + + +CachePolicyTypeT = TypeVar("CachePolicyTypeT", bound=CachePolicyType) + + +class CachePolicy(BaseModel, Generic[CachePolicyTypeT]): + policy_type: CachePolicyTypeT + + +class NodeProfileState(State[NodeProfileEventTypes]): + node_profiles: Mapping[NodeId, NodeProfile] + + +class NodeStatusState(State[NodeStatusEventTypes]): + node_status: Mapping[NodeId, NodeStatus] + + +class NetworkState(State[EdgeEventTypes]): + topology: Topology + history: Sequence[OrphanedPartOfTopology] + + def delete_edge(self, edge_id: EdgeId) -> None: ... + def add_edge( + self, edge: NetworkEdge[AddressingProtocol, ApplicationProtocol] + ) -> None: ... + + class MasterState(SharedState): network_state: NetworkState - node_profiles: Mapping[NodeId, NodeProfile] - node_states: Mapping[NodeId, NodeState] + node_profiles: NodeProfileState + node_status: NodeStatusState job_inbox: Queue[ExternalCommand] job_outbox: Queue[ExternalCommand] + cache_policy: CachePolicy[CachePolicyType] def get_inference_plan( @@ -29,6 +74,7 @@ def get_inference_plan( outbox: Queue[ExternalCommand], resource_graph: ResourceGraph, current_instances: Mapping[InstanceId, InstanceData], + cache_policy: CachePolicy[CachePolicyType], ) -> Mapping[InstanceId, InstanceData]: ... diff --git a/shared/types/states/shared.py b/shared/types/states/shared.py index acf09499..1dae6823 100644 --- a/shared/types/states/shared.py +++ b/shared/types/states/shared.py @@ -1,14 +1,24 @@ from collections.abc import Mapping +from typing import Sequence from pydantic import BaseModel from shared.types.common import NodeId +from shared.types.events.common import InstanceStateEventTypes, State, TaskEventTypes from shared.types.tasks.common import Task, TaskId, TaskType from shared.types.worker.common import InstanceId -from shared.types.worker.instances import InstanceData +from shared.types.worker.instances import BaseInstance + + +class Instances(State[InstanceStateEventTypes]): + instances: Mapping[InstanceId, BaseInstance] + + +class Tasks(State[TaskEventTypes]): + tasks: Mapping[TaskId, Task[TaskType]] class SharedState(BaseModel): node_id: NodeId - compute_instances: Mapping[InstanceId, InstanceData] - compute_tasks: dict[TaskId, Task[TaskType]] + known_instances: Instances + compute_tasks: Sequence[Task[TaskType]] diff --git a/shared/types/states/worker.py b/shared/types/states/worker.py index 37a187da..5db788df 100644 --- a/shared/types/states/worker.py +++ b/shared/types/states/worker.py @@ -1,15 +1,17 @@ from collections.abc import Mapping -from typing import Tuple -from shared.types.models.common import ModelId +from shared.types.common import NodeId +from shared.types.events.common import ( + NodeStatusEventTypes, + State, +) from shared.types.states.shared import SharedState -from shared.types.worker.common import NodeState -from shared.types.worker.downloads import BaseDownloadProgress, DownloadStatus -from shared.types.worker.shards import ShardData, ShardType +from shared.types.worker.common import NodeStatus + + +class NodeStatusState(State[NodeStatusEventTypes]): + node_status: Mapping[NodeId, NodeStatus] class WorkerState(SharedState): - node_state: NodeState - download_state: Mapping[ - Tuple[ModelId, ShardData[ShardType]], BaseDownloadProgress[DownloadStatus] - ] + node_status: NodeStatusState diff --git a/shared/types/tasks/common.py b/shared/types/tasks/common.py index 4baf87fb..da99804f 100644 --- a/shared/types/tasks/common.py +++ b/shared/types/tasks/common.py @@ -74,7 +74,11 @@ class FailedTask(TaskUpdate[TaskStatusType.Failed]): error_message: Mapping[RunnerId, str] -class Task(BaseModel): +class BaseTask(BaseModel): task_data: TaskData[TaskType] task_status: TaskUpdate[TaskStatusType] on_instance: InstanceId + + +class Task(BaseTask): + task_id: TaskId diff --git a/shared/types/worker/common.py b/shared/types/worker/common.py index 0d53ddc5..5fa78f74 100644 --- a/shared/types/worker/common.py +++ b/shared/types/worker/common.py @@ -11,7 +11,7 @@ class RunnerId(NewUUID): pass -class NodeState(str, Enum): +class NodeStatus(str, Enum): Idle = "Idle" Running = "Running" Paused = "Paused" diff --git a/shared/types/worker/instances.py b/shared/types/worker/instances.py index 0a3f8728..04884d14 100644 --- a/shared/types/worker/instances.py +++ b/shared/types/worker/instances.py @@ -1,4 +1,5 @@ from collections.abc import Mapping +from enum import Enum from pydantic import BaseModel @@ -11,6 +12,11 @@ from shared.types.worker.runners import ( ) +class InstanceStatus(str, Enum): + ACTIVE = "active" + INACTIVE = "inactive" + + class InstanceState(BaseModel): runner_states: Mapping[RunnerId, RunnerState[RunnerStateType]] @@ -19,7 +25,11 @@ class InstanceData(BaseModel): runner_placements: RunnerPlacement -class Instance(BaseModel): - instance_id: InstanceId +class BaseInstance(BaseModel): instance_data: InstanceData instance_state: InstanceState + instance_status: InstanceStatus + + +class Instance(BaseInstance): + instance_id: InstanceId diff --git a/shared/types/worker/runners.py b/shared/types/worker/runners.py index decf349f..1ca1dc22 100644 --- a/shared/types/worker/runners.py +++ b/shared/types/worker/runners.py @@ -8,7 +8,7 @@ from shared.types.common import NodeId from shared.types.models.common import ModelId from shared.types.worker.common import RunnerId from shared.types.worker.downloads import BaseDownloadProgress, DownloadStatus -from shared.types.worker.shards import Shard, ShardType +from shared.types.worker.shards import ShardData, ShardType class RunnerStateType(str, Enum): @@ -57,7 +57,7 @@ class RunnerData(BaseModel): class RunnerPlacement(BaseModel): model_id: ModelId - runner_to_shard: Mapping[RunnerId, Shard[ShardType]] + runner_to_shard: Mapping[RunnerId, ShardData[ShardType]] node_to_runner: Mapping[NodeId, Sequence[RunnerId]] @model_validator(mode="after") diff --git a/shared/types/worker/shards.py b/shared/types/worker/shards.py index 3e9055ae..f7a97a42 100644 --- a/shared/types/worker/shards.py +++ b/shared/types/worker/shards.py @@ -13,7 +13,3 @@ ShardTypeT = TypeVar("ShardTypeT", bound=ShardType) class ShardData(BaseModel, Generic[ShardTypeT]): shard_type: ShardTypeT - - -class Shard(BaseModel, Generic[ShardTypeT]): - shard_data: ShardData[ShardTypeT] diff --git a/uv.lock b/uv.lock index d08efbb3..b76dd752 100644 --- a/uv.lock +++ b/uv.lock @@ -141,6 +141,7 @@ dependencies = [ { name = "protobuf", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "pydantic", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "rich", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "structlog", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] [package.dev-dependencies] @@ -155,6 +156,7 @@ requires-dist = [ { name = "protobuf", specifier = ">=6.31.1" }, { name = "pydantic", specifier = ">=2.11.7" }, { name = "rich", specifier = ">=14.0.0" }, + { name = "structlog", specifier = ">=25.4.0" }, ] [package.metadata.requires-dev] @@ -486,6 +488,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2", size = 10235, upload-time = "2024-02-25T23:20:01.196Z" }, ] +[[package]] +name = "structlog" +version = "25.4.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/79/b9/6e672db4fec07349e7a8a8172c1a6ae235c58679ca29c3f86a61b5e59ff3/structlog-25.4.0.tar.gz", hash = "sha256:186cd1b0a8ae762e29417095664adf1d6a31702160a46dacb7796ea82f7409e4", size = 1369138, upload-time = "2025-06-02T08:21:12.971Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a0/4a/97ee6973e3a73c74c8120d59829c3861ea52210667ec3e7a16045c62b64d/structlog-25.4.0-py3-none-any.whl", hash = "sha256:fe809ff5c27e557d14e613f45ca441aabda051d119ee5a0102aaba6ce40eed2c", size = 68720, upload-time = "2025-06-02T08:21:11.43Z" }, +] + [[package]] name = "tqdm" version = "4.67.1" From 7dd8a979d200ed3d9b29a8fe20211e6985bdd3d4 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Wed, 2 Jul 2025 22:13:42 +0100 Subject: [PATCH 049/224] feature: Simplest utilities for logging --- shared/logger.py | 44 ++++++++++++++++++++++++++++++++++++++----- shared/pyproject.toml | 1 - uv.lock | 11 ----------- 3 files changed, 39 insertions(+), 17 deletions(-) diff --git a/shared/logger.py b/shared/logger.py index 1d522fc2..659f551e 100644 --- a/shared/logger.py +++ b/shared/logger.py @@ -1,21 +1,48 @@ import logging import logging.handlers -from collections.abc import Sequence +from collections.abc import Sequence, Set +from enum import Enum from queue import Queue +from pydantic import BaseModel from rich.logging import RichHandler +class LogEntryType(str, Enum): + telemetry = "telemetry" + metrics = "metrics" + cluster = "cluster" + + +class LogEntry(BaseModel): + event_type: Set[LogEntryType] + + +class LogFilterByType(logging.Filter): + def __init__(self, log_types: Set[LogEntryType]): + super().__init__() + self.log_types = log_types + + def filter(self, record: logging.LogRecord) -> bool: + message = record.getMessage() + LogEntry.model_validate_json(message) + return True + + def configure_logger( logger_name: str, log_level: int = logging.INFO, effect_handlers: Sequence[logging.Handler] | None = None, ) -> logging.Logger: + existing_logger = logging.Logger.manager.loggerDict.get(logger_name) + if existing_logger is not None: + raise RuntimeError(f"Logger with name '{logger_name}' already exists.") + logger = logging.getLogger(logger_name) logger.setLevel(log_level) logger.propagate = False + logging.raiseExceptions = True - # If the named logger already has handlers, we assume it has been configured. if logger.hasHandlers(): return logger @@ -33,13 +60,20 @@ def configure_logger( return logger -def attach_to_queue(logger: logging.Logger, queue: Queue[logging.LogRecord]) -> None: - logger.addHandler(logging.handlers.QueueHandler(queue)) +def attach_to_queue( + logger: logging.Logger, + filter_with: Sequence[logging.Filter], + queue: Queue[logging.LogRecord], +) -> None: + handler = logging.handlers.QueueHandler(queue) + for log_filter in filter_with: + handler.addFilter(log_filter) + logger.addHandler(handler) def create_queue_listener( log_queue: Queue[logging.LogRecord], - effect_handlers: list[logging.Handler], + effect_handlers: Sequence[logging.Handler], ) -> logging.handlers.QueueListener: listener = logging.handlers.QueueListener( log_queue, *effect_handlers, respect_handler_level=True diff --git a/shared/pyproject.toml b/shared/pyproject.toml index 5721f6ad..d4ee919e 100644 --- a/shared/pyproject.toml +++ b/shared/pyproject.toml @@ -10,7 +10,6 @@ dependencies = [ "protobuf>=6.31.1", "pydantic>=2.11.7", "rich>=14.0.0", - "structlog>=25.4.0", ] [build-system] diff --git a/uv.lock b/uv.lock index b76dd752..d08efbb3 100644 --- a/uv.lock +++ b/uv.lock @@ -141,7 +141,6 @@ dependencies = [ { name = "protobuf", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "pydantic", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "rich", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, - { name = "structlog", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] [package.dev-dependencies] @@ -156,7 +155,6 @@ requires-dist = [ { name = "protobuf", specifier = ">=6.31.1" }, { name = "pydantic", specifier = ">=2.11.7" }, { name = "rich", specifier = ">=14.0.0" }, - { name = "structlog", specifier = ">=25.4.0" }, ] [package.metadata.requires-dev] @@ -488,15 +486,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2", size = 10235, upload-time = "2024-02-25T23:20:01.196Z" }, ] -[[package]] -name = "structlog" -version = "25.4.0" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/79/b9/6e672db4fec07349e7a8a8172c1a6ae235c58679ca29c3f86a61b5e59ff3/structlog-25.4.0.tar.gz", hash = "sha256:186cd1b0a8ae762e29417095664adf1d6a31702160a46dacb7796ea82f7409e4", size = 1369138, upload-time = "2025-06-02T08:21:12.971Z" } -wheels = [ - { url = "https://files.pythonhosted.org/packages/a0/4a/97ee6973e3a73c74c8120d59829c3861ea52210667ec3e7a16045c62b64d/structlog-25.4.0-py3-none-any.whl", hash = "sha256:fe809ff5c27e557d14e613f45ca441aabda051d119ee5a0102aaba6ce40eed2c", size = 68720, upload-time = "2025-06-02T08:21:11.43Z" }, -] - [[package]] name = "tqdm" version = "4.67.1" From 4bb3a995a44f45b29b4d66af1c6ca31c8386cfc0 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Wed, 2 Jul 2025 22:44:55 +0100 Subject: [PATCH 050/224] feature: Interfaces for graph interfaces --- shared/types/graphs/common.py | 57 +++++++++++++++++++++++++++++++++-- 1 file changed, 55 insertions(+), 2 deletions(-) diff --git a/shared/types/graphs/common.py b/shared/types/graphs/common.py index 878d6d35..b43581fa 100644 --- a/shared/types/graphs/common.py +++ b/shared/types/graphs/common.py @@ -1,5 +1,5 @@ from collections.abc import Mapping -from typing import Generic, Protocol, Set, Tuple, TypeVar, overload +from typing import Callable, Generic, Protocol, Set, Tuple, TypeVar, overload from pydantic import BaseModel @@ -62,7 +62,7 @@ class GraphProtocol(Protocol, Generic[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT ) -> Mapping[VertexIdT, VertexData[VertexTypeT]]: ... -class UpdatableGraphProtocol(GraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): +class MutableGraphProtocol(GraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): def check_edges_exists(self, edge_id: EdgeIdT) -> bool: ... def check_vertex_exists(self, vertex_id: VertexIdT) -> bool: ... def _add_edge(self, edge_id: EdgeIdT, edge_data: EdgeData[EdgeTypeT]) -> None: ... @@ -116,3 +116,56 @@ class Graph( GraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], ): graph_data: GraphData[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT] + + +# the first element in the return value is the filtered graph; the second is the +# (possibly empty) set of sub-graphs that were detached during filtering. +def filter_by_edge_data( + graph: Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + keep: VertexIdT, + predicate: Callable[[EdgeData[EdgeTypeT]], bool], +) -> Tuple[ + Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + Set[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], +]: ... + + +# the first element in the return value is the filtered graph; the second is the +# (possibly empty) set of sub-graphs that were detached during filtering. +def filter_by_vertex_data( + graph: Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + keep: VertexIdT, + predicate: Callable[[VertexData[VertexTypeT]], bool], +) -> Tuple[ + Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + Set[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], +]: ... + + +def map_vertices_onto_graph( + vertices: Mapping[VertexIdT, VertexData[VertexTypeT]], + graph: Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], +) -> Tuple[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], Set[VertexIdT]]: ... + + +def map_edges_onto_graph( + edges: Mapping[EdgeIdT, EdgeData[EdgeTypeT]], + graph: Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], +) -> Tuple[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], Set[EdgeIdT]]: ... + + +def split_graph_by_edge( + graph: Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + edge: EdgeIdT, + keep: VertexIdT, +) -> Tuple[ + Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + Set[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], +]: ... + + +def merge_graphs_by_edge( + graphs: Set[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], + edge: EdgeIdT, + keep: VertexIdT, +) -> Tuple[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], Set[EdgeIdT]]: ... From f8039e20e0e9e5f626d2224d1f474d5287b36b96 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Thu, 3 Jul 2025 12:32:32 +0100 Subject: [PATCH 051/224] feature: Add pretty_name to ModelMetadata --- shared/types/models/metadata.py | 1 + 1 file changed, 1 insertion(+) diff --git a/shared/types/models/metadata.py b/shared/types/models/metadata.py index 6a1b8481..1d42d3dc 100644 --- a/shared/types/models/metadata.py +++ b/shared/types/models/metadata.py @@ -4,5 +4,6 @@ from pydantic import BaseModel, PositiveInt class ModelMetadata(BaseModel): + pretty_name: str storage_size_kilobytes: Annotated[int, PositiveInt] n_layers: Annotated[int, PositiveInt] From 0b6aadf57694a2e96ec77af4e32d1e66aac2d988 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Thu, 3 Jul 2025 12:33:29 +0100 Subject: [PATCH 052/224] refactor: Add safe state mutation method .apply() --- shared/types/events/common.py | 18 ++++++++++++++++-- 1 file changed, 16 insertions(+), 2 deletions(-) diff --git a/shared/types/events/common.py b/shared/types/events/common.py index 82fa3bc8..fd2e0842 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -108,8 +108,8 @@ class PersistedEvent(BaseModel, Generic[TEventType]): sequence_number: int = Field(gt=0) -class State(BaseModel, Generic[EventTypeT]): - event_types: tuple[EventTypeT, ...] = get_args(EventTypeT) +class State(BaseModel, Generic[TEventType]): + event_types: tuple[TEventType, ...] = get_args(TEventType) sequence_number: int = Field(default=0, ge=0) @@ -128,11 +128,21 @@ EffectHandler = Callable[[StateAndEvent[EventTypeT], State[EventTypeT]], None] EventPublisher = Callable[[Event[EventTypeT]], None] +class MutableState(Protocol, Generic[EventTypeT]): + def apply( + self, + event: Event[TEventType], + applicator: Applicator[EventTypeT, TEventType], + effect_handlers: Sequence[EffectHandler[TEventType]], + ) -> None: ... + + class EventOutbox(Protocol): def send(self, events: Sequence[Event[EventTypeT]]) -> None: ... class EventProcessor(Protocol): + # TODO: is .update() an anti-pattern? def update( self, state: State[EventTypeT], @@ -140,6 +150,10 @@ class EventProcessor(Protocol): effect_handlers: Sequence[EffectHandler[EventTypeT]], ) -> State[EventTypeT]: ... + def get_events_to_apply( + self, state: State[TEventType] + ) -> Sequence[Event[TEventType]]: ... + def get_saga_effect_handler( sagas: Saga[EventTypeT], event_publisher: EventPublisher[EventTypeT] From c456934342451ed71f75c5b5c0a7ab0c0568fe1c Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Thu, 3 Jul 2025 13:05:35 +0100 Subject: [PATCH 053/224] refactor: Remove timestamp from Wrapped Events --- shared/types/events/common.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/shared/types/events/common.py b/shared/types/events/common.py index fd2e0842..1663fae8 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -1,4 +1,3 @@ -import time from enum import Enum from typing import ( Annotated, @@ -94,7 +93,6 @@ class Event(BaseModel, SecureEventProtocol, Generic[TEventType]): class WrappedEvent(BaseModel, Generic[TEventType]): event: Event[TEventType] origin_id: NodeId - origin_timestamp: int = Field(default_factory=lambda: int(time.time())) @model_validator(mode="after") def check_origin_id(self) -> "WrappedEvent[TEventType]": From 10224d09ded0f332fd023da4b8682b0da049a6ba Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Thu, 3 Jul 2025 15:45:54 +0100 Subject: [PATCH 054/224] refactor: Distinguish the topology of the control plane from that of the data plane --- master/api.py | 6 +- shared/types/events/common.py | 25 ++++--- shared/types/events/events.py | 94 +++++++++++++++++++----- shared/types/graphs/resource_graph.py | 11 ++- shared/types/networking/control_plane.py | 11 +++ shared/types/networking/data_plane.py | 82 +++++++++++++++++++++ shared/types/networking/edges.py | 82 --------------------- shared/types/networking/services.py | 17 ++--- shared/types/networking/topology.py | 60 +++++++++++---- shared/types/profiling/common.py | 2 +- shared/types/states/master.py | 55 ++++++++------ shared/types/states/shared.py | 10 ++- shared/types/states/worker.py | 4 +- shared/types/tasks/common.py | 26 ++++--- 14 files changed, 301 insertions(+), 184 deletions(-) create mode 100644 shared/types/networking/control_plane.py create mode 100644 shared/types/networking/data_plane.py delete mode 100644 shared/types/networking/edges.py diff --git a/master/api.py b/master/api.py index cc45c786..28c35ce1 100644 --- a/master/api.py +++ b/master/api.py @@ -2,14 +2,16 @@ from typing import Protocol from shared.types.models.common import Model, ModelId from shared.types.models.sources import ModelSource -from shared.types.networking.topology import Topology +from shared.types.networking.topology import ControlPlaneTopology, DataPlaneTopology from shared.types.worker.common import InstanceId from shared.types.worker.downloads import DownloadProgress from shared.types.worker.instances import Instance class ControlPlaneAPI(Protocol): - def get_topology(self) -> Topology: ... + def get_control_plane_topology(self) -> ControlPlaneTopology: ... + + def get_data_plane_topology(self) -> DataPlaneTopology: ... def list_instances(self) -> list[Instance]: ... diff --git a/shared/types/events/common.py b/shared/types/events/common.py index 1663fae8..ab920306 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -38,6 +38,7 @@ class StreamingEventTypes(str, Enum): class InstanceEventTypes(str, Enum): InstanceCreated = "InstanceCreated" InstanceDeleted = "InstanceDeleted" + InstanceToBeReplacedAtomically = "InstanceToBeReplacedAtomically" InstanceReplacedAtomically = "InstanceReplacedAtomically" InstanceStatusUpdated = "InstanceStatusUpdated" @@ -46,18 +47,20 @@ class InstanceStateEventTypes(str, Enum): InstanceRunnerStateUpdated = "InstanceRunnerStateUpdated" -class NodeStatusEventTypes(str, Enum): - NodeStatusUpdated = "NodeStatusUpdated" +class NodePerformanceEventTypes(str, Enum): + NodePerformanceProfiled = "NodePerformanceProfiled" -class NodeProfileEventTypes(str, Enum): - NodeProfileUpdated = "NodeProfileUpdated" +class DataPlaneEventTypes(str, Enum): + DataPlaneEdgeCreated = "DataPlaneEdgeCreated" + DataPlaneEdgeProfiled = "DataPlaneEdgeProfiled" + DataPlaneEdgeDeleted = "DataPlaneEdgeDeleted" -class EdgeEventTypes(str, Enum): - EdgeCreated = "EdgeCreated" - EdgeUpdated = "EdgeUpdated" - EdgeDeleted = "EdgeDeleted" +class ControlPlaneEventTypes(str, Enum): + WorkerConnected = "WorkerConnected" + WorkerStatusUpdated = "WorkerStatusUpdated" + WorkerDisconnected = "WorkerDisconnected" class TimerEventTypes(str, Enum): @@ -70,9 +73,9 @@ EventTypes = Union[ StreamingEventTypes, InstanceEventTypes, InstanceStateEventTypes, - NodeStatusEventTypes, - NodeProfileEventTypes, - EdgeEventTypes, + NodePerformanceEventTypes, + ControlPlaneEventTypes, + DataPlaneEventTypes, TimerEventTypes, MLXEventTypes, ] diff --git a/shared/types/events/events.py b/shared/types/events/events.py index 22a6dd89..cd0da509 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -1,22 +1,35 @@ from __future__ import annotations -from typing import Any, Literal, Tuple +from typing import Any, Generic, Literal, Tuple, TypeVar from pydantic import BaseModel from shared.types.common import NewUUID, NodeId from shared.types.events.common import ( + ControlPlaneEventTypes, + DataPlaneEventTypes, Event, InstanceEventTypes, InstanceStateEventTypes, MLXEventTypes, - NodeProfileEventTypes, - NodeStatusEventTypes, + NodePerformanceEventTypes, StreamingEventTypes, TaskEventTypes, TimerEventTypes, ) -from shared.types.profiling.common import NodeProfile +from shared.types.networking.control_plane import ( + ControlPlaneEdgeId, + ControlPlaneEdgeType, +) +from shared.types.networking.data_plane import ( + AddressingProtocol, + ApplicationProtocol, + DataPlaneEdge, + DataPlaneEdgeId, + DataPlaneEdgeInfoType, + DataPlaneEdgeProfile, +) +from shared.types.profiling.common import NodePerformanceProfile from shared.types.tasks.common import ( TaskData, TaskId, @@ -41,18 +54,21 @@ class TimerData(BaseModel): timer_id: TimerId -class TaskCreated(Event[TaskEventTypes.TaskCreated]): +TaskTypeT = TypeVar("TaskTypeT", bound=TaskType) + + +class TaskCreated(Event[TaskEventTypes.TaskCreated], Generic[TaskTypeT]): event_type: Literal[TaskEventTypes.TaskCreated] = TaskEventTypes.TaskCreated task_id: TaskId - task_data: TaskData[TaskType] - task_state: TaskUpdate[Literal[TaskStatusType.Pending]] + task_data: TaskData[TaskTypeT] + task_state: TaskUpdate[Literal[TaskStatusType.Pending], TaskTypeT] on_instance: InstanceId -class TaskUpdated(Event[TaskEventTypes.TaskUpdated]): +class TaskUpdated(Event[TaskEventTypes.TaskUpdated], Generic[TaskTypeT]): event_type: Literal[TaskEventTypes.TaskUpdated] = TaskEventTypes.TaskUpdated task_id: TaskId - update_data: TaskUpdate[TaskStatusType] + update_data: TaskUpdate[TaskStatusType, TaskTypeT] class TaskDeleted(Event[TaskEventTypes.TaskDeleted]): @@ -66,6 +82,7 @@ class InstanceCreated(Event[InstanceEventTypes.InstanceCreated]): ) instance_id: InstanceId instance_data: InstanceData + target_status: InstanceStatus class InstanceDeleted(Event[InstanceEventTypes.InstanceDeleted]): @@ -93,13 +110,17 @@ class InstanceRunnerStateUpdated( state_update: Tuple[RunnerId, RunnerState[RunnerStateType]] +class InstanceToBeReplacedAtomically( + Event[InstanceEventTypes.InstanceToBeReplacedAtomically] +): + transition: Tuple[InstanceId, InstanceId] + + class InstanceReplacedAtomically(Event[InstanceEventTypes.InstanceReplacedAtomically]): event_type: Literal[InstanceEventTypes.InstanceReplacedAtomically] = ( InstanceEventTypes.InstanceReplacedAtomically ) - old_instance_id: InstanceId - new_instance_id: InstanceId - new_instance_data: InstanceData + transition: Tuple[InstanceId, InstanceId] class MLXInferenceSagaPrepare(Event[MLXEventTypes.MLXInferenceSagaPrepare]): @@ -118,22 +139,36 @@ class MLXInferenceSagaStartPrepare(Event[MLXEventTypes.MLXInferenceSagaStartPrep instance_id: InstanceId -class NodeProfileUpdated(Event[NodeProfileEventTypes.NodeProfileUpdated]): - event_type: Literal[NodeProfileEventTypes.NodeProfileUpdated] = ( - NodeProfileEventTypes.NodeProfileUpdated +class NodePerformanceProfiled(Event[NodePerformanceEventTypes.NodePerformanceProfiled]): + event_type: Literal[NodePerformanceEventTypes.NodePerformanceProfiled] = ( + NodePerformanceEventTypes.NodePerformanceProfiled ) node_id: NodeId - node_profile: NodeProfile + node_profile: NodePerformanceProfile -class NodeStatusUpdated(Event[NodeStatusEventTypes.NodeStatusUpdated]): - event_type: Literal[NodeStatusEventTypes.NodeStatusUpdated] = ( - NodeStatusEventTypes.NodeStatusUpdated +class WorkerConnected(Event[ControlPlaneEventTypes.WorkerConnected]): + event_type: Literal[ControlPlaneEventTypes.WorkerConnected] = ( + ControlPlaneEventTypes.WorkerConnected + ) + edge: DataPlaneEdge[AddressingProtocol, ApplicationProtocol] + + +class WorkerStatusUpdated(Event[ControlPlaneEventTypes.WorkerStatusUpdated]): + event_type: Literal[ControlPlaneEventTypes.WorkerStatusUpdated] = ( + ControlPlaneEventTypes.WorkerStatusUpdated ) node_id: NodeId node_state: NodeStatus +class WorkerDisconnected(Event[ControlPlaneEventTypes.WorkerConnected]): + event_type: Literal[ControlPlaneEventTypes.WorkerConnected] = ( + ControlPlaneEventTypes.WorkerConnected + ) + vertex_id: ControlPlaneEdgeId + + class ChunkGenerated(Event[StreamingEventTypes.ChunkGenerated]): event_type: Literal[StreamingEventTypes.ChunkGenerated] = ( StreamingEventTypes.ChunkGenerated @@ -143,6 +178,27 @@ class ChunkGenerated(Event[StreamingEventTypes.ChunkGenerated]): chunk: Any +class DataPlaneEdgeCreated(Event[DataPlaneEventTypes.DataPlaneEdgeCreated]): + event_type: Literal[DataPlaneEventTypes.DataPlaneEdgeCreated] = ( + DataPlaneEventTypes.DataPlaneEdgeCreated + ) + vertex: ControlPlaneEdgeType + + +class DataPlaneEdgeProfiled(Event[DataPlaneEventTypes.DataPlaneEdgeProfiled]): + event_type: Literal[DataPlaneEventTypes.DataPlaneEdgeProfiled] = ( + DataPlaneEventTypes.DataPlaneEdgeProfiled + ) + edge_profile: DataPlaneEdgeProfile[Literal[DataPlaneEdgeInfoType.network_profile]] + + +class DataPlaneEdgeDeleted(Event[DataPlaneEventTypes.DataPlaneEdgeDeleted]): + event_type: Literal[DataPlaneEventTypes.DataPlaneEdgeDeleted] = ( + DataPlaneEventTypes.DataPlaneEdgeDeleted + ) + edge_id: DataPlaneEdgeId + + class TimerScheduled(Event[TimerEventTypes.TimerCreated]): event_type: Literal[TimerEventTypes.TimerCreated] = TimerEventTypes.TimerCreated timer_data: TimerData diff --git a/shared/types/graphs/resource_graph.py b/shared/types/graphs/resource_graph.py index 4c469d9c..8f664507 100644 --- a/shared/types/graphs/resource_graph.py +++ b/shared/types/graphs/resource_graph.py @@ -3,16 +3,15 @@ from collections.abc import Mapping from pydantic import BaseModel from shared.types.common import NodeId -from shared.types.networking.topology import Topology -from shared.types.profiling.common import NodeProfile -from shared.types.worker.common import NodeStatus +from shared.types.networking.topology import ControlPlaneTopology, DataPlaneTopology +from shared.types.profiling.common import NodePerformanceProfile class ResourceGraph(BaseModel): ... def get_graph_of_compute_resources( - network_topology: Topology, - node_statuses: Mapping[NodeId, NodeStatus], - node_profiles: Mapping[NodeId, NodeProfile], + control_plane_topology: ControlPlaneTopology, + data_plane_topology: DataPlaneTopology, + node_profiles: Mapping[NodeId, NodePerformanceProfile], ) -> ResourceGraph: ... diff --git a/shared/types/networking/control_plane.py b/shared/types/networking/control_plane.py new file mode 100644 index 00000000..574ff097 --- /dev/null +++ b/shared/types/networking/control_plane.py @@ -0,0 +1,11 @@ +from typing import TypeAlias + +from shared.types.common import NewUUID, NodeId +from shared.types.graphs.common import Edge + + +class ControlPlaneEdgeId(NewUUID): + pass + + +ControlPlaneEdgeType: TypeAlias = Edge[None, ControlPlaneEdgeId, NodeId] diff --git a/shared/types/networking/data_plane.py b/shared/types/networking/data_plane.py new file mode 100644 index 00000000..7607a1c2 --- /dev/null +++ b/shared/types/networking/data_plane.py @@ -0,0 +1,82 @@ +from enum import Enum +from typing import Generic, Mapping, Tuple, TypeVar, final + +from pydantic import BaseModel, IPvAnyAddress + +from shared.types.common import NewUUID, NodeId +from shared.types.graphs.common import ( + Edge, + EdgeData, +) + + +class DataPlaneEdgeId(NewUUID): + pass + + +class AddressingProtocol(str, Enum): + IPvAny = "IPvAny" + + +class ApplicationProtocol(str, Enum): + MLX = "MLX" + + +AdP = TypeVar("AdP", bound=AddressingProtocol) +ApP = TypeVar("ApP", bound=ApplicationProtocol) + + +@final +class EdgeDataTransferRate(BaseModel): + throughput: float + latency: float + jitter: float + + +class DataPlaneEdgeMetadata(BaseModel, Generic[AdP, ApP]): ... + + +@final +class DataPlaneEdgeType(BaseModel, Generic[AdP, ApP]): + addressing_protocol: AdP + application_protocol: ApP + + +@final +class MLXEdgeContext( + DataPlaneEdgeMetadata[AddressingProtocol.IPvAny, ApplicationProtocol.MLX] +): + source_ip: IPvAnyAddress + sink_ip: IPvAnyAddress + + +class DataPlaneEdgeInfoType(str, Enum): + network_profile = "network_profile" + other = "other" + + +AllDataPlaneEdgeInfo = Tuple[DataPlaneEdgeInfoType.network_profile] + + +DataPlaneEdgeInfoTypeT = TypeVar( + "DataPlaneEdgeInfoTypeT", bound=DataPlaneEdgeInfoType, covariant=True +) + + +class DataPlaneEdgeInfo(BaseModel, Generic[DataPlaneEdgeInfoTypeT]): + edge_info_type: DataPlaneEdgeInfoTypeT + + +SetOfEdgeInfo = TypeVar("SetOfEdgeInfo", bound=Tuple[DataPlaneEdgeInfoType, ...]) + + +class DataPlaneEdgeData(EdgeData[DataPlaneEdgeType[AdP, ApP]], Generic[AdP, ApP]): + edge_info: Mapping[DataPlaneEdgeInfoType, DataPlaneEdgeInfo[DataPlaneEdgeInfoType]] + edge_metadata: DataPlaneEdgeMetadata[AdP, ApP] + + +class DataPlaneEdgeProfile(DataPlaneEdgeInfo[DataPlaneEdgeInfoTypeT]): + edge_data_transfer_rate: EdgeDataTransferRate + + +class DataPlaneEdge(Edge[DataPlaneEdgeType[AdP, ApP], DataPlaneEdgeId, NodeId]): ... diff --git a/shared/types/networking/edges.py b/shared/types/networking/edges.py deleted file mode 100644 index 3c90a837..00000000 --- a/shared/types/networking/edges.py +++ /dev/null @@ -1,82 +0,0 @@ -from enum import Enum -from typing import Generic, Mapping, Tuple, TypeVar, final - -from pydantic import BaseModel, IPvAnyAddress - -from shared.types.common import NewUUID, NodeId -from shared.types.graphs.common import ( - Edge, - EdgeData, -) - - -class EdgeId(NewUUID): - pass - - -class AddressingProtocol(str, Enum): - IPvAny = "IPvAny" - - -class ApplicationProtocol(str, Enum): - MLX = "MLX" - - -AdP = TypeVar("AdP", bound=AddressingProtocol) -ApP = TypeVar("ApP", bound=ApplicationProtocol) - - -@final -class EdgeDataTransferRate(BaseModel): - throughput: float - latency: float - jitter: float - - -class NetworkEdgeMetadata(BaseModel, Generic[AdP, ApP]): ... - - -@final -class NetworkEdgeType(BaseModel, Generic[AdP, ApP]): - addressing_protocol: AdP - application_protocol: ApP - - -@final -class MLXEdgeContext( - NetworkEdgeMetadata[AddressingProtocol.IPvAny, ApplicationProtocol.MLX] -): - source_ip: IPvAnyAddress - sink_ip: IPvAnyAddress - - -class NetworkEdgeInfoType(str, Enum): - network_profile = "network_profile" - other = "other" - - -AllNetworkEdgeInfo = Tuple[NetworkEdgeInfoType.network_profile] - - -NetworkEdgeInfoTypeT = TypeVar( - "NetworkEdgeInfoTypeT", bound=NetworkEdgeInfoType, covariant=True -) - - -class NetworkEdgeInfo(BaseModel, Generic[NetworkEdgeInfoTypeT]): - edge_info_type: NetworkEdgeInfoTypeT - - -SetOfEdgeInfo = TypeVar("SetOfEdgeInfo", bound=Tuple[NetworkEdgeInfoType, ...]) - - -class NetworkEdgeData(EdgeData[NetworkEdgeType[AdP, ApP]], Generic[AdP, ApP]): - edge_info: Mapping[NetworkEdgeInfoType, NetworkEdgeInfo[NetworkEdgeInfoType]] - edge_metadata: NetworkEdgeMetadata[AdP, ApP] - - -class NetworkEdgeProfile(NetworkEdgeInfo[NetworkEdgeInfoTypeT]): - edge_data_transfer_rate: EdgeDataTransferRate - - -class NetworkEdge(Edge[NetworkEdgeType[AdP, ApP], EdgeId, NodeId]): ... diff --git a/shared/types/networking/services.py b/shared/types/networking/services.py index f7319c43..51620421 100644 --- a/shared/types/networking/services.py +++ b/shared/types/networking/services.py @@ -1,10 +1,8 @@ from typing import Callable, NewType, Protocol, TypeVar -from shared.types.networking.edges import ( - AddressingProtocol, - ApplicationProtocol, - EdgeId, - NetworkEdge, +from shared.types.networking.control_plane import ( + ControlPlaneEdgeId, + ControlPlaneEdgeType, ) TopicName = NewType("TopicName", str) @@ -15,15 +13,12 @@ MessageT = TypeVar("MessageT", bound=object) PubSubMessageHandler = Callable[[TopicName, MessageT], None] NodeConnectedHandler = Callable[ [ - EdgeId, - NetworkEdge[ - AddressingProtocol, - ApplicationProtocol, - ], + ControlPlaneEdgeId, + ControlPlaneEdgeType, ], None, ] -NodeDisconnectedHandler = Callable[[EdgeId], None] +NodeDisconnectedHandler = Callable[[ControlPlaneEdgeId], None] class DiscoveryService(Protocol): diff --git a/shared/types/networking/topology.py b/shared/types/networking/topology.py index 6768c15c..f59d7064 100644 --- a/shared/types/networking/topology.py +++ b/shared/types/networking/topology.py @@ -1,40 +1,74 @@ from shared.types.common import NodeId from shared.types.graphs.common import Graph, GraphData -from shared.types.networking.edges import ( +from shared.types.networking.control_plane import ControlPlaneEdgeId +from shared.types.networking.data_plane import ( AddressingProtocol, ApplicationProtocol, - EdgeId, - NetworkEdge, + DataPlaneEdge, + DataPlaneEdgeId, ) +from shared.types.worker.common import NodeStatus -class Topology( +class DataPlaneTopology( Graph[ - NetworkEdge[AddressingProtocol, ApplicationProtocol], + DataPlaneEdge[AddressingProtocol, ApplicationProtocol], None, - EdgeId, + DataPlaneEdgeId, NodeId, ] ): graph_data: GraphData[ - NetworkEdge[AddressingProtocol, ApplicationProtocol], + DataPlaneEdge[AddressingProtocol, ApplicationProtocol], None, - EdgeId, + DataPlaneEdgeId, NodeId, ] -class OrphanedPartOfTopology( +class OrphanedPartOfDataPlaneTopology( Graph[ - NetworkEdge[AddressingProtocol, ApplicationProtocol], + DataPlaneEdge[AddressingProtocol, ApplicationProtocol], None, - EdgeId, + DataPlaneEdgeId, NodeId, ] ): graph_data: GraphData[ - NetworkEdge[AddressingProtocol, ApplicationProtocol], + DataPlaneEdge[AddressingProtocol, ApplicationProtocol], None, - EdgeId, + DataPlaneEdgeId, + NodeId, + ] + + +class ControlPlaneTopology( + Graph[ + None, + NodeStatus, + ControlPlaneEdgeId, + NodeId, + ] +): + graph_data: GraphData[ + None, + NodeStatus, + ControlPlaneEdgeId, + NodeId, + ] + + +class OrphanedPartOfControlPlaneTopology( + Graph[ + None, + NodeStatus, + ControlPlaneEdgeId, + NodeId, + ] +): + graph_data: GraphData[ + None, + NodeStatus, + ControlPlaneEdgeId, NodeId, ] diff --git a/shared/types/profiling/common.py b/shared/types/profiling/common.py index 5faffb43..0c09b8f3 100644 --- a/shared/types/profiling/common.py +++ b/shared/types/profiling/common.py @@ -1,4 +1,4 @@ from pydantic import BaseModel -class NodeProfile(BaseModel): ... +class NodePerformanceProfile(BaseModel): ... diff --git a/shared/types/states/master.py b/shared/types/states/master.py index 5f47ec18..b6486a86 100644 --- a/shared/types/states/master.py +++ b/shared/types/states/master.py @@ -7,24 +7,28 @@ from pydantic import BaseModel from shared.types.common import NodeId from shared.types.events.common import ( - EdgeEventTypes, + ControlPlaneEventTypes, + DataPlaneEventTypes, Event, EventTypes, - NodeProfileEventTypes, - NodeStatusEventTypes, + NodePerformanceEventTypes, State, ) from shared.types.graphs.resource_graph import ResourceGraph -from shared.types.networking.edges import ( +from shared.types.networking.data_plane import ( AddressingProtocol, ApplicationProtocol, - EdgeId, - NetworkEdge, + DataPlaneEdge, + DataPlaneEdgeId, ) -from shared.types.networking.topology import OrphanedPartOfTopology, Topology -from shared.types.profiling.common import NodeProfile +from shared.types.networking.topology import ( + ControlPlaneTopology, + DataPlaneTopology, + OrphanedPartOfControlPlaneTopology, + OrphanedPartOfDataPlaneTopology, +) +from shared.types.profiling.common import NodePerformanceProfile from shared.types.states.shared import SharedState -from shared.types.worker.common import NodeStatus from shared.types.worker.instances import InstanceData, InstanceId @@ -42,28 +46,33 @@ class CachePolicy(BaseModel, Generic[CachePolicyTypeT]): policy_type: CachePolicyTypeT -class NodeProfileState(State[NodeProfileEventTypes]): - node_profiles: Mapping[NodeId, NodeProfile] +class NodePerformanceProfileState(State[NodePerformanceEventTypes]): + node_profiles: Mapping[NodeId, NodePerformanceProfile] -class NodeStatusState(State[NodeStatusEventTypes]): - node_status: Mapping[NodeId, NodeStatus] +class DataPlaneNetworkState(State[DataPlaneEventTypes]): + topology: DataPlaneTopology + history: Sequence[OrphanedPartOfDataPlaneTopology] - -class NetworkState(State[EdgeEventTypes]): - topology: Topology - history: Sequence[OrphanedPartOfTopology] - - def delete_edge(self, edge_id: EdgeId) -> None: ... + def delete_edge(self, edge_id: DataPlaneEdgeId) -> None: ... def add_edge( - self, edge: NetworkEdge[AddressingProtocol, ApplicationProtocol] + self, edge: DataPlaneEdge[AddressingProtocol, ApplicationProtocol] + ) -> None: ... + + +class ControlPlaneNetworkState(State[ControlPlaneEventTypes]): + topology: ControlPlaneTopology + history: Sequence[OrphanedPartOfControlPlaneTopology] + + def delete_edge(self, edge_id: DataPlaneEdgeId) -> None: ... + def add_edge( + self, edge: DataPlaneEdge[AddressingProtocol, ApplicationProtocol] ) -> None: ... class MasterState(SharedState): - network_state: NetworkState - node_profiles: NodeProfileState - node_status: NodeStatusState + data_plane_network_state: DataPlaneNetworkState + control_plane_network_state: ControlPlaneNetworkState job_inbox: Queue[ExternalCommand] job_outbox: Queue[ExternalCommand] cache_policy: CachePolicy[CachePolicyType] diff --git a/shared/types/states/shared.py b/shared/types/states/shared.py index 1dae6823..c06c8c21 100644 --- a/shared/types/states/shared.py +++ b/shared/types/states/shared.py @@ -10,7 +10,7 @@ from shared.types.worker.common import InstanceId from shared.types.worker.instances import BaseInstance -class Instances(State[InstanceStateEventTypes]): +class KnownInstances(State[InstanceStateEventTypes]): instances: Mapping[InstanceId, BaseInstance] @@ -20,5 +20,11 @@ class Tasks(State[TaskEventTypes]): class SharedState(BaseModel): node_id: NodeId - known_instances: Instances + known_instances: KnownInstances compute_tasks: Sequence[Task[TaskType]] + + def get_node_id(self) -> NodeId: ... + + def get_tasks_by_instance( + self, instance_id: InstanceId + ) -> Sequence[Task[TaskType]]: ... diff --git a/shared/types/states/worker.py b/shared/types/states/worker.py index 5db788df..02b1fb67 100644 --- a/shared/types/states/worker.py +++ b/shared/types/states/worker.py @@ -2,14 +2,14 @@ from collections.abc import Mapping from shared.types.common import NodeId from shared.types.events.common import ( - NodeStatusEventTypes, + ControlPlaneEventTypes, State, ) from shared.types.states.shared import SharedState from shared.types.worker.common import NodeStatus -class NodeStatusState(State[NodeStatusEventTypes]): +class NodeStatusState(State[ControlPlaneEventTypes]): node_status: Mapping[NodeId, NodeStatus] diff --git a/shared/types/tasks/common.py b/shared/types/tasks/common.py index da99804f..a01c641d 100644 --- a/shared/types/tasks/common.py +++ b/shared/types/tasks/common.py @@ -1,6 +1,6 @@ from collections.abc import Mapping from enum import Enum -from typing import Any, Generic, Literal, TypeVar, Union +from typing import Generic, Literal, TypeVar, Union import openai.types.chat as openai from pydantic import BaseModel @@ -23,7 +23,6 @@ TaskTypeT = TypeVar("TaskTypeT", bound=TaskType) class TaskData(BaseModel, Generic[TaskTypeT]): task_type: TaskTypeT - task_data: Any class ChatCompletionNonStreamingTask(TaskData[TaskType.ChatCompletionNonStreaming]): @@ -52,33 +51,36 @@ TaskStatusTypeT = TypeVar( ) -class TaskUpdate(BaseModel, Generic[TaskStatusTypeT]): +class TaskArtifact(BaseModel, Generic[TaskTypeT]): ... + + +class TaskUpdate(BaseModel, Generic[TaskStatusTypeT, TaskTypeT]): task_status: TaskStatusTypeT -class PendingTask(TaskUpdate[TaskStatusType.Pending]): +class PendingTask(TaskUpdate[TaskStatusType.Pending, TaskTypeT]): task_status: Literal[TaskStatusType.Pending] -class RunningTask(TaskUpdate[TaskStatusType.Running]): +class RunningTask(TaskUpdate[TaskStatusType.Running, TaskTypeT]): task_status: Literal[TaskStatusType.Running] -class CompletedTask(TaskUpdate[TaskStatusType.Complete]): +class CompletedTask(TaskUpdate[TaskStatusType.Complete, TaskTypeT]): task_status: Literal[TaskStatusType.Complete] - task_artifact: bytes + task_artifact: TaskArtifact[TaskTypeT] -class FailedTask(TaskUpdate[TaskStatusType.Failed]): +class FailedTask(TaskUpdate[TaskStatusType.Failed, TaskTypeT]): task_status: Literal[TaskStatusType.Failed] error_message: Mapping[RunnerId, str] -class BaseTask(BaseModel): - task_data: TaskData[TaskType] - task_status: TaskUpdate[TaskStatusType] +class BaseTask(BaseModel, Generic[TaskTypeT]): + task_data: TaskData[TaskTypeT] + task_status: TaskUpdate[TaskStatusType, TaskTypeT] on_instance: InstanceId -class Task(BaseTask): +class Task(BaseTask[TaskTypeT]): task_id: TaskId From cda3de2a288d68a34d7550d1fb53f8b28c32bec0 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Fri, 4 Jul 2025 15:08:54 +0100 Subject: [PATCH 055/224] fix: Use state for tasks --- shared/types/states/shared.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/shared/types/states/shared.py b/shared/types/states/shared.py index c06c8c21..e366602f 100644 --- a/shared/types/states/shared.py +++ b/shared/types/states/shared.py @@ -21,7 +21,7 @@ class Tasks(State[TaskEventTypes]): class SharedState(BaseModel): node_id: NodeId known_instances: KnownInstances - compute_tasks: Sequence[Task[TaskType]] + compute_tasks: Tasks def get_node_id(self) -> NodeId: ... From 367e76c8fad85a161588ffcf68ffbed751568e87 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Fri, 4 Jul 2025 17:25:14 +0100 Subject: [PATCH 056/224] fix: Fix validation over Task types --- shared/types/events/events.py | 16 +++---- shared/types/states/shared.py | 6 +-- shared/types/tasks/common.py | 81 +++++++++++++++++++++++++---------- 3 files changed, 68 insertions(+), 35 deletions(-) diff --git a/shared/types/events/events.py b/shared/types/events/events.py index cd0da509..712e8936 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -1,6 +1,6 @@ from __future__ import annotations -from typing import Any, Generic, Literal, Tuple, TypeVar +from typing import Any, Literal, Tuple from pydantic import BaseModel @@ -33,9 +33,10 @@ from shared.types.profiling.common import NodePerformanceProfile from shared.types.tasks.common import ( TaskData, TaskId, + TaskState, + TaskStatusIncompleteType, TaskStatusType, TaskType, - TaskUpdate, ) from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import InstanceData, InstanceStatus @@ -54,21 +55,18 @@ class TimerData(BaseModel): timer_id: TimerId -TaskTypeT = TypeVar("TaskTypeT", bound=TaskType) - - -class TaskCreated(Event[TaskEventTypes.TaskCreated], Generic[TaskTypeT]): +class TaskCreated[TaskTypeT: TaskType](Event[TaskEventTypes.TaskCreated]): event_type: Literal[TaskEventTypes.TaskCreated] = TaskEventTypes.TaskCreated task_id: TaskId task_data: TaskData[TaskTypeT] - task_state: TaskUpdate[Literal[TaskStatusType.Pending], TaskTypeT] + task_state: TaskState[TaskTypeT, Literal[TaskStatusIncompleteType.Pending]] on_instance: InstanceId -class TaskUpdated(Event[TaskEventTypes.TaskUpdated], Generic[TaskTypeT]): +class TaskUpdated[TaskTypeT: TaskType](Event[TaskEventTypes.TaskUpdated]): event_type: Literal[TaskEventTypes.TaskUpdated] = TaskEventTypes.TaskUpdated task_id: TaskId - update_data: TaskUpdate[TaskStatusType, TaskTypeT] + update_data: TaskState[TaskTypeT, TaskStatusType] class TaskDeleted(Event[TaskEventTypes.TaskDeleted]): diff --git a/shared/types/states/shared.py b/shared/types/states/shared.py index e366602f..15caa2d0 100644 --- a/shared/types/states/shared.py +++ b/shared/types/states/shared.py @@ -5,7 +5,7 @@ from pydantic import BaseModel from shared.types.common import NodeId from shared.types.events.common import InstanceStateEventTypes, State, TaskEventTypes -from shared.types.tasks.common import Task, TaskId, TaskType +from shared.types.tasks.common import Task, TaskId, TaskStatusType, TaskType from shared.types.worker.common import InstanceId from shared.types.worker.instances import BaseInstance @@ -15,7 +15,7 @@ class KnownInstances(State[InstanceStateEventTypes]): class Tasks(State[TaskEventTypes]): - tasks: Mapping[TaskId, Task[TaskType]] + tasks: Mapping[TaskId, Task[TaskType, TaskStatusType]] class SharedState(BaseModel): @@ -27,4 +27,4 @@ class SharedState(BaseModel): def get_tasks_by_instance( self, instance_id: InstanceId - ) -> Sequence[Task[TaskType]]: ... + ) -> Sequence[Task[TaskType, TaskStatusType]]: ... diff --git a/shared/types/tasks/common.py b/shared/types/tasks/common.py index a01c641d..114c0550 100644 --- a/shared/types/tasks/common.py +++ b/shared/types/tasks/common.py @@ -1,9 +1,9 @@ from collections.abc import Mapping from enum import Enum -from typing import Generic, Literal, TypeVar, Union +from typing import Annotated, Generic, Literal, TypeVar, Union import openai.types.chat as openai -from pydantic import BaseModel +from pydantic import BaseModel, Field, TypeAdapter from shared.types.common import NewUUID from shared.types.worker.common import InstanceId, RunnerId @@ -18,11 +18,10 @@ class TaskType(str, Enum): ChatCompletionStreaming = "ChatCompletionStreaming" -TaskTypeT = TypeVar("TaskTypeT", bound=TaskType) +TaskTypeT = TypeVar("TaskTypeT", bound=TaskType, covariant=True) -class TaskData(BaseModel, Generic[TaskTypeT]): - task_type: TaskTypeT +class TaskData(BaseModel, Generic[TaskTypeT]): ... class ChatCompletionNonStreamingTask(TaskData[TaskType.ChatCompletionNonStreaming]): @@ -39,48 +38,84 @@ class ChatCompletionStreamingTask(TaskData[TaskType.ChatCompletionStreaming]): task_data: openai.completion_create_params.CompletionCreateParams -class TaskStatusType(str, Enum): +class TaskStatusIncompleteType(str, Enum): Pending = "Pending" Running = "Running" Failed = "Failed" + + +class TaskStatusCompleteType(str, Enum): Complete = "Complete" -TaskStatusTypeT = TypeVar( - "TaskStatusTypeT", bound=Union[TaskStatusType, Literal["Complete"]] -) +TaskStatusType = Union[TaskStatusIncompleteType, TaskStatusCompleteType] -class TaskArtifact(BaseModel, Generic[TaskTypeT]): ... +TaskStatusTypeT = TypeVar("TaskStatusTypeT", bound=TaskStatusType, covariant=True) -class TaskUpdate(BaseModel, Generic[TaskStatusTypeT, TaskTypeT]): +class TaskArtifact[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType](BaseModel): ... + + +class IncompleteTaskArtifact[TaskTypeT: TaskType]( + TaskArtifact[TaskTypeT, TaskStatusIncompleteType] +): + pass + + +class TaskStatusUpdate[TaskStatusTypeT: TaskStatusType](BaseModel): task_status: TaskStatusTypeT -class PendingTask(TaskUpdate[TaskStatusType.Pending, TaskTypeT]): - task_status: Literal[TaskStatusType.Pending] +class PendingTaskStatus(TaskStatusUpdate[TaskStatusIncompleteType.Pending]): + task_status: Literal[TaskStatusIncompleteType.Pending] = ( + TaskStatusIncompleteType.Pending + ) -class RunningTask(TaskUpdate[TaskStatusType.Running, TaskTypeT]): - task_status: Literal[TaskStatusType.Running] +class RunningTaskStatus(TaskStatusUpdate[TaskStatusIncompleteType.Running]): + task_status: Literal[TaskStatusIncompleteType.Running] = ( + TaskStatusIncompleteType.Running + ) -class CompletedTask(TaskUpdate[TaskStatusType.Complete, TaskTypeT]): - task_status: Literal[TaskStatusType.Complete] - task_artifact: TaskArtifact[TaskTypeT] +class CompletedTaskStatus(TaskStatusUpdate[TaskStatusCompleteType.Complete]): + task_status: Literal[TaskStatusCompleteType.Complete] = ( + TaskStatusCompleteType.Complete + ) -class FailedTask(TaskUpdate[TaskStatusType.Failed, TaskTypeT]): - task_status: Literal[TaskStatusType.Failed] +class FailedTaskStatus(TaskStatusUpdate[TaskStatusIncompleteType.Failed]): + task_status: Literal[TaskStatusIncompleteType.Failed] = ( + TaskStatusIncompleteType.Failed + ) error_message: Mapping[RunnerId, str] -class BaseTask(BaseModel, Generic[TaskTypeT]): +class TaskState(BaseModel, Generic[TaskTypeT, TaskStatusTypeT]): + task_status: TaskStatusUpdate[TaskStatusTypeT] + task_artifact: TaskArtifact[TaskTypeT, TaskStatusTypeT] + + +class BaseTask(BaseModel, Generic[TaskTypeT, TaskStatusTypeT]): + task_type: TaskTypeT task_data: TaskData[TaskTypeT] - task_status: TaskUpdate[TaskStatusType, TaskTypeT] + task_state: TaskState[TaskTypeT, TaskStatusTypeT] on_instance: InstanceId -class Task(BaseTask[TaskTypeT]): +BaseTaskAnnotated = Annotated[ + Union[ + BaseTask[Literal[TaskType.ChatCompletionNonStreaming], TaskStatusType], + BaseTask[Literal[TaskType.ChatCompletionStreaming], TaskStatusType], + ], + Field(discriminator="task_type"), +] + +BaseTaskValidator: TypeAdapter[BaseTask[TaskType, TaskStatusType]] = TypeAdapter( + BaseTaskAnnotated +) + + +class Task(BaseTask[TaskTypeT, TaskStatusTypeT]): task_id: TaskId From 03a1cf59a665945c4f5c65567c81f8ddb741071f Mon Sep 17 00:00:00 2001 From: Matt Beton Date: Mon, 7 Jul 2025 16:42:52 +0100 Subject: [PATCH 057/224] Matt's interfaces Added interfaces for chunks, worker, runner, supervisor, resourcemonitor, etc. --- master/api.py | 5 +- pyproject.toml | 1 + shared/types/api.py | 10 +++ shared/types/events/chunks.py | 89 ++++++++++++++++++++++++ shared/types/events/common.py | 8 ++- shared/types/events/events.py | 20 +++--- shared/types/models/common.py | 17 +---- shared/types/models/model.py | 18 +++++ shared/types/profiling/common.py | 47 ++++++++++++- shared/types/tasks/common.py | 2 +- shared/types/worker/commands_runner.py | 91 +++++++++++++++++++++++++ shared/types/worker/common.py | 3 +- shared/types/worker/downloads.py | 4 +- shared/types/worker/mlx.py | 13 ++++ shared/types/worker/resource_monitor.py | 55 +++++++++++++++ shared/types/worker/runners.py | 14 ++-- shared/types/worker/shards.py | 54 ++++++++++++--- shared/utils.py | 8 +++ 18 files changed, 407 insertions(+), 52 deletions(-) create mode 100644 shared/types/api.py create mode 100644 shared/types/events/chunks.py create mode 100644 shared/types/models/model.py create mode 100644 shared/types/worker/commands_runner.py create mode 100644 shared/types/worker/mlx.py create mode 100644 shared/types/worker/resource_monitor.py create mode 100644 shared/utils.py diff --git a/master/api.py b/master/api.py index 28c35ce1..50cc3bd3 100644 --- a/master/api.py +++ b/master/api.py @@ -1,6 +1,7 @@ from typing import Protocol -from shared.types.models.common import Model, ModelId +from shared.types.models.common import ModelId +from shared.types.models.model import ModelInfo from shared.types.models.sources import ModelSource from shared.types.networking.topology import ControlPlaneTopology, DataPlaneTopology from shared.types.worker.common import InstanceId @@ -21,7 +22,7 @@ class ControlPlaneAPI(Protocol): def remove_instance(self, instance_id: InstanceId) -> None: ... - def get_model_data(self, model_id: ModelId) -> Model: ... + def get_model_data(self, model_id: ModelId) -> ModelInfo: ... def download_model(self, model_id: ModelId, model_source: ModelSource) -> None: ... diff --git a/pyproject.toml b/pyproject.toml index 73dca1bf..2e748695 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -66,6 +66,7 @@ only-include = ["pyproject.toml", "README.md"] [tool.basedpyright] typeCheckingMode = "strict" failOnWarnings = true +stubPath = "stubs" reportAny = "error" reportUnknownVariableType = "error" diff --git a/shared/types/api.py b/shared/types/api.py new file mode 100644 index 00000000..1d5d9cfd --- /dev/null +++ b/shared/types/api.py @@ -0,0 +1,10 @@ +from typing import Literal +from pydantic import BaseModel +from openai.types.chat.completion_create_params import CompletionCreateParams + +from shared.types.tasks.common import TaskId + +class ChatTask(BaseModel): + task_id: TaskId + kind: Literal["chat"] = "chat" + task_data: CompletionCreateParams \ No newline at end of file diff --git a/shared/types/events/chunks.py b/shared/types/events/chunks.py new file mode 100644 index 00000000..67834aca --- /dev/null +++ b/shared/types/events/chunks.py @@ -0,0 +1,89 @@ +from typing import Any, Literal, TypeVar, Generic, Annotated +from collections.abc import AsyncGenerator +from enum import Enum +from pydantic import BaseModel, Field, TypeAdapter + +from shared.types.tasks.common import TaskId +from shared.types.models.common import ModelId +from shared.openai import FinishReason + +class ChunkType(str, Enum): + token = 'token' + image = 'image' + +ChunkT = TypeVar('ChunkT', bound=ChunkType) + +class BaseChunk(BaseModel, Generic[ChunkT]): + task_id: TaskId + idx: int + model: ModelId + +### + +class TokenChunkData(BaseModel): + text: str + token_id: int + finish_reason: FinishReason | None = None + +class ImageChunkData(BaseModel): + data: bytes + +### + +class TokenChunk(BaseChunk[ChunkType.token]): + chunk_data: TokenChunkData + chunk_type: Literal[ChunkType.token] = Field( + default=ChunkType.token, frozen=True + ) + +class ImageChunk(BaseChunk[ChunkType.image]): + chunk_data: ImageChunkData + chunk_type: Literal[ChunkType.image] = Field( + default=ChunkType.image, frozen=True + ) + +### + +GenerationChunk = Annotated[ + TokenChunk | ImageChunk, + Field(discriminator="chunk_type") +] +GenerationChunkTypeAdapter: TypeAdapter[GenerationChunk] = TypeAdapter(GenerationChunk) + +# my_chunk: dict[str, Any] = TokenChunk( +# task_id=TaskId('nicerid'), +# idx=0, +# chunk_data=TokenChunkData( +# text='hello', +# token_id=12, +# ), +# chunk_type=ChunkType.token, +# model='llama-3.1', +# ).model_dump() +# print(my_chunk) +# restored = GenerationChunkTypeAdapter.validate_python(my_chunk) +# print(restored) + +#### OpenAI API Interfaces ### + +from openai.types.chat.chat_completion import ChatCompletion +from openai.types.chat.chat_completion_chunk import ChatCompletionChunk + +OpenAIResponse = ChatCompletion | ChatCompletionChunk ## Currently we only support chat completions + +def send_task(task: Any) -> AsyncGenerator[GenerationChunk]: + """ + This is the 'command' - turns the task into an event and pushes to the event queue. + Tokens are then read off the event queue and pushed back to the api via an AsyncGenerator. + """ + ... + +def parse_chunk_to_openai_response(chunk: GenerationChunk) -> OpenAIResponse: + ... + +async def handle_task(task: Any) -> AsyncGenerator[OpenAIResponse]: + ## In our api call function, we will do: + generator: AsyncGenerator[GenerationChunk] = send_task(task) + + async for chunk in generator: + yield parse_chunk_to_openai_response(chunk) diff --git a/shared/types/events/common.py b/shared/types/events/common.py index ab920306..df759c53 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -16,8 +16,8 @@ from pydantic import BaseModel, Field, TypeAdapter, model_validator from shared.types.common import NewUUID, NodeId -class EventId(NewUUID): - pass +class EventId(NewUUID): pass +class TimerId(NewUUID): pass class MLXEventTypes(str, Enum): @@ -67,6 +67,9 @@ class TimerEventTypes(str, Enum): TimerCreated = "TimerCreated" TimerFired = "TimerFired" +class ResourceEventTypes(str, Enum): + ResourceProfiled = "ResourceProfiled" + EventTypes = Union[ TaskEventTypes, @@ -78,6 +81,7 @@ EventTypes = Union[ DataPlaneEventTypes, TimerEventTypes, MLXEventTypes, + ResourceEventTypes, ] EventTypeT = TypeVar("EventTypeT", bound=EventTypes) diff --git a/shared/types/events/events.py b/shared/types/events/events.py index 712e8936..a2c9bc08 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -4,7 +4,8 @@ from typing import Any, Literal, Tuple from pydantic import BaseModel -from shared.types.common import NewUUID, NodeId +from shared.types.common import NodeId +from shared.types.events.common import TimerId from shared.types.events.common import ( ControlPlaneEventTypes, DataPlaneEventTypes, @@ -16,6 +17,7 @@ from shared.types.events.common import ( StreamingEventTypes, TaskEventTypes, TimerEventTypes, + ResourceEventTypes, ) from shared.types.networking.control_plane import ( ControlPlaneEdgeId, @@ -41,14 +43,7 @@ from shared.types.tasks.common import ( from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import InstanceData, InstanceStatus from shared.types.worker.runners import RunnerId, RunnerState, RunnerStateType - - -class RequestId(NewUUID): - pass - - -class TimerId(NewUUID): - pass +from shared.types.profiling.common import ProfiledResourceName class TimerData(BaseModel): @@ -205,3 +200,10 @@ class TimerScheduled(Event[TimerEventTypes.TimerCreated]): class TimerFired(Event[TimerEventTypes.TimerFired]): event_type: Literal[TimerEventTypes.TimerFired] = TimerEventTypes.TimerFired timer_data: TimerData + +class ResourceProfiled(Event[ResourceEventTypes.ResourceProfiled]): + event_type: Literal[ResourceEventTypes.ResourceProfiled] = ( + ResourceEventTypes.ResourceProfiled + ) + resource_name: ProfiledResourceName + resource_profile: NodePerformanceProfile \ No newline at end of file diff --git a/shared/types/models/common.py b/shared/types/models/common.py index d4471eb3..c65cd884 100644 --- a/shared/types/models/common.py +++ b/shared/types/models/common.py @@ -1,18 +1,3 @@ -from typing import Sequence, final - -from pydantic import BaseModel - from shared.types.common import NewUUID -from shared.types.models.metadata import ModelMetadata -from shared.types.models.sources import ModelSource - -class ModelId(NewUUID): - pass - - -@final -class Model(BaseModel): - model_id: ModelId - model_sources: Sequence[ModelSource] - model_metadata: ModelMetadata +class ModelId(NewUUID): pass \ No newline at end of file diff --git a/shared/types/models/model.py b/shared/types/models/model.py new file mode 100644 index 00000000..8588f043 --- /dev/null +++ b/shared/types/models/model.py @@ -0,0 +1,18 @@ +from typing import final, Sequence + +from pydantic import BaseModel, TypeAdapter + +from shared.types.models.common import ModelId +from shared.types.models.metadata import ModelMetadata +from shared.types.models.sources import ModelSource + + +@final +# Concerned by the naming here; model could also be an instance of a model. +class ModelInfo(BaseModel): + model_id: ModelId + model_sources: Sequence[ModelSource] + model_metadata: ModelMetadata + + +ModelIdAdapter: TypeAdapter[ModelId] = TypeAdapter(ModelId) \ No newline at end of file diff --git a/shared/types/profiling/common.py b/shared/types/profiling/common.py index 0c09b8f3..ecf07729 100644 --- a/shared/types/profiling/common.py +++ b/shared/types/profiling/common.py @@ -1,4 +1,47 @@ -from pydantic import BaseModel +from typing import Annotated, Literal, Coroutine, Generic, TypeVar +from enum import Enum +from abc import ABC +from pydantic import BaseModel, Field, TypeAdapter -class NodePerformanceProfile(BaseModel): ... +class ProfiledResourceName(str, Enum): + memory = 'memory' + system = 'system' + +ProfiledResourceT = TypeVar(name='ProfiledResourceT', bound=ProfiledResourceName) + +class BasePerformanceProfile(BaseModel, Generic[ProfiledResourceT]): + """ + Details a single resource (or resource type) that is being monitored by the resource monitor. + """ + pass + +class MemoryPerformanceProfile(BasePerformanceProfile[ProfiledResourceName.memory]): + resource_name: Literal[ProfiledResourceName.memory] = Field( + default=ProfiledResourceName.memory, frozen=True + ) + ram_total: int + ram_used: int + swap_total: int + swap_used: int + +class NetworkInterfaceInfo(BaseModel): + name: str + ip_address: str + type: str + +class SystemPerformanceProfile(BasePerformanceProfile[ProfiledResourceName.system]): + resource_name: Literal[ProfiledResourceName.system] = Field( + default=ProfiledResourceName.system, frozen=True + ) + model_id: str + chip_id: str + memory: int + network_interfaces: list[NetworkInterfaceInfo] = Field(default_factory=list) + +NodePerformanceProfile = Annotated[ + MemoryPerformanceProfile | SystemPerformanceProfile, + Field(discriminator="resource_name") +] + +NodePerformanceProfileTypeAdapter: TypeAdapter[NodePerformanceProfile] = TypeAdapter(NodePerformanceProfile) \ No newline at end of file diff --git a/shared/types/tasks/common.py b/shared/types/tasks/common.py index 114c0550..886ac51b 100644 --- a/shared/types/tasks/common.py +++ b/shared/types/tasks/common.py @@ -1,6 +1,6 @@ from collections.abc import Mapping from enum import Enum -from typing import Annotated, Generic, Literal, TypeVar, Union +from typing import Annotated, Generic, Literal, TypeVar import openai.types.chat as openai from pydantic import BaseModel, Field, TypeAdapter diff --git a/shared/types/worker/commands_runner.py b/shared/types/worker/commands_runner.py new file mode 100644 index 00000000..5a4b8cfa --- /dev/null +++ b/shared/types/worker/commands_runner.py @@ -0,0 +1,91 @@ +from typing import Annotated, Generic, Literal, TypeVar +from enum import Enum +from pydantic import BaseModel, Field, TypeAdapter + +from shared.types.api import ChatTask +from shared.types.worker.shards import ShardMeta +from shared.types.worker.mlx import Host +from shared.openai import FinishReason + +## Messages passed TO the runner + +class MessageType(str, Enum): + Setup = 'setup' + ChatTask = "chat_task" + Exit = 'exit' + +MT = TypeVar(name='MT', bound=MessageType) + +class BaseRunnerMessage(BaseModel, Generic[MT]): + pass + +class SetupMessage(BaseRunnerMessage[MessageType.Setup]): + type: Literal[MessageType.Setup] = Field( + default=MessageType.Setup, frozen=True + ) + model_shard_meta: ShardMeta + hosts: list[Host] + +class ChatTaskMessage(BaseRunnerMessage[MessageType.ChatTask]): + type: Literal[MessageType.ChatTask] = Field( + default=MessageType.ChatTask, frozen=True + ) + task: ChatTask + +class ExitMessage(BaseRunnerMessage[MessageType.Exit]): + type: Literal[MessageType.Exit] = Field( + default=MessageType.Exit, frozen=True + ) + +RunnerMessage = Annotated[ + SetupMessage | ChatTaskMessage | ExitMessage, + Field(discriminator="type") +] +RunnerMessageTypeAdapter: TypeAdapter[RunnerMessage] = TypeAdapter(RunnerMessage) + +## Responses passed FROM the runner + +class RunnerResponseType(str, Enum): + GenerationResponse = "generation_response" + FinishedResponse = "finished_response" + PrintResponse = "print_response" + ErrorResponse = "error_response" + +RRT = TypeVar(name='RRT', bound=RunnerResponseType) + +class BaseRunnerResponse(BaseModel, Generic[RRT]): + pass + +class GenerationResponse(BaseRunnerResponse[RunnerResponseType.GenerationResponse]): + type: Literal[RunnerResponseType.GenerationResponse] = Field( + default=RunnerResponseType.GenerationResponse, frozen=True + ) + text: str + token: int + # logprobs: Optional[list[float]] = None # too big. we can change to be top-k + finish_reason: FinishReason | None = None + +class PrintResponse(BaseRunnerResponse[RunnerResponseType.PrintResponse]): + type: Literal[RunnerResponseType.PrintResponse] = Field( + default=RunnerResponseType.PrintResponse, frozen=True + ) + text: str + +class FinishedResponse(BaseRunnerResponse[RunnerResponseType.FinishedResponse]): + type: Literal[RunnerResponseType.FinishedResponse] = Field( + default=RunnerResponseType.FinishedResponse, frozen=True + ) + +class ErrorResponse(BaseRunnerResponse[RunnerResponseType.ErrorResponse]): + type: Literal[RunnerResponseType.ErrorResponse] = Field( + default=RunnerResponseType.ErrorResponse, frozen=True + ) + error_type: str + error_message: str + traceback: str | None = None + +RunnerResponse = Annotated[ + GenerationResponse | PrintResponse | FinishedResponse | ErrorResponse, + Field(discriminator="type") +] +RunnerResponseTypeAdapter: TypeAdapter[RunnerResponse] = TypeAdapter(RunnerResponse) diff --git a/shared/types/worker/common.py b/shared/types/worker/common.py index 5fa78f74..786e0e73 100644 --- a/shared/types/worker/common.py +++ b/shared/types/worker/common.py @@ -2,7 +2,6 @@ from enum import Enum from shared.types.common import NewUUID - class InstanceId(NewUUID): pass @@ -14,4 +13,4 @@ class RunnerId(NewUUID): class NodeStatus(str, Enum): Idle = "Idle" Running = "Running" - Paused = "Paused" + Paused = "Paused" \ No newline at end of file diff --git a/shared/types/worker/downloads.py b/shared/types/worker/downloads.py index c46da775..c539fb9c 100644 --- a/shared/types/worker/downloads.py +++ b/shared/types/worker/downloads.py @@ -15,7 +15,7 @@ from pydantic import BaseModel, Field, PositiveInt from shared.types.common import NodeId from shared.types.models.common import ModelId from shared.types.models.sources import ModelSource -from shared.types.worker.shards import ShardData, ShardType +from shared.types.worker.shards import ShardMeta class DownloadProgressData(BaseModel): @@ -80,6 +80,6 @@ DownloadEffectHandler = Callable[ def download_shard( model_id: ModelId, model_source: ModelSource, - shard_data: ShardData[ShardType], + shard_meta: ShardMeta, effect_handlers: Sequence[DownloadEffectHandler], ) -> None: ... diff --git a/shared/types/worker/mlx.py b/shared/types/worker/mlx.py new file mode 100644 index 00000000..0d5db1f5 --- /dev/null +++ b/shared/types/worker/mlx.py @@ -0,0 +1,13 @@ +from pydantic import BaseModel, field_validator + + +# TODO: Is this the right place for this? Host is consumed by worker, but typically stored in the master +class Host(BaseModel): + host: str + port: int + + @field_validator('port') + def check_port(cls, v: int) -> int: + if not (0 <= v <= 65535): + raise ValueError("Port must be between 0 and 65535") + return v \ No newline at end of file diff --git a/shared/types/worker/resource_monitor.py b/shared/types/worker/resource_monitor.py new file mode 100644 index 00000000..7ac27b2f --- /dev/null +++ b/shared/types/worker/resource_monitor.py @@ -0,0 +1,55 @@ +from abc import ABC +from collections.abc import Coroutine + +import asyncio + +from shared.types.events.events import ResourceProfiledEvent +from shared.types.profiling.common import NodePerformanceProfile, MemoryPerformanceProfile, SystemPerformanceProfile + +class EventLog: + def append(self, event: ResourceProfiledEvent) -> None: + ... + +class ResourceCollector(ABC): + """ + Details a single resource (or resource type) that is being monitored by the resource monitor. + """ + def __init__(self, name: str): + self.name = name + + async def collect(self) -> NodePerformanceProfile: + ... + +class SystemResourceCollector(ResourceCollector): + def __init__(self): + super().__init__('system') + + async def collect(self) -> SystemPerformanceProfile: + ... + +class MemoryResourceCollector(ResourceCollector): + def __init__(self): + super().__init__('memory') + + async def collect(self) -> MemoryPerformanceProfile: + ... + +class ResourceMonitor: + def __init__(self, event_outbox: EventLog): + self.event_outbox: EventLog = event_outbox + + self.collectors: list[ResourceCollector] = [ + SystemResourceCollector(), + MemoryResourceCollector(), + ] + + async def collect(self) -> list[NodePerformanceProfile]: + tasks: list[Coroutine[None, None, NodePerformanceProfile]] = [ + collector.collect() for collector in self.collectors + ] + return await asyncio.gather(*tasks) + + async def collect_and_publish(self) -> None: + profiles = await self.collect() + for profile in profiles: + self.event_outbox.append(profile.to_event()) \ No newline at end of file diff --git a/shared/types/worker/runners.py b/shared/types/worker/runners.py index 1ca1dc22..dca7b290 100644 --- a/shared/types/worker/runners.py +++ b/shared/types/worker/runners.py @@ -1,6 +1,6 @@ from collections.abc import Mapping, Sequence from enum import Enum -from typing import Generic, Literal, TypeVar +from typing import Generic, Literal, TypeVar, Self from pydantic import BaseModel, model_validator @@ -8,7 +8,7 @@ from shared.types.common import NodeId from shared.types.models.common import ModelId from shared.types.worker.common import RunnerId from shared.types.worker.downloads import BaseDownloadProgress, DownloadStatus -from shared.types.worker.shards import ShardData, ShardType +from shared.types.worker.shards import BaseModelShardMeta, PartitionStrategyT class RunnerStateType(str, Enum): @@ -55,13 +55,17 @@ class RunnerData(BaseModel): ) -class RunnerPlacement(BaseModel): +# Runner placement must be consistent in its partitioning strategy across all shards. +# Using a generic type parameter enforces this constraint at type-checking time. + + +class RunnerPlacement(BaseModel, Generic[PartitionStrategyT]): model_id: ModelId - runner_to_shard: Mapping[RunnerId, ShardData[ShardType]] + runner_to_shard: Mapping[RunnerId, BaseModelShardMeta[PartitionStrategyT]] node_to_runner: Mapping[NodeId, Sequence[RunnerId]] @model_validator(mode="after") - def validate_runners_exist(self) -> "RunnerPlacement": + def validate_runners_exist(self) -> Self: for runners in self.node_to_runner.values(): for runner_id in runners: if runner_id not in self.runner_to_shard: diff --git a/shared/types/worker/shards.py b/shared/types/worker/shards.py index f7a97a42..57291a79 100644 --- a/shared/types/worker/shards.py +++ b/shared/types/worker/shards.py @@ -1,15 +1,47 @@ from enum import Enum -from typing import Generic, TypeVar +from typing import Generic, TypeVar, Annotated, Literal -from pydantic import BaseModel +from pydantic import BaseModel, DirectoryPath, Field, TypeAdapter + +from shared.types.common import NodeId +from shared.types.models.common import ModelId + +class PartitionStrategy(str, Enum): + pipeline = 'pipeline' + +PartitionStrategyT = TypeVar(name='PartitionStrategyT', bound=PartitionStrategy) + +class BaseModelShardMeta(BaseModel, Generic[PartitionStrategyT]): + """ + Defines a specific shard of the model that is ready to be run on a device. + Replaces previous `Shard` object. + """ + device_rank: int + world_size: int + model_id: ModelId + model_path: DirectoryPath # pydantic DirectoryPath ensures that the directory exists. + +class PipelineShardMeta(BaseModelShardMeta[PartitionStrategy.pipeline]): + """ + Pipeline parallelism shard meta. + """ + partition_strategy: Literal[PartitionStrategy.pipeline] = Field( + default=PartitionStrategy.pipeline, frozen=True + ) + start_layer: Annotated[int, Field(ge=0)] + end_layer: Annotated[int, Field(ge=0)] + +ShardMeta = Annotated[ + PipelineShardMeta, + Field(discriminator="partition_strategy") +] +ShardMetaAdapter: TypeAdapter[ShardMeta] = TypeAdapter(ShardMeta) -class ShardType(str, Enum): - PipelineParallel = "PipelineParallel" - - -ShardTypeT = TypeVar("ShardTypeT", bound=ShardType) - - -class ShardData(BaseModel, Generic[ShardTypeT]): - shard_type: ShardTypeT +class ShardPlacement(BaseModel, Generic[PartitionStrategyT]): + """ + A shard placement is the description of a model distributed across a set of nodes. + The Generic[PartitionStrategyT] enforces that the shard assignments all use the same partition strategy. + """ + model_id: ModelId + shard_assignments: dict[NodeId, BaseModelShardMeta[PartitionStrategyT]] diff --git a/shared/utils.py b/shared/utils.py new file mode 100644 index 00000000..3a9acce1 --- /dev/null +++ b/shared/utils.py @@ -0,0 +1,8 @@ +from typing import Any, Type, TypeVar + +T = TypeVar('T') + +def ensure_type(obj: Any, expected_type: Type[T]) -> T: + if not isinstance(obj, expected_type): + raise TypeError(f"Expected {expected_type}, got {type(obj)}") + return obj \ No newline at end of file From 0425422f558f294fac5d92226177ec0a78f248cc Mon Sep 17 00:00:00 2001 From: Matt Beton Date: Mon, 7 Jul 2025 17:18:43 +0100 Subject: [PATCH 058/224] Simple fix --- pyproject.toml | 1 - shared/protobufs/types/mlx/nn/__init__.pyi | 3 +++ shared/types/worker/commands_runner.py | 2 +- shared/types/worker/resource_monitor.py | 4 ++-- shared/utils.py | 4 ++-- 5 files changed, 8 insertions(+), 6 deletions(-) create mode 100644 shared/protobufs/types/mlx/nn/__init__.pyi diff --git a/pyproject.toml b/pyproject.toml index 2e748695..73dca1bf 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -66,7 +66,6 @@ only-include = ["pyproject.toml", "README.md"] [tool.basedpyright] typeCheckingMode = "strict" failOnWarnings = true -stubPath = "stubs" reportAny = "error" reportUnknownVariableType = "error" diff --git a/shared/protobufs/types/mlx/nn/__init__.pyi b/shared/protobufs/types/mlx/nn/__init__.pyi new file mode 100644 index 00000000..464c4f1a --- /dev/null +++ b/shared/protobufs/types/mlx/nn/__init__.pyi @@ -0,0 +1,3 @@ +from mlx.nn.layers import * +from mlx.nn import init as init, losses as losses +from mlx.nn.utils import average_gradients as average_gradients, value_and_grad as value_and_grad \ No newline at end of file diff --git a/shared/types/worker/commands_runner.py b/shared/types/worker/commands_runner.py index 5a4b8cfa..57d66fd7 100644 --- a/shared/types/worker/commands_runner.py +++ b/shared/types/worker/commands_runner.py @@ -11,7 +11,7 @@ from shared.openai import FinishReason class MessageType(str, Enum): Setup = 'setup' - ChatTask = "chat_task" + ChatTask = 'chat_task' Exit = 'exit' MT = TypeVar(name='MT', bound=MessageType) diff --git a/shared/types/worker/resource_monitor.py b/shared/types/worker/resource_monitor.py index 7ac27b2f..ccb115f3 100644 --- a/shared/types/worker/resource_monitor.py +++ b/shared/types/worker/resource_monitor.py @@ -3,11 +3,11 @@ from collections.abc import Coroutine import asyncio -from shared.types.events.events import ResourceProfiledEvent +from shared.types.events.events import ResourceProfiled from shared.types.profiling.common import NodePerformanceProfile, MemoryPerformanceProfile, SystemPerformanceProfile class EventLog: - def append(self, event: ResourceProfiledEvent) -> None: + def append(self, event: ResourceProfiled) -> None: ... class ResourceCollector(ABC): diff --git a/shared/utils.py b/shared/utils.py index 3a9acce1..da09cb04 100644 --- a/shared/utils.py +++ b/shared/utils.py @@ -2,7 +2,7 @@ from typing import Any, Type, TypeVar T = TypeVar('T') -def ensure_type(obj: Any, expected_type: Type[T]) -> T: +def ensure_type(obj: Any, expected_type: Type[T]) -> T: # type: ignore if not isinstance(obj, expected_type): - raise TypeError(f"Expected {expected_type}, got {type(obj)}") + raise TypeError(f"Expected {expected_type}, got {type(obj)}") # type: ignore return obj \ No newline at end of file From 6c8b8b30ae1d02b713d0fd00250da3c58a634398 Mon Sep 17 00:00:00 2001 From: Andrei Cravtov Date: Mon, 7 Jul 2025 18:11:40 +0100 Subject: [PATCH 059/224] added rust to flake --- flake.nix | 2 ++ 1 file changed, 2 insertions(+) diff --git a/flake.nix b/flake.nix index 2e1b6243..4ad5a219 100644 --- a/flake.nix +++ b/flake.nix @@ -22,6 +22,8 @@ pkgs.uv pkgs.just pkgs.protobuf + pkgs.rustc + pkgs.cargo ]; }; } From 81cf6bce64f9de306fe906cc237dcf579333b002 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Mon, 7 Jul 2025 19:32:21 +0100 Subject: [PATCH 060/224] refactor: Simplify networking --- shared/types/networking/data_plane.py | 73 ++++++++++----------------- shared/types/networking/services.py | 20 +++----- shared/types/networking/topology.py | 12 ++--- 3 files changed, 39 insertions(+), 66 deletions(-) diff --git a/shared/types/networking/data_plane.py b/shared/types/networking/data_plane.py index 7607a1c2..acb022eb 100644 --- a/shared/types/networking/data_plane.py +++ b/shared/types/networking/data_plane.py @@ -1,13 +1,9 @@ from enum import Enum -from typing import Generic, Mapping, Tuple, TypeVar, final +from typing import Annotated, Literal, TypeVar, Union, final -from pydantic import BaseModel, IPvAnyAddress +from pydantic import BaseModel, Field, IPvAnyAddress, TypeAdapter -from shared.types.common import NewUUID, NodeId -from shared.types.graphs.common import ( - Edge, - EdgeData, -) +from shared.types.common import NewUUID class DataPlaneEdgeId(NewUUID): @@ -15,7 +11,7 @@ class DataPlaneEdgeId(NewUUID): class AddressingProtocol(str, Enum): - IPvAny = "IPvAny" + IPvAnyAddress = "IPvAnyAddress" class ApplicationProtocol(str, Enum): @@ -27,56 +23,43 @@ ApP = TypeVar("ApP", bound=ApplicationProtocol) @final -class EdgeDataTransferRate(BaseModel): +class DataPlaneEdgeBenchmarkData(BaseModel): throughput: float latency: float jitter: float -class DataPlaneEdgeMetadata(BaseModel, Generic[AdP, ApP]): ... +class CommonDataPlaneEdgeData(BaseModel): + edge_data_transfer_rate: DataPlaneEdgeBenchmarkData | None = None -@final -class DataPlaneEdgeType(BaseModel, Generic[AdP, ApP]): - addressing_protocol: AdP - application_protocol: ApP - - -@final -class MLXEdgeContext( - DataPlaneEdgeMetadata[AddressingProtocol.IPvAny, ApplicationProtocol.MLX] -): +class MlxEdgeMetadata(BaseModel): source_ip: IPvAnyAddress sink_ip: IPvAnyAddress -class DataPlaneEdgeInfoType(str, Enum): - network_profile = "network_profile" - other = "other" +class BaseDataPlaneEdgeData[AdP: AddressingProtocol, ApP: ApplicationProtocol]( + BaseModel +): + addressing_protocol: AdP + application_protocol: ApP + common_data: CommonDataPlaneEdgeData -AllDataPlaneEdgeInfo = Tuple[DataPlaneEdgeInfoType.network_profile] +class MlxEdge( + BaseDataPlaneEdgeData[AddressingProtocol.IPvAnyAddress, ApplicationProtocol.MLX] +): + addressing_protocol: Literal[AddressingProtocol.IPvAnyAddress] = ( + AddressingProtocol.IPvAnyAddress + ) + application_protocol: Literal[ApplicationProtocol.MLX] = ApplicationProtocol.MLX + mlx_metadata: MlxEdgeMetadata -DataPlaneEdgeInfoTypeT = TypeVar( - "DataPlaneEdgeInfoTypeT", bound=DataPlaneEdgeInfoType, covariant=True -) +DataPlaneEdgeData = Union[MlxEdge] - -class DataPlaneEdgeInfo(BaseModel, Generic[DataPlaneEdgeInfoTypeT]): - edge_info_type: DataPlaneEdgeInfoTypeT - - -SetOfEdgeInfo = TypeVar("SetOfEdgeInfo", bound=Tuple[DataPlaneEdgeInfoType, ...]) - - -class DataPlaneEdgeData(EdgeData[DataPlaneEdgeType[AdP, ApP]], Generic[AdP, ApP]): - edge_info: Mapping[DataPlaneEdgeInfoType, DataPlaneEdgeInfo[DataPlaneEdgeInfoType]] - edge_metadata: DataPlaneEdgeMetadata[AdP, ApP] - - -class DataPlaneEdgeProfile(DataPlaneEdgeInfo[DataPlaneEdgeInfoTypeT]): - edge_data_transfer_rate: EdgeDataTransferRate - - -class DataPlaneEdge(Edge[DataPlaneEdgeType[AdP, ApP], DataPlaneEdgeId, NodeId]): ... +_DataPlaneEdgeData = Annotated[ + DataPlaneEdgeData, + Field(discriminator="addressing_protocol"), +] +DataPlaneEdgeAdapter: TypeAdapter[DataPlaneEdgeData] = TypeAdapter(_DataPlaneEdgeData) diff --git a/shared/types/networking/services.py b/shared/types/networking/services.py index 51620421..01655d15 100644 --- a/shared/types/networking/services.py +++ b/shared/types/networking/services.py @@ -1,4 +1,4 @@ -from typing import Callable, NewType, Protocol, TypeVar +from typing import Callable, NewType, Protocol from shared.types.networking.control_plane import ( ControlPlaneEdgeId, @@ -7,10 +7,7 @@ from shared.types.networking.control_plane import ( TopicName = NewType("TopicName", str) -MessageT = TypeVar("MessageT", bound=object) - - -PubSubMessageHandler = Callable[[TopicName, MessageT], None] +PubSubMessageHandler = Callable[[TopicName, object], None] NodeConnectedHandler = Callable[ [ ControlPlaneEdgeId, @@ -22,16 +19,11 @@ NodeDisconnectedHandler = Callable[[ControlPlaneEdgeId], None] class DiscoveryService(Protocol): - def register_node_connected_handler( - self, handler: NodeConnectedHandler - ) -> None: ... - def register_node_disconnected_handler( - self, handler: NodeDisconnectedHandler - ) -> None: ... + def on_node_connected(self, handler: NodeConnectedHandler) -> None: ... + def on_node_disconnected(self, handler: NodeDisconnectedHandler) -> None: ... class PubSubService(Protocol): - def register_handler( - self, key: str, topic_name: TopicName, handler: PubSubMessageHandler[MessageT] + def on_message_received( + self, topic_name: TopicName, handler: PubSubMessageHandler ) -> None: ... - def deregister_handler(self, key: str) -> None: ... diff --git a/shared/types/networking/topology.py b/shared/types/networking/topology.py index f59d7064..61e8900b 100644 --- a/shared/types/networking/topology.py +++ b/shared/types/networking/topology.py @@ -2,9 +2,7 @@ from shared.types.common import NodeId from shared.types.graphs.common import Graph, GraphData from shared.types.networking.control_plane import ControlPlaneEdgeId from shared.types.networking.data_plane import ( - AddressingProtocol, - ApplicationProtocol, - DataPlaneEdge, + DataPlaneEdgeData, DataPlaneEdgeId, ) from shared.types.worker.common import NodeStatus @@ -12,14 +10,14 @@ from shared.types.worker.common import NodeStatus class DataPlaneTopology( Graph[ - DataPlaneEdge[AddressingProtocol, ApplicationProtocol], + DataPlaneEdgeData, None, DataPlaneEdgeId, NodeId, ] ): graph_data: GraphData[ - DataPlaneEdge[AddressingProtocol, ApplicationProtocol], + DataPlaneEdgeData, None, DataPlaneEdgeId, NodeId, @@ -28,14 +26,14 @@ class DataPlaneTopology( class OrphanedPartOfDataPlaneTopology( Graph[ - DataPlaneEdge[AddressingProtocol, ApplicationProtocol], + DataPlaneEdgeData, None, DataPlaneEdgeId, NodeId, ] ): graph_data: GraphData[ - DataPlaneEdge[AddressingProtocol, ApplicationProtocol], + DataPlaneEdgeData, None, DataPlaneEdgeId, NodeId, From e1894bc106e955607ebb320b374e4d6f27c7490b Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Mon, 7 Jul 2025 20:19:08 +0100 Subject: [PATCH 061/224] refactor: A Lot --- master/idempotency.py | 8 +- shared/types/api.py | 10 +- shared/types/events/chunks.py | 58 ++++--- shared/types/events/common.py | 216 ++++++++++++++++-------- shared/types/events/events.py | 156 ++++++++--------- shared/types/models/common.py | 4 +- shared/types/models/model.py | 4 +- shared/types/networking/data_plane.py | 9 +- shared/types/profiling/common.py | 23 ++- shared/types/states/master.py | 26 +-- shared/types/states/shared.py | 6 +- shared/types/states/worker.py | 4 +- shared/types/tasks/common.py | 15 +- shared/types/worker/commands_runner.py | 91 +++++----- shared/types/worker/common.py | 3 +- shared/types/worker/downloads.py | 4 +- shared/types/worker/instances.py | 4 +- shared/types/worker/mlx.py | 6 +- shared/types/worker/resource_monitor.py | 66 +++++--- shared/types/worker/runners.py | 13 +- shared/types/worker/shards.py | 31 ++-- shared/utils.py | 9 +- 22 files changed, 427 insertions(+), 339 deletions(-) diff --git a/master/idempotency.py b/master/idempotency.py index a761d2ab..508cec6d 100644 --- a/master/idempotency.py +++ b/master/idempotency.py @@ -2,19 +2,19 @@ from hashlib import sha3_224 as hasher from typing import Sequence, TypeVar from uuid import UUID -from shared.types.events.common import EventId, EventTypes, IdemKeyGenerator, State +from shared.types.events.common import EventCategories, EventId, IdemKeyGenerator, State -EventTypeT = TypeVar("EventTypeT", bound=EventTypes) +EventCategoryT = TypeVar("EventCategoryT", bound=EventCategories) -def get_idem_tag_generator(base: str) -> IdemKeyGenerator[EventTypeT]: +def get_idem_tag_generator(base: str) -> IdemKeyGenerator[EventCategoryT]: """Generates idempotency keys for events. The keys are generated by hashing the state sequence number against a base string. You can pick any base string, **so long as it's not used in any other function that generates idempotency keys**. """ - def get_idem_keys(state: State[EventTypeT], num_keys: int) -> Sequence[EventId]: + def get_idem_keys(state: State[EventCategoryT], num_keys: int) -> Sequence[EventId]: def recurse(n: int, last: bytes) -> Sequence[EventId]: if n == 0: return [] diff --git a/shared/types/api.py b/shared/types/api.py index 1d5d9cfd..f1bdefbf 100644 --- a/shared/types/api.py +++ b/shared/types/api.py @@ -1,10 +1,12 @@ from typing import Literal -from pydantic import BaseModel + from openai.types.chat.completion_create_params import CompletionCreateParams +from pydantic import BaseModel from shared.types.tasks.common import TaskId + class ChatTask(BaseModel): - task_id: TaskId - kind: Literal["chat"] = "chat" - task_data: CompletionCreateParams \ No newline at end of file + task_id: TaskId + kind: Literal["chat"] = "chat" + task_data: CompletionCreateParams diff --git a/shared/types/events/chunks.py b/shared/types/events/chunks.py index 67834aca..e75d6e1e 100644 --- a/shared/types/events/chunks.py +++ b/shared/types/events/chunks.py @@ -1,53 +1,62 @@ -from typing import Any, Literal, TypeVar, Generic, Annotated -from collections.abc import AsyncGenerator from enum import Enum +from typing import Annotated, Generic, Literal, TypeVar + +from openai.types.chat.chat_completion import ChatCompletion +from openai.types.chat.chat_completion_chunk import ChatCompletionChunk from pydantic import BaseModel, Field, TypeAdapter -from shared.types.tasks.common import TaskId -from shared.types.models.common import ModelId from shared.openai import FinishReason +from shared.types.models.common import ModelId +from shared.types.tasks.common import TaskId + +OpenAIResponse = ( + ChatCompletion | ChatCompletionChunk +) ## Currently we only support chat completions + class ChunkType(str, Enum): - token = 'token' - image = 'image' + token = "token" + image = "image" + + +ChunkT = TypeVar("ChunkT", bound=ChunkType) -ChunkT = TypeVar('ChunkT', bound=ChunkType) class BaseChunk(BaseModel, Generic[ChunkT]): task_id: TaskId idx: int model: ModelId + ### + class TokenChunkData(BaseModel): text: str token_id: int finish_reason: FinishReason | None = None + class ImageChunkData(BaseModel): data: bytes + ### + class TokenChunk(BaseChunk[ChunkType.token]): chunk_data: TokenChunkData - chunk_type: Literal[ChunkType.token] = Field( - default=ChunkType.token, frozen=True - ) + chunk_type: Literal[ChunkType.token] = Field(default=ChunkType.token, frozen=True) + class ImageChunk(BaseChunk[ChunkType.image]): chunk_data: ImageChunkData - chunk_type: Literal[ChunkType.image] = Field( - default=ChunkType.image, frozen=True - ) + chunk_type: Literal[ChunkType.image] = Field(default=ChunkType.image, frozen=True) + ### -GenerationChunk = Annotated[ - TokenChunk | ImageChunk, - Field(discriminator="chunk_type") -] +GenerationChunk = Annotated[TokenChunk | ImageChunk, Field(discriminator="chunk_type")] GenerationChunkTypeAdapter: TypeAdapter[GenerationChunk] = TypeAdapter(GenerationChunk) # my_chunk: dict[str, Any] = TokenChunk( @@ -64,18 +73,12 @@ GenerationChunkTypeAdapter: TypeAdapter[GenerationChunk] = TypeAdapter(Generatio # restored = GenerationChunkTypeAdapter.validate_python(my_chunk) # print(restored) -#### OpenAI API Interfaces ### - -from openai.types.chat.chat_completion import ChatCompletion -from openai.types.chat.chat_completion_chunk import ChatCompletionChunk - -OpenAIResponse = ChatCompletion | ChatCompletionChunk ## Currently we only support chat completions +#### OpenAI API Interfaces ### +""" def send_task(task: Any) -> AsyncGenerator[GenerationChunk]: - """ - This is the 'command' - turns the task into an event and pushes to the event queue. - Tokens are then read off the event queue and pushed back to the api via an AsyncGenerator. - """ + # This is the 'command' - turns the task into an event and pushes to the event queue. + # Tokens are then read off the event queue and pushed back to the api via an AsyncGenerator. ... def parse_chunk_to_openai_response(chunk: GenerationChunk) -> OpenAIResponse: @@ -87,3 +90,4 @@ async def handle_task(task: Any) -> AsyncGenerator[OpenAIResponse]: async for chunk in generator: yield parse_chunk_to_openai_response(chunk) +""" diff --git a/shared/types/events/common.py b/shared/types/events/common.py index df759c53..6e5f78cf 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -1,4 +1,4 @@ -from enum import Enum +from enum import Enum, auto from typing import ( Annotated, Callable, @@ -7,8 +7,6 @@ from typing import ( Sequence, Tuple, TypeVar, - Union, - get_args, ) from pydantic import BaseModel, Field, TypeAdapter, model_validator @@ -16,8 +14,12 @@ from pydantic import BaseModel, Field, TypeAdapter, model_validator from shared.types.common import NewUUID, NodeId -class EventId(NewUUID): pass -class TimerId(NewUUID): pass +class EventId(NewUUID): + pass + + +class TimerId(NewUUID): + pass class MLXEventTypes(str, Enum): @@ -67,117 +69,186 @@ class TimerEventTypes(str, Enum): TimerCreated = "TimerCreated" TimerFired = "TimerFired" + class ResourceEventTypes(str, Enum): ResourceProfiled = "ResourceProfiled" -EventTypes = Union[ - TaskEventTypes, - StreamingEventTypes, - InstanceEventTypes, - InstanceStateEventTypes, - NodePerformanceEventTypes, - ControlPlaneEventTypes, - DataPlaneEventTypes, - TimerEventTypes, - MLXEventTypes, - ResourceEventTypes, -] - -EventTypeT = TypeVar("EventTypeT", bound=EventTypes) -TEventType = TypeVar("TEventType", bound=EventTypes, covariant=True) +class EventCategories(str, Enum): + TaskEventTypes = auto() + StreamingEventTypes = auto() + InstanceEventTypes = auto() + InstanceStateEventTypes = auto() + NodePerformanceEventTypes = auto() + ControlPlaneEventTypes = auto() + DataPlaneEventTypes = auto() + TimerEventTypes = auto() + MLXEventTypes = auto() -class SecureEventProtocol(Protocol): - def check_origin_id(self, origin_id: NodeId) -> bool: ... +PossibleEventOfEventTypeT = TypeVar("PossibleEventOfEventTypeT", bound=Enum) + +# T=(A|B) <: U=(A|B|C) ==> Event[A|B] <: Event[A|BCategoryOfEventsT_cov = TypeVar(name="CategoryOfEventsT_cov", bound=EventCategories, covariant=True) +CategoryOfEventsT_cov = TypeVar( + name="CategoryOfEventsT_cov", bound=EventCategories, contravariant=True +) +CategoryOfEventsT_con = TypeVar( + name="CategoryOfEventsT_con", bound=EventCategories, contravariant=True +) +CategoryOfEventsT_inv = TypeVar( + name="CategoryOfEventsT_inv", + bound=EventCategories, + covariant=False, + contravariant=False, +) -class Event(BaseModel, SecureEventProtocol, Generic[TEventType]): - event_type: TEventType +class Event(BaseModel, Generic[PossibleEventOfEventTypeT]): + event_type: PossibleEventOfEventTypeT + event_category: EventCategories event_id: EventId + def check_origin_id(self, origin_id: NodeId) -> bool: + return True -class WrappedEvent(BaseModel, Generic[TEventType]): - event: Event[TEventType] + +class TaskEvent(Event[TaskEventTypes]): + event_type: TaskEventTypes + + +class InstanceEvent(Event[InstanceEventTypes]): + event_type: InstanceEventTypes + + +class InstanceStateEvent(Event[InstanceStateEventTypes]): + event_type: InstanceStateEventTypes + + +class MLXEvent(Event[MLXEventTypes]): + event_type: MLXEventTypes + + +class NodePerformanceEvent(Event[NodePerformanceEventTypes]): + event_type: NodePerformanceEventTypes + + +class ControlPlaneEvent(Event[ControlPlaneEventTypes]): + event_type: ControlPlaneEventTypes + + +class StreamingEvent(Event[StreamingEventTypes]): + event_type: StreamingEventTypes + + +class DataPlaneEvent(Event[DataPlaneEventTypes]): + event_type: DataPlaneEventTypes + + +class TimerEvent(Event[TimerEventTypes]): + event_type: TimerEventTypes + + +class ResourceEvent(Event[ResourceEventTypes]): + event_type: ResourceEventTypes + + +class WrappedMessage(BaseModel, Generic[PossibleEventOfEventTypeT]): + message: Event[PossibleEventOfEventTypeT] origin_id: NodeId @model_validator(mode="after") - def check_origin_id(self) -> "WrappedEvent[TEventType]": - if self.event.check_origin_id(self.origin_id): + def check_origin_id(self) -> "WrappedMessage[PossibleEventOfEventTypeT]": + if self.message.check_origin_id(self.origin_id): return self raise ValueError("Invalid Event: Origin ID Does Not Match") -class PersistedEvent(BaseModel, Generic[TEventType]): - event: Event[TEventType] +class PersistedEvent(BaseModel, Generic[PossibleEventOfEventTypeT]): + event: Event[PossibleEventOfEventTypeT] sequence_number: int = Field(gt=0) -class State(BaseModel, Generic[TEventType]): - event_types: tuple[TEventType, ...] = get_args(TEventType) +class State(BaseModel, Generic[CategoryOfEventsT_cov]): + event_category: CategoryOfEventsT_cov sequence_number: int = Field(default=0, ge=0) -AnnotatedEventType = Annotated[Event[EventTypes], Field(discriminator="event_type")] +AnnotatedEventType = Annotated[ + Event[EventCategories], Field(discriminator="event_category") +] EventTypeParser: TypeAdapter[AnnotatedEventType] = TypeAdapter(AnnotatedEventType) -Applicator = Callable[[State[EventTypeT], Event[TEventType]], State[EventTypeT]] -Apply = Callable[[State[EventTypeT], Event[EventTypeT]], State[EventTypeT]] + +# it's not possible to enforce this at compile time, so we have to do it at runtime +def mock_todo[T](something: T | None) -> T: ... + + +def apply( + state: State[CategoryOfEventsT_inv], event: Event[CategoryOfEventsT_inv] +) -> State[CategoryOfEventsT_inv]: ... + + +# T=(A|B) <: U=(A|B|C) ==> Apply[A|B] <: Apply[A|B|C] SagaApplicator = Callable[ - [State[EventTypeT], Event[TEventType]], Sequence[Event[EventTypeT]] + [State[CategoryOfEventsT_inv], Event[CategoryOfEventsT_inv]], + Sequence[Event[CategoryOfEventsT_inv]], ] -Saga = Callable[[State[EventTypeT], Event[EventTypeT]], Sequence[Event[EventTypeT]]] - -StateAndEvent = Tuple[State[EventTypeT], Event[EventTypeT]] -EffectHandler = Callable[[StateAndEvent[EventTypeT], State[EventTypeT]], None] -EventPublisher = Callable[[Event[EventTypeT]], None] +Saga = Callable[ + [State[CategoryOfEventsT_inv], Event[CategoryOfEventsT_inv]], + Sequence[Event[CategoryOfEventsT_inv]], +] +Apply = Callable[ + [State[CategoryOfEventsT_inv], Event[CategoryOfEventsT_inv]], + State[CategoryOfEventsT_inv], +] +StateAndEvent = Tuple[State[CategoryOfEventsT_inv], Event[CategoryOfEventsT_inv]] +EffectHandler = Callable[ + [StateAndEvent[CategoryOfEventsT_inv], State[CategoryOfEventsT_inv]], None +] +EventPublisher = Callable[[Event[CategoryOfEventsT_inv]], None] -class MutableState(Protocol, Generic[EventTypeT]): +class MutableState[EventCategoryT: EventCategories](Protocol): def apply( self, - event: Event[TEventType], - applicator: Applicator[EventTypeT, TEventType], - effect_handlers: Sequence[EffectHandler[TEventType]], + event: Event[EventCategoryT], + applicator: Apply[EventCategoryT], + effect_handlers: Sequence[EffectHandler[EventCategoryT]], ) -> None: ... class EventOutbox(Protocol): - def send(self, events: Sequence[Event[EventTypeT]]) -> None: ... + def send(self, events: Sequence[Event[EventCategories]]) -> None: ... -class EventProcessor(Protocol): - # TODO: is .update() an anti-pattern? - def update( - self, - state: State[EventTypeT], - apply: Apply[EventTypeT], - effect_handlers: Sequence[EffectHandler[EventTypeT]], - ) -> State[EventTypeT]: ... - +# +# T=[A|B] <: U=[A|B|C] => EventProcessor[A|B] :> EventProcessor[A|B|C] +# +class EventProcessor[EventCategoryT: EventCategories](Protocol): def get_events_to_apply( - self, state: State[TEventType] - ) -> Sequence[Event[TEventType]]: ... + self, state: State[EventCategoryT] + ) -> Sequence[Event[EventCategoryT]]: ... -def get_saga_effect_handler( - sagas: Saga[EventTypeT], event_publisher: EventPublisher[EventTypeT] -) -> EffectHandler[EventTypeT]: - def effect_handler(state_and_event: StateAndEvent[EventTypeT]) -> None: +def get_saga_effect_handler[EventCategoryT: EventCategories]( + saga: Saga[EventCategoryT], event_publisher: EventPublisher[EventCategoryT] +) -> EffectHandler[EventCategoryT]: + def effect_handler(state_and_event: StateAndEvent[EventCategoryT]) -> None: trigger_state, trigger_event = state_and_event - for event in sagas(trigger_state, trigger_event): + for event in saga(trigger_state, trigger_event): event_publisher(event) return lambda state_and_event, _: effect_handler(state_and_event) -def get_effects_from_sagas( - sagas: Sequence[Saga[EventTypeT]], event_publisher: EventPublisher[EventTypeT] -) -> Sequence[EffectHandler[EventTypeT]]: +def get_effects_from_sagas[EventCategoryT: EventCategories]( + sagas: Sequence[Saga[EventCategoryT]], + event_publisher: EventPublisher[EventCategoryT], +) -> Sequence[EffectHandler[EventCategoryT]]: return [get_saga_effect_handler(saga, event_publisher) for saga in sagas] -IdemKeyGenerator = Callable[[State[EventTypeT], int], Sequence[EventId]] +IdemKeyGenerator = Callable[[State[CategoryOfEventsT_cov], int], Sequence[EventId]] class CommandId(NewUUID): @@ -190,15 +261,14 @@ class CommandTypes(str, Enum): Delete = "Delete" -CommandTypeT = TypeVar("CommandTypeT", bound=CommandTypes) -TCommandType = TypeVar("TCommandType", bound=CommandTypes, covariant=True) - - -class Command(BaseModel, Generic[TEventType, TCommandType]): - command_type: TCommandType +class Command[EventCategoryT: EventCategories, CommandType: CommandTypes](BaseModel): + command_type: CommandType command_id: CommandId +CommandTypeT = TypeVar("CommandTypeT", bound=CommandTypes, covariant=True) + Decide = Callable[ - [State[EventTypeT], Command[TEventType, TCommandType]], Sequence[Event[EventTypeT]] + [State[CategoryOfEventsT_cov], Command[CategoryOfEventsT_cov, CommandTypeT]], + Sequence[Event[CategoryOfEventsT_cov]], ] diff --git a/shared/types/events/events.py b/shared/types/events/events.py index a2c9bc08..1f6422c8 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -5,33 +5,39 @@ from typing import Any, Literal, Tuple from pydantic import BaseModel from shared.types.common import NodeId -from shared.types.events.common import TimerId from shared.types.events.common import ( + ControlPlaneEvent, ControlPlaneEventTypes, + DataPlaneEvent, DataPlaneEventTypes, - Event, + InstanceEvent, InstanceEventTypes, + InstanceStateEvent, InstanceStateEventTypes, + MLXEvent, MLXEventTypes, + NodePerformanceEvent, NodePerformanceEventTypes, - StreamingEventTypes, - TaskEventTypes, - TimerEventTypes, + ResourceEvent, ResourceEventTypes, + StreamingEvent, + StreamingEventTypes, + TaskEvent, + TaskEventTypes, + TimerEvent, + TimerEventTypes, + TimerId, ) from shared.types.networking.control_plane import ( ControlPlaneEdgeId, ControlPlaneEdgeType, ) from shared.types.networking.data_plane import ( - AddressingProtocol, - ApplicationProtocol, DataPlaneEdge, DataPlaneEdgeId, - DataPlaneEdgeInfoType, DataPlaneEdgeProfile, ) -from shared.types.profiling.common import NodePerformanceProfile +from shared.types.profiling.common import NodePerformanceProfile, ProfiledResourceName from shared.types.tasks.common import ( TaskData, TaskId, @@ -43,167 +49,137 @@ from shared.types.tasks.common import ( from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import InstanceData, InstanceStatus from shared.types.worker.runners import RunnerId, RunnerState, RunnerStateType -from shared.types.profiling.common import ProfiledResourceName class TimerData(BaseModel): timer_id: TimerId -class TaskCreated[TaskTypeT: TaskType](Event[TaskEventTypes.TaskCreated]): - event_type: Literal[TaskEventTypes.TaskCreated] = TaskEventTypes.TaskCreated +class TaskCreated[TaskTypeT: TaskType](TaskEvent): + event_type: TaskEventTypes = TaskEventTypes.TaskCreated task_id: TaskId task_data: TaskData[TaskTypeT] - task_state: TaskState[TaskTypeT, Literal[TaskStatusIncompleteType.Pending]] + task_state: TaskState[Literal[TaskStatusIncompleteType.Pending], TaskTypeT] on_instance: InstanceId -class TaskUpdated[TaskTypeT: TaskType](Event[TaskEventTypes.TaskUpdated]): - event_type: Literal[TaskEventTypes.TaskUpdated] = TaskEventTypes.TaskUpdated +class TaskUpdated[TaskTypeT: TaskType](TaskEvent): + event_type: TaskEventTypes = TaskEventTypes.TaskUpdated task_id: TaskId - update_data: TaskState[TaskTypeT, TaskStatusType] + update_data: TaskState[TaskStatusType, TaskTypeT] -class TaskDeleted(Event[TaskEventTypes.TaskDeleted]): - event_type: Literal[TaskEventTypes.TaskDeleted] = TaskEventTypes.TaskDeleted +class TaskDeleted(TaskEvent): + event_type: TaskEventTypes = TaskEventTypes.TaskDeleted task_id: TaskId -class InstanceCreated(Event[InstanceEventTypes.InstanceCreated]): - event_type: Literal[InstanceEventTypes.InstanceCreated] = ( - InstanceEventTypes.InstanceCreated - ) +class InstanceCreated(InstanceEvent): + event_type: InstanceEventTypes = InstanceEventTypes.InstanceCreated instance_id: InstanceId instance_data: InstanceData target_status: InstanceStatus -class InstanceDeleted(Event[InstanceEventTypes.InstanceDeleted]): - event_type: Literal[InstanceEventTypes.InstanceDeleted] = ( - InstanceEventTypes.InstanceDeleted - ) +class InstanceDeleted(InstanceEvent): + event_type: InstanceEventTypes = InstanceEventTypes.InstanceDeleted instance_id: InstanceId -class InstanceStatusUpdated(Event[InstanceEventTypes.InstanceStatusUpdated]): - event_type: Literal[InstanceEventTypes.InstanceStatusUpdated] = ( - InstanceEventTypes.InstanceStatusUpdated - ) +class InstanceStatusUpdated(InstanceEvent): + event_type: InstanceEventTypes = InstanceEventTypes.InstanceStatusUpdated instance_id: InstanceId instance_status: InstanceStatus -class InstanceRunnerStateUpdated( - Event[InstanceStateEventTypes.InstanceRunnerStateUpdated] -): - event_type: Literal[InstanceStateEventTypes.InstanceRunnerStateUpdated] = ( +class InstanceRunnerStateUpdated(InstanceStateEvent): + event_type: InstanceStateEventTypes = ( InstanceStateEventTypes.InstanceRunnerStateUpdated ) instance_id: InstanceId state_update: Tuple[RunnerId, RunnerState[RunnerStateType]] -class InstanceToBeReplacedAtomically( - Event[InstanceEventTypes.InstanceToBeReplacedAtomically] -): +class InstanceToBeReplacedAtomically(InstanceEvent): + event_type: InstanceEventTypes = InstanceEventTypes.InstanceToBeReplacedAtomically transition: Tuple[InstanceId, InstanceId] -class InstanceReplacedAtomically(Event[InstanceEventTypes.InstanceReplacedAtomically]): - event_type: Literal[InstanceEventTypes.InstanceReplacedAtomically] = ( - InstanceEventTypes.InstanceReplacedAtomically - ) +class InstanceReplacedAtomically(InstanceEvent): + event_type: InstanceEventTypes = InstanceEventTypes.InstanceReplacedAtomically transition: Tuple[InstanceId, InstanceId] -class MLXInferenceSagaPrepare(Event[MLXEventTypes.MLXInferenceSagaPrepare]): - event_type: Literal[MLXEventTypes.MLXInferenceSagaPrepare] = ( - MLXEventTypes.MLXInferenceSagaPrepare - ) +class MLXInferenceSagaPrepare(MLXEvent): + event_type: MLXEventTypes = MLXEventTypes.MLXInferenceSagaPrepare task_id: TaskId instance_id: InstanceId -class MLXInferenceSagaStartPrepare(Event[MLXEventTypes.MLXInferenceSagaStartPrepare]): - event_type: Literal[MLXEventTypes.MLXInferenceSagaStartPrepare] = ( - MLXEventTypes.MLXInferenceSagaStartPrepare - ) +class MLXInferenceSagaStartPrepare(MLXEvent): + event_type: MLXEventTypes = MLXEventTypes.MLXInferenceSagaStartPrepare task_id: TaskId instance_id: InstanceId -class NodePerformanceProfiled(Event[NodePerformanceEventTypes.NodePerformanceProfiled]): - event_type: Literal[NodePerformanceEventTypes.NodePerformanceProfiled] = ( +class NodePerformanceProfiled(NodePerformanceEvent): + event_type: NodePerformanceEventTypes = ( NodePerformanceEventTypes.NodePerformanceProfiled ) node_id: NodeId node_profile: NodePerformanceProfile -class WorkerConnected(Event[ControlPlaneEventTypes.WorkerConnected]): - event_type: Literal[ControlPlaneEventTypes.WorkerConnected] = ( - ControlPlaneEventTypes.WorkerConnected - ) - edge: DataPlaneEdge[AddressingProtocol, ApplicationProtocol] +class WorkerConnected(ControlPlaneEvent): + event_type: ControlPlaneEventTypes = ControlPlaneEventTypes.WorkerConnected + edge: DataPlaneEdge -class WorkerStatusUpdated(Event[ControlPlaneEventTypes.WorkerStatusUpdated]): - event_type: Literal[ControlPlaneEventTypes.WorkerStatusUpdated] = ( - ControlPlaneEventTypes.WorkerStatusUpdated - ) +class WorkerStatusUpdated(ControlPlaneEvent): + event_type: ControlPlaneEventTypes = ControlPlaneEventTypes.WorkerStatusUpdated node_id: NodeId node_state: NodeStatus -class WorkerDisconnected(Event[ControlPlaneEventTypes.WorkerConnected]): - event_type: Literal[ControlPlaneEventTypes.WorkerConnected] = ( - ControlPlaneEventTypes.WorkerConnected - ) +class WorkerDisconnected(ControlPlaneEvent): + event_type: ControlPlaneEventTypes = ControlPlaneEventTypes.WorkerConnected vertex_id: ControlPlaneEdgeId -class ChunkGenerated(Event[StreamingEventTypes.ChunkGenerated]): - event_type: Literal[StreamingEventTypes.ChunkGenerated] = ( - StreamingEventTypes.ChunkGenerated - ) +class ChunkGenerated(StreamingEvent): + event_type: StreamingEventTypes = StreamingEventTypes.ChunkGenerated task_id: TaskId instance_id: InstanceId chunk: Any -class DataPlaneEdgeCreated(Event[DataPlaneEventTypes.DataPlaneEdgeCreated]): - event_type: Literal[DataPlaneEventTypes.DataPlaneEdgeCreated] = ( - DataPlaneEventTypes.DataPlaneEdgeCreated - ) +class DataPlaneEdgeCreated(DataPlaneEvent): + event_type: DataPlaneEventTypes = DataPlaneEventTypes.DataPlaneEdgeCreated vertex: ControlPlaneEdgeType -class DataPlaneEdgeProfiled(Event[DataPlaneEventTypes.DataPlaneEdgeProfiled]): - event_type: Literal[DataPlaneEventTypes.DataPlaneEdgeProfiled] = ( - DataPlaneEventTypes.DataPlaneEdgeProfiled - ) - edge_profile: DataPlaneEdgeProfile[Literal[DataPlaneEdgeInfoType.network_profile]] +class DataPlaneEdgeProfiled(DataPlaneEvent): + event_type: DataPlaneEventTypes = DataPlaneEventTypes.DataPlaneEdgeProfiled + edge_id: DataPlaneEdgeId + edge_profile: DataPlaneEdgeProfile -class DataPlaneEdgeDeleted(Event[DataPlaneEventTypes.DataPlaneEdgeDeleted]): - event_type: Literal[DataPlaneEventTypes.DataPlaneEdgeDeleted] = ( - DataPlaneEventTypes.DataPlaneEdgeDeleted - ) +class DataPlaneEdgeDeleted(DataPlaneEvent): + event_type: DataPlaneEventTypes = DataPlaneEventTypes.DataPlaneEdgeDeleted edge_id: DataPlaneEdgeId -class TimerScheduled(Event[TimerEventTypes.TimerCreated]): - event_type: Literal[TimerEventTypes.TimerCreated] = TimerEventTypes.TimerCreated +class TimerScheduled(TimerEvent): + event_type: TimerEventTypes = TimerEventTypes.TimerCreated timer_data: TimerData -class TimerFired(Event[TimerEventTypes.TimerFired]): - event_type: Literal[TimerEventTypes.TimerFired] = TimerEventTypes.TimerFired +class TimerFired(TimerEvent): + event_type: TimerEventTypes = TimerEventTypes.TimerFired timer_data: TimerData -class ResourceProfiled(Event[ResourceEventTypes.ResourceProfiled]): - event_type: Literal[ResourceEventTypes.ResourceProfiled] = ( - ResourceEventTypes.ResourceProfiled - ) + +class ResourceProfiled(ResourceEvent): + event_type: ResourceEventTypes = ResourceEventTypes.ResourceProfiled resource_name: ProfiledResourceName - resource_profile: NodePerformanceProfile \ No newline at end of file + resource_profile: NodePerformanceProfile diff --git a/shared/types/models/common.py b/shared/types/models/common.py index c65cd884..05e82a34 100644 --- a/shared/types/models/common.py +++ b/shared/types/models/common.py @@ -1,3 +1,5 @@ from shared.types.common import NewUUID -class ModelId(NewUUID): pass \ No newline at end of file + +class ModelId(NewUUID): + pass diff --git a/shared/types/models/model.py b/shared/types/models/model.py index 8588f043..faa7c3ad 100644 --- a/shared/types/models/model.py +++ b/shared/types/models/model.py @@ -1,4 +1,4 @@ -from typing import final, Sequence +from typing import Sequence, final from pydantic import BaseModel, TypeAdapter @@ -15,4 +15,4 @@ class ModelInfo(BaseModel): model_metadata: ModelMetadata -ModelIdAdapter: TypeAdapter[ModelId] = TypeAdapter(ModelId) \ No newline at end of file +ModelIdAdapter: TypeAdapter[ModelId] = TypeAdapter(ModelId) diff --git a/shared/types/networking/data_plane.py b/shared/types/networking/data_plane.py index acb022eb..9c570973 100644 --- a/shared/types/networking/data_plane.py +++ b/shared/types/networking/data_plane.py @@ -3,7 +3,8 @@ from typing import Annotated, Literal, TypeVar, Union, final from pydantic import BaseModel, Field, IPvAnyAddress, TypeAdapter -from shared.types.common import NewUUID +from shared.types.common import NewUUID, NodeId +from shared.types.graphs.common import Edge class DataPlaneEdgeId(NewUUID): @@ -23,14 +24,14 @@ ApP = TypeVar("ApP", bound=ApplicationProtocol) @final -class DataPlaneEdgeBenchmarkData(BaseModel): +class DataPlaneEdgeProfile(BaseModel): throughput: float latency: float jitter: float class CommonDataPlaneEdgeData(BaseModel): - edge_data_transfer_rate: DataPlaneEdgeBenchmarkData | None = None + edge_data_transfer_rate: DataPlaneEdgeProfile | None = None class MlxEdgeMetadata(BaseModel): @@ -63,3 +64,5 @@ _DataPlaneEdgeData = Annotated[ Field(discriminator="addressing_protocol"), ] DataPlaneEdgeAdapter: TypeAdapter[DataPlaneEdgeData] = TypeAdapter(_DataPlaneEdgeData) + +DataPlaneEdge = Edge[DataPlaneEdgeData, DataPlaneEdgeId, NodeId] diff --git a/shared/types/profiling/common.py b/shared/types/profiling/common.py index ecf07729..1b318cc7 100644 --- a/shared/types/profiling/common.py +++ b/shared/types/profiling/common.py @@ -1,20 +1,22 @@ -from typing import Annotated, Literal, Coroutine, Generic, TypeVar from enum import Enum -from abc import ABC +from typing import Annotated, Generic, Literal, TypeVar + from pydantic import BaseModel, Field, TypeAdapter class ProfiledResourceName(str, Enum): - memory = 'memory' - system = 'system' + memory = "memory" + system = "system" + + +ProfiledResourceT = TypeVar(name="ProfiledResourceT", bound=ProfiledResourceName) -ProfiledResourceT = TypeVar(name='ProfiledResourceT', bound=ProfiledResourceName) class BasePerformanceProfile(BaseModel, Generic[ProfiledResourceT]): """ Details a single resource (or resource type) that is being monitored by the resource monitor. """ - pass + class MemoryPerformanceProfile(BasePerformanceProfile[ProfiledResourceName.memory]): resource_name: Literal[ProfiledResourceName.memory] = Field( @@ -25,11 +27,13 @@ class MemoryPerformanceProfile(BasePerformanceProfile[ProfiledResourceName.memor swap_total: int swap_used: int + class NetworkInterfaceInfo(BaseModel): name: str ip_address: str type: str + class SystemPerformanceProfile(BasePerformanceProfile[ProfiledResourceName.system]): resource_name: Literal[ProfiledResourceName.system] = Field( default=ProfiledResourceName.system, frozen=True @@ -39,9 +43,12 @@ class SystemPerformanceProfile(BasePerformanceProfile[ProfiledResourceName.syste memory: int network_interfaces: list[NetworkInterfaceInfo] = Field(default_factory=list) + NodePerformanceProfile = Annotated[ MemoryPerformanceProfile | SystemPerformanceProfile, - Field(discriminator="resource_name") + Field(discriminator="resource_name"), ] -NodePerformanceProfileTypeAdapter: TypeAdapter[NodePerformanceProfile] = TypeAdapter(NodePerformanceProfile) \ No newline at end of file +NodePerformanceProfileTypeAdapter: TypeAdapter[NodePerformanceProfile] = TypeAdapter( + NodePerformanceProfile +) diff --git a/shared/types/states/master.py b/shared/types/states/master.py index b6486a86..09a5d584 100644 --- a/shared/types/states/master.py +++ b/shared/types/states/master.py @@ -7,17 +7,12 @@ from pydantic import BaseModel from shared.types.common import NodeId from shared.types.events.common import ( - ControlPlaneEventTypes, - DataPlaneEventTypes, Event, - EventTypes, - NodePerformanceEventTypes, + EventCategories, State, ) from shared.types.graphs.resource_graph import ResourceGraph from shared.types.networking.data_plane import ( - AddressingProtocol, - ApplicationProtocol, DataPlaneEdge, DataPlaneEdgeId, ) @@ -46,28 +41,24 @@ class CachePolicy(BaseModel, Generic[CachePolicyTypeT]): policy_type: CachePolicyTypeT -class NodePerformanceProfileState(State[NodePerformanceEventTypes]): +class NodePerformanceProfileState(State[EventCategories.NodePerformanceEventTypes]): node_profiles: Mapping[NodeId, NodePerformanceProfile] -class DataPlaneNetworkState(State[DataPlaneEventTypes]): +class DataPlaneNetworkState(State[EventCategories.DataPlaneEventTypes]): topology: DataPlaneTopology history: Sequence[OrphanedPartOfDataPlaneTopology] def delete_edge(self, edge_id: DataPlaneEdgeId) -> None: ... - def add_edge( - self, edge: DataPlaneEdge[AddressingProtocol, ApplicationProtocol] - ) -> None: ... + def add_edge(self, edge: DataPlaneEdge) -> None: ... -class ControlPlaneNetworkState(State[ControlPlaneEventTypes]): +class ControlPlaneNetworkState(State[EventCategories.ControlPlaneEventTypes]): topology: ControlPlaneTopology history: Sequence[OrphanedPartOfControlPlaneTopology] def delete_edge(self, edge_id: DataPlaneEdgeId) -> None: ... - def add_edge( - self, edge: DataPlaneEdge[AddressingProtocol, ApplicationProtocol] - ) -> None: ... + def add_edge(self, edge: DataPlaneEdge) -> None: ... class MasterState(SharedState): @@ -87,10 +78,7 @@ def get_inference_plan( ) -> Mapping[InstanceId, InstanceData]: ... -TransitionEventTypes = EventTypes - - def get_transition_events( current_instances: Mapping[InstanceId, InstanceData], target_instances: Mapping[InstanceId, InstanceData], -) -> Sequence[Event[TransitionEventTypes]]: ... +) -> Sequence[Event[EventCategories]]: ... diff --git a/shared/types/states/shared.py b/shared/types/states/shared.py index 15caa2d0..75e3140e 100644 --- a/shared/types/states/shared.py +++ b/shared/types/states/shared.py @@ -4,17 +4,17 @@ from typing import Sequence from pydantic import BaseModel from shared.types.common import NodeId -from shared.types.events.common import InstanceStateEventTypes, State, TaskEventTypes +from shared.types.events.common import EventCategories, State from shared.types.tasks.common import Task, TaskId, TaskStatusType, TaskType from shared.types.worker.common import InstanceId from shared.types.worker.instances import BaseInstance -class KnownInstances(State[InstanceStateEventTypes]): +class KnownInstances(State[EventCategories.InstanceStateEventTypes]): instances: Mapping[InstanceId, BaseInstance] -class Tasks(State[TaskEventTypes]): +class Tasks(State[EventCategories.TaskEventTypes]): tasks: Mapping[TaskId, Task[TaskType, TaskStatusType]] diff --git a/shared/types/states/worker.py b/shared/types/states/worker.py index 02b1fb67..699ecb84 100644 --- a/shared/types/states/worker.py +++ b/shared/types/states/worker.py @@ -2,14 +2,14 @@ from collections.abc import Mapping from shared.types.common import NodeId from shared.types.events.common import ( - ControlPlaneEventTypes, + EventCategories, State, ) from shared.types.states.shared import SharedState from shared.types.worker.common import NodeStatus -class NodeStatusState(State[ControlPlaneEventTypes]): +class NodeStatusState(State[EventCategories.ControlPlaneEventTypes]): node_status: Mapping[NodeId, NodeStatus] diff --git a/shared/types/tasks/common.py b/shared/types/tasks/common.py index 886ac51b..7e58c35f 100644 --- a/shared/types/tasks/common.py +++ b/shared/types/tasks/common.py @@ -1,6 +1,6 @@ from collections.abc import Mapping from enum import Enum -from typing import Annotated, Generic, Literal, TypeVar +from typing import Annotated, Generic, Literal, TypeVar, Union import openai.types.chat as openai from pydantic import BaseModel, Field, TypeAdapter @@ -51,9 +51,6 @@ class TaskStatusCompleteType(str, Enum): TaskStatusType = Union[TaskStatusIncompleteType, TaskStatusCompleteType] -TaskStatusTypeT = TypeVar("TaskStatusTypeT", bound=TaskStatusType, covariant=True) - - class TaskArtifact[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType](BaseModel): ... @@ -92,15 +89,15 @@ class FailedTaskStatus(TaskStatusUpdate[TaskStatusIncompleteType.Failed]): error_message: Mapping[RunnerId, str] -class TaskState(BaseModel, Generic[TaskTypeT, TaskStatusTypeT]): +class TaskState[TaskStatusTypeT: TaskStatusType, TaskTypeT: TaskType](BaseModel): task_status: TaskStatusUpdate[TaskStatusTypeT] task_artifact: TaskArtifact[TaskTypeT, TaskStatusTypeT] -class BaseTask(BaseModel, Generic[TaskTypeT, TaskStatusTypeT]): +class BaseTask[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType](BaseModel): task_type: TaskTypeT task_data: TaskData[TaskTypeT] - task_state: TaskState[TaskTypeT, TaskStatusTypeT] + task_state: TaskState[TaskStatusTypeT, TaskTypeT] on_instance: InstanceId @@ -117,5 +114,7 @@ BaseTaskValidator: TypeAdapter[BaseTask[TaskType, TaskStatusType]] = TypeAdapter ) -class Task(BaseTask[TaskTypeT, TaskStatusTypeT]): +class Task[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType]( + BaseTask[TaskTypeT, TaskStatusTypeT] +): task_id: TaskId diff --git a/shared/types/worker/commands_runner.py b/shared/types/worker/commands_runner.py index 57d66fd7..7f636588 100644 --- a/shared/types/worker/commands_runner.py +++ b/shared/types/worker/commands_runner.py @@ -1,91 +1,102 @@ -from typing import Annotated, Generic, Literal, TypeVar from enum import Enum +from typing import Annotated, Generic, Literal, TypeVar + from pydantic import BaseModel, Field, TypeAdapter -from shared.types.api import ChatTask -from shared.types.worker.shards import ShardMeta -from shared.types.worker.mlx import Host from shared.openai import FinishReason +from shared.types.api import ChatTask +from shared.types.worker.mlx import Host +from shared.types.worker.shards import PartitionStrategy, ShardMetadata ## Messages passed TO the runner -class MessageType(str, Enum): - Setup = 'setup' - ChatTask = 'chat_task' - Exit = 'exit' -MT = TypeVar(name='MT', bound=MessageType) +class MessageType(str, Enum): + Setup = "setup" + ChatTask = "chat_task" + Exit = "exit" + + +MT = TypeVar(name="MT", bound=MessageType) + class BaseRunnerMessage(BaseModel, Generic[MT]): pass + class SetupMessage(BaseRunnerMessage[MessageType.Setup]): - type: Literal[MessageType.Setup] = Field( - default=MessageType.Setup, frozen=True - ) - model_shard_meta: ShardMeta + type: Literal[MessageType.Setup] = Field(default=MessageType.Setup, frozen=True) + model_shard_meta: ShardMetadata[PartitionStrategy] hosts: list[Host] + class ChatTaskMessage(BaseRunnerMessage[MessageType.ChatTask]): type: Literal[MessageType.ChatTask] = Field( default=MessageType.ChatTask, frozen=True ) task: ChatTask + class ExitMessage(BaseRunnerMessage[MessageType.Exit]): - type: Literal[MessageType.Exit] = Field( - default=MessageType.Exit, frozen=True - ) + type: Literal[MessageType.Exit] = Field(default=MessageType.Exit, frozen=True) + RunnerMessage = Annotated[ - SetupMessage | ChatTaskMessage | ExitMessage, - Field(discriminator="type") + SetupMessage | ChatTaskMessage | ExitMessage, Field(discriminator="type") ] RunnerMessageTypeAdapter: TypeAdapter[RunnerMessage] = TypeAdapter(RunnerMessage) ## Responses passed FROM the runner + class RunnerResponseType(str, Enum): GenerationResponse = "generation_response" FinishedResponse = "finished_response" PrintResponse = "print_response" ErrorResponse = "error_response" -RRT = TypeVar(name='RRT', bound=RunnerResponseType) + +RRT = TypeVar(name="RRT", bound=RunnerResponseType) + class BaseRunnerResponse(BaseModel, Generic[RRT]): pass + class GenerationResponse(BaseRunnerResponse[RunnerResponseType.GenerationResponse]): - type: Literal[RunnerResponseType.GenerationResponse] = Field( - default=RunnerResponseType.GenerationResponse, frozen=True - ) - text: str - token: int - # logprobs: Optional[list[float]] = None # too big. we can change to be top-k - finish_reason: FinishReason | None = None + type: Literal[RunnerResponseType.GenerationResponse] = Field( + default=RunnerResponseType.GenerationResponse, frozen=True + ) + text: str + token: int + # logprobs: Optional[list[float]] = None # too big. we can change to be top-k + finish_reason: FinishReason | None = None + class PrintResponse(BaseRunnerResponse[RunnerResponseType.PrintResponse]): - type: Literal[RunnerResponseType.PrintResponse] = Field( - default=RunnerResponseType.PrintResponse, frozen=True - ) - text: str + type: Literal[RunnerResponseType.PrintResponse] = Field( + default=RunnerResponseType.PrintResponse, frozen=True + ) + text: str + class FinishedResponse(BaseRunnerResponse[RunnerResponseType.FinishedResponse]): - type: Literal[RunnerResponseType.FinishedResponse] = Field( - default=RunnerResponseType.FinishedResponse, frozen=True - ) + type: Literal[RunnerResponseType.FinishedResponse] = Field( + default=RunnerResponseType.FinishedResponse, frozen=True + ) + class ErrorResponse(BaseRunnerResponse[RunnerResponseType.ErrorResponse]): - type: Literal[RunnerResponseType.ErrorResponse] = Field( - default=RunnerResponseType.ErrorResponse, frozen=True - ) - error_type: str - error_message: str - traceback: str | None = None + type: Literal[RunnerResponseType.ErrorResponse] = Field( + default=RunnerResponseType.ErrorResponse, frozen=True + ) + error_type: str + error_message: str + traceback: str | None = None + RunnerResponse = Annotated[ GenerationResponse | PrintResponse | FinishedResponse | ErrorResponse, - Field(discriminator="type") + Field(discriminator="type"), ] RunnerResponseTypeAdapter: TypeAdapter[RunnerResponse] = TypeAdapter(RunnerResponse) diff --git a/shared/types/worker/common.py b/shared/types/worker/common.py index 786e0e73..5fa78f74 100644 --- a/shared/types/worker/common.py +++ b/shared/types/worker/common.py @@ -2,6 +2,7 @@ from enum import Enum from shared.types.common import NewUUID + class InstanceId(NewUUID): pass @@ -13,4 +14,4 @@ class RunnerId(NewUUID): class NodeStatus(str, Enum): Idle = "Idle" Running = "Running" - Paused = "Paused" \ No newline at end of file + Paused = "Paused" diff --git a/shared/types/worker/downloads.py b/shared/types/worker/downloads.py index c539fb9c..c88b2d57 100644 --- a/shared/types/worker/downloads.py +++ b/shared/types/worker/downloads.py @@ -15,7 +15,7 @@ from pydantic import BaseModel, Field, PositiveInt from shared.types.common import NodeId from shared.types.models.common import ModelId from shared.types.models.sources import ModelSource -from shared.types.worker.shards import ShardMeta +from shared.types.worker.shards import PartitionStrategy, ShardMetadata class DownloadProgressData(BaseModel): @@ -80,6 +80,6 @@ DownloadEffectHandler = Callable[ def download_shard( model_id: ModelId, model_source: ModelSource, - shard_meta: ShardMeta, + shard_meta: ShardMetadata[PartitionStrategy], effect_handlers: Sequence[DownloadEffectHandler], ) -> None: ... diff --git a/shared/types/worker/instances.py b/shared/types/worker/instances.py index 04884d14..f23b5807 100644 --- a/shared/types/worker/instances.py +++ b/shared/types/worker/instances.py @@ -6,9 +6,9 @@ from pydantic import BaseModel from shared.types.worker.common import InstanceId from shared.types.worker.runners import ( RunnerId, - RunnerPlacement, RunnerState, RunnerStateType, + ShardAssignments, ) @@ -22,7 +22,7 @@ class InstanceState(BaseModel): class InstanceData(BaseModel): - runner_placements: RunnerPlacement + shard_assignments: ShardAssignments class BaseInstance(BaseModel): diff --git a/shared/types/worker/mlx.py b/shared/types/worker/mlx.py index 0d5db1f5..496ef369 100644 --- a/shared/types/worker/mlx.py +++ b/shared/types/worker/mlx.py @@ -6,8 +6,8 @@ class Host(BaseModel): host: str port: int - @field_validator('port') - def check_port(cls, v: int) -> int: + @field_validator("port") + def check_port(self, v: int) -> int: if not (0 <= v <= 65535): raise ValueError("Port must be between 0 and 65535") - return v \ No newline at end of file + return v diff --git a/shared/types/worker/resource_monitor.py b/shared/types/worker/resource_monitor.py index ccb115f3..96eba8d2 100644 --- a/shared/types/worker/resource_monitor.py +++ b/shared/types/worker/resource_monitor.py @@ -1,55 +1,73 @@ -from abc import ABC -from collections.abc import Coroutine - import asyncio +from abc import ABC, abstractmethod +from collections.abc import Coroutine +from typing import Callable, Set from shared.types.events.events import ResourceProfiled -from shared.types.profiling.common import NodePerformanceProfile, MemoryPerformanceProfile, SystemPerformanceProfile +from shared.types.profiling.common import ( + MemoryPerformanceProfile, + NodePerformanceProfile, + SystemPerformanceProfile, +) + class EventLog: - def append(self, event: ResourceProfiled) -> None: - ... + def append(self, event: ResourceProfiled) -> None: ... + class ResourceCollector(ABC): """ Details a single resource (or resource type) that is being monitored by the resource monitor. """ + def __init__(self, name: str): self.name = name - async def collect(self) -> NodePerformanceProfile: - ... + @abstractmethod + async def collect(self) -> NodePerformanceProfile: ... + class SystemResourceCollector(ResourceCollector): def __init__(self): - super().__init__('system') + super().__init__("system") + + @abstractmethod + async def collect(self) -> SystemPerformanceProfile: ... - async def collect(self) -> SystemPerformanceProfile: - ... class MemoryResourceCollector(ResourceCollector): def __init__(self): - super().__init__('memory') + super().__init__("memory") + + @abstractmethod + async def collect(self) -> MemoryPerformanceProfile: ... - async def collect(self) -> MemoryPerformanceProfile: - ... class ResourceMonitor: - def __init__(self, event_outbox: EventLog): - self.event_outbox: EventLog = event_outbox + def __init__( + self, + collectors: list[ResourceCollector], + effect_handlers: Set[Callable[[NodePerformanceProfile], None]], + ): + self.effect_handlers: Set[Callable[[NodePerformanceProfile], None]] = ( + effect_handlers + ) + self.collectors: list[ResourceCollector] = collectors - self.collectors: list[ResourceCollector] = [ - SystemResourceCollector(), - MemoryResourceCollector(), - ] + # Since there's no implementation, this breaks the typechecker. + # self.collectors: list[ResourceCollector] = [ + # SystemResourceCollector(), + # MemoryResourceCollector(), + # ] - async def collect(self) -> list[NodePerformanceProfile]: + async def _collect(self) -> list[NodePerformanceProfile]: tasks: list[Coroutine[None, None, NodePerformanceProfile]] = [ collector.collect() for collector in self.collectors ] return await asyncio.gather(*tasks) - async def collect_and_publish(self) -> None: - profiles = await self.collect() + async def collect(self) -> None: + profiles = await self._collect() for profile in profiles: - self.event_outbox.append(profile.to_event()) \ No newline at end of file + for effect_handler in self.effect_handlers: + effect_handler(profile) diff --git a/shared/types/worker/runners.py b/shared/types/worker/runners.py index dca7b290..c7528094 100644 --- a/shared/types/worker/runners.py +++ b/shared/types/worker/runners.py @@ -1,6 +1,6 @@ from collections.abc import Mapping, Sequence from enum import Enum -from typing import Generic, Literal, TypeVar, Self +from typing import Generic, Literal, TypeVar from pydantic import BaseModel, model_validator @@ -8,7 +8,7 @@ from shared.types.common import NodeId from shared.types.models.common import ModelId from shared.types.worker.common import RunnerId from shared.types.worker.downloads import BaseDownloadProgress, DownloadStatus -from shared.types.worker.shards import BaseModelShardMeta, PartitionStrategyT +from shared.types.worker.shards import PartitionStrategy, ShardMetadata class RunnerStateType(str, Enum): @@ -55,17 +55,16 @@ class RunnerData(BaseModel): ) -# Runner placement must be consistent in its partitioning strategy across all shards. -# Using a generic type parameter enforces this constraint at type-checking time. +PartitionStrategyT = TypeVar(name="PartitionStrategyT", bound=PartitionStrategy) -class RunnerPlacement(BaseModel, Generic[PartitionStrategyT]): +class ShardAssignments(BaseModel): model_id: ModelId - runner_to_shard: Mapping[RunnerId, BaseModelShardMeta[PartitionStrategyT]] + runner_to_shard: Mapping[RunnerId, ShardMetadata[PartitionStrategy]] node_to_runner: Mapping[NodeId, Sequence[RunnerId]] @model_validator(mode="after") - def validate_runners_exist(self) -> Self: + def validate_runners_exist(self) -> "ShardAssignments": for runners in self.node_to_runner.values(): for runner_id in runners: if runner_id not in self.runner_to_shard: diff --git a/shared/types/worker/shards.py b/shared/types/worker/shards.py index 57291a79..5b33457d 100644 --- a/shared/types/worker/shards.py +++ b/shared/types/worker/shards.py @@ -1,41 +1,47 @@ from enum import Enum -from typing import Generic, TypeVar, Annotated, Literal +from typing import Annotated, Generic, Literal, TypeVar from pydantic import BaseModel, DirectoryPath, Field, TypeAdapter from shared.types.common import NodeId from shared.types.models.common import ModelId + class PartitionStrategy(str, Enum): - pipeline = 'pipeline' + pipeline = "pipeline" -PartitionStrategyT = TypeVar(name='PartitionStrategyT', bound=PartitionStrategy) -class BaseModelShardMeta(BaseModel, Generic[PartitionStrategyT]): +PartitionStrategyT = TypeVar(name="PartitionStrategyT", bound=PartitionStrategy) + + +class ShardMetadata(BaseModel, Generic[PartitionStrategyT]): """ Defines a specific shard of the model that is ready to be run on a device. Replaces previous `Shard` object. """ + device_rank: int world_size: int model_id: ModelId - model_path: DirectoryPath # pydantic DirectoryPath ensures that the directory exists. + model_path: DirectoryPath -class PipelineShardMeta(BaseModelShardMeta[PartitionStrategy.pipeline]): + +class PipelineShardMeta(ShardMetadata[PartitionStrategy.pipeline]): """ Pipeline parallelism shard meta. """ + partition_strategy: Literal[PartitionStrategy.pipeline] = Field( default=PartitionStrategy.pipeline, frozen=True ) start_layer: Annotated[int, Field(ge=0)] end_layer: Annotated[int, Field(ge=0)] -ShardMeta = Annotated[ - PipelineShardMeta, - Field(discriminator="partition_strategy") -] -ShardMetaAdapter: TypeAdapter[ShardMeta] = TypeAdapter(ShardMeta) + +_ShardMeta = Annotated[PipelineShardMeta, Field(discriminator="partition_strategy")] +ShardMetaAdapter: TypeAdapter[ShardMetadata[PartitionStrategy]] = TypeAdapter( + _ShardMeta +) class ShardPlacement(BaseModel, Generic[PartitionStrategyT]): @@ -43,5 +49,6 @@ class ShardPlacement(BaseModel, Generic[PartitionStrategyT]): A shard placement is the description of a model distributed across a set of nodes. The Generic[PartitionStrategyT] enforces that the shard assignments all use the same partition strategy. """ + model_id: ModelId - shard_assignments: dict[NodeId, BaseModelShardMeta[PartitionStrategyT]] + shard_assignments: dict[NodeId, ShardMetadata[PartitionStrategyT]] diff --git a/shared/utils.py b/shared/utils.py index da09cb04..bf2be769 100644 --- a/shared/utils.py +++ b/shared/utils.py @@ -1,8 +1,9 @@ from typing import Any, Type, TypeVar -T = TypeVar('T') +T = TypeVar("T") -def ensure_type(obj: Any, expected_type: Type[T]) -> T: # type: ignore + +def ensure_type(obj: Any, expected_type: Type[T]) -> T: # type: ignore if not isinstance(obj, expected_type): - raise TypeError(f"Expected {expected_type}, got {type(obj)}") # type: ignore - return obj \ No newline at end of file + raise TypeError(f"Expected {expected_type}, got {type(obj)}") # type: ignore + return obj From fe17aaf9f8aee749ba752f1362c400076b499fed Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Mon, 7 Jul 2025 20:22:00 +0100 Subject: [PATCH 062/224] fix: Make master hold a queue of task data --- shared/types/states/master.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/shared/types/states/master.py b/shared/types/states/master.py index 09a5d584..51659334 100644 --- a/shared/types/states/master.py +++ b/shared/types/states/master.py @@ -24,6 +24,7 @@ from shared.types.networking.topology import ( ) from shared.types.profiling.common import NodePerformanceProfile from shared.types.states.shared import SharedState +from shared.types.tasks.common import TaskData, TaskType from shared.types.worker.instances import InstanceData, InstanceId @@ -64,8 +65,8 @@ class ControlPlaneNetworkState(State[EventCategories.ControlPlaneEventTypes]): class MasterState(SharedState): data_plane_network_state: DataPlaneNetworkState control_plane_network_state: ControlPlaneNetworkState - job_inbox: Queue[ExternalCommand] - job_outbox: Queue[ExternalCommand] + job_inbox: Queue[TaskData[TaskType]] + job_outbox: Queue[TaskData[TaskType]] cache_policy: CachePolicy[CachePolicyType] From 74d56e52ff1fd459c5fbe93a3349ee8c7e319e91 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Mon, 7 Jul 2025 20:22:27 +0100 Subject: [PATCH 063/224] fix: Improve naming --- shared/types/states/master.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/shared/types/states/master.py b/shared/types/states/master.py index 51659334..e1233b11 100644 --- a/shared/types/states/master.py +++ b/shared/types/states/master.py @@ -70,7 +70,7 @@ class MasterState(SharedState): cache_policy: CachePolicy[CachePolicyType] -def get_inference_plan( +def get_shard_assignments( inbox: Queue[ExternalCommand], outbox: Queue[ExternalCommand], resource_graph: ResourceGraph, From b0bd95100501ef2f46091370510f12ae99c290d7 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Wed, 9 Jul 2025 19:04:21 +0100 Subject: [PATCH 064/224] Merge Basic Interfaces Co-authored-by: Alex Cheema Co-authored-by: Seth Howes Co-authored-by: Matt Beton Co-authored-by: Andrei Cravtov --- .../{conditional-commit.yml => action.yml} | 0 .github/actions/lint-check/action.yml | 10 + .github/actions/verify-clean/action.yml | 20 ++ .github/workflows/pipeline.yml | 39 +-- flake.nix | 2 + justfile | 12 +- master/api.py | 29 ++ master/idempotency.py | 14 +- shared/logger.py | 44 ++- shared/openai.py | 20 ++ shared/protobufs/types/mlx/nn/__init__.pyi | 3 + shared/pyproject.toml | 1 + shared/types/api.py | 12 + shared/types/common.py | 16 + shared/types/event_sourcing.py | 99 ------- shared/types/events/chunks.py | 93 ++++++ shared/types/events/common.py | 274 ++++++++++++++++++ shared/types/events/events.py | 185 ++++++++++++ shared/types/graphs/common.py | 171 +++++++++++ shared/types/graphs/resource_graph.py | 17 ++ shared/types/models/common.py | 5 + shared/types/models/metadata.py | 9 + shared/types/models/model.py | 18 ++ shared/types/models/sources.py | 66 +++++ shared/types/networking/control_plane.py | 11 + shared/types/networking/data_plane.py | 68 +++++ shared/types/networking/services.py | 29 ++ shared/types/networking/topology.py | 72 +++++ shared/types/profiling/common.py | 54 ++++ shared/types/states/master.py | 85 ++++++ shared/types/states/shared.py | 30 ++ shared/types/states/worker.py | 17 ++ shared/types/tasks/common.py | 120 ++++++++ shared/types/worker/commands_runner.py | 102 +++++++ shared/types/worker/common.py | 17 ++ shared/types/worker/downloads.py | 85 ++++++ shared/types/worker/instances.py | 35 +++ shared/types/worker/mlx.py | 13 + shared/types/worker/resource_monitor.py | 73 +++++ shared/types/worker/runners.py | 74 +++++ shared/types/worker/shards.py | 54 ++++ shared/utils.py | 9 + uv.lock | 148 ++++++++++ 43 files changed, 2121 insertions(+), 134 deletions(-) rename .github/actions/conditional-commit/{conditional-commit.yml => action.yml} (100%) create mode 100644 .github/actions/lint-check/action.yml create mode 100644 .github/actions/verify-clean/action.yml create mode 100644 master/api.py create mode 100644 shared/openai.py create mode 100644 shared/protobufs/types/mlx/nn/__init__.pyi create mode 100644 shared/types/api.py create mode 100644 shared/types/common.py delete mode 100644 shared/types/event_sourcing.py create mode 100644 shared/types/events/chunks.py create mode 100644 shared/types/events/common.py create mode 100644 shared/types/events/events.py create mode 100644 shared/types/graphs/common.py create mode 100644 shared/types/graphs/resource_graph.py create mode 100644 shared/types/models/common.py create mode 100644 shared/types/models/metadata.py create mode 100644 shared/types/models/model.py create mode 100644 shared/types/models/sources.py create mode 100644 shared/types/networking/control_plane.py create mode 100644 shared/types/networking/data_plane.py create mode 100644 shared/types/networking/services.py create mode 100644 shared/types/networking/topology.py create mode 100644 shared/types/profiling/common.py create mode 100644 shared/types/states/master.py create mode 100644 shared/types/states/shared.py create mode 100644 shared/types/states/worker.py create mode 100644 shared/types/tasks/common.py create mode 100644 shared/types/worker/commands_runner.py create mode 100644 shared/types/worker/common.py create mode 100644 shared/types/worker/downloads.py create mode 100644 shared/types/worker/instances.py create mode 100644 shared/types/worker/mlx.py create mode 100644 shared/types/worker/resource_monitor.py create mode 100644 shared/types/worker/runners.py create mode 100644 shared/types/worker/shards.py create mode 100644 shared/utils.py diff --git a/.github/actions/conditional-commit/conditional-commit.yml b/.github/actions/conditional-commit/action.yml similarity index 100% rename from .github/actions/conditional-commit/conditional-commit.yml rename to .github/actions/conditional-commit/action.yml diff --git a/.github/actions/lint-check/action.yml b/.github/actions/lint-check/action.yml new file mode 100644 index 00000000..f666cae9 --- /dev/null +++ b/.github/actions/lint-check/action.yml @@ -0,0 +1,10 @@ +name: Lint Check + +description: "Check for lint errors" + +runs: + using: "composite" + steps: + - name: Lint check + run: nix develop -c just lint-check + shell: bash diff --git a/.github/actions/verify-clean/action.yml b/.github/actions/verify-clean/action.yml new file mode 100644 index 00000000..976e6a7d --- /dev/null +++ b/.github/actions/verify-clean/action.yml @@ -0,0 +1,20 @@ +name: Verify Clean Working Tree + +description: "Fail the job if the previous step left the working tree dirty" + +inputs: + step: + description: "The name of the step that just executed" + required: true + +runs: + using: composite + steps: + - name: Check git diff + shell: bash + run: | + if ! git diff --quiet; then + echo "Error: ${{ inputs.step }} left working tree dirty." >&2 + git --no-pager diff >&2 + exit 1 + fi \ No newline at end of file diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml index 6f3ba411..e2834848 100644 --- a/.github/workflows/pipeline.yml +++ b/.github/workflows/pipeline.yml @@ -14,12 +14,24 @@ jobs: typecheck: runs-on: ubuntu-22.04 steps: + - uses: actions/checkout@v4 + + - name: Configure git user + run: | + git config --local user.email "github-actions@users.noreply.github.com" + git config --local user.name "github-actions bot" + shell: bash + + - uses: cachix/install-nix-action@v31 + with: + github_access_token: ${{ secrets.GITHUB_TOKEN }} + - uses: ./.github/actions/typecheck ci: needs: typecheck runs-on: ubuntu-22.04 permissions: - contents: write + contents: read env: GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} steps: @@ -38,27 +50,8 @@ jobs: with: github_access_token: ${{ secrets.GITHUB_TOKEN }} - - uses: ./.github/actions/regenerate-protobufs - - - name: Commit regenerated protobufs - uses: ./.github/actions/conditional-commit + - uses: ./.github/actions/verify-clean with: - message: "chore(proto) regenerate protobufs" + step: regenerate-protobufs - - uses: ./.github/actions/format - - - name: Commit formatted code - uses: ./.github/actions/conditional-commit - with: - message: "chore(format): format code" - - - uses: ./.github/actions/lint - - - name: Commit lint fixes - uses: ./.github/actions/conditional-commit - with: - message: "chore(lint): fix linting errors" - - - name: Push changes - run: git push - shell: bash + - uses: ./.github/actions/lint-check \ No newline at end of file diff --git a/flake.nix b/flake.nix index 2e1b6243..4ad5a219 100644 --- a/flake.nix +++ b/flake.nix @@ -22,6 +22,8 @@ pkgs.uv pkgs.just pkgs.protobuf + pkgs.rustc + pkgs.cargo ]; }; } diff --git a/justfile b/justfile index a2fe657a..fdffc979 100644 --- a/justfile +++ b/justfile @@ -1,6 +1,11 @@ regenerate-protobufs: - protoc --proto_path=shared/protobufs/schemas --python_out=shared/protobufs/types --pyi_out=shared/protobufs/types shared/protobufs/schemas/*.proto - uv run ruff format ./shared/protobufs/types + #!/usr/bin/env bash + if [ -f shared/protobufs/schemas/*.proto ]; then + protoc --proto_path=shared/protobufs/schemas --python_out=shared/protobufs/types --pyi_out=shared/protobufs/types shared/protobufs/schemas/*.proto + uv run ruff format ./shared/protobufs/types + else + echo "No .proto files found in shared/protobufs/schemas/" + fi fmt: uv run ruff format master worker shared engines/* @@ -8,6 +13,9 @@ fmt: lint: uv run ruff check --fix master worker shared engines/* +lint-check: + uv run ruff check master worker shared engines/* + test: uv run pytest master worker shared engines/* diff --git a/master/api.py b/master/api.py new file mode 100644 index 00000000..50cc3bd3 --- /dev/null +++ b/master/api.py @@ -0,0 +1,29 @@ +from typing import Protocol + +from shared.types.models.common import ModelId +from shared.types.models.model import ModelInfo +from shared.types.models.sources import ModelSource +from shared.types.networking.topology import ControlPlaneTopology, DataPlaneTopology +from shared.types.worker.common import InstanceId +from shared.types.worker.downloads import DownloadProgress +from shared.types.worker.instances import Instance + + +class ControlPlaneAPI(Protocol): + def get_control_plane_topology(self) -> ControlPlaneTopology: ... + + def get_data_plane_topology(self) -> DataPlaneTopology: ... + + def list_instances(self) -> list[Instance]: ... + + def get_instance(self, instance_id: InstanceId) -> Instance: ... + + def create_instance(self, model_id: ModelId) -> InstanceId: ... + + def remove_instance(self, instance_id: InstanceId) -> None: ... + + def get_model_data(self, model_id: ModelId) -> ModelInfo: ... + + def download_model(self, model_id: ModelId, model_source: ModelSource) -> None: ... + + def get_download_progress(self, model_id: ModelId) -> DownloadProgress: ... diff --git a/master/idempotency.py b/master/idempotency.py index 661d1e44..508cec6d 100644 --- a/master/idempotency.py +++ b/master/idempotency.py @@ -1,24 +1,28 @@ from hashlib import sha3_224 as hasher from typing import Sequence, TypeVar +from uuid import UUID -from shared.types.event_sourcing import EventId, EventTypes, IdemKeyGenerator, State +from shared.types.events.common import EventCategories, EventId, IdemKeyGenerator, State -EventTypeT = TypeVar("EventTypeT", bound=EventTypes) +EventCategoryT = TypeVar("EventCategoryT", bound=EventCategories) -def get_idem_tag_generator(base: str) -> IdemKeyGenerator[EventTypeT]: +def get_idem_tag_generator(base: str) -> IdemKeyGenerator[EventCategoryT]: """Generates idempotency keys for events. The keys are generated by hashing the state sequence number against a base string. You can pick any base string, **so long as it's not used in any other function that generates idempotency keys**. """ - def get_idem_keys(state: State[EventTypeT], num_keys: int) -> Sequence[EventId]: + def get_idem_keys(state: State[EventCategoryT], num_keys: int) -> Sequence[EventId]: def recurse(n: int, last: bytes) -> Sequence[EventId]: if n == 0: return [] next_hash = hasher(last).digest() - return (EventId(next_hash.hex()), *recurse(n - 1, next_hash)) + return ( + EventId(UUID(bytes=next_hash, version=4)), + *recurse(n - 1, next_hash), + ) initial_bytes = state.sequence_number.to_bytes(8, byteorder="big", signed=False) return recurse(num_keys, initial_bytes) diff --git a/shared/logger.py b/shared/logger.py index 1d522fc2..659f551e 100644 --- a/shared/logger.py +++ b/shared/logger.py @@ -1,21 +1,48 @@ import logging import logging.handlers -from collections.abc import Sequence +from collections.abc import Sequence, Set +from enum import Enum from queue import Queue +from pydantic import BaseModel from rich.logging import RichHandler +class LogEntryType(str, Enum): + telemetry = "telemetry" + metrics = "metrics" + cluster = "cluster" + + +class LogEntry(BaseModel): + event_type: Set[LogEntryType] + + +class LogFilterByType(logging.Filter): + def __init__(self, log_types: Set[LogEntryType]): + super().__init__() + self.log_types = log_types + + def filter(self, record: logging.LogRecord) -> bool: + message = record.getMessage() + LogEntry.model_validate_json(message) + return True + + def configure_logger( logger_name: str, log_level: int = logging.INFO, effect_handlers: Sequence[logging.Handler] | None = None, ) -> logging.Logger: + existing_logger = logging.Logger.manager.loggerDict.get(logger_name) + if existing_logger is not None: + raise RuntimeError(f"Logger with name '{logger_name}' already exists.") + logger = logging.getLogger(logger_name) logger.setLevel(log_level) logger.propagate = False + logging.raiseExceptions = True - # If the named logger already has handlers, we assume it has been configured. if logger.hasHandlers(): return logger @@ -33,13 +60,20 @@ def configure_logger( return logger -def attach_to_queue(logger: logging.Logger, queue: Queue[logging.LogRecord]) -> None: - logger.addHandler(logging.handlers.QueueHandler(queue)) +def attach_to_queue( + logger: logging.Logger, + filter_with: Sequence[logging.Filter], + queue: Queue[logging.LogRecord], +) -> None: + handler = logging.handlers.QueueHandler(queue) + for log_filter in filter_with: + handler.addFilter(log_filter) + logger.addHandler(handler) def create_queue_listener( log_queue: Queue[logging.LogRecord], - effect_handlers: list[logging.Handler], + effect_handlers: Sequence[logging.Handler], ) -> logging.handlers.QueueListener: listener = logging.handlers.QueueListener( log_queue, *effect_handlers, respect_handler_level=True diff --git a/shared/openai.py b/shared/openai.py new file mode 100644 index 00000000..0a0a546f --- /dev/null +++ b/shared/openai.py @@ -0,0 +1,20 @@ +from typing import TYPE_CHECKING, Literal, TypeAlias, get_type_hints + +if TYPE_CHECKING: + import openai.types as openai_types + import openai.types.chat as openai_chat + + types = openai_types + chat = openai_chat +else: + types = None + chat = None + +FinishReason: TypeAlias = Literal[ + "stop", "length", "tool_calls", "content_filter", "function_call" +] +assert ( + get_type_hints(chat.chat_completion_chunk.Choice)["finish_reason"] == FinishReason +), "Upstream changed Choice.finish_reason; update FinishReason alias." + +__all__ = ["types", "chat", "FinishReason"] diff --git a/shared/protobufs/types/mlx/nn/__init__.pyi b/shared/protobufs/types/mlx/nn/__init__.pyi new file mode 100644 index 00000000..464c4f1a --- /dev/null +++ b/shared/protobufs/types/mlx/nn/__init__.pyi @@ -0,0 +1,3 @@ +from mlx.nn.layers import * +from mlx.nn import init as init, losses as losses +from mlx.nn.utils import average_gradients as average_gradients, value_and_grad as value_and_grad \ No newline at end of file diff --git a/shared/pyproject.toml b/shared/pyproject.toml index c17f3dc7..d4ee919e 100644 --- a/shared/pyproject.toml +++ b/shared/pyproject.toml @@ -5,6 +5,7 @@ description = "Shared utilities for the Exo project" readme = "README.md" requires-python = ">=3.13" dependencies = [ + "openai>=1.93.0", "pathlib>=1.0.1", "protobuf>=6.31.1", "pydantic>=2.11.7", diff --git a/shared/types/api.py b/shared/types/api.py new file mode 100644 index 00000000..f1bdefbf --- /dev/null +++ b/shared/types/api.py @@ -0,0 +1,12 @@ +from typing import Literal + +from openai.types.chat.completion_create_params import CompletionCreateParams +from pydantic import BaseModel + +from shared.types.tasks.common import TaskId + + +class ChatTask(BaseModel): + task_id: TaskId + kind: Literal["chat"] = "chat" + task_data: CompletionCreateParams diff --git a/shared/types/common.py b/shared/types/common.py new file mode 100644 index 00000000..2c1b77ab --- /dev/null +++ b/shared/types/common.py @@ -0,0 +1,16 @@ +from uuid import uuid4 + +from pydantic import UUID4, Field +from pydantic.dataclasses import dataclass + + +@dataclass(frozen=True) +class NewUUID: + uuid: UUID4 = Field(default_factory=lambda: uuid4()) + + def __hash__(self) -> int: + return hash(self.uuid) + + +class NodeId(NewUUID): + pass diff --git a/shared/types/event_sourcing.py b/shared/types/event_sourcing.py deleted file mode 100644 index 33fc89e6..00000000 --- a/shared/types/event_sourcing.py +++ /dev/null @@ -1,99 +0,0 @@ -from typing import ( - Annotated, - Callable, - Generic, - Literal, - Protocol, - Sequence, - Tuple, - TypeVar, - get_args, -) -from uuid import UUID - -from pydantic import BaseModel, Field, TypeAdapter -from pydantic.types import UuidVersion - -_EventId = Annotated[UUID, UuidVersion(4)] -EventId = type("EventID", (UUID,), {}) -EventIdParser: TypeAdapter[EventId] = TypeAdapter(_EventId) - -EventTypes = Literal["create", "update", "delete"] -EventTypeT = TypeVar("EventTypeT", bound=EventTypes) -TEventType = TypeVar("TEventType", bound=EventTypes, covariant=True) - - -class Event(BaseModel, Generic[TEventType]): - event_type: TEventType - idem_key: EventId - - -class State(BaseModel, Generic[EventTypeT]): - event_types: tuple[EventTypeT, ...] = get_args(EventTypeT) - sequence_number: int = Field(default=0, ge=0) - - -AnnotatedEventType = Annotated[EventTypes, Field(discriminator="event_type")] -EventTypeParser: TypeAdapter[AnnotatedEventType] = TypeAdapter(AnnotatedEventType) - -Applicator = Callable[[State[EventTypeT], Event[TEventType]], State[EventTypeT]] -Apply = Callable[[State[EventTypeT], Event[EventTypeT]], State[EventTypeT]] -SagaApplicator = Callable[ - [State[EventTypeT], Event[TEventType]], Sequence[Event[EventTypeT]] -] -Saga = Callable[[State[EventTypeT], Event[EventTypeT]], Sequence[Event[EventTypeT]]] - -StateAndEvent = Tuple[State[EventTypeT], Event[EventTypeT]] -EffectHandler = Callable[[StateAndEvent[EventTypeT], State[EventTypeT]], None] -EventPublisher = Callable[[Event[EventTypeT]], None] - - -class EventOutbox(Protocol): - def send(self, events: Sequence[Event[EventTypeT]]) -> None: ... - - -class EventProcessor(Protocol): - def update( - self, - state: State[EventTypeT], - apply: Apply[EventTypeT], - effect_handlers: Sequence[EffectHandler[EventTypeT]], - ) -> State[EventTypeT]: ... - - -def get_saga_effect_handler( - sagas: Saga[EventTypeT], event_publisher: EventPublisher[EventTypeT] -) -> EffectHandler[EventTypeT]: - def effect_handler(state_and_event: StateAndEvent[EventTypeT]) -> None: - trigger_state, trigger_event = state_and_event - for event in sagas(trigger_state, trigger_event): - event_publisher(event) - - return lambda state_and_event, _: effect_handler(state_and_event) - - -def get_effects_from_sagas( - sagas: Sequence[Saga[EventTypeT]], event_publisher: EventPublisher[EventTypeT] -) -> Sequence[EffectHandler[EventTypeT]]: - return [get_saga_effect_handler(saga, event_publisher) for saga in sagas] - - -IdemKeyGenerator = Callable[[State[EventTypeT], int], Sequence[EventId]] - -_CommandId = Annotated[UUID, UuidVersion(4)] -CommandId = type("CommandID", (UUID,), {}) -CommandIdParser: TypeAdapter[CommandId] = TypeAdapter(_CommandId) - -CommandTypes = Literal["create", "update", "delete"] -CommandTypeT = TypeVar("CommandTypeT", bound=EventTypes) -TCommandType = TypeVar("TCommandType", bound=EventTypes, covariant=True) - - -class Command(BaseModel, Generic[TEventType, TCommandType]): - command_type: TCommandType - idem_key: CommandId - - -Decide = Callable[ - [State[EventTypeT], Command[TEventType, TCommandType]], Sequence[Event[EventTypeT]] -] diff --git a/shared/types/events/chunks.py b/shared/types/events/chunks.py new file mode 100644 index 00000000..e75d6e1e --- /dev/null +++ b/shared/types/events/chunks.py @@ -0,0 +1,93 @@ +from enum import Enum +from typing import Annotated, Generic, Literal, TypeVar + +from openai.types.chat.chat_completion import ChatCompletion +from openai.types.chat.chat_completion_chunk import ChatCompletionChunk +from pydantic import BaseModel, Field, TypeAdapter + +from shared.openai import FinishReason +from shared.types.models.common import ModelId +from shared.types.tasks.common import TaskId + +OpenAIResponse = ( + ChatCompletion | ChatCompletionChunk +) ## Currently we only support chat completions + + +class ChunkType(str, Enum): + token = "token" + image = "image" + + +ChunkT = TypeVar("ChunkT", bound=ChunkType) + + +class BaseChunk(BaseModel, Generic[ChunkT]): + task_id: TaskId + idx: int + model: ModelId + + +### + + +class TokenChunkData(BaseModel): + text: str + token_id: int + finish_reason: FinishReason | None = None + + +class ImageChunkData(BaseModel): + data: bytes + + +### + + +class TokenChunk(BaseChunk[ChunkType.token]): + chunk_data: TokenChunkData + chunk_type: Literal[ChunkType.token] = Field(default=ChunkType.token, frozen=True) + + +class ImageChunk(BaseChunk[ChunkType.image]): + chunk_data: ImageChunkData + chunk_type: Literal[ChunkType.image] = Field(default=ChunkType.image, frozen=True) + + +### + +GenerationChunk = Annotated[TokenChunk | ImageChunk, Field(discriminator="chunk_type")] +GenerationChunkTypeAdapter: TypeAdapter[GenerationChunk] = TypeAdapter(GenerationChunk) + +# my_chunk: dict[str, Any] = TokenChunk( +# task_id=TaskId('nicerid'), +# idx=0, +# chunk_data=TokenChunkData( +# text='hello', +# token_id=12, +# ), +# chunk_type=ChunkType.token, +# model='llama-3.1', +# ).model_dump() +# print(my_chunk) +# restored = GenerationChunkTypeAdapter.validate_python(my_chunk) +# print(restored) + +#### OpenAI API Interfaces ### + +""" +def send_task(task: Any) -> AsyncGenerator[GenerationChunk]: + # This is the 'command' - turns the task into an event and pushes to the event queue. + # Tokens are then read off the event queue and pushed back to the api via an AsyncGenerator. + ... + +def parse_chunk_to_openai_response(chunk: GenerationChunk) -> OpenAIResponse: + ... + +async def handle_task(task: Any) -> AsyncGenerator[OpenAIResponse]: + ## In our api call function, we will do: + generator: AsyncGenerator[GenerationChunk] = send_task(task) + + async for chunk in generator: + yield parse_chunk_to_openai_response(chunk) +""" diff --git a/shared/types/events/common.py b/shared/types/events/common.py new file mode 100644 index 00000000..6e5f78cf --- /dev/null +++ b/shared/types/events/common.py @@ -0,0 +1,274 @@ +from enum import Enum, auto +from typing import ( + Annotated, + Callable, + Generic, + Protocol, + Sequence, + Tuple, + TypeVar, +) + +from pydantic import BaseModel, Field, TypeAdapter, model_validator + +from shared.types.common import NewUUID, NodeId + + +class EventId(NewUUID): + pass + + +class TimerId(NewUUID): + pass + + +class MLXEventTypes(str, Enum): + MLXInferenceSagaPrepare = "MLXInferenceSagaPrepare" + MLXInferenceSagaStartPrepare = "MLXInferenceSagaStartPrepare" + + +class TaskEventTypes(str, Enum): + TaskCreated = "TaskCreated" + TaskUpdated = "TaskUpdated" + TaskDeleted = "TaskDeleted" + + +class StreamingEventTypes(str, Enum): + ChunkGenerated = "ChunkGenerated" + + +class InstanceEventTypes(str, Enum): + InstanceCreated = "InstanceCreated" + InstanceDeleted = "InstanceDeleted" + InstanceToBeReplacedAtomically = "InstanceToBeReplacedAtomically" + InstanceReplacedAtomically = "InstanceReplacedAtomically" + InstanceStatusUpdated = "InstanceStatusUpdated" + + +class InstanceStateEventTypes(str, Enum): + InstanceRunnerStateUpdated = "InstanceRunnerStateUpdated" + + +class NodePerformanceEventTypes(str, Enum): + NodePerformanceProfiled = "NodePerformanceProfiled" + + +class DataPlaneEventTypes(str, Enum): + DataPlaneEdgeCreated = "DataPlaneEdgeCreated" + DataPlaneEdgeProfiled = "DataPlaneEdgeProfiled" + DataPlaneEdgeDeleted = "DataPlaneEdgeDeleted" + + +class ControlPlaneEventTypes(str, Enum): + WorkerConnected = "WorkerConnected" + WorkerStatusUpdated = "WorkerStatusUpdated" + WorkerDisconnected = "WorkerDisconnected" + + +class TimerEventTypes(str, Enum): + TimerCreated = "TimerCreated" + TimerFired = "TimerFired" + + +class ResourceEventTypes(str, Enum): + ResourceProfiled = "ResourceProfiled" + + +class EventCategories(str, Enum): + TaskEventTypes = auto() + StreamingEventTypes = auto() + InstanceEventTypes = auto() + InstanceStateEventTypes = auto() + NodePerformanceEventTypes = auto() + ControlPlaneEventTypes = auto() + DataPlaneEventTypes = auto() + TimerEventTypes = auto() + MLXEventTypes = auto() + + +PossibleEventOfEventTypeT = TypeVar("PossibleEventOfEventTypeT", bound=Enum) + +# T=(A|B) <: U=(A|B|C) ==> Event[A|B] <: Event[A|BCategoryOfEventsT_cov = TypeVar(name="CategoryOfEventsT_cov", bound=EventCategories, covariant=True) +CategoryOfEventsT_cov = TypeVar( + name="CategoryOfEventsT_cov", bound=EventCategories, contravariant=True +) +CategoryOfEventsT_con = TypeVar( + name="CategoryOfEventsT_con", bound=EventCategories, contravariant=True +) +CategoryOfEventsT_inv = TypeVar( + name="CategoryOfEventsT_inv", + bound=EventCategories, + covariant=False, + contravariant=False, +) + + +class Event(BaseModel, Generic[PossibleEventOfEventTypeT]): + event_type: PossibleEventOfEventTypeT + event_category: EventCategories + event_id: EventId + + def check_origin_id(self, origin_id: NodeId) -> bool: + return True + + +class TaskEvent(Event[TaskEventTypes]): + event_type: TaskEventTypes + + +class InstanceEvent(Event[InstanceEventTypes]): + event_type: InstanceEventTypes + + +class InstanceStateEvent(Event[InstanceStateEventTypes]): + event_type: InstanceStateEventTypes + + +class MLXEvent(Event[MLXEventTypes]): + event_type: MLXEventTypes + + +class NodePerformanceEvent(Event[NodePerformanceEventTypes]): + event_type: NodePerformanceEventTypes + + +class ControlPlaneEvent(Event[ControlPlaneEventTypes]): + event_type: ControlPlaneEventTypes + + +class StreamingEvent(Event[StreamingEventTypes]): + event_type: StreamingEventTypes + + +class DataPlaneEvent(Event[DataPlaneEventTypes]): + event_type: DataPlaneEventTypes + + +class TimerEvent(Event[TimerEventTypes]): + event_type: TimerEventTypes + + +class ResourceEvent(Event[ResourceEventTypes]): + event_type: ResourceEventTypes + + +class WrappedMessage(BaseModel, Generic[PossibleEventOfEventTypeT]): + message: Event[PossibleEventOfEventTypeT] + origin_id: NodeId + + @model_validator(mode="after") + def check_origin_id(self) -> "WrappedMessage[PossibleEventOfEventTypeT]": + if self.message.check_origin_id(self.origin_id): + return self + raise ValueError("Invalid Event: Origin ID Does Not Match") + + +class PersistedEvent(BaseModel, Generic[PossibleEventOfEventTypeT]): + event: Event[PossibleEventOfEventTypeT] + sequence_number: int = Field(gt=0) + + +class State(BaseModel, Generic[CategoryOfEventsT_cov]): + event_category: CategoryOfEventsT_cov + sequence_number: int = Field(default=0, ge=0) + + +AnnotatedEventType = Annotated[ + Event[EventCategories], Field(discriminator="event_category") +] +EventTypeParser: TypeAdapter[AnnotatedEventType] = TypeAdapter(AnnotatedEventType) + + +# it's not possible to enforce this at compile time, so we have to do it at runtime +def mock_todo[T](something: T | None) -> T: ... + + +def apply( + state: State[CategoryOfEventsT_inv], event: Event[CategoryOfEventsT_inv] +) -> State[CategoryOfEventsT_inv]: ... + + +# T=(A|B) <: U=(A|B|C) ==> Apply[A|B] <: Apply[A|B|C] +SagaApplicator = Callable[ + [State[CategoryOfEventsT_inv], Event[CategoryOfEventsT_inv]], + Sequence[Event[CategoryOfEventsT_inv]], +] +Saga = Callable[ + [State[CategoryOfEventsT_inv], Event[CategoryOfEventsT_inv]], + Sequence[Event[CategoryOfEventsT_inv]], +] +Apply = Callable[ + [State[CategoryOfEventsT_inv], Event[CategoryOfEventsT_inv]], + State[CategoryOfEventsT_inv], +] +StateAndEvent = Tuple[State[CategoryOfEventsT_inv], Event[CategoryOfEventsT_inv]] +EffectHandler = Callable[ + [StateAndEvent[CategoryOfEventsT_inv], State[CategoryOfEventsT_inv]], None +] +EventPublisher = Callable[[Event[CategoryOfEventsT_inv]], None] + + +class MutableState[EventCategoryT: EventCategories](Protocol): + def apply( + self, + event: Event[EventCategoryT], + applicator: Apply[EventCategoryT], + effect_handlers: Sequence[EffectHandler[EventCategoryT]], + ) -> None: ... + + +class EventOutbox(Protocol): + def send(self, events: Sequence[Event[EventCategories]]) -> None: ... + + +# +# T=[A|B] <: U=[A|B|C] => EventProcessor[A|B] :> EventProcessor[A|B|C] +# +class EventProcessor[EventCategoryT: EventCategories](Protocol): + def get_events_to_apply( + self, state: State[EventCategoryT] + ) -> Sequence[Event[EventCategoryT]]: ... + + +def get_saga_effect_handler[EventCategoryT: EventCategories]( + saga: Saga[EventCategoryT], event_publisher: EventPublisher[EventCategoryT] +) -> EffectHandler[EventCategoryT]: + def effect_handler(state_and_event: StateAndEvent[EventCategoryT]) -> None: + trigger_state, trigger_event = state_and_event + for event in saga(trigger_state, trigger_event): + event_publisher(event) + + return lambda state_and_event, _: effect_handler(state_and_event) + + +def get_effects_from_sagas[EventCategoryT: EventCategories]( + sagas: Sequence[Saga[EventCategoryT]], + event_publisher: EventPublisher[EventCategoryT], +) -> Sequence[EffectHandler[EventCategoryT]]: + return [get_saga_effect_handler(saga, event_publisher) for saga in sagas] + + +IdemKeyGenerator = Callable[[State[CategoryOfEventsT_cov], int], Sequence[EventId]] + + +class CommandId(NewUUID): + pass + + +class CommandTypes(str, Enum): + Create = "Create" + Update = "Update" + Delete = "Delete" + + +class Command[EventCategoryT: EventCategories, CommandType: CommandTypes](BaseModel): + command_type: CommandType + command_id: CommandId + + +CommandTypeT = TypeVar("CommandTypeT", bound=CommandTypes, covariant=True) + +Decide = Callable[ + [State[CategoryOfEventsT_cov], Command[CategoryOfEventsT_cov, CommandTypeT]], + Sequence[Event[CategoryOfEventsT_cov]], +] diff --git a/shared/types/events/events.py b/shared/types/events/events.py new file mode 100644 index 00000000..1f6422c8 --- /dev/null +++ b/shared/types/events/events.py @@ -0,0 +1,185 @@ +from __future__ import annotations + +from typing import Any, Literal, Tuple + +from pydantic import BaseModel + +from shared.types.common import NodeId +from shared.types.events.common import ( + ControlPlaneEvent, + ControlPlaneEventTypes, + DataPlaneEvent, + DataPlaneEventTypes, + InstanceEvent, + InstanceEventTypes, + InstanceStateEvent, + InstanceStateEventTypes, + MLXEvent, + MLXEventTypes, + NodePerformanceEvent, + NodePerformanceEventTypes, + ResourceEvent, + ResourceEventTypes, + StreamingEvent, + StreamingEventTypes, + TaskEvent, + TaskEventTypes, + TimerEvent, + TimerEventTypes, + TimerId, +) +from shared.types.networking.control_plane import ( + ControlPlaneEdgeId, + ControlPlaneEdgeType, +) +from shared.types.networking.data_plane import ( + DataPlaneEdge, + DataPlaneEdgeId, + DataPlaneEdgeProfile, +) +from shared.types.profiling.common import NodePerformanceProfile, ProfiledResourceName +from shared.types.tasks.common import ( + TaskData, + TaskId, + TaskState, + TaskStatusIncompleteType, + TaskStatusType, + TaskType, +) +from shared.types.worker.common import InstanceId, NodeStatus +from shared.types.worker.instances import InstanceData, InstanceStatus +from shared.types.worker.runners import RunnerId, RunnerState, RunnerStateType + + +class TimerData(BaseModel): + timer_id: TimerId + + +class TaskCreated[TaskTypeT: TaskType](TaskEvent): + event_type: TaskEventTypes = TaskEventTypes.TaskCreated + task_id: TaskId + task_data: TaskData[TaskTypeT] + task_state: TaskState[Literal[TaskStatusIncompleteType.Pending], TaskTypeT] + on_instance: InstanceId + + +class TaskUpdated[TaskTypeT: TaskType](TaskEvent): + event_type: TaskEventTypes = TaskEventTypes.TaskUpdated + task_id: TaskId + update_data: TaskState[TaskStatusType, TaskTypeT] + + +class TaskDeleted(TaskEvent): + event_type: TaskEventTypes = TaskEventTypes.TaskDeleted + task_id: TaskId + + +class InstanceCreated(InstanceEvent): + event_type: InstanceEventTypes = InstanceEventTypes.InstanceCreated + instance_id: InstanceId + instance_data: InstanceData + target_status: InstanceStatus + + +class InstanceDeleted(InstanceEvent): + event_type: InstanceEventTypes = InstanceEventTypes.InstanceDeleted + instance_id: InstanceId + + +class InstanceStatusUpdated(InstanceEvent): + event_type: InstanceEventTypes = InstanceEventTypes.InstanceStatusUpdated + instance_id: InstanceId + instance_status: InstanceStatus + + +class InstanceRunnerStateUpdated(InstanceStateEvent): + event_type: InstanceStateEventTypes = ( + InstanceStateEventTypes.InstanceRunnerStateUpdated + ) + instance_id: InstanceId + state_update: Tuple[RunnerId, RunnerState[RunnerStateType]] + + +class InstanceToBeReplacedAtomically(InstanceEvent): + event_type: InstanceEventTypes = InstanceEventTypes.InstanceToBeReplacedAtomically + transition: Tuple[InstanceId, InstanceId] + + +class InstanceReplacedAtomically(InstanceEvent): + event_type: InstanceEventTypes = InstanceEventTypes.InstanceReplacedAtomically + transition: Tuple[InstanceId, InstanceId] + + +class MLXInferenceSagaPrepare(MLXEvent): + event_type: MLXEventTypes = MLXEventTypes.MLXInferenceSagaPrepare + task_id: TaskId + instance_id: InstanceId + + +class MLXInferenceSagaStartPrepare(MLXEvent): + event_type: MLXEventTypes = MLXEventTypes.MLXInferenceSagaStartPrepare + task_id: TaskId + instance_id: InstanceId + + +class NodePerformanceProfiled(NodePerformanceEvent): + event_type: NodePerformanceEventTypes = ( + NodePerformanceEventTypes.NodePerformanceProfiled + ) + node_id: NodeId + node_profile: NodePerformanceProfile + + +class WorkerConnected(ControlPlaneEvent): + event_type: ControlPlaneEventTypes = ControlPlaneEventTypes.WorkerConnected + edge: DataPlaneEdge + + +class WorkerStatusUpdated(ControlPlaneEvent): + event_type: ControlPlaneEventTypes = ControlPlaneEventTypes.WorkerStatusUpdated + node_id: NodeId + node_state: NodeStatus + + +class WorkerDisconnected(ControlPlaneEvent): + event_type: ControlPlaneEventTypes = ControlPlaneEventTypes.WorkerConnected + vertex_id: ControlPlaneEdgeId + + +class ChunkGenerated(StreamingEvent): + event_type: StreamingEventTypes = StreamingEventTypes.ChunkGenerated + task_id: TaskId + instance_id: InstanceId + chunk: Any + + +class DataPlaneEdgeCreated(DataPlaneEvent): + event_type: DataPlaneEventTypes = DataPlaneEventTypes.DataPlaneEdgeCreated + vertex: ControlPlaneEdgeType + + +class DataPlaneEdgeProfiled(DataPlaneEvent): + event_type: DataPlaneEventTypes = DataPlaneEventTypes.DataPlaneEdgeProfiled + edge_id: DataPlaneEdgeId + edge_profile: DataPlaneEdgeProfile + + +class DataPlaneEdgeDeleted(DataPlaneEvent): + event_type: DataPlaneEventTypes = DataPlaneEventTypes.DataPlaneEdgeDeleted + edge_id: DataPlaneEdgeId + + +class TimerScheduled(TimerEvent): + event_type: TimerEventTypes = TimerEventTypes.TimerCreated + timer_data: TimerData + + +class TimerFired(TimerEvent): + event_type: TimerEventTypes = TimerEventTypes.TimerFired + timer_data: TimerData + + +class ResourceProfiled(ResourceEvent): + event_type: ResourceEventTypes = ResourceEventTypes.ResourceProfiled + resource_name: ProfiledResourceName + resource_profile: NodePerformanceProfile diff --git a/shared/types/graphs/common.py b/shared/types/graphs/common.py new file mode 100644 index 00000000..b43581fa --- /dev/null +++ b/shared/types/graphs/common.py @@ -0,0 +1,171 @@ +from collections.abc import Mapping +from typing import Callable, Generic, Protocol, Set, Tuple, TypeVar, overload + +from pydantic import BaseModel + +from shared.types.common import NewUUID + +EdgeTypeT = TypeVar("EdgeTypeT", covariant=True) +VertexTypeT = TypeVar("VertexTypeT", covariant=True) +EdgeIdT = TypeVar("EdgeIdT", bound=NewUUID) +VertexIdT = TypeVar("VertexIdT", bound=NewUUID) + + +class VertexData(BaseModel, Generic[VertexTypeT]): + vertex_type: VertexTypeT + + +class EdgeData(BaseModel, Generic[EdgeTypeT]): + edge_type: EdgeTypeT + + +class BaseEdge(BaseModel, Generic[EdgeTypeT, EdgeIdT, VertexIdT]): + edge_vertices: Tuple[VertexIdT, VertexIdT] + edge_data: EdgeData[EdgeTypeT] + + +class BaseVertex(BaseModel, Generic[VertexTypeT, EdgeIdT]): + vertex_data: VertexData[VertexTypeT] + + +class Vertex( + BaseVertex[VertexTypeT, EdgeIdT], Generic[VertexTypeT, EdgeIdT, VertexIdT] +): + vertex_id: VertexIdT + + +class Edge( + BaseEdge[EdgeTypeT, EdgeIdT, VertexIdT], Generic[EdgeTypeT, EdgeIdT, VertexIdT] +): + edge_id: EdgeIdT + + +class GraphData(BaseModel, Generic[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): + edges: Mapping[EdgeIdT, EdgeData[EdgeTypeT]] + vertices: Mapping[VertexIdT, VertexData[VertexTypeT]] + + +class GraphProtocol(Protocol, Generic[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): + def list_edges(self) -> Set[EdgeIdT]: ... + def list_vertices(self) -> Set[VertexIdT]: ... + def get_vertices_from_edges( + self, edges: Set[EdgeIdT] + ) -> Mapping[EdgeIdT, Set[VertexIdT]]: ... + def get_edges_from_vertices( + self, vertices: Set[VertexIdT] + ) -> Mapping[VertexIdT, Set[EdgeIdT]]: ... + def get_edge_data( + self, edges: Set[EdgeIdT] + ) -> Mapping[EdgeIdT, EdgeData[EdgeTypeT]]: ... + def get_vertex_data( + self, vertices: Set[VertexIdT] + ) -> Mapping[VertexIdT, VertexData[VertexTypeT]]: ... + + +class MutableGraphProtocol(GraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): + def check_edges_exists(self, edge_id: EdgeIdT) -> bool: ... + def check_vertex_exists(self, vertex_id: VertexIdT) -> bool: ... + def _add_edge(self, edge_id: EdgeIdT, edge_data: EdgeData[EdgeTypeT]) -> None: ... + def _add_vertex( + self, vertex_id: VertexIdT, vertex_data: VertexData[VertexTypeT] + ) -> None: ... + def _remove_edge(self, edge_id: EdgeIdT) -> None: ... + def _remove_vertex(self, vertex_id: VertexIdT) -> None: ... + ### + @overload + def attach_edge(self, edge: Edge[EdgeTypeT, EdgeIdT, VertexIdT]) -> None: ... + @overload + def attach_edge( + self, + edge: Edge[EdgeTypeT, EdgeIdT, VertexIdT], + extra_vertex: Vertex[VertexTypeT, EdgeIdT, VertexIdT], + ) -> None: ... + def attach_edge( + self, + edge: Edge[EdgeTypeT, EdgeIdT, VertexIdT], + extra_vertex: Vertex[VertexTypeT, EdgeIdT, VertexIdT] | None = None, + ) -> None: + base_vertex = edge.edge_vertices[0] + target_vertex = edge.edge_vertices[1] + base_vertex_exists = self.check_vertex_exists(base_vertex) + target_vertex_exists = self.check_vertex_exists(target_vertex) + + if not base_vertex_exists: + raise ValueError("Base Vertex Does Not Exist") + + match (target_vertex_exists, extra_vertex is not None): + case (True, False): + raise ValueError("New Vertex Already Exists") + case (False, True): + if extra_vertex is None: + raise ValueError("BUG: Extra Vertex Must Be Provided") + self._add_vertex(extra_vertex.vertex_id, extra_vertex.vertex_data) + case (False, False): + raise ValueError( + "New Vertex Must Be Provided For Non-Existent Target Vertex" + ) + case (True, True): + raise ValueError("New Vertex Already Exists") + + self._add_edge(edge.edge_id, edge.edge_data) + + +class Graph( + BaseModel, + Generic[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + GraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], +): + graph_data: GraphData[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT] + + +# the first element in the return value is the filtered graph; the second is the +# (possibly empty) set of sub-graphs that were detached during filtering. +def filter_by_edge_data( + graph: Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + keep: VertexIdT, + predicate: Callable[[EdgeData[EdgeTypeT]], bool], +) -> Tuple[ + Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + Set[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], +]: ... + + +# the first element in the return value is the filtered graph; the second is the +# (possibly empty) set of sub-graphs that were detached during filtering. +def filter_by_vertex_data( + graph: Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + keep: VertexIdT, + predicate: Callable[[VertexData[VertexTypeT]], bool], +) -> Tuple[ + Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + Set[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], +]: ... + + +def map_vertices_onto_graph( + vertices: Mapping[VertexIdT, VertexData[VertexTypeT]], + graph: Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], +) -> Tuple[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], Set[VertexIdT]]: ... + + +def map_edges_onto_graph( + edges: Mapping[EdgeIdT, EdgeData[EdgeTypeT]], + graph: Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], +) -> Tuple[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], Set[EdgeIdT]]: ... + + +def split_graph_by_edge( + graph: Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + edge: EdgeIdT, + keep: VertexIdT, +) -> Tuple[ + Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + Set[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], +]: ... + + +def merge_graphs_by_edge( + graphs: Set[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], + edge: EdgeIdT, + keep: VertexIdT, +) -> Tuple[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], Set[EdgeIdT]]: ... diff --git a/shared/types/graphs/resource_graph.py b/shared/types/graphs/resource_graph.py new file mode 100644 index 00000000..8f664507 --- /dev/null +++ b/shared/types/graphs/resource_graph.py @@ -0,0 +1,17 @@ +from collections.abc import Mapping + +from pydantic import BaseModel + +from shared.types.common import NodeId +from shared.types.networking.topology import ControlPlaneTopology, DataPlaneTopology +from shared.types.profiling.common import NodePerformanceProfile + + +class ResourceGraph(BaseModel): ... + + +def get_graph_of_compute_resources( + control_plane_topology: ControlPlaneTopology, + data_plane_topology: DataPlaneTopology, + node_profiles: Mapping[NodeId, NodePerformanceProfile], +) -> ResourceGraph: ... diff --git a/shared/types/models/common.py b/shared/types/models/common.py new file mode 100644 index 00000000..05e82a34 --- /dev/null +++ b/shared/types/models/common.py @@ -0,0 +1,5 @@ +from shared.types.common import NewUUID + + +class ModelId(NewUUID): + pass diff --git a/shared/types/models/metadata.py b/shared/types/models/metadata.py new file mode 100644 index 00000000..1d42d3dc --- /dev/null +++ b/shared/types/models/metadata.py @@ -0,0 +1,9 @@ +from typing import Annotated + +from pydantic import BaseModel, PositiveInt + + +class ModelMetadata(BaseModel): + pretty_name: str + storage_size_kilobytes: Annotated[int, PositiveInt] + n_layers: Annotated[int, PositiveInt] diff --git a/shared/types/models/model.py b/shared/types/models/model.py new file mode 100644 index 00000000..faa7c3ad --- /dev/null +++ b/shared/types/models/model.py @@ -0,0 +1,18 @@ +from typing import Sequence, final + +from pydantic import BaseModel, TypeAdapter + +from shared.types.models.common import ModelId +from shared.types.models.metadata import ModelMetadata +from shared.types.models.sources import ModelSource + + +@final +# Concerned by the naming here; model could also be an instance of a model. +class ModelInfo(BaseModel): + model_id: ModelId + model_sources: Sequence[ModelSource] + model_metadata: ModelMetadata + + +ModelIdAdapter: TypeAdapter[ModelId] = TypeAdapter(ModelId) diff --git a/shared/types/models/sources.py b/shared/types/models/sources.py new file mode 100644 index 00000000..8f636a26 --- /dev/null +++ b/shared/types/models/sources.py @@ -0,0 +1,66 @@ +from enum import Enum +from typing import Annotated, Any, Generic, Literal, TypeVar, Union, final + +from pydantic import AnyHttpUrl, BaseModel, Field, TypeAdapter + +from shared.types.models.common import ModelId + + +class SourceType(str, Enum): + HuggingFace = "HuggingFace" + GitHub = "GitHub" + + +class SourceFormatType(str, Enum): + HuggingFaceTransformers = "HuggingFaceTransformers" + + +T = TypeVar("T", bound=SourceType) +S = TypeVar("S", bound=SourceFormatType) + +RepoPath = Annotated[str, Field(pattern=r"^[^/]+/[^/]+$")] + + +class BaseModelSource(BaseModel, Generic[T, S]): + model_uuid: ModelId + source_type: T + source_format: S + source_data: Any + + +@final +class HuggingFaceModelSourceData(BaseModel): + path: RepoPath + + +@final +class GitHubModelSourceData(BaseModel): + url: AnyHttpUrl + + +@final +class HuggingFaceModelSource( + BaseModelSource[SourceType.HuggingFace, SourceFormatType.HuggingFaceTransformers] +): + source_type: Literal[SourceType.HuggingFace] = SourceType.HuggingFace + source_format: Literal[SourceFormatType.HuggingFaceTransformers] = ( + SourceFormatType.HuggingFaceTransformers + ) + source_data: HuggingFaceModelSourceData + + +@final +class GitHubModelSource(BaseModelSource[SourceType.GitHub, S]): + source_type: Literal[SourceType.GitHub] = SourceType.GitHub + source_data: GitHubModelSourceData + + +_ModelSource = Annotated[ + Union[ + HuggingFaceModelSource, + GitHubModelSource[SourceFormatType.HuggingFaceTransformers], + ], + Field(discriminator="source_type"), +] +ModelSource = BaseModelSource[SourceType, SourceFormatType] +ModelSourceAdapter: TypeAdapter[ModelSource] = TypeAdapter(_ModelSource) diff --git a/shared/types/networking/control_plane.py b/shared/types/networking/control_plane.py new file mode 100644 index 00000000..574ff097 --- /dev/null +++ b/shared/types/networking/control_plane.py @@ -0,0 +1,11 @@ +from typing import TypeAlias + +from shared.types.common import NewUUID, NodeId +from shared.types.graphs.common import Edge + + +class ControlPlaneEdgeId(NewUUID): + pass + + +ControlPlaneEdgeType: TypeAlias = Edge[None, ControlPlaneEdgeId, NodeId] diff --git a/shared/types/networking/data_plane.py b/shared/types/networking/data_plane.py new file mode 100644 index 00000000..9c570973 --- /dev/null +++ b/shared/types/networking/data_plane.py @@ -0,0 +1,68 @@ +from enum import Enum +from typing import Annotated, Literal, TypeVar, Union, final + +from pydantic import BaseModel, Field, IPvAnyAddress, TypeAdapter + +from shared.types.common import NewUUID, NodeId +from shared.types.graphs.common import Edge + + +class DataPlaneEdgeId(NewUUID): + pass + + +class AddressingProtocol(str, Enum): + IPvAnyAddress = "IPvAnyAddress" + + +class ApplicationProtocol(str, Enum): + MLX = "MLX" + + +AdP = TypeVar("AdP", bound=AddressingProtocol) +ApP = TypeVar("ApP", bound=ApplicationProtocol) + + +@final +class DataPlaneEdgeProfile(BaseModel): + throughput: float + latency: float + jitter: float + + +class CommonDataPlaneEdgeData(BaseModel): + edge_data_transfer_rate: DataPlaneEdgeProfile | None = None + + +class MlxEdgeMetadata(BaseModel): + source_ip: IPvAnyAddress + sink_ip: IPvAnyAddress + + +class BaseDataPlaneEdgeData[AdP: AddressingProtocol, ApP: ApplicationProtocol]( + BaseModel +): + addressing_protocol: AdP + application_protocol: ApP + common_data: CommonDataPlaneEdgeData + + +class MlxEdge( + BaseDataPlaneEdgeData[AddressingProtocol.IPvAnyAddress, ApplicationProtocol.MLX] +): + addressing_protocol: Literal[AddressingProtocol.IPvAnyAddress] = ( + AddressingProtocol.IPvAnyAddress + ) + application_protocol: Literal[ApplicationProtocol.MLX] = ApplicationProtocol.MLX + mlx_metadata: MlxEdgeMetadata + + +DataPlaneEdgeData = Union[MlxEdge] + +_DataPlaneEdgeData = Annotated[ + DataPlaneEdgeData, + Field(discriminator="addressing_protocol"), +] +DataPlaneEdgeAdapter: TypeAdapter[DataPlaneEdgeData] = TypeAdapter(_DataPlaneEdgeData) + +DataPlaneEdge = Edge[DataPlaneEdgeData, DataPlaneEdgeId, NodeId] diff --git a/shared/types/networking/services.py b/shared/types/networking/services.py new file mode 100644 index 00000000..01655d15 --- /dev/null +++ b/shared/types/networking/services.py @@ -0,0 +1,29 @@ +from typing import Callable, NewType, Protocol + +from shared.types.networking.control_plane import ( + ControlPlaneEdgeId, + ControlPlaneEdgeType, +) + +TopicName = NewType("TopicName", str) + +PubSubMessageHandler = Callable[[TopicName, object], None] +NodeConnectedHandler = Callable[ + [ + ControlPlaneEdgeId, + ControlPlaneEdgeType, + ], + None, +] +NodeDisconnectedHandler = Callable[[ControlPlaneEdgeId], None] + + +class DiscoveryService(Protocol): + def on_node_connected(self, handler: NodeConnectedHandler) -> None: ... + def on_node_disconnected(self, handler: NodeDisconnectedHandler) -> None: ... + + +class PubSubService(Protocol): + def on_message_received( + self, topic_name: TopicName, handler: PubSubMessageHandler + ) -> None: ... diff --git a/shared/types/networking/topology.py b/shared/types/networking/topology.py new file mode 100644 index 00000000..61e8900b --- /dev/null +++ b/shared/types/networking/topology.py @@ -0,0 +1,72 @@ +from shared.types.common import NodeId +from shared.types.graphs.common import Graph, GraphData +from shared.types.networking.control_plane import ControlPlaneEdgeId +from shared.types.networking.data_plane import ( + DataPlaneEdgeData, + DataPlaneEdgeId, +) +from shared.types.worker.common import NodeStatus + + +class DataPlaneTopology( + Graph[ + DataPlaneEdgeData, + None, + DataPlaneEdgeId, + NodeId, + ] +): + graph_data: GraphData[ + DataPlaneEdgeData, + None, + DataPlaneEdgeId, + NodeId, + ] + + +class OrphanedPartOfDataPlaneTopology( + Graph[ + DataPlaneEdgeData, + None, + DataPlaneEdgeId, + NodeId, + ] +): + graph_data: GraphData[ + DataPlaneEdgeData, + None, + DataPlaneEdgeId, + NodeId, + ] + + +class ControlPlaneTopology( + Graph[ + None, + NodeStatus, + ControlPlaneEdgeId, + NodeId, + ] +): + graph_data: GraphData[ + None, + NodeStatus, + ControlPlaneEdgeId, + NodeId, + ] + + +class OrphanedPartOfControlPlaneTopology( + Graph[ + None, + NodeStatus, + ControlPlaneEdgeId, + NodeId, + ] +): + graph_data: GraphData[ + None, + NodeStatus, + ControlPlaneEdgeId, + NodeId, + ] diff --git a/shared/types/profiling/common.py b/shared/types/profiling/common.py new file mode 100644 index 00000000..1b318cc7 --- /dev/null +++ b/shared/types/profiling/common.py @@ -0,0 +1,54 @@ +from enum import Enum +from typing import Annotated, Generic, Literal, TypeVar + +from pydantic import BaseModel, Field, TypeAdapter + + +class ProfiledResourceName(str, Enum): + memory = "memory" + system = "system" + + +ProfiledResourceT = TypeVar(name="ProfiledResourceT", bound=ProfiledResourceName) + + +class BasePerformanceProfile(BaseModel, Generic[ProfiledResourceT]): + """ + Details a single resource (or resource type) that is being monitored by the resource monitor. + """ + + +class MemoryPerformanceProfile(BasePerformanceProfile[ProfiledResourceName.memory]): + resource_name: Literal[ProfiledResourceName.memory] = Field( + default=ProfiledResourceName.memory, frozen=True + ) + ram_total: int + ram_used: int + swap_total: int + swap_used: int + + +class NetworkInterfaceInfo(BaseModel): + name: str + ip_address: str + type: str + + +class SystemPerformanceProfile(BasePerformanceProfile[ProfiledResourceName.system]): + resource_name: Literal[ProfiledResourceName.system] = Field( + default=ProfiledResourceName.system, frozen=True + ) + model_id: str + chip_id: str + memory: int + network_interfaces: list[NetworkInterfaceInfo] = Field(default_factory=list) + + +NodePerformanceProfile = Annotated[ + MemoryPerformanceProfile | SystemPerformanceProfile, + Field(discriminator="resource_name"), +] + +NodePerformanceProfileTypeAdapter: TypeAdapter[NodePerformanceProfile] = TypeAdapter( + NodePerformanceProfile +) diff --git a/shared/types/states/master.py b/shared/types/states/master.py new file mode 100644 index 00000000..e1233b11 --- /dev/null +++ b/shared/types/states/master.py @@ -0,0 +1,85 @@ +from collections.abc import Mapping, Sequence +from enum import Enum +from queue import Queue +from typing import Generic, TypeVar + +from pydantic import BaseModel + +from shared.types.common import NodeId +from shared.types.events.common import ( + Event, + EventCategories, + State, +) +from shared.types.graphs.resource_graph import ResourceGraph +from shared.types.networking.data_plane import ( + DataPlaneEdge, + DataPlaneEdgeId, +) +from shared.types.networking.topology import ( + ControlPlaneTopology, + DataPlaneTopology, + OrphanedPartOfControlPlaneTopology, + OrphanedPartOfDataPlaneTopology, +) +from shared.types.profiling.common import NodePerformanceProfile +from shared.types.states.shared import SharedState +from shared.types.tasks.common import TaskData, TaskType +from shared.types.worker.instances import InstanceData, InstanceId + + +class ExternalCommand(BaseModel): ... + + +class CachePolicyType(str, Enum): + KeepAll = "KeepAll" + + +CachePolicyTypeT = TypeVar("CachePolicyTypeT", bound=CachePolicyType) + + +class CachePolicy(BaseModel, Generic[CachePolicyTypeT]): + policy_type: CachePolicyTypeT + + +class NodePerformanceProfileState(State[EventCategories.NodePerformanceEventTypes]): + node_profiles: Mapping[NodeId, NodePerformanceProfile] + + +class DataPlaneNetworkState(State[EventCategories.DataPlaneEventTypes]): + topology: DataPlaneTopology + history: Sequence[OrphanedPartOfDataPlaneTopology] + + def delete_edge(self, edge_id: DataPlaneEdgeId) -> None: ... + def add_edge(self, edge: DataPlaneEdge) -> None: ... + + +class ControlPlaneNetworkState(State[EventCategories.ControlPlaneEventTypes]): + topology: ControlPlaneTopology + history: Sequence[OrphanedPartOfControlPlaneTopology] + + def delete_edge(self, edge_id: DataPlaneEdgeId) -> None: ... + def add_edge(self, edge: DataPlaneEdge) -> None: ... + + +class MasterState(SharedState): + data_plane_network_state: DataPlaneNetworkState + control_plane_network_state: ControlPlaneNetworkState + job_inbox: Queue[TaskData[TaskType]] + job_outbox: Queue[TaskData[TaskType]] + cache_policy: CachePolicy[CachePolicyType] + + +def get_shard_assignments( + inbox: Queue[ExternalCommand], + outbox: Queue[ExternalCommand], + resource_graph: ResourceGraph, + current_instances: Mapping[InstanceId, InstanceData], + cache_policy: CachePolicy[CachePolicyType], +) -> Mapping[InstanceId, InstanceData]: ... + + +def get_transition_events( + current_instances: Mapping[InstanceId, InstanceData], + target_instances: Mapping[InstanceId, InstanceData], +) -> Sequence[Event[EventCategories]]: ... diff --git a/shared/types/states/shared.py b/shared/types/states/shared.py new file mode 100644 index 00000000..75e3140e --- /dev/null +++ b/shared/types/states/shared.py @@ -0,0 +1,30 @@ +from collections.abc import Mapping +from typing import Sequence + +from pydantic import BaseModel + +from shared.types.common import NodeId +from shared.types.events.common import EventCategories, State +from shared.types.tasks.common import Task, TaskId, TaskStatusType, TaskType +from shared.types.worker.common import InstanceId +from shared.types.worker.instances import BaseInstance + + +class KnownInstances(State[EventCategories.InstanceStateEventTypes]): + instances: Mapping[InstanceId, BaseInstance] + + +class Tasks(State[EventCategories.TaskEventTypes]): + tasks: Mapping[TaskId, Task[TaskType, TaskStatusType]] + + +class SharedState(BaseModel): + node_id: NodeId + known_instances: KnownInstances + compute_tasks: Tasks + + def get_node_id(self) -> NodeId: ... + + def get_tasks_by_instance( + self, instance_id: InstanceId + ) -> Sequence[Task[TaskType, TaskStatusType]]: ... diff --git a/shared/types/states/worker.py b/shared/types/states/worker.py new file mode 100644 index 00000000..699ecb84 --- /dev/null +++ b/shared/types/states/worker.py @@ -0,0 +1,17 @@ +from collections.abc import Mapping + +from shared.types.common import NodeId +from shared.types.events.common import ( + EventCategories, + State, +) +from shared.types.states.shared import SharedState +from shared.types.worker.common import NodeStatus + + +class NodeStatusState(State[EventCategories.ControlPlaneEventTypes]): + node_status: Mapping[NodeId, NodeStatus] + + +class WorkerState(SharedState): + node_status: NodeStatusState diff --git a/shared/types/tasks/common.py b/shared/types/tasks/common.py new file mode 100644 index 00000000..7e58c35f --- /dev/null +++ b/shared/types/tasks/common.py @@ -0,0 +1,120 @@ +from collections.abc import Mapping +from enum import Enum +from typing import Annotated, Generic, Literal, TypeVar, Union + +import openai.types.chat as openai +from pydantic import BaseModel, Field, TypeAdapter + +from shared.types.common import NewUUID +from shared.types.worker.common import InstanceId, RunnerId + + +class TaskId(NewUUID): + pass + + +class TaskType(str, Enum): + ChatCompletionNonStreaming = "ChatCompletionNonStreaming" + ChatCompletionStreaming = "ChatCompletionStreaming" + + +TaskTypeT = TypeVar("TaskTypeT", bound=TaskType, covariant=True) + + +class TaskData(BaseModel, Generic[TaskTypeT]): ... + + +class ChatCompletionNonStreamingTask(TaskData[TaskType.ChatCompletionNonStreaming]): + task_type: Literal[TaskType.ChatCompletionNonStreaming] = ( + TaskType.ChatCompletionNonStreaming + ) + task_data: openai.completion_create_params.CompletionCreateParams + + +class ChatCompletionStreamingTask(TaskData[TaskType.ChatCompletionStreaming]): + task_type: Literal[TaskType.ChatCompletionStreaming] = ( + TaskType.ChatCompletionStreaming + ) + task_data: openai.completion_create_params.CompletionCreateParams + + +class TaskStatusIncompleteType(str, Enum): + Pending = "Pending" + Running = "Running" + Failed = "Failed" + + +class TaskStatusCompleteType(str, Enum): + Complete = "Complete" + + +TaskStatusType = Union[TaskStatusIncompleteType, TaskStatusCompleteType] + + +class TaskArtifact[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType](BaseModel): ... + + +class IncompleteTaskArtifact[TaskTypeT: TaskType]( + TaskArtifact[TaskTypeT, TaskStatusIncompleteType] +): + pass + + +class TaskStatusUpdate[TaskStatusTypeT: TaskStatusType](BaseModel): + task_status: TaskStatusTypeT + + +class PendingTaskStatus(TaskStatusUpdate[TaskStatusIncompleteType.Pending]): + task_status: Literal[TaskStatusIncompleteType.Pending] = ( + TaskStatusIncompleteType.Pending + ) + + +class RunningTaskStatus(TaskStatusUpdate[TaskStatusIncompleteType.Running]): + task_status: Literal[TaskStatusIncompleteType.Running] = ( + TaskStatusIncompleteType.Running + ) + + +class CompletedTaskStatus(TaskStatusUpdate[TaskStatusCompleteType.Complete]): + task_status: Literal[TaskStatusCompleteType.Complete] = ( + TaskStatusCompleteType.Complete + ) + + +class FailedTaskStatus(TaskStatusUpdate[TaskStatusIncompleteType.Failed]): + task_status: Literal[TaskStatusIncompleteType.Failed] = ( + TaskStatusIncompleteType.Failed + ) + error_message: Mapping[RunnerId, str] + + +class TaskState[TaskStatusTypeT: TaskStatusType, TaskTypeT: TaskType](BaseModel): + task_status: TaskStatusUpdate[TaskStatusTypeT] + task_artifact: TaskArtifact[TaskTypeT, TaskStatusTypeT] + + +class BaseTask[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType](BaseModel): + task_type: TaskTypeT + task_data: TaskData[TaskTypeT] + task_state: TaskState[TaskStatusTypeT, TaskTypeT] + on_instance: InstanceId + + +BaseTaskAnnotated = Annotated[ + Union[ + BaseTask[Literal[TaskType.ChatCompletionNonStreaming], TaskStatusType], + BaseTask[Literal[TaskType.ChatCompletionStreaming], TaskStatusType], + ], + Field(discriminator="task_type"), +] + +BaseTaskValidator: TypeAdapter[BaseTask[TaskType, TaskStatusType]] = TypeAdapter( + BaseTaskAnnotated +) + + +class Task[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType]( + BaseTask[TaskTypeT, TaskStatusTypeT] +): + task_id: TaskId diff --git a/shared/types/worker/commands_runner.py b/shared/types/worker/commands_runner.py new file mode 100644 index 00000000..7f636588 --- /dev/null +++ b/shared/types/worker/commands_runner.py @@ -0,0 +1,102 @@ +from enum import Enum +from typing import Annotated, Generic, Literal, TypeVar + +from pydantic import BaseModel, Field, TypeAdapter + +from shared.openai import FinishReason +from shared.types.api import ChatTask +from shared.types.worker.mlx import Host +from shared.types.worker.shards import PartitionStrategy, ShardMetadata + +## Messages passed TO the runner + + +class MessageType(str, Enum): + Setup = "setup" + ChatTask = "chat_task" + Exit = "exit" + + +MT = TypeVar(name="MT", bound=MessageType) + + +class BaseRunnerMessage(BaseModel, Generic[MT]): + pass + + +class SetupMessage(BaseRunnerMessage[MessageType.Setup]): + type: Literal[MessageType.Setup] = Field(default=MessageType.Setup, frozen=True) + model_shard_meta: ShardMetadata[PartitionStrategy] + hosts: list[Host] + + +class ChatTaskMessage(BaseRunnerMessage[MessageType.ChatTask]): + type: Literal[MessageType.ChatTask] = Field( + default=MessageType.ChatTask, frozen=True + ) + task: ChatTask + + +class ExitMessage(BaseRunnerMessage[MessageType.Exit]): + type: Literal[MessageType.Exit] = Field(default=MessageType.Exit, frozen=True) + + +RunnerMessage = Annotated[ + SetupMessage | ChatTaskMessage | ExitMessage, Field(discriminator="type") +] +RunnerMessageTypeAdapter: TypeAdapter[RunnerMessage] = TypeAdapter(RunnerMessage) + +## Responses passed FROM the runner + + +class RunnerResponseType(str, Enum): + GenerationResponse = "generation_response" + FinishedResponse = "finished_response" + PrintResponse = "print_response" + ErrorResponse = "error_response" + + +RRT = TypeVar(name="RRT", bound=RunnerResponseType) + + +class BaseRunnerResponse(BaseModel, Generic[RRT]): + pass + + +class GenerationResponse(BaseRunnerResponse[RunnerResponseType.GenerationResponse]): + type: Literal[RunnerResponseType.GenerationResponse] = Field( + default=RunnerResponseType.GenerationResponse, frozen=True + ) + text: str + token: int + # logprobs: Optional[list[float]] = None # too big. we can change to be top-k + finish_reason: FinishReason | None = None + + +class PrintResponse(BaseRunnerResponse[RunnerResponseType.PrintResponse]): + type: Literal[RunnerResponseType.PrintResponse] = Field( + default=RunnerResponseType.PrintResponse, frozen=True + ) + text: str + + +class FinishedResponse(BaseRunnerResponse[RunnerResponseType.FinishedResponse]): + type: Literal[RunnerResponseType.FinishedResponse] = Field( + default=RunnerResponseType.FinishedResponse, frozen=True + ) + + +class ErrorResponse(BaseRunnerResponse[RunnerResponseType.ErrorResponse]): + type: Literal[RunnerResponseType.ErrorResponse] = Field( + default=RunnerResponseType.ErrorResponse, frozen=True + ) + error_type: str + error_message: str + traceback: str | None = None + + +RunnerResponse = Annotated[ + GenerationResponse | PrintResponse | FinishedResponse | ErrorResponse, + Field(discriminator="type"), +] +RunnerResponseTypeAdapter: TypeAdapter[RunnerResponse] = TypeAdapter(RunnerResponse) diff --git a/shared/types/worker/common.py b/shared/types/worker/common.py new file mode 100644 index 00000000..5fa78f74 --- /dev/null +++ b/shared/types/worker/common.py @@ -0,0 +1,17 @@ +from enum import Enum + +from shared.types.common import NewUUID + + +class InstanceId(NewUUID): + pass + + +class RunnerId(NewUUID): + pass + + +class NodeStatus(str, Enum): + Idle = "Idle" + Running = "Running" + Paused = "Paused" diff --git a/shared/types/worker/downloads.py b/shared/types/worker/downloads.py new file mode 100644 index 00000000..c88b2d57 --- /dev/null +++ b/shared/types/worker/downloads.py @@ -0,0 +1,85 @@ +from enum import Enum +from typing import ( + Annotated, + Callable, + Generic, + Literal, + NewType, + Sequence, + TypeVar, + Union, +) + +from pydantic import BaseModel, Field, PositiveInt + +from shared.types.common import NodeId +from shared.types.models.common import ModelId +from shared.types.models.sources import ModelSource +from shared.types.worker.shards import PartitionStrategy, ShardMetadata + + +class DownloadProgressData(BaseModel): + total_bytes: Annotated[int, PositiveInt] + downloaded_bytes: Annotated[int, PositiveInt] + + +class DownloadStatus(str, Enum): + Pending = "Pending" + Downloading = "Downloading" + Completed = "Completed" + Failed = "Failed" + + +DownloadStatusT = TypeVar("DownloadStatusT", bound=DownloadStatus) + + +class BaseDownloadProgress(BaseModel, Generic[DownloadStatusT]): + node_id: NodeId + download_status: DownloadStatusT + + +class DownloadPending(BaseDownloadProgress[DownloadStatus.Pending]): + download_status: Literal[DownloadStatus.Pending] = Field(DownloadStatus.Pending) + + +class DownloadCompleted(BaseDownloadProgress[DownloadStatus.Completed]): + download_status: Literal[DownloadStatus.Completed] = Field(DownloadStatus.Completed) + + +class DownloadFailed(BaseDownloadProgress[DownloadStatus.Failed]): + download_status: Literal[DownloadStatus.Failed] = Field(DownloadStatus.Failed) + error_message: str + + +class DownloadOngoing(BaseDownloadProgress[DownloadStatus.Downloading]): + download_status: Literal[DownloadStatus.Downloading] = Field( + DownloadStatus.Downloading + ) + download_progress: DownloadProgressData + + +DownloadProgress = Annotated[ + Union[ + DownloadPending, + DownloadCompleted, + DownloadFailed, + DownloadOngoing, + ], + Field(discriminator="download_status"), +] + + +BytesToDownload = NewType("BytesToDownload", int) +BytesDownloaded = NewType("BytesDownloaded", int) + +DownloadEffectHandler = Callable[ + [ModelId, DownloadStatus, BytesToDownload, BytesDownloaded], None +] + + +def download_shard( + model_id: ModelId, + model_source: ModelSource, + shard_meta: ShardMetadata[PartitionStrategy], + effect_handlers: Sequence[DownloadEffectHandler], +) -> None: ... diff --git a/shared/types/worker/instances.py b/shared/types/worker/instances.py new file mode 100644 index 00000000..f23b5807 --- /dev/null +++ b/shared/types/worker/instances.py @@ -0,0 +1,35 @@ +from collections.abc import Mapping +from enum import Enum + +from pydantic import BaseModel + +from shared.types.worker.common import InstanceId +from shared.types.worker.runners import ( + RunnerId, + RunnerState, + RunnerStateType, + ShardAssignments, +) + + +class InstanceStatus(str, Enum): + ACTIVE = "active" + INACTIVE = "inactive" + + +class InstanceState(BaseModel): + runner_states: Mapping[RunnerId, RunnerState[RunnerStateType]] + + +class InstanceData(BaseModel): + shard_assignments: ShardAssignments + + +class BaseInstance(BaseModel): + instance_data: InstanceData + instance_state: InstanceState + instance_status: InstanceStatus + + +class Instance(BaseInstance): + instance_id: InstanceId diff --git a/shared/types/worker/mlx.py b/shared/types/worker/mlx.py new file mode 100644 index 00000000..496ef369 --- /dev/null +++ b/shared/types/worker/mlx.py @@ -0,0 +1,13 @@ +from pydantic import BaseModel, field_validator + + +# TODO: Is this the right place for this? Host is consumed by worker, but typically stored in the master +class Host(BaseModel): + host: str + port: int + + @field_validator("port") + def check_port(self, v: int) -> int: + if not (0 <= v <= 65535): + raise ValueError("Port must be between 0 and 65535") + return v diff --git a/shared/types/worker/resource_monitor.py b/shared/types/worker/resource_monitor.py new file mode 100644 index 00000000..96eba8d2 --- /dev/null +++ b/shared/types/worker/resource_monitor.py @@ -0,0 +1,73 @@ +import asyncio +from abc import ABC, abstractmethod +from collections.abc import Coroutine +from typing import Callable, Set + +from shared.types.events.events import ResourceProfiled +from shared.types.profiling.common import ( + MemoryPerformanceProfile, + NodePerformanceProfile, + SystemPerformanceProfile, +) + + +class EventLog: + def append(self, event: ResourceProfiled) -> None: ... + + +class ResourceCollector(ABC): + """ + Details a single resource (or resource type) that is being monitored by the resource monitor. + """ + + def __init__(self, name: str): + self.name = name + + @abstractmethod + async def collect(self) -> NodePerformanceProfile: ... + + +class SystemResourceCollector(ResourceCollector): + def __init__(self): + super().__init__("system") + + @abstractmethod + async def collect(self) -> SystemPerformanceProfile: ... + + +class MemoryResourceCollector(ResourceCollector): + def __init__(self): + super().__init__("memory") + + @abstractmethod + async def collect(self) -> MemoryPerformanceProfile: ... + + +class ResourceMonitor: + def __init__( + self, + collectors: list[ResourceCollector], + effect_handlers: Set[Callable[[NodePerformanceProfile], None]], + ): + self.effect_handlers: Set[Callable[[NodePerformanceProfile], None]] = ( + effect_handlers + ) + self.collectors: list[ResourceCollector] = collectors + + # Since there's no implementation, this breaks the typechecker. + # self.collectors: list[ResourceCollector] = [ + # SystemResourceCollector(), + # MemoryResourceCollector(), + # ] + + async def _collect(self) -> list[NodePerformanceProfile]: + tasks: list[Coroutine[None, None, NodePerformanceProfile]] = [ + collector.collect() for collector in self.collectors + ] + return await asyncio.gather(*tasks) + + async def collect(self) -> None: + profiles = await self._collect() + for profile in profiles: + for effect_handler in self.effect_handlers: + effect_handler(profile) diff --git a/shared/types/worker/runners.py b/shared/types/worker/runners.py new file mode 100644 index 00000000..c7528094 --- /dev/null +++ b/shared/types/worker/runners.py @@ -0,0 +1,74 @@ +from collections.abc import Mapping, Sequence +from enum import Enum +from typing import Generic, Literal, TypeVar + +from pydantic import BaseModel, model_validator + +from shared.types.common import NodeId +from shared.types.models.common import ModelId +from shared.types.worker.common import RunnerId +from shared.types.worker.downloads import BaseDownloadProgress, DownloadStatus +from shared.types.worker.shards import PartitionStrategy, ShardMetadata + + +class RunnerStateType(str, Enum): + Rejected = "Rejected" + Starting = "Starting" + Downloading = "Downloading" + Running = "Running" + Failed = "Failed" + + +RunnerStateTypeT = TypeVar("RunnerStateTypeT", bound=RunnerStateType) + + +class RunnerState(BaseModel, Generic[RunnerStateTypeT]): + runner_state: RunnerStateTypeT + + +class RejectedRunnerState(RunnerState[RunnerStateType.Rejected]): + runner_state: Literal[RunnerStateType.Rejected] + + +class StartingRunnerState(RunnerState[RunnerStateType.Starting]): + runner_state: Literal[RunnerStateType.Starting] + + +class DownloadingRunnerState(RunnerState[RunnerStateType.Downloading]): + runner_state: Literal[RunnerStateType.Downloading] + download_progress: BaseDownloadProgress[DownloadStatus] + + +class RunningRunnerState(RunnerState[RunnerStateType.Running]): + runner_state: Literal[RunnerStateType.Running] + + +class FailedRunnerState(RunnerState[RunnerStateType.Failed]): + runner_state: Literal[RunnerStateType.Failed] + error_message: str | None = None + + +class RunnerData(BaseModel): + runner_id: RunnerId + runner_state: RunnerState[RunnerStateType] = RunnerState( + runner_state=RunnerStateType.Starting + ) + + +PartitionStrategyT = TypeVar(name="PartitionStrategyT", bound=PartitionStrategy) + + +class ShardAssignments(BaseModel): + model_id: ModelId + runner_to_shard: Mapping[RunnerId, ShardMetadata[PartitionStrategy]] + node_to_runner: Mapping[NodeId, Sequence[RunnerId]] + + @model_validator(mode="after") + def validate_runners_exist(self) -> "ShardAssignments": + for runners in self.node_to_runner.values(): + for runner_id in runners: + if runner_id not in self.runner_to_shard: + raise ValueError( + f"Runner {runner_id} in node_to_runner does not exist in runner_to_shard" + ) + return self diff --git a/shared/types/worker/shards.py b/shared/types/worker/shards.py new file mode 100644 index 00000000..5b33457d --- /dev/null +++ b/shared/types/worker/shards.py @@ -0,0 +1,54 @@ +from enum import Enum +from typing import Annotated, Generic, Literal, TypeVar + +from pydantic import BaseModel, DirectoryPath, Field, TypeAdapter + +from shared.types.common import NodeId +from shared.types.models.common import ModelId + + +class PartitionStrategy(str, Enum): + pipeline = "pipeline" + + +PartitionStrategyT = TypeVar(name="PartitionStrategyT", bound=PartitionStrategy) + + +class ShardMetadata(BaseModel, Generic[PartitionStrategyT]): + """ + Defines a specific shard of the model that is ready to be run on a device. + Replaces previous `Shard` object. + """ + + device_rank: int + world_size: int + model_id: ModelId + model_path: DirectoryPath + + +class PipelineShardMeta(ShardMetadata[PartitionStrategy.pipeline]): + """ + Pipeline parallelism shard meta. + """ + + partition_strategy: Literal[PartitionStrategy.pipeline] = Field( + default=PartitionStrategy.pipeline, frozen=True + ) + start_layer: Annotated[int, Field(ge=0)] + end_layer: Annotated[int, Field(ge=0)] + + +_ShardMeta = Annotated[PipelineShardMeta, Field(discriminator="partition_strategy")] +ShardMetaAdapter: TypeAdapter[ShardMetadata[PartitionStrategy]] = TypeAdapter( + _ShardMeta +) + + +class ShardPlacement(BaseModel, Generic[PartitionStrategyT]): + """ + A shard placement is the description of a model distributed across a set of nodes. + The Generic[PartitionStrategyT] enforces that the shard assignments all use the same partition strategy. + """ + + model_id: ModelId + shard_assignments: dict[NodeId, ShardMetadata[PartitionStrategyT]] diff --git a/shared/utils.py b/shared/utils.py new file mode 100644 index 00000000..bf2be769 --- /dev/null +++ b/shared/utils.py @@ -0,0 +1,9 @@ +from typing import Any, Type, TypeVar + +T = TypeVar("T") + + +def ensure_type(obj: Any, expected_type: Type[T]) -> T: # type: ignore + if not isinstance(obj, expected_type): + raise TypeError(f"Expected {expected_type}, got {type(obj)}") # type: ignore + return obj diff --git a/uv.lock b/uv.lock index 825473ce..d08efbb3 100644 --- a/uv.lock +++ b/uv.lock @@ -29,6 +29,19 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" }, ] +[[package]] +name = "anyio" +version = "4.9.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "idna", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "sniffio", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/95/7d/4c1bd541d4dffa1b52bd83fb8527089e097a106fc90b467a7313b105f840/anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028", size = 190949, 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2025 16:34:35 +0100 Subject: [PATCH 065/224] New Runner! --- .gitignore | 4 +- pyproject.toml | 5 + shared/mlx/auto_parallel.py | 93 ++++++ shared/mlx/utils_mlx.py | 119 +++++++ shared/openai.py | 15 +- shared/types/events/events.py | 2 +- shared/types/states/master.py | 6 +- shared/types/tasks/common.py | 55 +++- shared/types/worker/commands_runner.py | 10 +- shared/types/worker/downloads.py | 4 +- shared/types/worker/mlx.py | 6 +- shared/types/worker/runners.py | 16 +- shared/types/worker/shards.py | 16 +- uv.lock | 432 +++++++++++++++++++++---- worker/pyproject.toml | 11 +- worker/runner/communication.py | 75 +++++ worker/runner/conftest.py | 107 ++++++ worker/runner/runner.py | 151 +++++++++ worker/runner/runner_supervisor.py | 175 ++++++++++ worker/runner/test_serdes.py | 33 ++ worker/runner/test_supervisor.py | 190 +++++++++++ worker/runner/utils.py | 8 + 22 files changed, 1430 insertions(+), 103 deletions(-) create mode 100644 shared/mlx/auto_parallel.py create mode 100644 shared/mlx/utils_mlx.py create mode 100644 worker/runner/communication.py create mode 100644 worker/runner/conftest.py create mode 100644 worker/runner/runner.py create mode 100644 worker/runner/runner_supervisor.py create mode 100644 worker/runner/test_serdes.py create mode 100644 worker/runner/test_supervisor.py create mode 100644 worker/runner/utils.py diff --git a/.gitignore b/.gitignore index 4f2f08c0..8275d34c 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,4 @@ */__pycache__ -__pycache__ \ No newline at end of file +__pycache__ + +hosts_*.json \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index 73dca1bf..77ed9d0e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -15,6 +15,7 @@ dev = [ "basedpyright>=1.29.4", "maturin>=1.9.0", "pytest>=8.4.0", + "pytest-asyncio>=1.0.0", "ruff>=0.11.13", ] @@ -105,3 +106,7 @@ extend-exclude = ["shared/protobufs/**"] [tool.ruff.lint] extend-select = ["I", "N", "B", "A", "PIE", "SIM"] + +[tool.pytest.ini_options] +pythonpath = "." +asyncio_mode = "auto" \ No newline at end of file diff --git a/shared/mlx/auto_parallel.py b/shared/mlx/auto_parallel.py new file mode 100644 index 00000000..987933bf --- /dev/null +++ b/shared/mlx/auto_parallel.py @@ -0,0 +1,93 @@ +from typing import Protocol, cast, override + +import mlx.core as mx +import mlx.nn as nn + +from shared.types.worker.shards import PipelineShardMeta + + +class IdentityLayer(nn.Module): + @override + def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: + return x + +class _LayerCallable(Protocol): + """Structural type that any compatible layer must satisfy. + + We require a single positional input of type ``mx.array`` and an + ``mx.array`` output, while permitting arbitrary *args / **kwargs so this + protocol matches the vast majority of `mlx.nn.Module` subclasses. + """ + + def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: ... + +class PipelineFirstLayer(nn.Module): + def __init__(self, original_layer: _LayerCallable, r: int, s: int): + super().__init__() + self.original_layer: _LayerCallable = original_layer + self.r: int = r + self.s: int = s + + @override + def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: + if self.r != 0: + x = mx.distributed.recv_like(x, (self.r - 1)) + return self.original_layer(x, *args, **kwargs) + +class PipelineLastLayer(nn.Module): + def __init__(self, original_layer: _LayerCallable, r: int, s: int): + super().__init__() + self.original_layer: _LayerCallable = original_layer + self.r: int = r + self.s: int = s + + @override + def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: + output: mx.array = self.original_layer(x, *args, **kwargs) + if self.r != self.s - 1: + output = mx.distributed.send(output, (self.r + 1) % self.s) + output = mx.distributed.all_gather(output)[-output.shape[0]:] # pyright: ignore[reportUnknownMemberType] + return output + +def inner_model(model: nn.Module) -> nn.Module: + inner = getattr(model, 'model', None) + if isinstance(inner, nn.Module): + return inner + + inner = getattr(model, 'transformer', None) + if isinstance(inner, nn.Module): + return inner + + raise ValueError("Model must either have a 'model' or 'transformer' attribute") + +# def auto_parallel(model: nn.Module, rank: int, size: int, start_layer: int, end_layer: int) -> nn.Module: +def auto_parallel(model: nn.Module, model_shard_meta: PipelineShardMeta) -> nn.Module: + """ + Automatically parallelize a model across multiple devices. + + Args: + model: The model to parallelize (must have a 'layers' or 'h' property) + model_shard_meta: The metadata for the model shard + + Returns: + The parallelized model + """ + + inner_model_instance: nn.Module = inner_model(model) + + # Handle both model.layers and model.h cases + layers: list[_LayerCallable] + if hasattr(inner_model_instance, 'layers'): + layers = cast(list[_LayerCallable], inner_model_instance.layers) + else: + layers = cast(list[_LayerCallable], inner_model_instance.h) + + layers[:model_shard_meta.start_layer] = [IdentityLayer() for _ in range(model_shard_meta.start_layer)] + layers[model_shard_meta.end_layer:] = [IdentityLayer() for _ in range(len(layers) - model_shard_meta.end_layer)] + layers[model_shard_meta.start_layer] = PipelineFirstLayer(layers[model_shard_meta.start_layer], model_shard_meta.device_rank, model_shard_meta.world_size) + layers[model_shard_meta.end_layer - 1] = PipelineLastLayer(layers[model_shard_meta.end_layer - 1], model_shard_meta.device_rank, model_shard_meta.world_size) + + # At this point `layers` *must* be a concrete list. + assert isinstance(layers, list), "Expected a list of layers after auto-parallel initialisation" + + return model \ No newline at end of file diff --git a/shared/mlx/utils_mlx.py b/shared/mlx/utils_mlx.py new file mode 100644 index 00000000..397593d3 --- /dev/null +++ b/shared/mlx/utils_mlx.py @@ -0,0 +1,119 @@ +# type: ignore + + +import asyncio +import concurrent.futures +import os +from asyncio import AbstractEventLoop +from typing import Callable + +import mlx.core as mx +import mlx.nn as nn +from mlx_lm.sample_utils import make_sampler +from mlx_lm.tokenizer_utils import TokenizerWrapper, load_tokenizer +from mlx_lm.utils import load_model +from pydantic import RootModel + +from shared.mlx.auto_parallel import auto_parallel +from shared.types.tasks.common import ChatCompletionParams +from shared.types.worker.mlx import Host +from shared.types.worker.shards import ShardMeta +from worker.runner.communication import runner_print + + +def mx_barrier(): + mx.eval(mx.distributed.all_sum(mx.array(1.0), stream=mx.default_stream(mx.Device(mx.cpu)))) # type: ignore + +class HostList(RootModel[list[str]]): + + @classmethod + def from_hosts(cls, hosts: list[Host]) -> "HostList": + return cls(root=[str(host) for host in hosts]) + +def mlx_distributed_init(rank: int, hosts: list[Host]) -> mx.distributed.Group: + """ + Initialize the MLX distributed (runs in thread pool) + """ + runner_print(f"Starting initialization for rank {rank}") + + # Setup distributed environment + hostfile = f"./hosts_{rank}.json" # TODO: this needs to be unique? + hosts_json = HostList.from_hosts(hosts).model_dump_json() + + runner_print(f'rank {rank} hostfile: {hostfile} hosts: {hosts_json}') + + with open(hostfile, "w") as f: + _ = f.write(hosts_json) + + os.environ["MLX_HOSTFILE"] = hostfile + os.environ["MLX_RANK"] = str(rank) + os.environ["MLX_RING_VERBOSE"] = "1" + + # Initialize distributed + group = mx.distributed.init(backend="ring", strict=True) + runner_print(f"Rank {rank} mlx distributed initialization complete") + + return group + +def initialize_mlx( + model_shard_meta: ShardMeta, + hosts: list[Host], +) -> tuple[nn.Module, TokenizerWrapper, Callable[[mx.array], mx.array]]: + """ + Initialize the MLX model, tokenizer, and sampler. Runs in the MLX thread. + """ + mx.random.seed(42) + if len(hosts) > 1: + mlx_distributed_init(model_shard_meta.device_rank, hosts) + sampler: Callable[[mx.array], mx.array] = make_sampler(temp=0.7) + + model, tokenizer = shard_and_load(model_shard_meta) + + return model, tokenizer, sampler + +def shard_and_load(model_shard_meta: ShardMeta) -> tuple[nn.Module, TokenizerWrapper]: + runner_print(f'loading model from {model_shard_meta.model_path}') + + model, config = load_model(model_shard_meta.model_path, lazy=True, strict=False) + + tokenizer = load_tokenizer(model_shard_meta.model_path) + assert isinstance(tokenizer, TokenizerWrapper) + model = auto_parallel(model, model_shard_meta) + + # Synchronize processes before generation to avoid timeout + mx_barrier() + + return model, tokenizer + + +async def apply_chat_template( + mlx_executor: concurrent.futures.ThreadPoolExecutor, + tokenizer: TokenizerWrapper, + chat_task: ChatCompletionParams, +) -> str: + loop: AbstractEventLoop = asyncio.get_running_loop() + + # Now we can properly access the messages + messages = chat_task.messages + messages_dicts = [msg.model_dump() for msg in messages] + + # Filter out None values, keeping only 'role' and 'content' keys + formatted_messages = [] + for message in messages_dicts: + filtered_message = {k: v for k, v in message.items() if v is not None} + # Verify we have exactly the expected keys + assert set(filtered_message.keys()) == {'role', 'content'}, f"Expected only 'role' and 'content' keys, got: {filtered_message.keys()}" + formatted_messages.append(filtered_message) + + messages_dicts = formatted_messages + + prompt: str = await loop.run_in_executor( + executor=mlx_executor, + func=lambda: tokenizer.apply_chat_template( + messages_dicts, + tokenize=False, + add_generation_prompt=True, + ) + ) + + return prompt \ No newline at end of file diff --git a/shared/openai.py b/shared/openai.py index 0a0a546f..db367ad3 100644 --- a/shared/openai.py +++ b/shared/openai.py @@ -1,20 +1,21 @@ from typing import TYPE_CHECKING, Literal, TypeAlias, get_type_hints +FinishReason: TypeAlias = Literal[ + "stop", "length", "tool_calls", "content_filter", "function_call" +] + if TYPE_CHECKING: import openai.types as openai_types import openai.types.chat as openai_chat types = openai_types chat = openai_chat + + assert ( + get_type_hints(chat.chat_completion_chunk.Choice)["finish_reason"] == FinishReason + ), "Upstream changed Choice.finish_reason; update FinishReason alias." else: types = None chat = None -FinishReason: TypeAlias = Literal[ - "stop", "length", "tool_calls", "content_filter", "function_call" -] -assert ( - get_type_hints(chat.chat_completion_chunk.Choice)["finish_reason"] == FinishReason -), "Upstream changed Choice.finish_reason; update FinishReason alias." - __all__ = ["types", "chat", "FinishReason"] diff --git a/shared/types/events/events.py b/shared/types/events/events.py index 1f6422c8..fdb70d23 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -58,7 +58,7 @@ class TimerData(BaseModel): class TaskCreated[TaskTypeT: TaskType](TaskEvent): event_type: TaskEventTypes = TaskEventTypes.TaskCreated task_id: TaskId - task_data: TaskData[TaskTypeT] + task_data: TaskData task_state: TaskState[Literal[TaskStatusIncompleteType.Pending], TaskTypeT] on_instance: InstanceId diff --git a/shared/types/states/master.py b/shared/types/states/master.py index e1233b11..15721254 100644 --- a/shared/types/states/master.py +++ b/shared/types/states/master.py @@ -24,7 +24,7 @@ from shared.types.networking.topology import ( ) from shared.types.profiling.common import NodePerformanceProfile from shared.types.states.shared import SharedState -from shared.types.tasks.common import TaskData, TaskType +from shared.types.tasks.common import TaskData from shared.types.worker.instances import InstanceData, InstanceId @@ -65,8 +65,8 @@ class ControlPlaneNetworkState(State[EventCategories.ControlPlaneEventTypes]): class MasterState(SharedState): data_plane_network_state: DataPlaneNetworkState control_plane_network_state: ControlPlaneNetworkState - job_inbox: Queue[TaskData[TaskType]] - job_outbox: Queue[TaskData[TaskType]] + job_inbox: Queue[TaskData] + job_outbox: Queue[TaskData] cache_policy: CachePolicy[CachePolicyType] diff --git a/shared/types/tasks/common.py b/shared/types/tasks/common.py index 7e58c35f..fd4c6a0f 100644 --- a/shared/types/tasks/common.py +++ b/shared/types/tasks/common.py @@ -1,8 +1,7 @@ from collections.abc import Mapping from enum import Enum -from typing import Annotated, Generic, Literal, TypeVar, Union +from typing import Annotated, Any, Generic, Literal, TypeVar, Union -import openai.types.chat as openai from pydantic import BaseModel, Field, TypeAdapter from shared.types.common import NewUUID @@ -21,21 +20,61 @@ class TaskType(str, Enum): TaskTypeT = TypeVar("TaskTypeT", bound=TaskType, covariant=True) -class TaskData(BaseModel, Generic[TaskTypeT]): ... +class BaseTaskData(BaseModel, Generic[TaskTypeT]): + task_type: TaskTypeT -class ChatCompletionNonStreamingTask(TaskData[TaskType.ChatCompletionNonStreaming]): +# Custom message types that mirror OpenAI's but are designed for serialization +class ChatCompletionMessage(BaseModel): + role: Literal["system", "user", "assistant", "developer", "tool", "function"] + content: str | None = None + name: str | None = None + tool_calls: list[dict[str, Any]] | None = None + tool_call_id: str | None = None + function_call: dict[str, Any] | None = None + + +class ChatCompletionParams(BaseModel): + model: str + messages: list[ChatCompletionMessage] + frequency_penalty: float | None = None + logit_bias: dict[str, int] | None = None + logprobs: bool | None = None + top_logprobs: int | None = None + max_tokens: int | None = None + n: int | None = None + presence_penalty: float | None = None + response_format: dict[str, Any] | None = None + seed: int | None = None + stop: str | list[str] | None = None + stream: bool = False + temperature: float | None = None + top_p: float | None = None + tools: list[dict[str, Any]] | None = None + tool_choice: str | dict[str, Any] | None = None + parallel_tool_calls: bool | None = None + user: str | None = None + +class ChatCompletionNonStreamingTask(BaseTaskData[TaskType.ChatCompletionNonStreaming]): task_type: Literal[TaskType.ChatCompletionNonStreaming] = ( TaskType.ChatCompletionNonStreaming ) - task_data: openai.completion_create_params.CompletionCreateParams + task_data: ChatCompletionParams -class ChatCompletionStreamingTask(TaskData[TaskType.ChatCompletionStreaming]): +class ChatCompletionStreamingTask(BaseTaskData[TaskType.ChatCompletionStreaming]): task_type: Literal[TaskType.ChatCompletionStreaming] = ( TaskType.ChatCompletionStreaming ) - task_data: openai.completion_create_params.CompletionCreateParams + task_data: ChatCompletionParams + + +TaskData = Annotated[ + ChatCompletionNonStreamingTask | ChatCompletionStreamingTask, + Field(discriminator="task_type"), +] + +TaskDataValidator: TypeAdapter[TaskData] = TypeAdapter(TaskData) class TaskStatusIncompleteType(str, Enum): @@ -96,7 +135,7 @@ class TaskState[TaskStatusTypeT: TaskStatusType, TaskTypeT: TaskType](BaseModel) class BaseTask[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType](BaseModel): task_type: TaskTypeT - task_data: TaskData[TaskTypeT] + task_data: TaskData task_state: TaskState[TaskStatusTypeT, TaskTypeT] on_instance: InstanceId diff --git a/shared/types/worker/commands_runner.py b/shared/types/worker/commands_runner.py index 7f636588..184805a4 100644 --- a/shared/types/worker/commands_runner.py +++ b/shared/types/worker/commands_runner.py @@ -4,9 +4,11 @@ from typing import Annotated, Generic, Literal, TypeVar from pydantic import BaseModel, Field, TypeAdapter from shared.openai import FinishReason -from shared.types.api import ChatTask + +# Accept TaskData so the runner can handle both streaming and non-streaming chat tasks. +from shared.types.tasks.common import TaskData from shared.types.worker.mlx import Host -from shared.types.worker.shards import PartitionStrategy, ShardMetadata +from shared.types.worker.shards import ShardMeta ## Messages passed TO the runner @@ -26,7 +28,7 @@ class BaseRunnerMessage(BaseModel, Generic[MT]): class SetupMessage(BaseRunnerMessage[MessageType.Setup]): type: Literal[MessageType.Setup] = Field(default=MessageType.Setup, frozen=True) - model_shard_meta: ShardMetadata[PartitionStrategy] + model_shard_meta: ShardMeta hosts: list[Host] @@ -34,7 +36,7 @@ class ChatTaskMessage(BaseRunnerMessage[MessageType.ChatTask]): type: Literal[MessageType.ChatTask] = Field( default=MessageType.ChatTask, frozen=True ) - task: ChatTask + task: TaskData class ExitMessage(BaseRunnerMessage[MessageType.Exit]): diff --git a/shared/types/worker/downloads.py b/shared/types/worker/downloads.py index c88b2d57..9e768d14 100644 --- a/shared/types/worker/downloads.py +++ b/shared/types/worker/downloads.py @@ -15,7 +15,7 @@ from pydantic import BaseModel, Field, PositiveInt from shared.types.common import NodeId from shared.types.models.common import ModelId from shared.types.models.sources import ModelSource -from shared.types.worker.shards import PartitionStrategy, ShardMetadata +from shared.types.worker.shards import BaseShardMeta, PartitionStrategy class DownloadProgressData(BaseModel): @@ -80,6 +80,6 @@ DownloadEffectHandler = Callable[ def download_shard( model_id: ModelId, model_source: ModelSource, - shard_meta: ShardMetadata[PartitionStrategy], + shard_meta: BaseShardMeta[PartitionStrategy], effect_handlers: Sequence[DownloadEffectHandler], ) -> None: ... diff --git a/shared/types/worker/mlx.py b/shared/types/worker/mlx.py index 496ef369..d53a14de 100644 --- a/shared/types/worker/mlx.py +++ b/shared/types/worker/mlx.py @@ -7,7 +7,11 @@ class Host(BaseModel): port: int @field_validator("port") - def check_port(self, v: int) -> int: + @classmethod + def check_port(cls, v: int) -> int: if not (0 <= v <= 65535): raise ValueError("Port must be between 0 and 65535") return v + + def __str__(self) -> str: + return f"{self.host}:{self.port}" diff --git a/shared/types/worker/runners.py b/shared/types/worker/runners.py index c7528094..239fadf0 100644 --- a/shared/types/worker/runners.py +++ b/shared/types/worker/runners.py @@ -8,7 +8,19 @@ from shared.types.common import NodeId from shared.types.models.common import ModelId from shared.types.worker.common import RunnerId from shared.types.worker.downloads import BaseDownloadProgress, DownloadStatus -from shared.types.worker.shards import PartitionStrategy, ShardMetadata +from shared.types.worker.shards import BaseShardMeta, PartitionStrategy + + +class RunnerError(Exception): + error_type: str + error_message: str + traceback: str + + def __init__(self, error_type: str, error_message: str, traceback: str): + self.error_type = error_type + self.error_message = error_message + self.traceback = traceback + super().__init__(f"{error_type}: {error_message}\n{traceback}") class RunnerStateType(str, Enum): @@ -60,7 +72,7 @@ PartitionStrategyT = TypeVar(name="PartitionStrategyT", bound=PartitionStrategy) class ShardAssignments(BaseModel): model_id: ModelId - runner_to_shard: Mapping[RunnerId, ShardMetadata[PartitionStrategy]] + runner_to_shard: Mapping[RunnerId, BaseShardMeta[PartitionStrategy]] node_to_runner: Mapping[NodeId, Sequence[RunnerId]] @model_validator(mode="after") diff --git a/shared/types/worker/shards.py b/shared/types/worker/shards.py index 5b33457d..8ed6f1c6 100644 --- a/shared/types/worker/shards.py +++ b/shared/types/worker/shards.py @@ -1,7 +1,7 @@ from enum import Enum from typing import Annotated, Generic, Literal, TypeVar -from pydantic import BaseModel, DirectoryPath, Field, TypeAdapter +from pydantic import BaseModel, ConfigDict, DirectoryPath, Field, TypeAdapter from shared.types.common import NodeId from shared.types.models.common import ModelId @@ -14,7 +14,7 @@ class PartitionStrategy(str, Enum): PartitionStrategyT = TypeVar(name="PartitionStrategyT", bound=PartitionStrategy) -class ShardMetadata(BaseModel, Generic[PartitionStrategyT]): +class BaseShardMeta(BaseModel, Generic[PartitionStrategyT]): """ Defines a specific shard of the model that is ready to be run on a device. Replaces previous `Shard` object. @@ -26,20 +26,20 @@ class ShardMetadata(BaseModel, Generic[PartitionStrategyT]): model_path: DirectoryPath -class PipelineShardMeta(ShardMetadata[PartitionStrategy.pipeline]): +class PipelineShardMeta(BaseShardMeta[Literal[PartitionStrategy.pipeline]]): """ Pipeline parallelism shard meta. """ + model_config = ConfigDict(use_enum_values=False) - partition_strategy: Literal[PartitionStrategy.pipeline] = Field( - default=PartitionStrategy.pipeline, frozen=True - ) + partition_strategy: Literal[PartitionStrategy.pipeline] = PartitionStrategy.pipeline start_layer: Annotated[int, Field(ge=0)] end_layer: Annotated[int, Field(ge=0)] _ShardMeta = Annotated[PipelineShardMeta, Field(discriminator="partition_strategy")] -ShardMetaAdapter: TypeAdapter[ShardMetadata[PartitionStrategy]] = TypeAdapter( +ShardMeta = _ShardMeta # Public alias for the discriminated union +ShardMetaAdapter: TypeAdapter[BaseShardMeta[PartitionStrategy]] = TypeAdapter( _ShardMeta ) @@ -51,4 +51,4 @@ class ShardPlacement(BaseModel, Generic[PartitionStrategyT]): """ model_id: ModelId - shard_assignments: dict[NodeId, ShardMetadata[PartitionStrategyT]] + shard_assignments: dict[NodeId, BaseShardMeta[PartitionStrategyT]] diff --git a/uv.lock b/uv.lock index d08efbb3..a8021600 100644 --- a/uv.lock +++ b/uv.lock 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">=3.13" -dependencies = ["exo-shared"] +dependencies = [ + "exo-shared", + "mlx>=0.26.1", + "mlx-lm>=0.25.3", +] [build-system] requires = ["hatchling"] build-backend = "hatchling.build" +[tool.hatch.metadata] +allow-direct-references = true + [tool.hatch.build] clean = true @@ -21,4 +28,4 @@ exclude = ["*.md", "pyproject.toml"] [tool.hatch.build.targets.sdist] packages = [] include = ["*"] -exclude = ["*.md", "pyproject.toml"] \ No newline at end of file +exclude = ["*.md", "pyproject.toml"] diff --git a/worker/runner/communication.py b/worker/runner/communication.py new file mode 100644 index 00000000..2b5cee12 --- /dev/null +++ b/worker/runner/communication.py @@ -0,0 +1,75 @@ +import asyncio +import sys +import traceback + +from shared.types.worker.commands_runner import ( + ErrorResponse, + PrintResponse, + RunnerMessage, + RunnerMessageTypeAdapter, + RunnerResponse, + RunnerResponseType, + RunnerResponseTypeAdapter, +) + +### Utils - MESSAGE TO RUNNER + +async def supervisor_write_message(proc: asyncio.subprocess.Process, message: RunnerMessage) -> None: + assert proc.stdin is not None, "proc.stdin should not be None when created with stdin=PIPE" + + encoded: bytes = message.model_dump_json().encode('utf-8') + b'\n' + proc.stdin.write(encoded) + await proc.stdin.drain() + +async def runner_read_message() -> RunnerMessage: + loop = asyncio.get_running_loop() + + line: bytes = await loop.run_in_executor(None, sys.stdin.buffer.readline) + if not line: + raise EOFError("No more data to read") + line = line.strip() + + try: + return RunnerMessageTypeAdapter.validate_json(line) + except Exception as e: + raise ValueError(f"Error validating message: {line}") from e + +### Utils - RESPONSE FROM RUNNER + +def runner_write_response(obj: RunnerResponse) -> None: + encoded: bytes = obj.model_dump_json().encode('utf-8') + b'\n' + _ = sys.stdout.buffer.write(encoded) + _ = sys.stdout.buffer.flush() + +async def supervisor_read_response(proc: asyncio.subprocess.Process) -> RunnerResponse | None: + assert proc.stdout is not None, "proc.stdout should not be None when created with stdout=PIPE" + line_bytes: bytes = await asyncio.wait_for(proc.stdout.readline(), timeout=10) + line: str = line_bytes.decode('utf-8').strip() + + if not line: + raise EOFError("No more data to read") + + try: + return RunnerResponseTypeAdapter.validate_json(line) + except Exception as err: + raise ValueError(f"Error validating response: {line}") from err + + +### Utils - Runner Prints + +def runner_print(text: str) -> None: + obj = PrintResponse( + type=RunnerResponseType.PrintResponse, + text=text, + ) + + runner_write_response(obj) + +def runner_write_error(error: Exception) -> None: + error_response: ErrorResponse = ErrorResponse( + type=RunnerResponseType.ErrorResponse, + error_type=type(error).__name__, + error_message=str(error), + traceback=traceback.format_exc(), + ) + runner_write_response(error_response) \ No newline at end of file diff --git a/worker/runner/conftest.py b/worker/runner/conftest.py new file mode 100644 index 00000000..57c5d8f1 --- /dev/null +++ b/worker/runner/conftest.py @@ -0,0 +1,107 @@ +import uuid +from pathlib import Path +from typing import Callable, cast + +import pytest + +from shared.types.models.common import ModelId +from shared.types.tasks.common import ( + ChatCompletionMessage, + ChatCompletionParams, + ChatCompletionStreamingTask, + PendingTaskStatus, + Task, + TaskArtifact, + TaskId, + TaskState, + TaskStatusIncompleteType, + TaskStatusType, + TaskType, +) +from shared.types.worker.common import InstanceId +from shared.types.worker.mlx import Host +from shared.types.worker.shards import PipelineShardMeta + + +# Concrete TaskArtifact implementation for pending streaming tasks +class PendingStreamingTaskArtifact(TaskArtifact[TaskType.ChatCompletionStreaming, TaskStatusIncompleteType.Pending]): + pass + +@pytest.fixture +def pipeline_shard_meta(): + def _pipeline_shard_meta(num_nodes: int = 1, device_rank: int = 0) -> PipelineShardMeta: + total_layers = 16 + layers_per_node = total_layers // num_nodes + start_layer = device_rank * layers_per_node + end_layer = start_layer + layers_per_node if device_rank < num_nodes - 1 else total_layers + + return PipelineShardMeta( + device_rank=device_rank, + model_id=ModelId(uuid=uuid.uuid4()), + model_path=Path("~/.exo/models/mlx-community--Llama-3.2-1B-Instruct-4bit/").expanduser(), + start_layer=start_layer, + end_layer=end_layer, + world_size=num_nodes, + ) + return _pipeline_shard_meta + +@pytest.fixture +def hosts(): + def _hosts(count: int, offset: int = 0) -> list[Host]: + return [ + Host( + host="127.0.0.1", + port=5000 + offset + i, + ) + for i in range(count) + ] + return _hosts + +@pytest.fixture +def hosts_one(hosts: Callable[[int], list[Host]]): + return hosts(1) + +@pytest.fixture +def hosts_two(hosts: Callable[[int], list[Host]]): + return hosts(2) + +@pytest.fixture +def user_message(): + """Override this fixture in tests to customize the message""" + return "Hello, how are you?" + +@pytest.fixture +def chat_completion_params(user_message: str): + """Creates ChatCompletionParams with the given message""" + return ChatCompletionParams( + model="gpt-4", + messages=[ + ChatCompletionMessage( + role="user", + content=user_message + ) + ], + stream=True + ) + +@pytest.fixture +def chat_completion_streaming_task_data(chat_completion_params: ChatCompletionParams): + """Creates ChatCompletionStreamingTask from params""" + return ChatCompletionStreamingTask( + task_data=chat_completion_params + ) + +@pytest.fixture +def streaming_task(chat_completion_streaming_task_data: ChatCompletionStreamingTask) -> Task[TaskType, TaskStatusType]: + """Creates the final Task object""" + task = Task( + task_id=TaskId(), + task_type=TaskType.ChatCompletionStreaming, + task_data=chat_completion_streaming_task_data, + task_state=TaskState( + task_status=PendingTaskStatus(), + task_artifact=PendingStreamingTaskArtifact(), + ), + on_instance=InstanceId(), + ) + return cast(Task[TaskType, TaskStatusType], task) diff --git a/worker/runner/runner.py b/worker/runner/runner.py new file mode 100644 index 00000000..b7a7f852 --- /dev/null +++ b/worker/runner/runner.py @@ -0,0 +1,151 @@ +import asyncio +import concurrent.futures +from asyncio.events import AbstractEventLoop +from collections.abc import AsyncGenerator +from concurrent.futures.thread import ThreadPoolExecutor +from functools import partial +from typing import Callable, cast + +import mlx.core as mx +import mlx.nn as nn +from mlx_lm.generate import stream_generate # type: ignore +from mlx_lm.tokenizer_utils import TokenizerWrapper + +from shared.mlx.utils_mlx import apply_chat_template, initialize_mlx +from shared.openai import FinishReason +from shared.types.tasks.common import ( + TaskData, +) +from shared.types.worker.commands_runner import ( + ChatTaskMessage, + ExitMessage, + FinishedResponse, + GenerationResponse, + RunnerMessage, + SetupMessage, +) +from shared.types.worker.mlx import Host +from shared.types.worker.shards import ShardMeta +from shared.utils import ensure_type +from worker.runner.communication import ( + runner_print, + runner_read_message, + runner_write_error, + runner_write_response, +) + + +async def _mlx_generate( + mlx_executor: concurrent.futures.ThreadPoolExecutor, + model: nn.Module, + tokenizer: TokenizerWrapper, + sampler: Callable[[mx.array], mx.array], + task: TaskData, +) -> AsyncGenerator[GenerationResponse]: + loop = asyncio.get_running_loop() + queue: asyncio.Queue[GenerationResponse | Exception | object] = asyncio.Queue() + sentinel = object() + + def _generate_tokens(prompt: str, max_tokens: int) -> None: + try: + for generation_response in stream_generate( + model=model, + tokenizer=tokenizer, + prompt=prompt, + max_tokens=max_tokens, + sampler=sampler, + ): + response = GenerationResponse( + text=generation_response.text, + token=generation_response.token, + finish_reason=cast(FinishReason | None, generation_response.finish_reason), # has to be considered as a FinishReason instead of a str. + ) + _ = loop.call_soon_threadsafe(queue.put_nowait, response) + except Exception as e: + _ = loop.call_soon_threadsafe(queue.put_nowait, e) + finally: + _ = loop.call_soon_threadsafe(queue.put_nowait, sentinel) + + # Currently we support chat-completion tasks only. + task_data = task.task_data + + runner_print(f"task_data: {task_data}") + + prompt = await apply_chat_template( + mlx_executor=mlx_executor, + tokenizer=tokenizer, + chat_task=task_data, + ) + + max_tokens = task_data.max_tokens or 100 + generation_fn = partial(_generate_tokens, prompt, max_tokens) + + future = loop.run_in_executor(mlx_executor, generation_fn) + + while True: + item = await queue.get() + queue.task_done() + + if item is sentinel: + break + + if isinstance(item, Exception): + raise item + + assert isinstance(item, GenerationResponse) # constrain datatype + yield item + + assert future.done() + +async def main(): + try: + runner_print('hello from the runner') + + # Get setup info from worker + init_message: RunnerMessage = await runner_read_message() + setup_message: SetupMessage = ensure_type(init_message, SetupMessage) + model_shard_meta: ShardMeta = setup_message.model_shard_meta + hosts: list[Host] = setup_message.hosts + + mlx_executor: ThreadPoolExecutor = concurrent.futures.ThreadPoolExecutor(max_workers=1) + loop: AbstractEventLoop = asyncio.get_running_loop() + + runner_print(f'got here; {model_shard_meta.model_path}') + + model, tokenizer, sampler = await loop.run_in_executor( + mlx_executor, + partial(initialize_mlx, model_shard_meta=model_shard_meta, hosts=hosts), + ) + + while True: + message: RunnerMessage = await runner_read_message() + match message: + case ChatTaskMessage(task=task_data): + runner_print(f"received chat request: {task_data}") + + # Ensure we have a chat-completion task subtype + messages = task_data.task_data.messages + messages_dicts = [msg.model_dump() for msg in messages] + runner_print(f"messages_dicts RUNNER: {messages_dicts}") + + # Generate responses using the actual MLX generation + async for generation_response in _mlx_generate( + mlx_executor=mlx_executor, + model=model, + tokenizer=tokenizer, + sampler=sampler, + task=task_data, + ): + runner_write_response(generation_response) + + runner_write_response(FinishedResponse()) + case ExitMessage(): + break + case _: + raise ValueError(f"Unknown message: {message}") + + except Exception as e: + runner_write_error(e) + +if __name__ == "__main__": + asyncio.run(main()) \ No newline at end of file diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py new file mode 100644 index 00000000..2b85d82b --- /dev/null +++ b/worker/runner/runner_supervisor.py @@ -0,0 +1,175 @@ +import asyncio +import contextlib +import sys +from collections.abc import AsyncGenerator +from typing import Callable + +from shared.types.events.chunks import GenerationChunk, TokenChunk, TokenChunkData +from shared.types.tasks.common import Task, TaskStatusType, TaskType +from shared.types.worker.commands_runner import ( + ChatTaskMessage, + ErrorResponse, + ExitMessage, + FinishedResponse, + GenerationResponse, + PrintResponse, + RunnerResponse, + SetupMessage, +) +from shared.types.worker.mlx import Host +from shared.types.worker.runners import RunnerError +from shared.types.worker.shards import ShardMeta +from worker.runner.communication import ( + supervisor_read_response, + supervisor_write_message, +) +from worker.runner.utils import get_runner_command + + +class RunnerSupervisor: + """ + RunnerSupervisor manages the lifecycle of a runner subprocess for model inference. + Use the class method `create` to properly initialize an instance. + """ + + def __init__( + self, + model_shard_meta: ShardMeta, + hosts: list[Host], + runner_process: asyncio.subprocess.Process, + ): + """Private constructor. Use RunnerSupervisor.create() instead.""" + self.model_shard_meta: ShardMeta = model_shard_meta + self.hosts: list[Host] = hosts + self.runner_process: asyncio.subprocess.Process = runner_process + self.running: bool = True + + self.running_task: asyncio.Task[None] = asyncio.create_task(self._watch_runner()) + + @classmethod + async def create( + cls, + model_shard_meta: ShardMeta, + hosts: list[Host], + ) -> "RunnerSupervisor": + """ + Create and initialize a RunnerSupervisor instance. + The .create() classmethod pattern is used to ensure the constructor is asynchronous. + """ + cmd: list[str] = get_runner_command() + + runner_process: asyncio.subprocess.Process = await asyncio.create_subprocess_exec( + *cmd, + stdin=asyncio.subprocess.PIPE, + stdout=asyncio.subprocess.PIPE, + stderr=sys.stderr, + ) + + await supervisor_write_message( + runner_process, + SetupMessage( + model_shard_meta=model_shard_meta, + hosts=hosts, + ), + ) + + return cls( + model_shard_meta=model_shard_meta, + hosts=hosts, + runner_process=runner_process, + ) + + async def astop(self) -> None: + async def terminate() -> None: + self.runner_process.terminate() + _ = await self.runner_process.wait() + + if not self.healthy: + print("Runner process is not healthy, killing...") + await terminate() + + if self.runner_process.stdout is not None: + while True: + try: + line = await asyncio.wait_for(self.runner_process.stdout.readline(), timeout=0.01) + if not line: + break + print(f"Remaining stdout: {line.decode('utf-8').strip()}") + except asyncio.TimeoutError: + break + + try: + # Give the process a moment to exit gracefully + await supervisor_write_message(proc=self.runner_process, message=ExitMessage()) + _ = await asyncio.wait_for(self.runner_process.wait(), timeout=0.1) + except asyncio.TimeoutError: + print("Runner process did not terminate, killing...") + await terminate() + + self.running = False + + async def _watch_runner(self) -> None: + _ = await self.runner_process.wait() + self.running = False + + def __del__(self) -> None: + if not self.running: + print('Warning: RunnerSupervisor was not stopped cleanly before garbage collection. Force killing process.') + + with contextlib.suppress(ProcessLookupError): + self.runner_process.kill() + + @property + def healthy(self) -> bool: + return ( + self.running + and self.runner_process.returncode is None + and self.runner_process.stdin is not None + and not self.runner_process.stdin.is_closing() + and self.runner_process.stdout is not None + ) + + async def stream_response( + self, + task: Task[TaskType, TaskStatusType], + request_started_callback: Callable[[], None] | None = None, + ) -> AsyncGenerator[GenerationChunk]: + """ + Streams a chat request from the model. + The request is pushed to the runner, and if the shard is the terminal shard, the response is streamed back to the worker. + request_started_callback is called once the request is pushed to the runner, used to publish InferencePrepareCompleted and InferenceTriggerCompleted events. + """ + if not self.healthy: + raise RuntimeError("Runner process was found to be dead") + + await supervisor_write_message( + proc=self.runner_process, + message=ChatTaskMessage( + task=task.task_data, + ), + ) + + while True: + line: RunnerResponse | None = await supervisor_read_response(self.runner_process) + if line is None: + continue + else: + match line: + case GenerationResponse(text=text, token=token, finish_reason=finish_reason): + yield TokenChunk( + task_id=task.task_id, + idx=token, + model=self.model_shard_meta.model_id, + chunk_data=TokenChunkData( + text=text, + token_id=token, + finish_reason=finish_reason, + ), + ) + case FinishedResponse(): + break + case PrintResponse(text=text): + print(f'runner printed: {text}') + case ErrorResponse(error_type=error_type, error_message=error_message, traceback=traceback): + await self.astop() + raise RunnerError(error_type, error_message, traceback or "") diff --git a/worker/runner/test_serdes.py b/worker/runner/test_serdes.py new file mode 100644 index 00000000..fe85da0e --- /dev/null +++ b/worker/runner/test_serdes.py @@ -0,0 +1,33 @@ +from typing import Callable, Literal, TypeVar + +from pydantic import BaseModel, TypeAdapter + +from shared.types.tasks.common import Task, TaskStatusIncompleteType, TaskType +from shared.types.worker.commands_runner import ( + ChatTaskMessage, + RunnerMessageTypeAdapter, + SetupMessage, +) +from shared.types.worker.mlx import Host +from shared.types.worker.shards import PipelineShardMeta + +T = TypeVar('T', bound=BaseModel) + +def assert_equal_serdes(obj: T, typeadapter: TypeAdapter[T]): + encoded: bytes = obj.model_dump_json().encode('utf-8') + b'\n' + decoded: T = typeadapter.validate_json(encoded) + + assert decoded == obj, f"Decoded: {decoded} != \nOriginal: {obj}. \n binary encoded: {encoded}" + +def test_supervisor_setup_message_serdes(pipeline_shard_meta: Callable[..., PipelineShardMeta], hosts: Callable[..., list[Host]]): + setup_message = SetupMessage( + model_shard_meta=pipeline_shard_meta(1, 0), + hosts=hosts(1), + ) + assert_equal_serdes(setup_message, RunnerMessageTypeAdapter) + +def test_supervisor_task_message_serdes(streaming_task: Task[TaskType, Literal[TaskStatusIncompleteType.Pending]]): + task_message = ChatTaskMessage( + task=streaming_task.task_data, + ) + assert_equal_serdes(task_message, RunnerMessageTypeAdapter) diff --git a/worker/runner/test_supervisor.py b/worker/runner/test_supervisor.py new file mode 100644 index 00000000..46a93883 --- /dev/null +++ b/worker/runner/test_supervisor.py @@ -0,0 +1,190 @@ +import asyncio +from typing import Callable + +import pytest + +from shared.openai import FinishReason +from shared.types.events.chunks import TokenChunk +from shared.types.tasks.common import Task, TaskStatusType, TaskType +from shared.types.worker.mlx import Host +from shared.types.worker.shards import PipelineShardMeta +from worker.runner.runner_supervisor import RunnerSupervisor + + +@pytest.fixture +def user_message(): + """Override the default message to ask about France's capital""" + return "What is the capital of France?" + + +@pytest.mark.asyncio +async def test_supervisor_single_node_response( + pipeline_shard_meta: Callable[..., PipelineShardMeta], + hosts: Callable[..., list[Host]], + streaming_task: Task[TaskType, TaskStatusType], +): + """Test that asking for the capital of France returns 'Paris' in the response""" + model_shard_meta = pipeline_shard_meta(1, 0) + + supervisor = await RunnerSupervisor.create( + model_shard_meta=model_shard_meta, + hosts=hosts(1, offset=10), + ) + + try: + full_response = "" + stop_reason: FinishReason | None = None + + async for chunk in supervisor.stream_response(task=streaming_task): + if isinstance(chunk, TokenChunk): + full_response += chunk.chunk_data.text + if chunk.chunk_data.finish_reason: + stop_reason = chunk.chunk_data.finish_reason + + # Case-insensitive check for Paris in the response + assert "paris" in full_response.lower(), f"Expected 'Paris' in response, but got: {full_response}" + assert stop_reason == 'stop' + + finally: + await supervisor.astop() + +@pytest.mark.asyncio +async def test_supervisor_two_node_response( + pipeline_shard_meta: Callable[..., PipelineShardMeta], + hosts: Callable[..., list[Host]], + streaming_task: Task[TaskType, TaskStatusType], +): + """Test that asking for the capital of France returns 'Paris' in the response""" + supervisor_0 = await RunnerSupervisor.create( + model_shard_meta=pipeline_shard_meta(2, 0), + hosts=hosts(2, offset=15), + ) + + supervisor_1 = await RunnerSupervisor.create( + model_shard_meta=pipeline_shard_meta(2, 1), + hosts=hosts(2, offset=15), + ) + + await asyncio.sleep(0.1) + + try: + full_response_0 = "" + full_response_1 = "" + + async def collect_response_0(): + nonlocal full_response_0 + async for chunk in supervisor_0.stream_response(task=streaming_task): + if isinstance(chunk, TokenChunk): + full_response_0 += chunk.chunk_data.text + + async def collect_response_1(): + nonlocal full_response_1 + async for chunk in supervisor_1.stream_response(task=streaming_task): + if isinstance(chunk, TokenChunk): + full_response_1 += chunk.chunk_data.text + + # Run both stream responses simultaneously + _ = await asyncio.gather(collect_response_0(), collect_response_1()) + + print(f"full_response_0: {full_response_0}") + print(f"full_response_1: {full_response_1}") + + # Case-insensitive check for Paris in both responses + assert "paris" in full_response_0.lower(), f"Expected 'Paris' in response, but got: {full_response_0}" + assert "paris" in full_response_1.lower(), f"Expected 'Paris' in response, but got: {full_response_1}" + + finally: + await supervisor_0.astop() + await supervisor_1.astop() + +@pytest.mark.asyncio +async def test_supervisor_early_stopping( + pipeline_shard_meta: Callable[..., PipelineShardMeta], + hosts: Callable[..., list[Host]], + streaming_task: Task[TaskType, TaskStatusType], +): + """Test that asking for the capital of France returns 'Paris' in the response""" + model_shard_meta = pipeline_shard_meta(1, 0) + + supervisor = await RunnerSupervisor.create( + model_shard_meta=model_shard_meta, + hosts=hosts(1, offset=10), + ) + + max_tokens = 50 + + try: + streaming_task.task_data.task_data.max_tokens = max_tokens + streaming_task.task_data.task_data.messages[0].content = "Please count from 1 to 100" + + full_response = "" + count = 0 + stop_reason: FinishReason | None = None + + async for chunk in supervisor.stream_response(task=streaming_task): + if isinstance(chunk, TokenChunk): + full_response += chunk.chunk_data.text + count += 1 + if chunk.chunk_data.finish_reason: + stop_reason = chunk.chunk_data.finish_reason + + print(f"full_response: {full_response}") + + assert count == max_tokens + 1 + assert '7' in full_response.lower() + assert '99' not in full_response.lower() + + assert stop_reason == 'length' + + finally: + await supervisor.astop() + + +@pytest.mark.asyncio +async def test_supervisor_handles_terminated_runner( + pipeline_shard_meta: Callable[..., PipelineShardMeta], + hosts: Callable[..., list[Host]], + streaming_task: Task[TaskType, TaskStatusType], +): + """Test that the supervisor handles a terminated runner""" + model_shard_meta = pipeline_shard_meta(1, 0) + + supervisor = await RunnerSupervisor.create( + model_shard_meta=model_shard_meta, + hosts=hosts(1, offset=10), + ) + + # Terminate the runner + supervisor.runner_process.terminate() + await asyncio.sleep(0.1) + + assert not supervisor.healthy + assert supervisor.runner_process.returncode is not None + + del supervisor + + +@pytest.mark.asyncio +async def test_supervisor_handles_killed_runner( + pipeline_shard_meta: Callable[..., PipelineShardMeta], + hosts: Callable[..., list[Host]], + streaming_task: Task[TaskType, TaskStatusType], +): + """Test that the supervisor handles a killed runner""" + model_shard_meta = pipeline_shard_meta(1, 0) + + supervisor = await RunnerSupervisor.create( + model_shard_meta=model_shard_meta, + hosts=hosts(1, offset=10), + ) + + assert supervisor.healthy + + # Forcibly kill the runner + supervisor.runner_process.kill() + await asyncio.sleep(0.1) + + assert not supervisor.healthy + assert supervisor.runner_process.returncode is not None + + del supervisor diff --git a/worker/runner/utils.py b/worker/runner/utils.py new file mode 100644 index 00000000..0f252633 --- /dev/null +++ b/worker/runner/utils.py @@ -0,0 +1,8 @@ +import sys + + +def get_runner_command() -> list[str]: + python = sys.executable + return [ + python, '-m', 'worker.runner.runner' + ] \ No newline at end of file From 4e4dbf52ecd405bd1f84245b9258fa323fdae89a Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Mon, 14 Jul 2025 21:08:43 +0100 Subject: [PATCH 066/224] fix: Use Nix-compatible LSP set-up --- .vscode/extensions.json | 11 +++++++++++ .vscode/settings.json | 3 +++ flake.nix | 1 + justfile | 2 +- pyproject.toml | 1 - 5 files changed, 16 insertions(+), 2 deletions(-) create mode 100644 .vscode/extensions.json create mode 100644 .vscode/settings.json diff --git a/.vscode/extensions.json b/.vscode/extensions.json new file mode 100644 index 00000000..3dfc2a75 --- /dev/null +++ b/.vscode/extensions.json @@ -0,0 +1,11 @@ +{ + "recommendations": [ + "detachhead.basedpyright", + "ms-python.python" + ], + "unwantedRecommendations": [ + "ms-python.vscode-pylance", + "ms-python.pyright", + "ms-python.mypy-type-checker" + ] +} \ No newline at end of file diff --git a/.vscode/settings.json b/.vscode/settings.json new file mode 100644 index 00000000..31682d35 --- /dev/null +++ b/.vscode/settings.json @@ -0,0 +1,3 @@ +{ + "basedpyright.importStrategy": "fromEnvironment" +} \ No newline at end of file diff --git a/flake.nix b/flake.nix index 4ad5a219..a97b3f63 100644 --- a/flake.nix +++ b/flake.nix @@ -24,6 +24,7 @@ pkgs.protobuf pkgs.rustc pkgs.cargo + pkgs.basedpyright ]; }; } diff --git a/justfile b/justfile index fdffc979..04be3380 100644 --- a/justfile +++ b/justfile @@ -20,7 +20,7 @@ test: uv run pytest master worker shared engines/* check: - uv run basedpyright --project pyproject.toml + basedpyright --project pyproject.toml sync: uv sync --all-packages diff --git a/pyproject.toml b/pyproject.toml index 73dca1bf..c9bacb5a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -12,7 +12,6 @@ dependencies = [ # dependencies only required for development [dependency-groups] dev = [ - "basedpyright>=1.29.4", "maturin>=1.9.0", "pytest>=8.4.0", "ruff>=0.11.13", From 8799c288b0da65e0ec9fcf28768c2c2022a78159 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Mon, 14 Jul 2025 21:09:08 +0100 Subject: [PATCH 067/224] BROKEN: work thus far --- .zed/settings.json | 29 +++ flake.nix | 13 ++ master/env.py | 5 + master/event_routing.py | 163 ++++++++++++++ master/logging.py | 95 ++++++++ master/main.py | 273 ++++++++++++++++++++++- master/pyproject.toml | 7 +- networking/src/networking/_core.pyi | 1 - shared/constants.py | 20 +- shared/graphs/networkx.py | 221 +++++++++++++++++++ shared/logger.py | 30 ++- shared/logging/common.py | 18 ++ shared/openai.py | 9 +- shared/pyproject.toml | 2 + shared/types/events/chunks.py | 20 +- shared/types/events/common.py | 280 +++++++++++------------- shared/types/events/events.py | 172 ++++++--------- shared/types/events/registry.py | 133 +++++++++++ shared/types/events/sanity_checking.py | 68 ++++++ shared/types/graphs/common.py | 11 +- shared/types/models/metadata.py | 3 +- shared/types/models/sources.py | 14 +- shared/types/networking/topology.py | 45 +--- shared/types/states/master.py | 58 +++-- shared/types/states/shared.py | 17 +- shared/types/states/worker.py | 4 +- shared/types/tasks/common.py | 73 +++--- shared/types/worker/downloads.py | 9 +- shared/types/worker/instances.py | 21 +- shared/types/worker/resource_monitor.py | 39 +--- shared/types/worker/runners.py | 21 +- shared/types/worker/shards.py | 20 +- uv.lock | 106 +++++++-- worker/logging.py | 13 ++ 34 files changed, 1516 insertions(+), 497 deletions(-) create mode 100644 .zed/settings.json create mode 100644 master/env.py create mode 100644 master/event_routing.py create mode 100644 master/logging.py create mode 100644 shared/graphs/networkx.py create mode 100644 shared/logging/common.py create mode 100644 shared/types/events/registry.py create mode 100644 shared/types/events/sanity_checking.py create mode 100644 worker/logging.py diff --git a/.zed/settings.json b/.zed/settings.json new file mode 100644 index 00000000..f885d7e7 --- /dev/null +++ b/.zed/settings.json @@ -0,0 +1,29 @@ +// Folder-specific settings +// +// For a full list of overridable settings, and general information on folder-specific settings, +// see the documentation: https://zed.dev/docs/configuring-zed#settings-files +{ + "lsp": { + "nix_python": { + "binary": { + "path": "nix", + "arguments": [ + "run", + "--quiet", + "--no-warn-dirty", + "--no-allow-import-from-derivation", + "--print-build-logs", + "never", + "${projectRoot}#python-lsp", + "--", + "--stdio" + ] + } + } + }, + "languages": { + "Python": { + "language_servers": ["nix_python"] + } + } +} diff --git a/flake.nix b/flake.nix index a97b3f63..006af63c 100644 --- a/flake.nix +++ b/flake.nix @@ -25,9 +25,22 @@ pkgs.rustc pkgs.cargo pkgs.basedpyright + pkgs.ruff ]; }; } ); + + apps = forAllSystems (system: + let + pkgs = import nixpkgs { inherit system; }; + in + { + python-lsp = { + type = "app"; + program = "${pkgs.basedpyright}/bin/basedpyright-langserver"; + }; + } + ); }; } \ No newline at end of file diff --git a/master/env.py b/master/env.py new file mode 100644 index 00000000..dadeee5f --- /dev/null +++ b/master/env.py @@ -0,0 +1,5 @@ +from shared.env import BaseEnv + + +class MasterEnvironmentSchema(BaseEnv): + pass diff --git a/master/event_routing.py b/master/event_routing.py new file mode 100644 index 00000000..697e0000 --- /dev/null +++ b/master/event_routing.py @@ -0,0 +1,163 @@ +from enum import StrEnum +from typing import List, LiteralString, Protocol, Literal +from logging import Logger + +from shared.types.events.common import ( + EffectHandler, + EventCategories, + EventCategory, + Event, + EventCategoryEnum, + EventFromEventLog, + EventFetcherProtocol, + State, + Apply, +) +from asyncio import Lock, Queue, Task, gather, create_task +from typing import Any, Type, TypedDict +from collections.abc import Mapping +from shared.logger import log +from shared.constants import EXO_ERROR_REPORTING_MESSAGE +from master.logging import ( + StateUpdateLoopAlreadyRunningLogEntry, + StateUpdateLoopStartedLogEntry, + StateUpdateLoopNotRunningLogEntry, + StateUpdateLoopStoppedLogEntry, + StateUpdateErrorLogEntry, + StateUpdateEffectHandlerErrorLogEntry, +) + +class QueueMapping(TypedDict): + MutatesTaskState: Queue[EventFromEventLog[Literal[EventCategoryEnum.MutatesTaskState]]] + MutatesControlPlaneState: Queue[EventFromEventLog[Literal[EventCategoryEnum.MutatesControlPlaneState]]] + MutatesDataPlaneState: Queue[EventFromEventLog[Literal[EventCategoryEnum.MutatesDataPlaneState]]] + MutatesInstanceState: Queue[EventFromEventLog[Literal[EventCategoryEnum.MutatesInstanceState]]] + MutatesNodePerformanceState: Queue[EventFromEventLog[Literal[EventCategoryEnum.MutatesNodePerformanceState]]] + +def check_keys_in_map_match_enum_values[TEnum: StrEnum]( + mapping_type: Type[Mapping[Any, Any]], + enum: Type[TEnum], +) -> None: + mapping_keys = set(mapping_type.__annotations__.keys()) + category_values = set(e.value for e in enum) + assert mapping_keys == category_values, ( + f"StateDomainMapping keys {mapping_keys} do not match EventCategories values {category_values}" + ) + +check_keys_in_map_match_enum_values(QueueMapping, EventCategoryEnum) + +class AsyncUpdateStateFromEvents[EventCategoryT: EventCategory](Protocol): + """Protocol for services that manage a specific state domain.""" + + _task: Task[None] | None + _logger: Logger + _apply: Apply[EventCategoryT] + _default_effects: List[EffectHandler[EventCategoryT]] + extra_effects: List[EffectHandler[EventCategoryT]] + state: State[EventCategoryT] + queue: Queue[EventFromEventLog[EventCategoryT]] + lock: Lock + + def __init__( + self, + state: State[EventCategoryT], + queue: Queue[EventFromEventLog[EventCategoryT]], + extra_effects: List[EffectHandler[EventCategoryT]], + logger: Logger, + ) -> None: + """Initialise the service with its event queue.""" + self.state = state + self.queue = queue + self.extra_effects = extra_effects + self._logger = logger + self._task = None + + async def read_state(self) -> State[EventCategoryT]: + """Get a thread-safe snapshot of this service's state domain.""" + return self.state.model_copy(deep=True) + + @property + def is_running(self) -> bool: + """Check if the service's event loop is running.""" + return self._task is not None and not self._task.done() + + async def start(self) -> None: + """Start the service's event loop.""" + if self.is_running: + log(self._logger, StateUpdateLoopAlreadyRunningLogEntry()) + raise RuntimeError("State Update Loop Already Running") + log(self._logger, StateUpdateLoopStartedLogEntry()) + self._task = create_task(self._event_loop()) + + async def stop(self) -> None: + """Stop the service's event loop.""" + if not self.is_running: + log(self._logger, StateUpdateLoopNotRunningLogEntry()) + raise RuntimeError("State Update Loop Not Running") + + assert self._task is not None, ( + f"{EXO_ERROR_REPORTING_MESSAGE()}" + "BUG: is_running is True but _task is None, this should never happen!" + ) + self._task.cancel() + log(self._logger, StateUpdateLoopStoppedLogEntry()) + + async def _event_loop(self) -> None: + """Event loop for the service.""" + while True: + event = await self.queue.get() + previous_state = self.state.model_copy(deep=True) + try: + async with self.lock: + updated_state = self._apply( + self.state, + event, + ) + self.state = updated_state + except Exception as e: + log(self._logger, StateUpdateErrorLogEntry(error=e)) + raise e + try: + for effect_handler in self._default_effects + self.extra_effects: + effect_handler((previous_state, event), updated_state) + except Exception as e: + log(self._logger, StateUpdateEffectHandlerErrorLogEntry(error=e)) + raise e + + +class EventRouter: + """Routes events to appropriate services based on event categories.""" + + queue_map: QueueMapping + event_fetcher: EventFetcherProtocol[EventCategory] + _logger: Logger + + async def _get_queue_by_category[T: EventCategory]( + self, category: T + ) -> Queue[Event[T]]: + """Get the queue for a given category.""" + category_str: str = category.value + queue: Queue[Event[T]] = self.queue_map[category_str] + + async def _process_events[T: EventCategory](self, category: T) -> None: + """Process events for a given domain.""" + queue: Queue[Event[T]] = await self._get_queue_by_category(category) + events_to_process: list[Event[T]] = [] + while not queue.empty(): + events_to_process.append(await queue.get()) + for event_to_process in events_to_process: + await self.queue_map[category].put(event_to_process) + return None + + async def _submit_events(self, events: list[Event[EventCategory | EventCategories]]) -> None: + """Route multiple events to their appropriate services.""" + for event in events: + for category in event.event_category: + await self._event_queues[category].put(event) + + await gather( + *[self._process_events(domain) for domain in self._event_queues.keys()] + ) + + async def _get_events_to_process(self) -> list[Event[EventCategories]]: + """Get events to process from the event fetcher.""" diff --git a/master/logging.py b/master/logging.py new file mode 100644 index 00000000..1300ca06 --- /dev/null +++ b/master/logging.py @@ -0,0 +1,95 @@ +from typing import Literal +from collections.abc import Set + +from shared.logging.common import LogEntry, LogEntryType + + +class MasterUninitializedLogEntry(LogEntry[Literal["master_uninitialized"]]): + entry_destination: Set[LogEntryType] = {LogEntryType.cluster} + entry_type: Literal["master_uninitialized"] = "master_uninitialized" + message: str = "No master state found, creating new one." + + +class MasterCommandReceivedLogEntry(LogEntry[Literal["master_command_received"]]): + entry_destination: Set[LogEntryType] = {LogEntryType.cluster} + entry_type: Literal["master_command_received"] = "master_command_received" + command_name: str + + +class MasterInvalidCommandReceivedLogEntry( + LogEntry[Literal["master_invalid_command_received"]] +): + entry_destination: Set[LogEntryType] = {LogEntryType.cluster} + entry_type: Literal["master_invalid_command_received"] = ( + "master_invalid_command_received" + ) + command_name: str + + +class EventCategoryUnknownLogEntry(LogEntry[Literal["event_category_unknown"]]): + entry_destination: Set[LogEntryType] = {LogEntryType.cluster} + entry_type: Literal["event_category_unknown"] = "event_category_unknown" + event_category: str + message: str = "Event Category Unknown, Skipping Event." + + +class StateUpdateLoopAlreadyRunningLogEntry( + LogEntry[Literal["state_update_loop_already_running"]] +): + entry_destination: Set[LogEntryType] = {LogEntryType.cluster} + entry_type: Literal["state_update_loop_already_running"] = ( + "state_update_loop_already_running" + ) + message: str = "State Update Loop Already Running" + + +class StateUpdateLoopStartedLogEntry(LogEntry[Literal["state_update_loop_started"]]): + entry_destination: Set[LogEntryType] = {LogEntryType.cluster} + entry_type: Literal["state_update_loop_started"] = "state_update_loop_started" + message: str = "State Update Loop Started" + + +class StateUpdateLoopNotRunningLogEntry( + LogEntry[Literal["state_update_loop_not_running"]] +): + entry_destination: Set[LogEntryType] = {LogEntryType.cluster} + entry_type: Literal["state_update_loop_not_running"] = ( + "state_update_loop_not_running" + ) + message: str = "State Update Loop Not Running" + + +class StateUpdateLoopStoppedLogEntry(LogEntry[Literal["state_update_loop_stopped"]]): + entry_destination: Set[LogEntryType] = {LogEntryType.cluster} + entry_type: Literal["state_update_loop_stopped"] = "state_update_loop_stopped" + message: str = "State Update Loop Stopped" + + +class StateUpdateErrorLogEntry(LogEntry[Literal["state_update_error"]]): + entry_destination: Set[LogEntryType] = {LogEntryType.cluster} + entry_type: Literal["state_update_error"] = "state_update_error" + error: Exception + + +class StateUpdateEffectHandlerErrorLogEntry( + LogEntry[Literal["state_update_effect_handler_error"]] +): + entry_destination: Set[LogEntryType] = {LogEntryType.cluster} + entry_type: Literal["state_update_effect_handler_error"] = ( + "state_update_effect_handler_error" + ) + error: Exception + + +MasterLogEntries = ( + MasterUninitializedLogEntry + | MasterCommandReceivedLogEntry + | MasterInvalidCommandReceivedLogEntry + | EventCategoryUnknownLogEntry + | StateUpdateLoopAlreadyRunningLogEntry + | StateUpdateLoopStartedLogEntry + | StateUpdateLoopNotRunningLogEntry + | StateUpdateLoopStoppedLogEntry + | StateUpdateErrorLogEntry + | StateUpdateEffectHandlerErrorLogEntry +) diff --git a/master/main.py b/master/main.py index f1c6bd53..bf7cd59c 100644 --- a/master/main.py +++ b/master/main.py @@ -1,6 +1,271 @@ -def main(): - print("Hello from master!") +from fastapi import FastAPI, Response +from fastapi.responses import StreamingResponse +from pydantic import BaseModel, Field, TypeAdapter +from logging import Logger + +from shared.types.events.common import Event, EventCategories, EventFetcherProtocol, EventPublisher, State +from shared.logger import ( + configure_logger, + LogEntryType, + FilterLogByType, + create_queue_listener, + attach_to_queue, +) +from shared.types.worker.common import InstanceId +from shared.types.worker.instances import Instance +from shared.types.models.common import ModelId +from shared.types.models.model import ModelInfo +from shared.types.states.master import MasterState +from shared.constants import EXO_MASTER_STATE +from contextlib import asynccontextmanager +from logging import LogRecord +from typing import Annotated, Literal +from master.env import MasterEnvironmentSchema +from master.logging import ( + MasterUninitializedLogEntry, + MasterCommandReceivedLogEntry, + MasterInvalidCommandReceivedLogEntry, +) +from master.event_routing import AsyncUpdateStateFromEvents +from shared.logger import log +from asyncio import Lock, Task, CancelledError, Queue, create_task +from enum import Enum -if __name__ == "__main__": - main() +# Restore State +def get_master_state(logger: Logger) -> MasterState: + if EXO_MASTER_STATE.exists(): + with open(EXO_MASTER_STATE, "r") as f: + return MasterState.model_validate_json(f.read()) + else: + log(logger, MasterUninitializedLogEntry()) + return MasterState() + + +# FastAPI Dependencies +def check_env_vars_defined(data: object, logger: Logger) -> MasterEnvironmentSchema: + if not isinstance(data, MasterEnvironmentSchema): + raise RuntimeError("Environment Variables Not Found") + return data + + +def get_master_state_dependency(data: object, logger: Logger) -> MasterState: + if not isinstance(data, MasterState): + raise RuntimeError("Master State Not Found") + return data + + +class BaseExternalCommand[T: str](BaseModel): + command_type: T + + +class ChatCompletionNonStreamingCommand( + BaseExternalCommand[Literal["chat_completion_non_streaming"]] +): + command_type: Literal["chat_completion_non_streaming"] = ( + "chat_completion_non_streaming" + ) + + +ExternalCommand = Annotated[ + ChatCompletionNonStreamingCommand, Field(discriminator="command_type") +] +ExternalCommandParser: TypeAdapter[ExternalCommand] = TypeAdapter(ExternalCommand) + + +class MasterBackgroundServices(str, Enum): + MAIN_LOOP = "main_loop" + +class StateManager[T: EventCategories]: + state: State[T] + queue: Queue[Event[T]] + manager: AsyncUpdateStateFromEvents[T] + + def __init__( + self, + state: State[T], + queue: Queue[Event[T]], + ) -> None: + ... + +class MasterStateManager: + """Thread-safe manager for MasterState with independent event loop.""" + + def __init__( + self, + initial_state: MasterState, + event_processor: EventFetcherProtocol[EventCategories], + event_publisher: EventPublisher[EventCategories], + logger: Logger, + ): + self._state = initial_state + self._state_lock = Lock() + self._command_queue: Queue[ExternalCommand] = Queue() + self._services: dict[MasterBackgroundServices, Task[None]] = {} + self._logger = logger + + async def read_state(self) -> MasterState: + """Get a thread-safe snapshot of the current state.""" + async with self._state_lock: + return self._state.model_copy(deep=True) + + async def send_command( + self, command: ExternalCommand + ) -> Response | StreamingResponse: + """Send a command to the background event loop.""" + if self._services[MasterBackgroundServices.MAIN_LOOP]: + self._command_queue.put(command) + return Response(status_code=200) + else: + raise RuntimeError("State manager is not running") + + async def start(self) -> None: + """Start the background event loop.""" + for service in MasterBackgroundServices: + match service: + case MasterBackgroundServices.MAIN_LOOP: + if self._services[service]: + raise RuntimeError("State manager is already running") + self._services[service]: Task[None] = create_task(self._event_loop()) + log(self._logger, MasterStateManagerStartedLogEntry()) + case _: + raise ValueError(f"Unknown service: {service}") + + async def stop(self) -> None: + """Stop the background event loop and persist state.""" + if not self._services[MasterBackgroundServices.MAIN_LOOP]: + raise RuntimeError("State manager is not running") + + for service in self._services.values(): + service.cancel() + try: + await service + except CancelledError: + pass + + log(self._logger, MasterStateManagerStoppedLogEntry()) + + async def _event_loop(self) -> None: + """Independent event loop for processing commands and mutating state.""" + while True: + try: + async with self._state_lock: + match EventCategories: + case EventCategories.InstanceEventTypes: + events_one = self._event_processor.get_events_to_apply( + self._state.data_plane_network_state + ) + case EventCategories.InstanceStateEventTypes: + events_one = self._event_processor.get_events_to_apply( + self._state.control_plane_network_state + ) + case _: + raise ValueError( + f"Unknown event category: {event_category}" + ) + command = self._command_queue.get(timeout=5.0) + match command: + case ChatCompletionNonStreamingCommand(): + log( + self._logger, + MasterCommandReceivedLogEntry( + command_name=command.command_type + ), + ) + case _: + log( + self._logger, + MasterInvalidCommandReceivedLogEntry( + command_name=command.command_type + ), + ) + except CancelledError: + break + except Exception as e: + log(self._logger, MasterStateManagerErrorLogEntry(error=str(e))) + + +@asynccontextmanager +async def lifespan(app: FastAPI): + logger = configure_logger("master") + + telemetry_queue: Queue[LogRecord] = Queue() + metrics_queue: Queue[LogRecord] = Queue() + cluster_queue: Queue[LogRecord] = Queue() + + attach_to_queue( + logger, + [ + FilterLogByType(log_types={LogEntryType.telemetry}), + ], + telemetry_queue, + ) + attach_to_queue( + logger, + [ + FilterLogByType(log_types={LogEntryType.metrics}), + ], + metrics_queue, + ) + attach_to_queue( + logger, + [ + FilterLogByType(log_types={LogEntryType.cluster}), + ], + cluster_queue, + ) + + # TODO: Add handlers + telemetry_listener = create_queue_listener(telemetry_queue, []) + metrics_listener = create_queue_listener(metrics_queue, []) + cluster_listener = create_queue_listener(cluster_queue, []) + + telemetry_listener.start() + metrics_listener.start() + cluster_listener.start() + + initial_state = get_master_state(logger) + app.state.master_state_manager = MasterStateManager(initial_state, logger) + await app.state.master_state_manager.start() + + yield + + await app.state.master_state_manager.stop() + + +app = FastAPI(lifespan=lifespan) + + +@app.get("/topology/control_plane") +def get_control_plane_topology(): + return {"message": "Hello, World!"} + + +@app.get("/topology/data_plane") +def get_data_plane_topology(): + return {"message": "Hello, World!"} + + +@app.get("/instances/list") +def list_instances(): + return {"message": "Hello, World!"} + + +@app.post("/instances/create") +def create_instance(model_id: ModelId) -> InstanceId: ... + + +@app.get("/instance/{instance_id}/read") +def get_instance(instance_id: InstanceId) -> Instance: ... + + +@app.delete("/instance/{instance_id}/delete") +def remove_instance(instance_id: InstanceId) -> None: ... + + +@app.get("/model/{model_id}/metadata") +def get_model_data(model_id: ModelId) -> ModelInfo: ... + + +@app.post("/model/{model_id}/instances") +def get_instances_by_model(model_id: ModelId) -> list[Instance]: ... diff --git a/master/pyproject.toml b/master/pyproject.toml index 8410b18f..b8912679 100644 --- a/master/pyproject.toml +++ b/master/pyproject.toml @@ -4,7 +4,10 @@ version = "0.1.0" description = "Master service for the Exo project" readme = "README.md" requires-python = ">=3.13" -dependencies = ["exo-shared"] +dependencies = [ + "exo-shared", + "fastapi>=0.116.0", +] [build-system] requires = ["hatchling"] @@ -21,4 +24,4 @@ exclude = ["*.md", "pyproject.toml"] [tool.hatch.build.targets.sdist] packages = [] include = ["*"] -exclude = ["*.md", "pyproject.toml"] \ No newline at end of file +exclude = ["*.md", "pyproject.toml"] diff --git a/networking/src/networking/_core.pyi b/networking/src/networking/_core.pyi index d52129eb..e69de29b 100644 --- a/networking/src/networking/_core.pyi +++ b/networking/src/networking/_core.pyi @@ -1 +0,0 @@ -def hello_from_bin() -> str: ... diff --git a/shared/constants.py b/shared/constants.py index 5410f899..82ffd6c1 100644 --- a/shared/constants.py +++ b/shared/constants.py @@ -1,11 +1,27 @@ from pathlib import Path +import inspect EXO_HOME = Path.home() / ".exo" EXO_EVENT_DB = EXO_HOME / "event_db.sqlite3" -EXO_MASTER_CONFIG = EXO_HOME / "master.json" -EXO_WORKER_CONFIG = EXO_HOME / "worker.json" +EXO_MASTER_STATE = EXO_HOME / "master_state.json" +EXO_WORKER_STATE = EXO_HOME / "worker_state.json" EXO_MASTER_LOG = EXO_HOME / "master.log" EXO_WORKER_LOG = EXO_HOME / "worker.log" EXO_WORKER_KEYRING_FILE = EXO_HOME / "worker_keyring" EXO_MASTER_KEYRING_FILE = EXO_HOME / "master_keyring" + + +# little helper function to get the name of the module that raised the error +def get_caller_module_name() -> str: + frm = inspect.stack()[1] + mod = inspect.getmodule(frm[0]) + if mod is None: + return "UNKNOWN MODULE" + return mod.__name__ + + +EXO_ERROR_REPORTING_MESSAGE = lambda: ( + f"THIS IS A BUG IN THE EXO SOFTWARE, PLEASE REPORT IT AT https://github.com/exo-explore/exo/\n" + f"The module that raised the error was: {get_caller_module_name()}" +) diff --git a/shared/graphs/networkx.py b/shared/graphs/networkx.py new file mode 100644 index 00000000..0ab7ee81 --- /dev/null +++ b/shared/graphs/networkx.py @@ -0,0 +1,221 @@ +from typing import Set, Mapping +from dataclasses import dataclass +from pydantic import TypeAdapter + +import rustworkx as rx + +from shared.types.graphs.common import ( + Edge, + EdgeData, + MutableGraphProtocol, + Vertex, + VertexData, + EdgeIdT, + VertexIdT, + EdgeTypeT, + VertexTypeT, +) + + +@dataclass(frozen=True) +class _VertexWrapper[VertexTypeT, VertexIdT]: + """Internal wrapper to store vertex ID alongside vertex data.""" + + vertex_id: VertexIdT + vertex_data: VertexData[VertexTypeT] + + +@dataclass(frozen=True) +class _EdgeWrapper[EdgeTypeT, EdgeIdT]: + """Internal wrapper to store edge ID alongside edge data.""" + + edge_id: EdgeIdT + edge_data: EdgeData[EdgeTypeT] + + +class NetworkXGraph(MutableGraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): + edge_base: TypeAdapter[EdgeTypeT] + vertex_base: TypeAdapter[VertexTypeT] + + _graph: rx.PyDiGraph[ + _VertexWrapper[VertexTypeT, VertexIdT], _EdgeWrapper[EdgeTypeT, EdgeIdT] + ] + _vertex_id_to_index: dict[VertexIdT, int] + _edge_id_to_endpoints: dict[EdgeIdT, tuple[int, int]] + + def __init__( + self, edge_base: TypeAdapter[EdgeTypeT], vertex_base: TypeAdapter[VertexTypeT] + ) -> None: + self.edge_base = edge_base + self.vertex_base = vertex_base + self._graph = rx.PyDiGraph() + self._vertex_id_to_index = {} + self._edge_id_to_endpoints = {} + + ### + # GraphProtocol methods + ### + + def list_edges(self) -> Set[EdgeIdT]: + return {edge.edge_id for edge in self._graph.edges()} + + def list_vertices(self) -> Set[VertexIdT]: + return {node.vertex_id for node in self._graph.nodes()} + + def get_vertices_from_edges( + self, edges: Set[EdgeIdT] + ) -> Mapping[EdgeIdT, Set[VertexIdT]]: + result: dict[EdgeIdT, Set[VertexIdT]] = {} + + for edge_id in edges: + if edge_id in self._edge_id_to_endpoints: + u_idx, v_idx = self._edge_id_to_endpoints[edge_id] + u_data = self._graph.get_node_data(u_idx) + v_data = self._graph.get_node_data(v_idx) + result[edge_id] = {u_data.vertex_id, v_data.vertex_id} + + return result + + def get_edges_from_vertices( + self, vertices: Set[VertexIdT] + ) -> Mapping[VertexIdT, Set[EdgeIdT]]: + result: dict[VertexIdT, Set[EdgeIdT]] = {} + + for vertex_id in vertices: + if vertex_id in self._vertex_id_to_index: + vertex_idx = self._vertex_id_to_index[vertex_id] + edge_ids: Set[EdgeIdT] = set() + + # Get outgoing edges + for _, _, edge_data in self._graph.out_edges(vertex_idx): + edge_ids.add(edge_data.edge_id) + + # Get incoming edges + for _, _, edge_data in self._graph.in_edges(vertex_idx): + edge_ids.add(edge_data.edge_id) + + result[vertex_id] = edge_ids + + return result + + def get_edge_data( + self, edges: Set[EdgeIdT] + ) -> Mapping[EdgeIdT, EdgeData[EdgeTypeT]]: + result: dict[EdgeIdT, EdgeData[EdgeTypeT]] = {} + + for edge_id in edges: + if edge_id in self._edge_id_to_endpoints: + u_idx, v_idx = self._edge_id_to_endpoints[edge_id] + edge_wrapper = self._graph.get_edge_data(u_idx, v_idx) + result[edge_id] = edge_wrapper.edge_data + + return result + + def get_vertex_data( + self, vertices: Set[VertexIdT] + ) -> Mapping[VertexIdT, VertexData[VertexTypeT]]: + result: dict[VertexIdT, VertexData[VertexTypeT]] = {} + + for vertex_id in vertices: + if vertex_id in self._vertex_id_to_index: + vertex_idx = self._vertex_id_to_index[vertex_id] + vertex_wrapper = self._graph.get_node_data(vertex_idx) + result[vertex_id] = vertex_wrapper.vertex_data + + return result + + ### + # MutableGraphProtocol methods + ### + + def check_edges_exists(self, edge_id: EdgeIdT) -> bool: + return edge_id in self._edge_id_to_endpoints + + def check_vertex_exists(self, vertex_id: VertexIdT) -> bool: + return vertex_id in self._vertex_id_to_index + + def _add_edge(self, edge_id: EdgeIdT, edge_data: EdgeData[EdgeTypeT]) -> None: + # This internal method is not used in favor of a safer `attach_edge` implementation. + raise NotImplementedError( + "Use attach_edge to add edges. The internal _add_edge protocol method is flawed." + ) + + def _add_vertex( + self, vertex_id: VertexIdT, vertex_data: VertexData[VertexTypeT] + ) -> None: + if vertex_id not in self._vertex_id_to_index: + wrapper = _VertexWrapper(vertex_id=vertex_id, vertex_data=vertex_data) + idx = self._graph.add_node(wrapper) + self._vertex_id_to_index[vertex_id] = idx + + def _remove_edge(self, edge_id: EdgeIdT) -> None: + if edge_id in self._edge_id_to_endpoints: + u_idx, v_idx = self._edge_id_to_endpoints[edge_id] + self._graph.remove_edge(u_idx, v_idx) + del self._edge_id_to_endpoints[edge_id] + else: + raise ValueError(f"Edge with id {edge_id} not found.") + + def _remove_vertex(self, vertex_id: VertexIdT) -> None: + if vertex_id in self._vertex_id_to_index: + vertex_idx = self._vertex_id_to_index[vertex_id] + + # Remove any edges connected to this vertex from our mapping + edges_to_remove: list[EdgeIdT] = [] + for edge_id, (u_idx, v_idx) in self._edge_id_to_endpoints.items(): + if u_idx == vertex_idx or v_idx == vertex_idx: + edges_to_remove.append(edge_id) + + for edge_id in edges_to_remove: + del self._edge_id_to_endpoints[edge_id] + + # Remove the vertex from the graph + self._graph.remove_node(vertex_idx) + del self._vertex_id_to_index[vertex_id] + else: + raise ValueError(f"Vertex with id {vertex_id} not found.") + + def attach_edge( + self, + edge: Edge[EdgeTypeT, EdgeIdT, VertexIdT], + extra_vertex: Vertex[VertexTypeT, EdgeIdT, VertexIdT] | None = None, + ) -> None: + """ + Attaches an edge to the graph, overriding the default protocol implementation. + + This implementation corrects a flaw in the protocol's `_add_edge` + signature and provides more intuitive behavior when connecting existing vertices. + """ + base_vertex_id, target_vertex_id = edge.edge_vertices + + if not self.check_vertex_exists(base_vertex_id): + raise ValueError(f"Base vertex {base_vertex_id} does not exist.") + + target_vertex_exists = self.check_vertex_exists(target_vertex_id) + + if not target_vertex_exists: + if extra_vertex is None: + raise ValueError( + f"Target vertex {target_vertex_id} does not exist and no `extra_vertex` was provided." + ) + if extra_vertex.vertex_id != target_vertex_id: + raise ValueError( + f"The ID of `extra_vertex` ({extra_vertex.vertex_id}) does not match " + f"the target vertex ID of the edge ({target_vertex_id})." + ) + self._add_vertex(extra_vertex.vertex_id, extra_vertex.vertex_data) + elif extra_vertex is not None: + raise ValueError( + f"Target vertex {target_vertex_id} already exists, but `extra_vertex` was provided." + ) + + # Get the internal indices + base_idx = self._vertex_id_to_index[base_vertex_id] + target_idx = self._vertex_id_to_index[target_vertex_id] + + # Create edge wrapper and add to graph + edge_wrapper = _EdgeWrapper(edge_id=edge.edge_id, edge_data=edge.edge_data) + self._graph.add_edge(base_idx, target_idx, edge_wrapper) + + # Store the mapping + self._edge_id_to_endpoints[edge.edge_id] = (base_idx, target_idx) diff --git a/shared/logger.py b/shared/logger.py index 659f551e..eff188c6 100644 --- a/shared/logger.py +++ b/shared/logger.py @@ -1,31 +1,31 @@ import logging import logging.handlers from collections.abc import Sequence, Set -from enum import Enum from queue import Queue -from pydantic import BaseModel from rich.logging import RichHandler +from typing import Annotated +from pydantic import Field, TypeAdapter -class LogEntryType(str, Enum): - telemetry = "telemetry" - metrics = "metrics" - cluster = "cluster" +from shared.logging.common import LogEntryType +from master.logging import MasterLogEntries +from worker.logging import WorkerLogEntries + +LogEntries = Annotated[ + MasterLogEntries | WorkerLogEntries, Field(discriminator="entry_type") +] +LogParser: TypeAdapter[LogEntries] = TypeAdapter(LogEntries) -class LogEntry(BaseModel): - event_type: Set[LogEntryType] - - -class LogFilterByType(logging.Filter): +class FilterLogByType(logging.Filter): def __init__(self, log_types: Set[LogEntryType]): super().__init__() self.log_types = log_types def filter(self, record: logging.LogRecord) -> bool: message = record.getMessage() - LogEntry.model_validate_json(message) + LogParser.validate_json(message) return True @@ -79,3 +79,9 @@ def create_queue_listener( log_queue, *effect_handlers, respect_handler_level=True ) return listener + + +def log( + logger: logging.Logger, log_entry: LogEntries, log_level: int = logging.INFO +) -> None: + logger.log(log_level, log_entry.model_dump_json()) diff --git a/shared/logging/common.py b/shared/logging/common.py new file mode 100644 index 00000000..215068c9 --- /dev/null +++ b/shared/logging/common.py @@ -0,0 +1,18 @@ +from enum import Enum +from typing import Generic, TypeVar +from pydantic import BaseModel + +from collections.abc import Set + +LogEntryTypeT = TypeVar("LogEntryTypeT", bound=str) + + +class LogEntryType(str, Enum): + telemetry = "telemetry" + metrics = "metrics" + cluster = "cluster" + + +class LogEntry(BaseModel, Generic[LogEntryTypeT]): + entry_destination: Set[LogEntryType] + entry_type: LogEntryTypeT diff --git a/shared/openai.py b/shared/openai.py index 0a0a546f..ed651356 100644 --- a/shared/openai.py +++ b/shared/openai.py @@ -13,8 +13,11 @@ else: FinishReason: TypeAlias = Literal[ "stop", "length", "tool_calls", "content_filter", "function_call" ] -assert ( - get_type_hints(chat.chat_completion_chunk.Choice)["finish_reason"] == FinishReason -), "Upstream changed Choice.finish_reason; update FinishReason alias." + +if TYPE_CHECKING: + assert ( + get_type_hints(chat.chat_completion_chunk.Choice)["finish_reason"] + == FinishReason + ), "Upstream changed Choice.finish_reason; update FinishReason alias." __all__ = ["types", "chat", "FinishReason"] diff --git a/shared/pyproject.toml b/shared/pyproject.toml index d4ee919e..6602478a 100644 --- a/shared/pyproject.toml +++ b/shared/pyproject.toml @@ -5,11 +5,13 @@ description = "Shared utilities for the Exo project" readme = "README.md" requires-python = ">=3.13" dependencies = [ + "networkx>=3.5", "openai>=1.93.0", "pathlib>=1.0.1", "protobuf>=6.31.1", "pydantic>=2.11.7", "rich>=14.0.0", + "rustworkx>=0.16.0", ] [build-system] diff --git a/shared/types/events/chunks.py b/shared/types/events/chunks.py index e75d6e1e..ed52b008 100644 --- a/shared/types/events/chunks.py +++ b/shared/types/events/chunks.py @@ -1,28 +1,22 @@ from enum import Enum -from typing import Annotated, Generic, Literal, TypeVar +from typing import Annotated, Literal -from openai.types.chat.chat_completion import ChatCompletion -from openai.types.chat.chat_completion_chunk import ChatCompletionChunk +# from openai.types.chat.chat_completion import ChatCompletion +# from openai.types.chat.chat_completion_chunk import ChatCompletionChunk from pydantic import BaseModel, Field, TypeAdapter from shared.openai import FinishReason from shared.types.models.common import ModelId from shared.types.tasks.common import TaskId -OpenAIResponse = ( - ChatCompletion | ChatCompletionChunk -) ## Currently we only support chat completions - class ChunkType(str, Enum): token = "token" image = "image" -ChunkT = TypeVar("ChunkT", bound=ChunkType) - - -class BaseChunk(BaseModel, Generic[ChunkT]): +class BaseChunk[ChunkTypeT: ChunkType](BaseModel): + chunk_type: ChunkTypeT task_id: TaskId idx: int model: ModelId @@ -59,6 +53,10 @@ class ImageChunk(BaseChunk[ChunkType.image]): GenerationChunk = Annotated[TokenChunk | ImageChunk, Field(discriminator="chunk_type")] GenerationChunkTypeAdapter: TypeAdapter[GenerationChunk] = TypeAdapter(GenerationChunk) +## OpenAIResponse = ( +## ChatCompletion | ChatCompletionChunk +## ) ## Currently we only support chat completions + # my_chunk: dict[str, Any] = TokenChunk( # task_id=TaskId('nicerid'), # idx=0, diff --git a/shared/types/events/common.py b/shared/types/events/common.py index 6e5f78cf..a0abc252 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -1,17 +1,24 @@ -from enum import Enum, auto +from enum import Enum, StrEnum from typing import ( Annotated, - Callable, - Generic, - Protocol, - Sequence, - Tuple, - TypeVar, + Any, + FrozenSet, + Literal, + NamedTuple, + cast, ) -from pydantic import BaseModel, Field, TypeAdapter, model_validator +import annotated_types + +from shared.types.events.sanity_checking import ( + check_event_type_union_is_consistent_with_registry, + assert_literal_union_covers_enum, +) + +from pydantic import BaseModel, Field, model_validator from shared.types.common import NewUUID, NodeId +from typing import Callable, Sequence, Protocol class EventId(NewUUID): @@ -22,6 +29,8 @@ class TimerId(NewUUID): pass +# Here are all the unique kinds of events that can be sent over the network. +# I've defined them in different enums for clarity, but they're all part of the same set of possible events. class MLXEventTypes(str, Enum): MLXInferenceSagaPrepare = "MLXInferenceSagaPrepare" MLXInferenceSagaStartPrepare = "MLXInferenceSagaStartPrepare" @@ -29,7 +38,7 @@ class MLXEventTypes(str, Enum): class TaskEventTypes(str, Enum): TaskCreated = "TaskCreated" - TaskUpdated = "TaskUpdated" + TaskStateUpdated = "TaskStateUpdated" TaskDeleted = "TaskDeleted" @@ -40,22 +49,20 @@ class StreamingEventTypes(str, Enum): class InstanceEventTypes(str, Enum): InstanceCreated = "InstanceCreated" InstanceDeleted = "InstanceDeleted" - InstanceToBeReplacedAtomically = "InstanceToBeReplacedAtomically" InstanceReplacedAtomically = "InstanceReplacedAtomically" - InstanceStatusUpdated = "InstanceStatusUpdated" class InstanceStateEventTypes(str, Enum): - InstanceRunnerStateUpdated = "InstanceRunnerStateUpdated" + InstanceSagaRunnerStateUpdated = "InstanceSagaRunnerStateUpdated" class NodePerformanceEventTypes(str, Enum): - NodePerformanceProfiled = "NodePerformanceProfiled" + NodePerformanceMeasured = "NodePerformanceMeasured" class DataPlaneEventTypes(str, Enum): DataPlaneEdgeCreated = "DataPlaneEdgeCreated" - DataPlaneEdgeProfiled = "DataPlaneEdgeProfiled" + DataPlaneEdgeReplacedAtomically = "DataPlaneEdgeReplacedAtomically" DataPlaneEdgeDeleted = "DataPlaneEdgeDeleted" @@ -70,168 +77,132 @@ class TimerEventTypes(str, Enum): TimerFired = "TimerFired" -class ResourceEventTypes(str, Enum): - ResourceProfiled = "ResourceProfiled" +# Registry of all event type enums +EVENT_TYPE_ENUMS = [ + TaskEventTypes, + StreamingEventTypes, + InstanceEventTypes, + InstanceStateEventTypes, + NodePerformanceEventTypes, + DataPlaneEventTypes, + ControlPlaneEventTypes, + TimerEventTypes, + MLXEventTypes, +] -class EventCategories(str, Enum): - TaskEventTypes = auto() - StreamingEventTypes = auto() - InstanceEventTypes = auto() - InstanceStateEventTypes = auto() - NodePerformanceEventTypes = auto() - ControlPlaneEventTypes = auto() - DataPlaneEventTypes = auto() - TimerEventTypes = auto() - MLXEventTypes = auto() - - -PossibleEventOfEventTypeT = TypeVar("PossibleEventOfEventTypeT", bound=Enum) - -# T=(A|B) <: U=(A|B|C) ==> Event[A|B] <: Event[A|BCategoryOfEventsT_cov = TypeVar(name="CategoryOfEventsT_cov", bound=EventCategories, covariant=True) -CategoryOfEventsT_cov = TypeVar( - name="CategoryOfEventsT_cov", bound=EventCategories, contravariant=True -) -CategoryOfEventsT_con = TypeVar( - name="CategoryOfEventsT_con", bound=EventCategories, contravariant=True -) -CategoryOfEventsT_inv = TypeVar( - name="CategoryOfEventsT_inv", - bound=EventCategories, - covariant=False, - contravariant=False, +# Here's the set of all possible events. +EventTypes = ( + TaskEventTypes + | StreamingEventTypes + | InstanceEventTypes + | InstanceStateEventTypes + | NodePerformanceEventTypes + | ControlPlaneEventTypes + | DataPlaneEventTypes + | TimerEventTypes + | MLXEventTypes ) -class Event(BaseModel, Generic[PossibleEventOfEventTypeT]): - event_type: PossibleEventOfEventTypeT - event_category: EventCategories +check_event_type_union_is_consistent_with_registry(EVENT_TYPE_ENUMS, EventTypes) + + +class EventCategoryEnum(StrEnum): + MutatesTaskState = "MutatesTaskState" + MutatesInstanceState = "MutatesInstanceState" + MutatesNodePerformanceState = "MutatesNodePerformanceState" + MutatesControlPlaneState = "MutatesControlPlaneState" + MutatesDataPlaneState = "MutatesDataPlaneState" + + +EventCategory = ( + Literal[EventCategoryEnum.MutatesControlPlaneState] + | Literal[EventCategoryEnum.MutatesTaskState] + | Literal[EventCategoryEnum.MutatesInstanceState] + | Literal[EventCategoryEnum.MutatesNodePerformanceState] + | Literal[EventCategoryEnum.MutatesDataPlaneState] +) + +EventCategories = FrozenSet[EventCategory] + +assert_literal_union_covers_enum(EventCategory, EventCategoryEnum) + +class Event[SetMembersT: EventCategories | EventCategory](BaseModel): + event_type: EventTypes + event_category: SetMembersT event_id: EventId - def check_origin_id(self, origin_id: NodeId) -> bool: - return True + def check_event_was_sent_by_correct_node(self, origin_id: NodeId) -> bool: ... -class TaskEvent(Event[TaskEventTypes]): - event_type: TaskEventTypes - - -class InstanceEvent(Event[InstanceEventTypes]): - event_type: InstanceEventTypes - - -class InstanceStateEvent(Event[InstanceStateEventTypes]): - event_type: InstanceStateEventTypes - - -class MLXEvent(Event[MLXEventTypes]): - event_type: MLXEventTypes - - -class NodePerformanceEvent(Event[NodePerformanceEventTypes]): - event_type: NodePerformanceEventTypes - - -class ControlPlaneEvent(Event[ControlPlaneEventTypes]): - event_type: ControlPlaneEventTypes - - -class StreamingEvent(Event[StreamingEventTypes]): - event_type: StreamingEventTypes - - -class DataPlaneEvent(Event[DataPlaneEventTypes]): - event_type: DataPlaneEventTypes - - -class TimerEvent(Event[TimerEventTypes]): - event_type: TimerEventTypes - - -class ResourceEvent(Event[ResourceEventTypes]): - event_type: ResourceEventTypes - - -class WrappedMessage(BaseModel, Generic[PossibleEventOfEventTypeT]): - message: Event[PossibleEventOfEventTypeT] - origin_id: NodeId +class EventFromEventLog[SetMembersT: EventCategories | EventCategory](BaseModel): + event: Event[SetMembersT] + origin: NodeId + idx_in_log: int = Field(gt=0) @model_validator(mode="after") - def check_origin_id(self) -> "WrappedMessage[PossibleEventOfEventTypeT]": - if self.message.check_origin_id(self.origin_id): + def check_event_was_sent_by_correct_node( + self, + ) -> "EventFromEventLog[SetMembersT]": + if self.event.check_event_was_sent_by_correct_node(self.origin): return self raise ValueError("Invalid Event: Origin ID Does Not Match") -class PersistedEvent(BaseModel, Generic[PossibleEventOfEventTypeT]): - event: Event[PossibleEventOfEventTypeT] - sequence_number: int = Field(gt=0) +def narrow_event_type[T: EventCategory]( + event: Event[EventCategories], + target_category: T, +) -> Event[T]: + if target_category not in event.event_category: + raise ValueError(f"Event Does Not Contain Target Category {target_category}") + + narrowed_event = event.model_copy(update={"event_category": {target_category}}) + return cast(Event[T], narrowed_event) -class State(BaseModel, Generic[CategoryOfEventsT_cov]): - event_category: CategoryOfEventsT_cov - sequence_number: int = Field(default=0, ge=0) +class State[EventCategoryT: EventCategory](BaseModel): + event_category: EventCategoryT + last_event_applied_idx: int = Field(default=0, ge=0) -AnnotatedEventType = Annotated[ - Event[EventCategories], Field(discriminator="event_category") +# Definitions for Type Variables +type Saga[EventCategoryT: EventCategory] = Callable[ + [State[EventCategoryT], EventFromEventLog[EventCategoryT]], + Sequence[Event[EventCategories]], ] -EventTypeParser: TypeAdapter[AnnotatedEventType] = TypeAdapter(AnnotatedEventType) - - -# it's not possible to enforce this at compile time, so we have to do it at runtime -def mock_todo[T](something: T | None) -> T: ... - - -def apply( - state: State[CategoryOfEventsT_inv], event: Event[CategoryOfEventsT_inv] -) -> State[CategoryOfEventsT_inv]: ... - - -# T=(A|B) <: U=(A|B|C) ==> Apply[A|B] <: Apply[A|B|C] -SagaApplicator = Callable[ - [State[CategoryOfEventsT_inv], Event[CategoryOfEventsT_inv]], - Sequence[Event[CategoryOfEventsT_inv]], +type Apply[EventCategoryT: EventCategory] = Callable[ + [State[EventCategoryT], EventFromEventLog[EventCategoryT]], + State[EventCategoryT], ] -Saga = Callable[ - [State[CategoryOfEventsT_inv], Event[CategoryOfEventsT_inv]], - Sequence[Event[CategoryOfEventsT_inv]], + + +class StateAndEvent[EventCategoryT: EventCategory](NamedTuple): + state: State[EventCategoryT] + event: EventFromEventLog[EventCategoryT] + + +type EffectHandler[EventCategoryT: EventCategory] = Callable[ + [StateAndEvent[EventCategoryT], State[EventCategoryT]], None ] -Apply = Callable[ - [State[CategoryOfEventsT_inv], Event[CategoryOfEventsT_inv]], - State[CategoryOfEventsT_inv], -] -StateAndEvent = Tuple[State[CategoryOfEventsT_inv], Event[CategoryOfEventsT_inv]] -EffectHandler = Callable[ - [StateAndEvent[CategoryOfEventsT_inv], State[CategoryOfEventsT_inv]], None -] -EventPublisher = Callable[[Event[CategoryOfEventsT_inv]], None] +type EventPublisher = Callable[[Event[Any]], None] -class MutableState[EventCategoryT: EventCategories](Protocol): - def apply( - self, - event: Event[EventCategoryT], - applicator: Apply[EventCategoryT], - effect_handlers: Sequence[EffectHandler[EventCategoryT]], - ) -> None: ... - - -class EventOutbox(Protocol): +# A component that can publish events +class EventPublisherProtocol(Protocol): def send(self, events: Sequence[Event[EventCategories]]) -> None: ... -# -# T=[A|B] <: U=[A|B|C] => EventProcessor[A|B] :> EventProcessor[A|B|C] -# -class EventProcessor[EventCategoryT: EventCategories](Protocol): +# A component that can fetch events to apply +class EventFetcherProtocol[EventCategoryT: EventCategory](Protocol): def get_events_to_apply( self, state: State[EventCategoryT] ) -> Sequence[Event[EventCategoryT]]: ... -def get_saga_effect_handler[EventCategoryT: EventCategories]( - saga: Saga[EventCategoryT], event_publisher: EventPublisher[EventCategoryT] +# A component that can get the effect handler for a saga +def get_saga_effect_handler[EventCategoryT: EventCategory]( + saga: Saga[EventCategoryT], event_publisher: EventPublisher ) -> EffectHandler[EventCategoryT]: def effect_handler(state_and_event: StateAndEvent[EventCategoryT]) -> None: trigger_state, trigger_event = state_and_event @@ -241,14 +212,16 @@ def get_saga_effect_handler[EventCategoryT: EventCategories]( return lambda state_and_event, _: effect_handler(state_and_event) -def get_effects_from_sagas[EventCategoryT: EventCategories]( +def get_effects_from_sagas[EventCategoryT: EventCategory]( sagas: Sequence[Saga[EventCategoryT]], - event_publisher: EventPublisher[EventCategoryT], + event_publisher: EventPublisher, ) -> Sequence[EffectHandler[EventCategoryT]]: return [get_saga_effect_handler(saga, event_publisher) for saga in sagas] -IdemKeyGenerator = Callable[[State[CategoryOfEventsT_cov], int], Sequence[EventId]] +type IdemKeyGenerator[EventCategoryT: EventCategory] = Callable[ + [State[EventCategoryT], int], Sequence[EventId] +] class CommandId(NewUUID): @@ -261,14 +234,15 @@ class CommandTypes(str, Enum): Delete = "Delete" -class Command[EventCategoryT: EventCategories, CommandType: CommandTypes](BaseModel): +class Command[ + EventCategoryT: EventCategories | EventCategory, + CommandType: CommandTypes, +](BaseModel): command_type: CommandType command_id: CommandId -CommandTypeT = TypeVar("CommandTypeT", bound=CommandTypes, covariant=True) - -Decide = Callable[ - [State[CategoryOfEventsT_cov], Command[CategoryOfEventsT_cov, CommandTypeT]], - Sequence[Event[CategoryOfEventsT_cov]], +type Decide[EventCategoryT: EventCategory, CommandTypeT: CommandTypes] = Callable[ + [State[EventCategoryT], Command[EventCategoryT, CommandTypeT]], + Sequence[Event[EventCategoryT]], ] diff --git a/shared/types/events/events.py b/shared/types/events/events.py index 1f6422c8..fbb19798 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -1,33 +1,22 @@ from __future__ import annotations -from typing import Any, Literal, Tuple - -from pydantic import BaseModel +from typing import Literal, Tuple from shared.types.common import NodeId from shared.types.events.common import ( - ControlPlaneEvent, + Event, + EventTypes, + EventCategoryEnum, ControlPlaneEventTypes, - DataPlaneEvent, DataPlaneEventTypes, - InstanceEvent, InstanceEventTypes, - InstanceStateEvent, InstanceStateEventTypes, - MLXEvent, MLXEventTypes, - NodePerformanceEvent, NodePerformanceEventTypes, - ResourceEvent, - ResourceEventTypes, - StreamingEvent, StreamingEventTypes, - TaskEvent, TaskEventTypes, - TimerEvent, - TimerEventTypes, - TimerId, ) +from shared.types.events.chunks import GenerationChunk from shared.types.networking.control_plane import ( ControlPlaneEdgeId, ControlPlaneEdgeType, @@ -37,149 +26,132 @@ from shared.types.networking.data_plane import ( DataPlaneEdgeId, DataPlaneEdgeProfile, ) -from shared.types.profiling.common import NodePerformanceProfile, ProfiledResourceName +from shared.types.profiling.common import NodePerformanceProfile from shared.types.tasks.common import ( - TaskData, TaskId, + TaskParams, TaskState, - TaskStatusIncompleteType, + TaskStatusOtherType, TaskStatusType, TaskType, ) from shared.types.worker.common import InstanceId, NodeStatus -from shared.types.worker.instances import InstanceData, InstanceStatus +from shared.types.worker.instances import InstanceParams, TypeOfInstance from shared.types.worker.runners import RunnerId, RunnerState, RunnerStateType - -class TimerData(BaseModel): - timer_id: TimerId +MLXEvent = Event[ + frozenset( + { + EventCategoryEnum.MutatesTaskState, + EventCategoryEnum.MutatesControlPlaneState, + } + ) +] +TaskEvent = Event[EventCategoryEnum.MutatesTaskState] +InstanceEvent = Event[EventCategoryEnum.MutatesInstanceState] +ControlPlaneEvent = Event[EventCategoryEnum.MutatesControlPlaneState] +DataPlaneEvent = Event[EventCategoryEnum.MutatesDataPlaneState] +NodePerformanceEvent = Event[EventCategoryEnum.MutatesNodePerformanceState] -class TaskCreated[TaskTypeT: TaskType](TaskEvent): - event_type: TaskEventTypes = TaskEventTypes.TaskCreated +class TaskCreated(Event[EventCategoryEnum.MutatesTaskState]): + event_type: EventTypes = TaskEventTypes.TaskCreated task_id: TaskId - task_data: TaskData[TaskTypeT] - task_state: TaskState[Literal[TaskStatusIncompleteType.Pending], TaskTypeT] + task_params: TaskParams[TaskType] + task_state: TaskState[Literal[TaskStatusOtherType.Pending], TaskType] on_instance: InstanceId -class TaskUpdated[TaskTypeT: TaskType](TaskEvent): - event_type: TaskEventTypes = TaskEventTypes.TaskUpdated - task_id: TaskId - update_data: TaskState[TaskStatusType, TaskTypeT] - - -class TaskDeleted(TaskEvent): - event_type: TaskEventTypes = TaskEventTypes.TaskDeleted +# Covers Cancellation Of Task, Non-Cancelled Tasks Perist +class TaskDeleted(Event[EventCategoryEnum.MutatesTaskState]): + event_type: EventTypes = TaskEventTypes.TaskDeleted task_id: TaskId -class InstanceCreated(InstanceEvent): - event_type: InstanceEventTypes = InstanceEventTypes.InstanceCreated +class TaskStateUpdated(Event[EventCategoryEnum.MutatesTaskState]): + event_type: EventTypes = TaskEventTypes.TaskStateUpdated + task_state: TaskState[TaskStatusType, TaskType] + + +class InstanceCreated(Event[EventCategoryEnum.MutatesInstanceState]): + event_type: EventTypes = InstanceEventTypes.InstanceCreated instance_id: InstanceId - instance_data: InstanceData - target_status: InstanceStatus + instance_params: InstanceParams + instance_type: TypeOfInstance -class InstanceDeleted(InstanceEvent): - event_type: InstanceEventTypes = InstanceEventTypes.InstanceDeleted +class InstanceDeleted(Event[EventCategoryEnum.MutatesInstanceState]): + event_type: EventTypes = InstanceEventTypes.InstanceDeleted instance_id: InstanceId - -class InstanceStatusUpdated(InstanceEvent): - event_type: InstanceEventTypes = InstanceEventTypes.InstanceStatusUpdated - instance_id: InstanceId - instance_status: InstanceStatus + transition: Tuple[InstanceId, InstanceId] -class InstanceRunnerStateUpdated(InstanceStateEvent): - event_type: InstanceStateEventTypes = ( - InstanceStateEventTypes.InstanceRunnerStateUpdated - ) +class InstanceReplacedAtomically(Event[EventCategoryEnum.MutatesInstanceState]): + event_type: EventTypes = InstanceEventTypes.InstanceReplacedAtomically + instance_to_replace: InstanceId + new_instance_id: InstanceId + new_instance_params: InstanceParams + new_instance_type: TypeOfInstance + + +class InstanceSagaRunnerStateUpdated(Event[EventCategoryEnum.MutatesInstanceState]): + event_type: EventTypes = InstanceStateEventTypes.InstanceSagaRunnerStateUpdated instance_id: InstanceId state_update: Tuple[RunnerId, RunnerState[RunnerStateType]] -class InstanceToBeReplacedAtomically(InstanceEvent): - event_type: InstanceEventTypes = InstanceEventTypes.InstanceToBeReplacedAtomically - transition: Tuple[InstanceId, InstanceId] - - -class InstanceReplacedAtomically(InstanceEvent): - event_type: InstanceEventTypes = InstanceEventTypes.InstanceReplacedAtomically - transition: Tuple[InstanceId, InstanceId] - - -class MLXInferenceSagaPrepare(MLXEvent): - event_type: MLXEventTypes = MLXEventTypes.MLXInferenceSagaPrepare +class MLXInferenceSagaPrepare(Event[EventCategoryEnum.MutatesTaskState]): + event_type: EventTypes = MLXEventTypes.MLXInferenceSagaPrepare task_id: TaskId instance_id: InstanceId -class MLXInferenceSagaStartPrepare(MLXEvent): - event_type: MLXEventTypes = MLXEventTypes.MLXInferenceSagaStartPrepare +class MLXInferenceSagaStartPrepare(Event[EventCategoryEnum.MutatesTaskState]): + event_type: EventTypes = MLXEventTypes.MLXInferenceSagaStartPrepare task_id: TaskId instance_id: InstanceId -class NodePerformanceProfiled(NodePerformanceEvent): - event_type: NodePerformanceEventTypes = ( - NodePerformanceEventTypes.NodePerformanceProfiled - ) +class NodePerformanceMeasured(Event[EventCategoryEnum.MutatesNodePerformanceState]): + event_type: EventTypes = NodePerformanceEventTypes.NodePerformanceMeasured node_id: NodeId node_profile: NodePerformanceProfile -class WorkerConnected(ControlPlaneEvent): - event_type: ControlPlaneEventTypes = ControlPlaneEventTypes.WorkerConnected +class WorkerConnected(Event[EventCategoryEnum.MutatesControlPlaneState]): + event_type: EventTypes = ControlPlaneEventTypes.WorkerConnected edge: DataPlaneEdge -class WorkerStatusUpdated(ControlPlaneEvent): - event_type: ControlPlaneEventTypes = ControlPlaneEventTypes.WorkerStatusUpdated +class WorkerStatusUpdated(Event[EventCategoryEnum.MutatesControlPlaneState]): + event_type: EventTypes = ControlPlaneEventTypes.WorkerStatusUpdated node_id: NodeId node_state: NodeStatus -class WorkerDisconnected(ControlPlaneEvent): - event_type: ControlPlaneEventTypes = ControlPlaneEventTypes.WorkerConnected +class WorkerDisconnected(Event[EventCategoryEnum.MutatesControlPlaneState]): + event_type: EventTypes = ControlPlaneEventTypes.WorkerConnected vertex_id: ControlPlaneEdgeId -class ChunkGenerated(StreamingEvent): - event_type: StreamingEventTypes = StreamingEventTypes.ChunkGenerated +class ChunkGenerated(Event[EventCategoryEnum.MutatesTaskState]): + event_type: EventTypes = StreamingEventTypes.ChunkGenerated task_id: TaskId - instance_id: InstanceId - chunk: Any + chunk: GenerationChunk -class DataPlaneEdgeCreated(DataPlaneEvent): - event_type: DataPlaneEventTypes = DataPlaneEventTypes.DataPlaneEdgeCreated +class DataPlaneEdgeCreated(Event[EventCategoryEnum.MutatesDataPlaneState]): + event_type: EventTypes = DataPlaneEventTypes.DataPlaneEdgeCreated vertex: ControlPlaneEdgeType -class DataPlaneEdgeProfiled(DataPlaneEvent): - event_type: DataPlaneEventTypes = DataPlaneEventTypes.DataPlaneEdgeProfiled +class DataPlaneEdgeReplacedAtomically(Event[EventCategoryEnum.MutatesDataPlaneState]): + event_type: EventTypes = DataPlaneEventTypes.DataPlaneEdgeReplacedAtomically edge_id: DataPlaneEdgeId edge_profile: DataPlaneEdgeProfile -class DataPlaneEdgeDeleted(DataPlaneEvent): - event_type: DataPlaneEventTypes = DataPlaneEventTypes.DataPlaneEdgeDeleted +class DataPlaneEdgeDeleted(Event[EventCategoryEnum.MutatesDataPlaneState]): + event_type: EventTypes = DataPlaneEventTypes.DataPlaneEdgeDeleted edge_id: DataPlaneEdgeId - - -class TimerScheduled(TimerEvent): - event_type: TimerEventTypes = TimerEventTypes.TimerCreated - timer_data: TimerData - - -class TimerFired(TimerEvent): - event_type: TimerEventTypes = TimerEventTypes.TimerFired - timer_data: TimerData - - -class ResourceProfiled(ResourceEvent): - event_type: ResourceEventTypes = ResourceEventTypes.ResourceProfiled - resource_name: ProfiledResourceName - resource_profile: NodePerformanceProfile diff --git a/shared/types/events/registry.py b/shared/types/events/registry.py new file mode 100644 index 00000000..79d7616e --- /dev/null +++ b/shared/types/events/registry.py @@ -0,0 +1,133 @@ +from typing import Any, Mapping, Type, get_args +from types import UnionType +from shared.constants import EXO_ERROR_REPORTING_MESSAGE +from shared.types.events.common import ( + Event, + EventTypes, + TaskEventTypes, + InstanceEventTypes, + NodePerformanceEventTypes, + ControlPlaneEventTypes, + StreamingEventTypes, + DataPlaneEventTypes, + MLXEventTypes, + InstanceStateEventTypes, +) +from shared.types.events.events import ( + TaskCreated, + TaskStateUpdated, + TaskDeleted, + InstanceCreated, + InstanceDeleted, + InstanceReplacedAtomically, + InstanceSagaRunnerStateUpdated, + NodePerformanceMeasured, + WorkerConnected, + WorkerStatusUpdated, + WorkerDisconnected, + ChunkGenerated, + DataPlaneEdgeCreated, + DataPlaneEdgeReplacedAtomically, + DataPlaneEdgeDeleted, + MLXInferenceSagaPrepare, + MLXInferenceSagaStartPrepare, +) +from pydantic import TypeAdapter +from typing import Annotated +from pydantic import Field +from shared.types.events.common import EventCategories + +""" +class EventTypeNames(StrEnum): + TaskEventType = auto() + InstanceEvent = auto() + NodePerformanceEvent = auto() + ControlPlaneEvent = auto() + StreamingEvent = auto() + DataPlaneEvent = auto() + TimerEvent = auto() + MLXEvent = auto() + +check_event_categories_are_defined_for_all_event_types(EVENT_TYPE_ENUMS, EventTypeNames) +""" + +EventRegistry: Mapping[EventTypes, Type[Any]] = { + TaskEventTypes.TaskCreated: TaskCreated, + TaskEventTypes.TaskStateUpdated: TaskStateUpdated, + TaskEventTypes.TaskDeleted: TaskDeleted, + InstanceEventTypes.InstanceCreated: InstanceCreated, + InstanceEventTypes.InstanceDeleted: InstanceDeleted, + InstanceEventTypes.InstanceReplacedAtomically: InstanceReplacedAtomically, + InstanceStateEventTypes.InstanceSagaRunnerStateUpdated: InstanceSagaRunnerStateUpdated, + NodePerformanceEventTypes.NodePerformanceMeasured: NodePerformanceMeasured, + ControlPlaneEventTypes.WorkerConnected: WorkerConnected, + ControlPlaneEventTypes.WorkerStatusUpdated: WorkerStatusUpdated, + ControlPlaneEventTypes.WorkerDisconnected: WorkerDisconnected, + StreamingEventTypes.ChunkGenerated: ChunkGenerated, + DataPlaneEventTypes.DataPlaneEdgeCreated: DataPlaneEdgeCreated, + DataPlaneEventTypes.DataPlaneEdgeReplacedAtomically: DataPlaneEdgeReplacedAtomically, + DataPlaneEventTypes.DataPlaneEdgeDeleted: DataPlaneEdgeDeleted, + MLXEventTypes.MLXInferenceSagaPrepare: MLXInferenceSagaPrepare, + MLXEventTypes.MLXInferenceSagaStartPrepare: MLXInferenceSagaStartPrepare, +} + + +# Sanity Check. +def check_registry_has_all_event_types() -> None: + event_types: tuple[EventTypes, ...] = get_args(EventTypes) + missing_event_types = set(event_types) - set(EventRegistry.keys()) + + assert not missing_event_types, ( + f"{EXO_ERROR_REPORTING_MESSAGE()}" + f"There's an event missing from the registry: {missing_event_types}" + ) + + +def check_union_of_all_events_is_consistent_with_registry( + registry: Mapping[EventTypes, Type[Any]], union_type: UnionType +) -> None: + type_of_each_registry_entry = set( + type(event_type) for event_type in registry.keys() + ) + type_of_each_entry_in_union = set(get_args(union_type)) + missing_from_union = type_of_each_registry_entry - type_of_each_entry_in_union + + assert not missing_from_union, ( + f"{EXO_ERROR_REPORTING_MESSAGE()}" + f"Event classes in registry are missing from all_events union: {missing_from_union}" + ) + + extra_in_union = type_of_each_entry_in_union - type_of_each_registry_entry + + assert not extra_in_union, ( + f"{EXO_ERROR_REPORTING_MESSAGE()}" + f"Event classes in all_events union are missing from registry: {extra_in_union}" + ) + + +AllEvents = ( + TaskCreated + | TaskStateUpdated + | TaskDeleted + | InstanceCreated + | InstanceDeleted + | InstanceReplacedAtomically + | InstanceSagaRunnerStateUpdated + | NodePerformanceMeasured + | WorkerConnected + | WorkerStatusUpdated + | WorkerDisconnected + | ChunkGenerated + | DataPlaneEdgeCreated + | DataPlaneEdgeReplacedAtomically + | DataPlaneEdgeDeleted + | MLXInferenceSagaPrepare + | MLXInferenceSagaStartPrepare +) + +# Run the sanity check +check_union_of_all_events_is_consistent_with_registry(EventRegistry, AllEvents) + + +_EventType = Annotated[AllEvents, Field(discriminator="event_type")] +EventParser: TypeAdapter[Event[EventCategories]] = TypeAdapter(_EventType) diff --git a/shared/types/events/sanity_checking.py b/shared/types/events/sanity_checking.py new file mode 100644 index 00000000..4387a52c --- /dev/null +++ b/shared/types/events/sanity_checking.py @@ -0,0 +1,68 @@ +from typing import LiteralString, Sequence, Set, Any, Type, get_args +from types import UnionType +from enum import Enum, StrEnum + +from shared.constants import EXO_ERROR_REPORTING_MESSAGE + + +def check_event_type_union_is_consistent_with_registry( + event_type_enums: Sequence[Type[Enum]], event_types: UnionType +) -> None: + """Assert that every enum value from _EVENT_TYPE_ENUMS satisfies EventTypes.""" + + event_types_inferred_from_union = set(get_args(event_types)) + + event_types_inferred_from_registry = [ + member for enum_class in event_type_enums for member in enum_class + ] + + # Check that each registry value belongs to one of the types in the union + for tag_of_event_type in event_types_inferred_from_registry: + event_type = type(tag_of_event_type) + assert event_type in event_types_inferred_from_union, ( + f"{EXO_ERROR_REPORTING_MESSAGE()}" + f"There's a mismatch between the registry of event types and the union of possible event types." + f"The enum value {tag_of_event_type} for type {event_type} is not covered by {event_types_inferred_from_union}." + ) + + +def check_event_categories_are_defined_for_all_event_types( + event_definitions: Sequence[Type[Enum]], event_categories: Type[StrEnum] +) -> None: + """Assert that the event category names are consistent with the event type enums.""" + + expected_category_tags: list[str] = [ + enum_class.__name__ for enum_class in event_definitions + ] + tag_of_event_categories: list[str] = list(event_categories.__members__.values()) + assert tag_of_event_categories == expected_category_tags, ( + f"{EXO_ERROR_REPORTING_MESSAGE()}" + f"The values of the enum EventCategories are not named after the event type enums." + f"These are the missing categories: {set(expected_category_tags) - set(tag_of_event_categories)}" + f"These are the extra categories: {set(tag_of_event_categories) - set(expected_category_tags)}" + ) + + +def assert_literal_union_covers_enum[TEnum: StrEnum]( + literal_union: UnionType, + enum_type: Type[TEnum], +) -> None: + enum_values: Set[Any] = {member.value for member in enum_type} + + def _flatten(tp: UnionType) -> Set[Any]: + values: Set[Any] = set() + args: tuple[LiteralString, ...] = get_args(tp) + for arg in args: + payloads: tuple[TEnum, ...] = get_args(arg) + for payload in payloads: + values.add(payload.value) + return values + + literal_values: Set[Any] = _flatten(literal_union) + + assert enum_values == literal_values, ( + f"{EXO_ERROR_REPORTING_MESSAGE()}" + f"The values of the enum {enum_type} are not covered by the literal union {literal_union}.\n" + f"These are the missing values: {enum_values - literal_values}\n" + f"These are the extra values: {literal_values - enum_values}\n" + ) diff --git a/shared/types/graphs/common.py b/shared/types/graphs/common.py index b43581fa..d87fcace 100644 --- a/shared/types/graphs/common.py +++ b/shared/types/graphs/common.py @@ -41,8 +41,8 @@ class Edge( class GraphData(BaseModel, Generic[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): - edges: Mapping[EdgeIdT, EdgeData[EdgeTypeT]] - vertices: Mapping[VertexIdT, VertexData[VertexTypeT]] + edges: Mapping[EdgeIdT, EdgeData[EdgeTypeT]] = {} + vertices: Mapping[VertexIdT, VertexData[VertexTypeT]] = {} class GraphProtocol(Protocol, Generic[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): @@ -111,11 +111,12 @@ class MutableGraphProtocol(GraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, Vertex class Graph( - BaseModel, Generic[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], - GraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + MutableGraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], ): - graph_data: GraphData[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT] + graph_data: GraphData[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT] = GraphData[ + EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT + ]() # the first element in the return value is the filtered graph; the second is the diff --git a/shared/types/models/metadata.py b/shared/types/models/metadata.py index 1d42d3dc..1c0015e9 100644 --- a/shared/types/models/metadata.py +++ b/shared/types/models/metadata.py @@ -1,8 +1,9 @@ -from typing import Annotated +from typing import Annotated, final from pydantic import BaseModel, PositiveInt +@final class ModelMetadata(BaseModel): pretty_name: str storage_size_kilobytes: Annotated[int, PositiveInt] diff --git a/shared/types/models/sources.py b/shared/types/models/sources.py index 8f636a26..a3712bff 100644 --- a/shared/types/models/sources.py +++ b/shared/types/models/sources.py @@ -1,27 +1,26 @@ from enum import Enum -from typing import Annotated, Any, Generic, Literal, TypeVar, Union, final +from typing import Annotated, Any, Literal, Union, final from pydantic import AnyHttpUrl, BaseModel, Field, TypeAdapter from shared.types.models.common import ModelId +@final class SourceType(str, Enum): HuggingFace = "HuggingFace" GitHub = "GitHub" +@final class SourceFormatType(str, Enum): HuggingFaceTransformers = "HuggingFaceTransformers" -T = TypeVar("T", bound=SourceType) -S = TypeVar("S", bound=SourceFormatType) - RepoPath = Annotated[str, Field(pattern=r"^[^/]+/[^/]+$")] -class BaseModelSource(BaseModel, Generic[T, S]): +class BaseModelSource[T: SourceType, S: SourceFormatType](BaseModel): model_uuid: ModelId source_type: T source_format: S @@ -50,15 +49,16 @@ class HuggingFaceModelSource( @final -class GitHubModelSource(BaseModelSource[SourceType.GitHub, S]): +class GitHubModelSource(BaseModelSource[SourceType.GitHub, SourceFormatType]): source_type: Literal[SourceType.GitHub] = SourceType.GitHub + source_format: SourceFormatType source_data: GitHubModelSourceData _ModelSource = Annotated[ Union[ HuggingFaceModelSource, - GitHubModelSource[SourceFormatType.HuggingFaceTransformers], + GitHubModelSource, ], Field(discriminator="source_type"), ] diff --git a/shared/types/networking/topology.py b/shared/types/networking/topology.py index 61e8900b..747358b9 100644 --- a/shared/types/networking/topology.py +++ b/shared/types/networking/topology.py @@ -1,72 +1,45 @@ from shared.types.common import NodeId -from shared.types.graphs.common import Graph, GraphData from shared.types.networking.control_plane import ControlPlaneEdgeId from shared.types.networking.data_plane import ( DataPlaneEdgeData, DataPlaneEdgeId, ) from shared.types.worker.common import NodeStatus +from shared.graphs.networkx import NetworkXGraph class DataPlaneTopology( - Graph[ + NetworkXGraph[ DataPlaneEdgeData, None, DataPlaneEdgeId, NodeId, ] ): - graph_data: GraphData[ - DataPlaneEdgeData, - None, - DataPlaneEdgeId, - NodeId, - ] + pass class OrphanedPartOfDataPlaneTopology( - Graph[ + NetworkXGraph[ DataPlaneEdgeData, None, DataPlaneEdgeId, NodeId, ] ): - graph_data: GraphData[ - DataPlaneEdgeData, - None, - DataPlaneEdgeId, - NodeId, - ] + pass -class ControlPlaneTopology( - Graph[ - None, - NodeStatus, - ControlPlaneEdgeId, - NodeId, - ] -): - graph_data: GraphData[ - None, - NodeStatus, - ControlPlaneEdgeId, - NodeId, - ] +class ControlPlaneTopology(NetworkXGraph[None, NodeStatus, ControlPlaneEdgeId, NodeId]): + pass class OrphanedPartOfControlPlaneTopology( - Graph[ + NetworkXGraph[ None, NodeStatus, ControlPlaneEdgeId, NodeId, ] ): - graph_data: GraphData[ - None, - NodeStatus, - ControlPlaneEdgeId, - NodeId, - ] + pass diff --git a/shared/types/states/master.py b/shared/types/states/master.py index e1233b11..b15417be 100644 --- a/shared/types/states/master.py +++ b/shared/types/states/master.py @@ -1,20 +1,22 @@ from collections.abc import Mapping, Sequence from enum import Enum from queue import Queue -from typing import Generic, TypeVar +from typing import Generic, Literal, TypeVar -from pydantic import BaseModel +from pydantic import BaseModel, TypeAdapter +from shared.types.worker.common import NodeStatus from shared.types.common import NodeId from shared.types.events.common import ( Event, - EventCategories, + EventCategory, State, ) from shared.types.graphs.resource_graph import ResourceGraph from shared.types.networking.data_plane import ( DataPlaneEdge, DataPlaneEdgeId, + DataPlaneEdgeAdapter, ) from shared.types.networking.topology import ( ControlPlaneTopology, @@ -24,8 +26,8 @@ from shared.types.networking.topology import ( ) from shared.types.profiling.common import NodePerformanceProfile from shared.types.states.shared import SharedState -from shared.types.tasks.common import TaskData, TaskType -from shared.types.worker.instances import InstanceData, InstanceId +from shared.types.tasks.common import TaskParams, TaskType +from shared.types.worker.instances import InstanceParams, InstanceId class ExternalCommand(BaseModel): ... @@ -42,44 +44,56 @@ class CachePolicy(BaseModel, Generic[CachePolicyTypeT]): policy_type: CachePolicyTypeT -class NodePerformanceProfileState(State[EventCategories.NodePerformanceEventTypes]): +class NodePerformanceProfileState(State[EventCategory.MutatesNodePerformanceState]): node_profiles: Mapping[NodeId, NodePerformanceProfile] -class DataPlaneNetworkState(State[EventCategories.DataPlaneEventTypes]): - topology: DataPlaneTopology - history: Sequence[OrphanedPartOfDataPlaneTopology] +class DataPlaneNetworkState(State[EventCategory.MutatesDataPlaneState]): + event_category: Literal[EventCategory.MutatesDataPlaneState] = ( + EventCategory.MutatesDataPlaneState + ) + topology: DataPlaneTopology = DataPlaneTopology( + edge_base=DataPlaneEdgeAdapter, vertex_base=TypeAdapter(None) + ) + history: Sequence[OrphanedPartOfDataPlaneTopology] = [] def delete_edge(self, edge_id: DataPlaneEdgeId) -> None: ... def add_edge(self, edge: DataPlaneEdge) -> None: ... -class ControlPlaneNetworkState(State[EventCategories.ControlPlaneEventTypes]): - topology: ControlPlaneTopology - history: Sequence[OrphanedPartOfControlPlaneTopology] +class ControlPlaneNetworkState(State[EventCategory.MutatesControlPlaneState]): + event_category: Literal[EventCategory.MutatesControlPlaneState] = ( + EventCategory.MutatesControlPlaneState + ) + topology: ControlPlaneTopology = ControlPlaneTopology( + edge_base=TypeAdapter(None), vertex_base=TypeAdapter(NodeStatus) + ) + history: Sequence[OrphanedPartOfControlPlaneTopology] = [] def delete_edge(self, edge_id: DataPlaneEdgeId) -> None: ... def add_edge(self, edge: DataPlaneEdge) -> None: ... class MasterState(SharedState): - data_plane_network_state: DataPlaneNetworkState - control_plane_network_state: ControlPlaneNetworkState - job_inbox: Queue[TaskData[TaskType]] - job_outbox: Queue[TaskData[TaskType]] - cache_policy: CachePolicy[CachePolicyType] + data_plane_network_state: DataPlaneNetworkState = DataPlaneNetworkState() + control_plane_network_state: ControlPlaneNetworkState = ControlPlaneNetworkState() + job_inbox: Queue[TaskParams[TaskType]] = Queue() + job_outbox: Queue[TaskParams[TaskType]] = Queue() + cache_policy: CachePolicy[CachePolicyType] = CachePolicy[CachePolicyType]( + policy_type=CachePolicyType.KeepAll + ) def get_shard_assignments( inbox: Queue[ExternalCommand], outbox: Queue[ExternalCommand], resource_graph: ResourceGraph, - current_instances: Mapping[InstanceId, InstanceData], + current_instances: Mapping[InstanceId, InstanceParams], cache_policy: CachePolicy[CachePolicyType], -) -> Mapping[InstanceId, InstanceData]: ... +) -> Mapping[InstanceId, InstanceParams]: ... def get_transition_events( - current_instances: Mapping[InstanceId, InstanceData], - target_instances: Mapping[InstanceId, InstanceData], -) -> Sequence[Event[EventCategories]]: ... + current_instances: Mapping[InstanceId, InstanceParams], + target_instances: Mapping[InstanceId, InstanceParams], +) -> Sequence[Event[EventCategory]]: ... diff --git a/shared/types/states/shared.py b/shared/types/states/shared.py index 75e3140e..4b1c6e4d 100644 --- a/shared/types/states/shared.py +++ b/shared/types/states/shared.py @@ -1,5 +1,5 @@ from collections.abc import Mapping -from typing import Sequence +from typing import Literal, Sequence from pydantic import BaseModel @@ -11,17 +11,22 @@ from shared.types.worker.instances import BaseInstance class KnownInstances(State[EventCategories.InstanceStateEventTypes]): - instances: Mapping[InstanceId, BaseInstance] + event_category: Literal[EventCategories.InstanceStateEventTypes] = ( + EventCategories.InstanceStateEventTypes + ) + instances: Mapping[InstanceId, BaseInstance] = {} class Tasks(State[EventCategories.TaskEventTypes]): - tasks: Mapping[TaskId, Task[TaskType, TaskStatusType]] + event_category: Literal[EventCategories.TaskEventTypes] = ( + EventCategories.TaskEventTypes + ) + tasks: Mapping[TaskId, Task[TaskType, TaskStatusType]] = {} class SharedState(BaseModel): - node_id: NodeId - known_instances: KnownInstances - compute_tasks: Tasks + known_instances: KnownInstances = KnownInstances() + compute_tasks: Tasks = Tasks() def get_node_id(self) -> NodeId: ... diff --git a/shared/types/states/worker.py b/shared/types/states/worker.py index 699ecb84..a57dcd06 100644 --- a/shared/types/states/worker.py +++ b/shared/types/states/worker.py @@ -2,14 +2,14 @@ from collections.abc import Mapping from shared.types.common import NodeId from shared.types.events.common import ( - EventCategories, + EventCategory, State, ) from shared.types.states.shared import SharedState from shared.types.worker.common import NodeStatus -class NodeStatusState(State[EventCategories.ControlPlaneEventTypes]): +class NodeStatusState(State[EventCategory.MutatesControlPlaneState]): node_status: Mapping[NodeId, NodeStatus] diff --git a/shared/types/tasks/common.py b/shared/types/tasks/common.py index 7e58c35f..648cc054 100644 --- a/shared/types/tasks/common.py +++ b/shared/types/tasks/common.py @@ -1,18 +1,18 @@ -from collections.abc import Mapping from enum import Enum -from typing import Annotated, Generic, Literal, TypeVar, Union +from typing import Annotated, Generic, Literal, TypeVar, Union, final import openai.types.chat as openai from pydantic import BaseModel, Field, TypeAdapter from shared.types.common import NewUUID -from shared.types.worker.common import InstanceId, RunnerId +from shared.types.worker.common import InstanceId class TaskId(NewUUID): pass +@final class TaskType(str, Enum): ChatCompletionNonStreaming = "ChatCompletionNonStreaming" ChatCompletionStreaming = "ChatCompletionStreaming" @@ -21,82 +21,68 @@ class TaskType(str, Enum): TaskTypeT = TypeVar("TaskTypeT", bound=TaskType, covariant=True) -class TaskData(BaseModel, Generic[TaskTypeT]): ... +class TaskParams(BaseModel, Generic[TaskTypeT]): ... -class ChatCompletionNonStreamingTask(TaskData[TaskType.ChatCompletionNonStreaming]): +@final +class ChatCompletionNonStreamingTask(TaskParams[TaskType.ChatCompletionNonStreaming]): task_type: Literal[TaskType.ChatCompletionNonStreaming] = ( TaskType.ChatCompletionNonStreaming ) task_data: openai.completion_create_params.CompletionCreateParams -class ChatCompletionStreamingTask(TaskData[TaskType.ChatCompletionStreaming]): +@final +class ChatCompletionStreamingTask(TaskParams[TaskType.ChatCompletionStreaming]): task_type: Literal[TaskType.ChatCompletionStreaming] = ( TaskType.ChatCompletionStreaming ) task_data: openai.completion_create_params.CompletionCreateParams -class TaskStatusIncompleteType(str, Enum): - Pending = "Pending" - Running = "Running" +@final +class TaskStatusFailedType(str, Enum): Failed = "Failed" +@final class TaskStatusCompleteType(str, Enum): Complete = "Complete" -TaskStatusType = Union[TaskStatusIncompleteType, TaskStatusCompleteType] +@final +class TaskStatusOtherType(str, Enum): + Pending = "Pending" + Running = "Running" + + +TaskStatusType = TaskStatusCompleteType | TaskStatusFailedType | TaskStatusOtherType class TaskArtifact[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType](BaseModel): ... -class IncompleteTaskArtifact[TaskTypeT: TaskType]( - TaskArtifact[TaskTypeT, TaskStatusIncompleteType] -): +@final +class NoTaskArtifact[TaskTypeT: TaskType](TaskArtifact[TaskTypeT, TaskStatusOtherType]): pass -class TaskStatusUpdate[TaskStatusTypeT: TaskStatusType](BaseModel): - task_status: TaskStatusTypeT - - -class PendingTaskStatus(TaskStatusUpdate[TaskStatusIncompleteType.Pending]): - task_status: Literal[TaskStatusIncompleteType.Pending] = ( - TaskStatusIncompleteType.Pending - ) - - -class RunningTaskStatus(TaskStatusUpdate[TaskStatusIncompleteType.Running]): - task_status: Literal[TaskStatusIncompleteType.Running] = ( - TaskStatusIncompleteType.Running - ) - - -class CompletedTaskStatus(TaskStatusUpdate[TaskStatusCompleteType.Complete]): - task_status: Literal[TaskStatusCompleteType.Complete] = ( - TaskStatusCompleteType.Complete - ) - - -class FailedTaskStatus(TaskStatusUpdate[TaskStatusIncompleteType.Failed]): - task_status: Literal[TaskStatusIncompleteType.Failed] = ( - TaskStatusIncompleteType.Failed - ) - error_message: Mapping[RunnerId, str] +@final +class FailedTaskArtifact[TaskTypeT: TaskType]( + TaskArtifact[TaskTypeT, TaskStatusFailedType] +): + error_message: str +@final class TaskState[TaskStatusTypeT: TaskStatusType, TaskTypeT: TaskType](BaseModel): - task_status: TaskStatusUpdate[TaskStatusTypeT] + task_status: TaskStatusTypeT task_artifact: TaskArtifact[TaskTypeT, TaskStatusTypeT] class BaseTask[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType](BaseModel): task_type: TaskTypeT - task_data: TaskData[TaskTypeT] + task_params: TaskParams[TaskTypeT] task_state: TaskState[TaskStatusTypeT, TaskTypeT] on_instance: InstanceId @@ -109,11 +95,12 @@ BaseTaskAnnotated = Annotated[ Field(discriminator="task_type"), ] -BaseTaskValidator: TypeAdapter[BaseTask[TaskType, TaskStatusType]] = TypeAdapter( +BaseTaskParser: TypeAdapter[BaseTask[TaskType, TaskStatusType]] = TypeAdapter( BaseTaskAnnotated ) +@final class Task[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType]( BaseTask[TaskTypeT, TaskStatusTypeT] ): diff --git a/shared/types/worker/downloads.py b/shared/types/worker/downloads.py index c88b2d57..acc53650 100644 --- a/shared/types/worker/downloads.py +++ b/shared/types/worker/downloads.py @@ -2,11 +2,9 @@ from enum import Enum from typing import ( Annotated, Callable, - Generic, Literal, NewType, Sequence, - TypeVar, Union, ) @@ -30,10 +28,7 @@ class DownloadStatus(str, Enum): Failed = "Failed" -DownloadStatusT = TypeVar("DownloadStatusT", bound=DownloadStatus) - - -class BaseDownloadProgress(BaseModel, Generic[DownloadStatusT]): +class BaseDownloadProgress[DownloadStatusT: DownloadStatus](BaseModel): node_id: NodeId download_status: DownloadStatusT @@ -80,6 +75,6 @@ DownloadEffectHandler = Callable[ def download_shard( model_id: ModelId, model_source: ModelSource, - shard_meta: ShardMetadata[PartitionStrategy], + shard_metadata: ShardMetadata[PartitionStrategy], effect_handlers: Sequence[DownloadEffectHandler], ) -> None: ... diff --git a/shared/types/worker/instances.py b/shared/types/worker/instances.py index f23b5807..42d23486 100644 --- a/shared/types/worker/instances.py +++ b/shared/types/worker/instances.py @@ -12,24 +12,27 @@ from shared.types.worker.runners import ( ) -class InstanceStatus(str, Enum): +class TypeOfInstance(str, Enum): ACTIVE = "active" INACTIVE = "inactive" -class InstanceState(BaseModel): - runner_states: Mapping[RunnerId, RunnerState[RunnerStateType]] - - -class InstanceData(BaseModel): +class InstanceParams(BaseModel): shard_assignments: ShardAssignments class BaseInstance(BaseModel): - instance_data: InstanceData - instance_state: InstanceState - instance_status: InstanceStatus + instance_params: InstanceParams + instance_type: TypeOfInstance class Instance(BaseInstance): instance_id: InstanceId + + +class BaseInstanceSaga(BaseModel): + runner_states: Mapping[RunnerId, RunnerState[RunnerStateType]] + + +class InstanceSaga(BaseInstanceSaga): + instance_id: InstanceId diff --git a/shared/types/worker/resource_monitor.py b/shared/types/worker/resource_monitor.py index 96eba8d2..f45d943a 100644 --- a/shared/types/worker/resource_monitor.py +++ b/shared/types/worker/resource_monitor.py @@ -1,9 +1,8 @@ import asyncio from abc import ABC, abstractmethod from collections.abc import Coroutine -from typing import Callable, Set +from typing import Callable, List, Set -from shared.types.events.events import ResourceProfiled from shared.types.profiling.common import ( MemoryPerformanceProfile, NodePerformanceProfile, @@ -11,58 +10,44 @@ from shared.types.profiling.common import ( ) -class EventLog: - def append(self, event: ResourceProfiled) -> None: ... - - class ResourceCollector(ABC): """ Details a single resource (or resource type) that is being monitored by the resource monitor. """ - def __init__(self, name: str): - self.name = name + name = str @abstractmethod async def collect(self) -> NodePerformanceProfile: ... class SystemResourceCollector(ResourceCollector): - def __init__(self): - super().__init__("system") + name = "system" @abstractmethod async def collect(self) -> SystemPerformanceProfile: ... class MemoryResourceCollector(ResourceCollector): - def __init__(self): - super().__init__("memory") + name = "memory" @abstractmethod async def collect(self) -> MemoryPerformanceProfile: ... class ResourceMonitor: - def __init__( - self, - collectors: list[ResourceCollector], - effect_handlers: Set[Callable[[NodePerformanceProfile], None]], - ): - self.effect_handlers: Set[Callable[[NodePerformanceProfile], None]] = ( - effect_handlers - ) - self.collectors: list[ResourceCollector] = collectors + data_collectors: List[ResourceCollector] + effect_handlers: Set[Callable[[NodePerformanceProfile], None]] - # Since there's no implementation, this breaks the typechecker. - # self.collectors: list[ResourceCollector] = [ - # SystemResourceCollector(), - # MemoryResourceCollector(), - # ] + # Since there's no implementation, this breaks the typechecker. + # self.collectors: list[ResourceCollector] = [ + # SystemResourceCollector(), + # MemoryResourceCollector(), + # ] async def _collect(self) -> list[NodePerformanceProfile]: tasks: list[Coroutine[None, None, NodePerformanceProfile]] = [ - collector.collect() for collector in self.collectors + collector.collect() for collector in self.data_collectors ] return await asyncio.gather(*tasks) diff --git a/shared/types/worker/runners.py b/shared/types/worker/runners.py index c7528094..31bfa070 100644 --- a/shared/types/worker/runners.py +++ b/shared/types/worker/runners.py @@ -1,8 +1,8 @@ from collections.abc import Mapping, Sequence from enum import Enum -from typing import Generic, Literal, TypeVar +from typing import Generic, Literal, TypeVar, Annotated -from pydantic import BaseModel, model_validator +from pydantic import BaseModel, Field, TypeAdapter, model_validator from shared.types.common import NodeId from shared.types.models.common import ModelId @@ -48,14 +48,15 @@ class FailedRunnerState(RunnerState[RunnerStateType.Failed]): error_message: str | None = None -class RunnerData(BaseModel): - runner_id: RunnerId - runner_state: RunnerState[RunnerStateType] = RunnerState( - runner_state=RunnerStateType.Starting - ) - - -PartitionStrategyT = TypeVar(name="PartitionStrategyT", bound=PartitionStrategy) +_RunnerState = Annotated[ + RejectedRunnerState + | StartingRunnerState + | DownloadingRunnerState + | RunningRunnerState + | FailedRunnerState, + Field, +] +RunnerStateParser: TypeAdapter[RunnerState[RunnerStateType]] = TypeAdapter(_RunnerState) class ShardAssignments(BaseModel): diff --git a/shared/types/worker/shards.py b/shared/types/worker/shards.py index 5b33457d..67361967 100644 --- a/shared/types/worker/shards.py +++ b/shared/types/worker/shards.py @@ -1,5 +1,5 @@ from enum import Enum -from typing import Annotated, Generic, Literal, TypeVar +from typing import Annotated, Literal from pydantic import BaseModel, DirectoryPath, Field, TypeAdapter @@ -11,22 +11,20 @@ class PartitionStrategy(str, Enum): pipeline = "pipeline" -PartitionStrategyT = TypeVar(name="PartitionStrategyT", bound=PartitionStrategy) - - -class ShardMetadata(BaseModel, Generic[PartitionStrategyT]): +class ShardMetadata[PartitionStrategyT: PartitionStrategy](BaseModel): """ Defines a specific shard of the model that is ready to be run on a device. Replaces previous `Shard` object. """ + partition_strategy: PartitionStrategyT device_rank: int world_size: int model_id: ModelId model_path: DirectoryPath -class PipelineShardMeta(ShardMetadata[PartitionStrategy.pipeline]): +class PipelineShardMetadata(ShardMetadata[PartitionStrategy.pipeline]): """ Pipeline parallelism shard meta. 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-0,0 +1,13 @@ +from typing import Literal +from collections.abc import Set + +from shared.logging.common import LogEntry, LogEntryType + + +class WorkerUninitialized(LogEntry[Literal["master_uninitialized"]]): + entry_destination: Set[LogEntryType] = {LogEntryType.cluster} + entry_type: Literal["master_uninitialized"] = "master_uninitialized" + message: str = "No master state found, creating new one." + + +WorkerLogEntries = WorkerUninitialized \ No newline at end of file From 70f0f09c05f5e3020504d62e19de5f822122c744 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Mon, 14 Jul 2025 21:19:39 +0100 Subject: [PATCH 068/224] Tweaked, Still Broken tho --- shared/types/events/common.py | 2 ++ shared/types/events/events.py | 14 +++++++++++--- 2 files changed, 13 insertions(+), 3 deletions(-) diff --git a/shared/types/events/common.py b/shared/types/events/common.py index a0abc252..a685c846 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -49,6 +49,8 @@ class StreamingEventTypes(str, Enum): class InstanceEventTypes(str, Enum): InstanceCreated = "InstanceCreated" InstanceDeleted = "InstanceDeleted" + InstanceActivated = "InstanceActivated" + InstanceDeactivated = "InstanceDeactivated" InstanceReplacedAtomically = "InstanceReplacedAtomically" diff --git a/shared/types/events/events.py b/shared/types/events/events.py index fbb19798..fe8d453e 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -80,6 +80,16 @@ class InstanceCreated(Event[EventCategoryEnum.MutatesInstanceState]): instance_type: TypeOfInstance +class InstanceActivated(Event[EventCategoryEnum.MutatesInstanceState]): + event_type: EventTypes = InstanceEventTypes.InstanceActivated + instance_id: InstanceId + + +class InstanceDeactivated(Event[EventCategoryEnum.MutatesInstanceState]): + event_type: EventTypes = InstanceEventTypes.InstanceDeactivated + instance_id: InstanceId + + class InstanceDeleted(Event[EventCategoryEnum.MutatesInstanceState]): event_type: EventTypes = InstanceEventTypes.InstanceDeleted instance_id: InstanceId @@ -91,9 +101,7 @@ class InstanceReplacedAtomically(Event[EventCategoryEnum.MutatesInstanceState]): event_type: EventTypes = InstanceEventTypes.InstanceReplacedAtomically instance_to_replace: InstanceId new_instance_id: InstanceId - new_instance_params: InstanceParams - new_instance_type: TypeOfInstance - + class InstanceSagaRunnerStateUpdated(Event[EventCategoryEnum.MutatesInstanceState]): event_type: EventTypes = InstanceStateEventTypes.InstanceSagaRunnerStateUpdated From df6626fa31f4240a6b4ff6b0af2050832a21d78a Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Mon, 14 Jul 2025 21:41:14 +0100 Subject: [PATCH 069/224] fix: Event definitions, state definitions --- master/event_routing.py | 70 +++++++++++++++++--------- master/logging.py | 2 +- master/main.py | 65 +++++++++++++----------- shared/constants.py | 2 +- shared/graphs/networkx.py | 8 +-- shared/logger.py | 7 ++- shared/logging/common.py | 4 +- shared/types/events/common.py | 35 +++++++------ shared/types/events/events.py | 30 +++++------ shared/types/events/registry.py | 56 ++++++++++----------- shared/types/events/sanity_checking.py | 4 +- shared/types/networking/topology.py | 2 +- shared/types/states/master.py | 21 ++++---- shared/types/states/shared.py | 43 ++++++++++++---- shared/types/tasks/common.py | 7 ++- shared/types/worker/instances.py | 12 ----- shared/types/worker/runners.py | 46 +++++++++-------- worker/logging.py | 4 +- 18 files changed, 234 insertions(+), 184 deletions(-) diff --git a/master/event_routing.py b/master/event_routing.py index 697e0000..3ff8aa23 100644 --- a/master/event_routing.py +++ b/master/event_routing.py @@ -1,38 +1,56 @@ +from asyncio import Lock, Queue, Task, create_task, gather +from collections.abc import Mapping from enum import StrEnum -from typing import List, LiteralString, Protocol, Literal from logging import Logger +from typing import Any, List, Literal, Protocol, Type, TypedDict +from master.logging import ( + StateUpdateEffectHandlerErrorLogEntry, + StateUpdateErrorLogEntry, + StateUpdateLoopAlreadyRunningLogEntry, + StateUpdateLoopNotRunningLogEntry, + StateUpdateLoopStartedLogEntry, + StateUpdateLoopStoppedLogEntry, +) +from shared.constants import EXO_ERROR_REPORTING_MESSAGE +from shared.logger import log from shared.types.events.common import ( + Apply, EffectHandler, + Event, EventCategories, EventCategory, - Event, EventCategoryEnum, - EventFromEventLog, EventFetcherProtocol, + EventFromEventLog, + StateAndEvent, State, - Apply, -) -from asyncio import Lock, Queue, Task, gather, create_task -from typing import Any, Type, TypedDict -from collections.abc import Mapping -from shared.logger import log -from shared.constants import EXO_ERROR_REPORTING_MESSAGE -from master.logging import ( - StateUpdateLoopAlreadyRunningLogEntry, - StateUpdateLoopStartedLogEntry, - StateUpdateLoopNotRunningLogEntry, - StateUpdateLoopStoppedLogEntry, - StateUpdateErrorLogEntry, - StateUpdateEffectHandlerErrorLogEntry, ) + class QueueMapping(TypedDict): - MutatesTaskState: Queue[EventFromEventLog[Literal[EventCategoryEnum.MutatesTaskState]]] - MutatesControlPlaneState: Queue[EventFromEventLog[Literal[EventCategoryEnum.MutatesControlPlaneState]]] - MutatesDataPlaneState: Queue[EventFromEventLog[Literal[EventCategoryEnum.MutatesDataPlaneState]]] - MutatesInstanceState: Queue[EventFromEventLog[Literal[EventCategoryEnum.MutatesInstanceState]]] - MutatesNodePerformanceState: Queue[EventFromEventLog[Literal[EventCategoryEnum.MutatesNodePerformanceState]]] + MutatesTaskState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesTaskState]] + ] + MutatesControlPlaneState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesControlPlaneState]] + ] + MutatesDataPlaneState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesDataPlaneState]] + ] + MutatesInstanceState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesInstanceState]] + ] + MutatesNodePerformanceState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesNodePerformanceState]] + ] + MutatesRunnerStatus: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesRunnerStatus]] + ] + MutatesTaskSagaState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesTaskSagaState]] + ] + def check_keys_in_map_match_enum_values[TEnum: StrEnum]( mapping_type: Type[Mapping[Any, Any]], @@ -44,8 +62,10 @@ def check_keys_in_map_match_enum_values[TEnum: StrEnum]( f"StateDomainMapping keys {mapping_keys} do not match EventCategories values {category_values}" ) + check_keys_in_map_match_enum_values(QueueMapping, EventCategoryEnum) + class AsyncUpdateStateFromEvents[EventCategoryT: EventCategory](Protocol): """Protocol for services that manage a specific state domain.""" @@ -119,7 +139,7 @@ class AsyncUpdateStateFromEvents[EventCategoryT: EventCategory](Protocol): raise e try: for effect_handler in self._default_effects + self.extra_effects: - effect_handler((previous_state, event), updated_state) + effect_handler(StateAndEvent(previous_state, event), updated_state) except Exception as e: log(self._logger, StateUpdateEffectHandlerErrorLogEntry(error=e)) raise e @@ -149,7 +169,9 @@ class EventRouter: await self.queue_map[category].put(event_to_process) return None - async def _submit_events(self, events: list[Event[EventCategory | EventCategories]]) -> None: + async def _submit_events( + self, events: list[Event[EventCategory | EventCategories]] + ) -> None: """Route multiple events to their appropriate services.""" for event in events: for category in event.event_category: diff --git a/master/logging.py b/master/logging.py index 1300ca06..81e61dd4 100644 --- a/master/logging.py +++ b/master/logging.py @@ -1,5 +1,5 @@ -from typing import Literal from collections.abc import Set +from typing import Literal from shared.logging.common import LogEntry, LogEntryType diff --git a/master/main.py b/master/main.py index bf7cd59c..90ce96cd 100644 --- a/master/main.py +++ b/master/main.py @@ -1,35 +1,41 @@ +from asyncio import CancelledError, Lock, Queue, Task, create_task +from contextlib import asynccontextmanager +from enum import Enum +from logging import Logger, LogRecord +from typing import Annotated, Literal + from fastapi import FastAPI, Response from fastapi.responses import StreamingResponse from pydantic import BaseModel, Field, TypeAdapter -from logging import Logger -from shared.types.events.common import Event, EventCategories, EventFetcherProtocol, EventPublisher, State -from shared.logger import ( - configure_logger, - LogEntryType, - FilterLogByType, - create_queue_listener, - attach_to_queue, +from master.env import MasterEnvironmentSchema +from master.event_routing import AsyncUpdateStateFromEvents +from master.logging import ( + MasterCommandReceivedLogEntry, + MasterInvalidCommandReceivedLogEntry, + MasterUninitializedLogEntry, +) +from shared.constants import EXO_MASTER_STATE +from shared.logger import ( + FilterLogByType, + LogEntryType, + attach_to_queue, + configure_logger, + create_queue_listener, + log, +) +from shared.types.events.common import ( + Event, + EventCategories, + EventFetcherProtocol, + EventPublisher, + State, ) -from shared.types.worker.common import InstanceId -from shared.types.worker.instances import Instance from shared.types.models.common import ModelId from shared.types.models.model import ModelInfo from shared.types.states.master import MasterState -from shared.constants import EXO_MASTER_STATE -from contextlib import asynccontextmanager -from logging import LogRecord -from typing import Annotated, Literal -from master.env import MasterEnvironmentSchema -from master.logging import ( - MasterUninitializedLogEntry, - MasterCommandReceivedLogEntry, - MasterInvalidCommandReceivedLogEntry, -) -from master.event_routing import AsyncUpdateStateFromEvents -from shared.logger import log -from asyncio import Lock, Task, CancelledError, Queue, create_task -from enum import Enum +from shared.types.worker.common import InstanceId +from shared.types.worker.instances import Instance # Restore State @@ -76,6 +82,7 @@ ExternalCommandParser: TypeAdapter[ExternalCommand] = TypeAdapter(ExternalComman class MasterBackgroundServices(str, Enum): MAIN_LOOP = "main_loop" + class StateManager[T: EventCategories]: state: State[T] queue: Queue[Event[T]] @@ -85,8 +92,8 @@ class StateManager[T: EventCategories]: self, state: State[T], queue: Queue[Event[T]], - ) -> None: - ... + ) -> None: ... + class MasterStateManager: """Thread-safe manager for MasterState with independent event loop.""" @@ -126,7 +133,9 @@ class MasterStateManager: case MasterBackgroundServices.MAIN_LOOP: if self._services[service]: raise RuntimeError("State manager is already running") - self._services[service]: Task[None] = create_task(self._event_loop()) + self._services[service]: Task[None] = create_task( + self._event_loop() + ) log(self._logger, MasterStateManagerStartedLogEntry()) case _: raise ValueError(f"Unknown service: {service}") @@ -155,7 +164,7 @@ class MasterStateManager: events_one = self._event_processor.get_events_to_apply( self._state.data_plane_network_state ) - case EventCategories.InstanceStateEventTypes: + case EventCategories.InstanceEventTypes: events_one = self._event_processor.get_events_to_apply( self._state.control_plane_network_state ) diff --git a/shared/constants.py b/shared/constants.py index 82ffd6c1..de681821 100644 --- a/shared/constants.py +++ b/shared/constants.py @@ -1,5 +1,5 @@ -from pathlib import Path import inspect +from pathlib import Path EXO_HOME = Path.home() / ".exo" EXO_EVENT_DB = EXO_HOME / "event_db.sqlite3" diff --git a/shared/graphs/networkx.py b/shared/graphs/networkx.py index 0ab7ee81..61afa858 100644 --- a/shared/graphs/networkx.py +++ b/shared/graphs/networkx.py @@ -1,18 +1,18 @@ -from typing import Set, Mapping from dataclasses import dataclass -from pydantic import TypeAdapter +from typing import Mapping, Set import rustworkx as rx +from pydantic import TypeAdapter from shared.types.graphs.common import ( Edge, EdgeData, + EdgeIdT, + EdgeTypeT, MutableGraphProtocol, Vertex, VertexData, - EdgeIdT, VertexIdT, - EdgeTypeT, VertexTypeT, ) diff --git a/shared/logger.py b/shared/logger.py index eff188c6..5fab9528 100644 --- a/shared/logger.py +++ b/shared/logger.py @@ -2,14 +2,13 @@ import logging import logging.handlers from collections.abc import Sequence, Set from queue import Queue +from typing import Annotated +from pydantic import Field, TypeAdapter from rich.logging import RichHandler -from typing import Annotated -from pydantic import Field, TypeAdapter - -from shared.logging.common import LogEntryType from master.logging import MasterLogEntries +from shared.logging.common import LogEntryType from worker.logging import WorkerLogEntries LogEntries = Annotated[ diff --git a/shared/logging/common.py b/shared/logging/common.py index 215068c9..52e01f49 100644 --- a/shared/logging/common.py +++ b/shared/logging/common.py @@ -1,8 +1,8 @@ +from collections.abc import Set from enum import Enum from typing import Generic, TypeVar -from pydantic import BaseModel -from collections.abc import Set +from pydantic import BaseModel LogEntryTypeT = TypeVar("LogEntryTypeT", bound=str) diff --git a/shared/types/events/common.py b/shared/types/events/common.py index a685c846..0e05eea3 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -1,24 +1,22 @@ from enum import Enum, StrEnum from typing import ( - Annotated, Any, + Callable, FrozenSet, Literal, NamedTuple, + Protocol, + Sequence, cast, ) -import annotated_types - -from shared.types.events.sanity_checking import ( - check_event_type_union_is_consistent_with_registry, - assert_literal_union_covers_enum, -) - from pydantic import BaseModel, Field, model_validator from shared.types.common import NewUUID, NodeId -from typing import Callable, Sequence, Protocol +from shared.types.events.sanity_checking import ( + assert_literal_union_covers_enum, + check_event_type_union_is_consistent_with_registry, +) class EventId(NewUUID): @@ -31,7 +29,7 @@ class TimerId(NewUUID): # Here are all the unique kinds of events that can be sent over the network. # I've defined them in different enums for clarity, but they're all part of the same set of possible events. -class MLXEventTypes(str, Enum): +class TaskSagaEventTypes(str, Enum): MLXInferenceSagaPrepare = "MLXInferenceSagaPrepare" MLXInferenceSagaStartPrepare = "MLXInferenceSagaStartPrepare" @@ -54,8 +52,8 @@ class InstanceEventTypes(str, Enum): InstanceReplacedAtomically = "InstanceReplacedAtomically" -class InstanceStateEventTypes(str, Enum): - InstanceSagaRunnerStateUpdated = "InstanceSagaRunnerStateUpdated" +class RunnerStatusEventTypes(str, Enum): + RunnerStatusUpdated = "RunnerStatusUpdated" class NodePerformanceEventTypes(str, Enum): @@ -84,12 +82,12 @@ EVENT_TYPE_ENUMS = [ TaskEventTypes, StreamingEventTypes, InstanceEventTypes, - InstanceStateEventTypes, + RunnerStatusEventTypes, NodePerformanceEventTypes, DataPlaneEventTypes, ControlPlaneEventTypes, TimerEventTypes, - MLXEventTypes, + TaskSagaEventTypes, ] @@ -98,12 +96,12 @@ EventTypes = ( TaskEventTypes | StreamingEventTypes | InstanceEventTypes - | InstanceStateEventTypes + | RunnerStatusEventTypes | NodePerformanceEventTypes | ControlPlaneEventTypes | DataPlaneEventTypes | TimerEventTypes - | MLXEventTypes + | TaskSagaEventTypes ) @@ -112,6 +110,8 @@ check_event_type_union_is_consistent_with_registry(EVENT_TYPE_ENUMS, EventTypes) class EventCategoryEnum(StrEnum): MutatesTaskState = "MutatesTaskState" + MutatesRunnerStatus = "MutatesRunnerStatus" + MutatesTaskSagaState = "MutatesTaskSagaState" MutatesInstanceState = "MutatesInstanceState" MutatesNodePerformanceState = "MutatesNodePerformanceState" MutatesControlPlaneState = "MutatesControlPlaneState" @@ -121,6 +121,8 @@ class EventCategoryEnum(StrEnum): EventCategory = ( Literal[EventCategoryEnum.MutatesControlPlaneState] | Literal[EventCategoryEnum.MutatesTaskState] + | Literal[EventCategoryEnum.MutatesTaskSagaState] + | Literal[EventCategoryEnum.MutatesRunnerStatus] | Literal[EventCategoryEnum.MutatesInstanceState] | Literal[EventCategoryEnum.MutatesNodePerformanceState] | Literal[EventCategoryEnum.MutatesDataPlaneState] @@ -130,6 +132,7 @@ EventCategories = FrozenSet[EventCategory] assert_literal_union_covers_enum(EventCategory, EventCategoryEnum) + class Event[SetMembersT: EventCategories | EventCategory](BaseModel): event_type: EventTypes event_category: SetMembersT diff --git a/shared/types/events/events.py b/shared/types/events/events.py index fe8d453e..0a00dd6c 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -3,20 +3,20 @@ from __future__ import annotations from typing import Literal, Tuple from shared.types.common import NodeId +from shared.types.events.chunks import GenerationChunk from shared.types.events.common import ( - Event, - EventTypes, - EventCategoryEnum, ControlPlaneEventTypes, DataPlaneEventTypes, + Event, + EventCategoryEnum, + EventTypes, InstanceEventTypes, - InstanceStateEventTypes, - MLXEventTypes, NodePerformanceEventTypes, + RunnerStatusEventTypes, StreamingEventTypes, TaskEventTypes, + TaskSagaEventTypes, ) -from shared.types.events.chunks import GenerationChunk from shared.types.networking.control_plane import ( ControlPlaneEdgeId, ControlPlaneEdgeType, @@ -37,7 +37,7 @@ from shared.types.tasks.common import ( ) from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import InstanceParams, TypeOfInstance -from shared.types.worker.runners import RunnerId, RunnerState, RunnerStateType +from shared.types.worker.runners import RunnerId, RunnerStatus, RunnerStatusType MLXEvent = Event[ frozenset( @@ -101,22 +101,22 @@ class InstanceReplacedAtomically(Event[EventCategoryEnum.MutatesInstanceState]): event_type: EventTypes = InstanceEventTypes.InstanceReplacedAtomically instance_to_replace: InstanceId new_instance_id: InstanceId - -class InstanceSagaRunnerStateUpdated(Event[EventCategoryEnum.MutatesInstanceState]): - event_type: EventTypes = InstanceStateEventTypes.InstanceSagaRunnerStateUpdated + +class RunnerStatusUpdated(Event[EventCategoryEnum.MutatesRunnerStatus]): + event_type: EventTypes = RunnerStatusEventTypes.RunnerStatusUpdated instance_id: InstanceId - state_update: Tuple[RunnerId, RunnerState[RunnerStateType]] + state_update: Tuple[RunnerId, RunnerStatus[RunnerStatusType]] -class MLXInferenceSagaPrepare(Event[EventCategoryEnum.MutatesTaskState]): - event_type: EventTypes = MLXEventTypes.MLXInferenceSagaPrepare +class MLXInferenceSagaPrepare(Event[EventCategoryEnum.MutatesTaskSagaState]): + event_type: EventTypes = TaskSagaEventTypes.MLXInferenceSagaPrepare task_id: TaskId instance_id: InstanceId -class MLXInferenceSagaStartPrepare(Event[EventCategoryEnum.MutatesTaskState]): - event_type: EventTypes = MLXEventTypes.MLXInferenceSagaStartPrepare +class MLXInferenceSagaStartPrepare(Event[EventCategoryEnum.MutatesTaskSagaState]): + event_type: EventTypes = TaskSagaEventTypes.MLXInferenceSagaStartPrepare task_id: TaskId instance_id: InstanceId diff --git a/shared/types/events/registry.py b/shared/types/events/registry.py index 79d7616e..5fa1f4f7 100644 --- a/shared/types/events/registry.py +++ b/shared/types/events/registry.py @@ -1,41 +1,41 @@ -from typing import Any, Mapping, Type, get_args from types import UnionType +from typing import Annotated, Any, Mapping, Type, get_args + +from pydantic import Field, TypeAdapter + from shared.constants import EXO_ERROR_REPORTING_MESSAGE from shared.types.events.common import ( + ControlPlaneEventTypes, + DataPlaneEventTypes, Event, + EventCategories, EventTypes, - TaskEventTypes, InstanceEventTypes, NodePerformanceEventTypes, - ControlPlaneEventTypes, + RunnerStatusEventTypes, StreamingEventTypes, - DataPlaneEventTypes, - MLXEventTypes, - InstanceStateEventTypes, + TaskEventTypes, + TaskSagaEventTypes, ) from shared.types.events.events import ( - TaskCreated, - TaskStateUpdated, - TaskDeleted, + ChunkGenerated, + DataPlaneEdgeCreated, + DataPlaneEdgeDeleted, + DataPlaneEdgeReplacedAtomically, InstanceCreated, InstanceDeleted, InstanceReplacedAtomically, - InstanceSagaRunnerStateUpdated, - NodePerformanceMeasured, - WorkerConnected, - WorkerStatusUpdated, - WorkerDisconnected, - ChunkGenerated, - DataPlaneEdgeCreated, - DataPlaneEdgeReplacedAtomically, - DataPlaneEdgeDeleted, MLXInferenceSagaPrepare, MLXInferenceSagaStartPrepare, + NodePerformanceMeasured, + RunnerStatusUpdated, + TaskCreated, + TaskDeleted, + TaskStateUpdated, + WorkerConnected, + WorkerDisconnected, + WorkerStatusUpdated, ) -from pydantic import TypeAdapter -from typing import Annotated -from pydantic import Field -from shared.types.events.common import EventCategories """ class EventTypeNames(StrEnum): @@ -58,7 +58,7 @@ EventRegistry: Mapping[EventTypes, Type[Any]] = { InstanceEventTypes.InstanceCreated: InstanceCreated, InstanceEventTypes.InstanceDeleted: InstanceDeleted, InstanceEventTypes.InstanceReplacedAtomically: InstanceReplacedAtomically, - InstanceStateEventTypes.InstanceSagaRunnerStateUpdated: InstanceSagaRunnerStateUpdated, + RunnerStatusEventTypes.RunnerStatusUpdated: RunnerStatusUpdated, NodePerformanceEventTypes.NodePerformanceMeasured: NodePerformanceMeasured, ControlPlaneEventTypes.WorkerConnected: WorkerConnected, ControlPlaneEventTypes.WorkerStatusUpdated: WorkerStatusUpdated, @@ -67,8 +67,8 @@ EventRegistry: Mapping[EventTypes, Type[Any]] = { DataPlaneEventTypes.DataPlaneEdgeCreated: DataPlaneEdgeCreated, DataPlaneEventTypes.DataPlaneEdgeReplacedAtomically: DataPlaneEdgeReplacedAtomically, DataPlaneEventTypes.DataPlaneEdgeDeleted: DataPlaneEdgeDeleted, - MLXEventTypes.MLXInferenceSagaPrepare: MLXInferenceSagaPrepare, - MLXEventTypes.MLXInferenceSagaStartPrepare: MLXInferenceSagaStartPrepare, + TaskSagaEventTypes.MLXInferenceSagaPrepare: MLXInferenceSagaPrepare, + TaskSagaEventTypes.MLXInferenceSagaStartPrepare: MLXInferenceSagaStartPrepare, } @@ -86,9 +86,7 @@ def check_registry_has_all_event_types() -> None: def check_union_of_all_events_is_consistent_with_registry( registry: Mapping[EventTypes, Type[Any]], union_type: UnionType ) -> None: - type_of_each_registry_entry = set( - type(event_type) for event_type in registry.keys() - ) + type_of_each_registry_entry = set(type(event_type) for event_type in registry) type_of_each_entry_in_union = set(get_args(union_type)) missing_from_union = type_of_each_registry_entry - type_of_each_entry_in_union @@ -112,7 +110,7 @@ AllEvents = ( | InstanceCreated | InstanceDeleted | InstanceReplacedAtomically - | InstanceSagaRunnerStateUpdated + | RunnerStatusUpdated | NodePerformanceMeasured | WorkerConnected | WorkerStatusUpdated diff --git a/shared/types/events/sanity_checking.py b/shared/types/events/sanity_checking.py index 4387a52c..a6413b52 100644 --- a/shared/types/events/sanity_checking.py +++ b/shared/types/events/sanity_checking.py @@ -1,6 +1,6 @@ -from typing import LiteralString, Sequence, Set, Any, Type, get_args -from types import UnionType from enum import Enum, StrEnum +from types import UnionType +from typing import Any, LiteralString, Sequence, Set, Type, get_args from shared.constants import EXO_ERROR_REPORTING_MESSAGE diff --git a/shared/types/networking/topology.py b/shared/types/networking/topology.py index 747358b9..a1555ea3 100644 --- a/shared/types/networking/topology.py +++ b/shared/types/networking/topology.py @@ -1,3 +1,4 @@ +from shared.graphs.networkx import NetworkXGraph from shared.types.common import NodeId from shared.types.networking.control_plane import ControlPlaneEdgeId from shared.types.networking.data_plane import ( @@ -5,7 +6,6 @@ from shared.types.networking.data_plane import ( DataPlaneEdgeId, ) from shared.types.worker.common import NodeStatus -from shared.graphs.networkx import NetworkXGraph class DataPlaneTopology( diff --git a/shared/types/states/master.py b/shared/types/states/master.py index b15417be..c9036c5d 100644 --- a/shared/types/states/master.py +++ b/shared/types/states/master.py @@ -4,19 +4,19 @@ from queue import Queue from typing import Generic, Literal, TypeVar from pydantic import BaseModel, TypeAdapter -from shared.types.worker.common import NodeStatus from shared.types.common import NodeId from shared.types.events.common import ( Event, EventCategory, + EventCategoryEnum, State, ) from shared.types.graphs.resource_graph import ResourceGraph from shared.types.networking.data_plane import ( DataPlaneEdge, - DataPlaneEdgeId, DataPlaneEdgeAdapter, + DataPlaneEdgeId, ) from shared.types.networking.topology import ( ControlPlaneTopology, @@ -27,7 +27,8 @@ from shared.types.networking.topology import ( from shared.types.profiling.common import NodePerformanceProfile from shared.types.states.shared import SharedState from shared.types.tasks.common import TaskParams, TaskType -from shared.types.worker.instances import InstanceParams, InstanceId +from shared.types.worker.common import NodeStatus +from shared.types.worker.instances import InstanceId, InstanceParams class ExternalCommand(BaseModel): ... @@ -44,13 +45,13 @@ class CachePolicy(BaseModel, Generic[CachePolicyTypeT]): policy_type: CachePolicyTypeT -class NodePerformanceProfileState(State[EventCategory.MutatesNodePerformanceState]): +class NodePerformanceProfileState(State[EventCategoryEnum.MutatesNodePerformanceState]): node_profiles: Mapping[NodeId, NodePerformanceProfile] -class DataPlaneNetworkState(State[EventCategory.MutatesDataPlaneState]): - event_category: Literal[EventCategory.MutatesDataPlaneState] = ( - EventCategory.MutatesDataPlaneState +class DataPlaneNetworkState(State[EventCategoryEnum.MutatesDataPlaneState]): + event_category: Literal[EventCategoryEnum.MutatesDataPlaneState] = ( + EventCategoryEnum.MutatesDataPlaneState ) topology: DataPlaneTopology = DataPlaneTopology( edge_base=DataPlaneEdgeAdapter, vertex_base=TypeAdapter(None) @@ -61,9 +62,9 @@ class DataPlaneNetworkState(State[EventCategory.MutatesDataPlaneState]): def add_edge(self, edge: DataPlaneEdge) -> None: ... -class ControlPlaneNetworkState(State[EventCategory.MutatesControlPlaneState]): - event_category: Literal[EventCategory.MutatesControlPlaneState] = ( - EventCategory.MutatesControlPlaneState +class ControlPlaneNetworkState(State[EventCategoryEnum.MutatesControlPlaneState]): + event_category: Literal[EventCategoryEnum.MutatesControlPlaneState] = ( + EventCategoryEnum.MutatesControlPlaneState ) topology: ControlPlaneTopology = ControlPlaneTopology( edge_base=TypeAdapter(None), vertex_base=TypeAdapter(NodeStatus) diff --git a/shared/types/states/shared.py b/shared/types/states/shared.py index 4b1c6e4d..388e1cbe 100644 --- a/shared/types/states/shared.py +++ b/shared/types/states/shared.py @@ -4,29 +4,52 @@ from typing import Literal, Sequence from pydantic import BaseModel from shared.types.common import NodeId -from shared.types.events.common import EventCategories, State -from shared.types.tasks.common import Task, TaskId, TaskStatusType, TaskType +from shared.types.events.common import EventCategoryEnum, State +from shared.types.tasks.common import ( + Task, + TaskId, + TaskSagaEntry, + TaskStatusType, + TaskType, +) from shared.types.worker.common import InstanceId from shared.types.worker.instances import BaseInstance +from shared.types.worker.runners import RunnerId, RunnerStatus, RunnerStatusType -class KnownInstances(State[EventCategories.InstanceStateEventTypes]): - event_category: Literal[EventCategories.InstanceStateEventTypes] = ( - EventCategories.InstanceStateEventTypes +class Instances(State[EventCategoryEnum.MutatesInstanceState]): + event_category: Literal[EventCategoryEnum.MutatesInstanceState] = ( + EventCategoryEnum.MutatesInstanceState ) instances: Mapping[InstanceId, BaseInstance] = {} -class Tasks(State[EventCategories.TaskEventTypes]): - event_category: Literal[EventCategories.TaskEventTypes] = ( - EventCategories.TaskEventTypes +class Tasks(State[EventCategoryEnum.MutatesTaskState]): + event_category: Literal[EventCategoryEnum.MutatesTaskState] = ( + EventCategoryEnum.MutatesTaskState ) tasks: Mapping[TaskId, Task[TaskType, TaskStatusType]] = {} +class TaskSagas(State[EventCategoryEnum.MutatesTaskSagaState]): + event_category: Literal[EventCategoryEnum.MutatesTaskSagaState] = ( + EventCategoryEnum.MutatesTaskSagaState + ) + task_sagas: Mapping[TaskId, Sequence[TaskSagaEntry]] = {} + + +class Runners(State[EventCategoryEnum.MutatesRunnerStatus]): + event_category: Literal[EventCategoryEnum.MutatesRunnerStatus] = ( + EventCategoryEnum.MutatesRunnerStatus + ) + runner_statuses: Mapping[RunnerId, RunnerStatus[RunnerStatusType]] = {} + + class SharedState(BaseModel): - known_instances: KnownInstances = KnownInstances() - compute_tasks: Tasks = Tasks() + instances: Instances = Instances() + runners: Runners = Runners() + tasks: Tasks = Tasks() + task_sagas: TaskSagas = TaskSagas() def get_node_id(self) -> NodeId: ... diff --git a/shared/types/tasks/common.py b/shared/types/tasks/common.py index 648cc054..b1aa8a6b 100644 --- a/shared/types/tasks/common.py +++ b/shared/types/tasks/common.py @@ -83,7 +83,7 @@ class TaskState[TaskStatusTypeT: TaskStatusType, TaskTypeT: TaskType](BaseModel) class BaseTask[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType](BaseModel): task_type: TaskTypeT task_params: TaskParams[TaskTypeT] - task_state: TaskState[TaskStatusTypeT, TaskTypeT] + task_stats: TaskState[TaskStatusTypeT, TaskTypeT] on_instance: InstanceId @@ -100,6 +100,11 @@ BaseTaskParser: TypeAdapter[BaseTask[TaskType, TaskStatusType]] = TypeAdapter( ) +class TaskSagaEntry(BaseModel): + task_id: TaskId + instance_id: InstanceId + + @final class Task[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType]( BaseTask[TaskTypeT, TaskStatusTypeT] diff --git a/shared/types/worker/instances.py b/shared/types/worker/instances.py index 42d23486..c3dd7bb8 100644 --- a/shared/types/worker/instances.py +++ b/shared/types/worker/instances.py @@ -1,13 +1,9 @@ -from collections.abc import Mapping from enum import Enum from pydantic import BaseModel from shared.types.worker.common import InstanceId from shared.types.worker.runners import ( - RunnerId, - RunnerState, - RunnerStateType, ShardAssignments, ) @@ -28,11 +24,3 @@ class BaseInstance(BaseModel): class Instance(BaseInstance): instance_id: InstanceId - - -class BaseInstanceSaga(BaseModel): - runner_states: Mapping[RunnerId, RunnerState[RunnerStateType]] - - -class InstanceSaga(BaseInstanceSaga): - instance_id: InstanceId diff --git a/shared/types/worker/runners.py b/shared/types/worker/runners.py index 31bfa070..bac23aa0 100644 --- a/shared/types/worker/runners.py +++ b/shared/types/worker/runners.py @@ -1,6 +1,6 @@ from collections.abc import Mapping, Sequence from enum import Enum -from typing import Generic, Literal, TypeVar, Annotated +from typing import Annotated, Generic, Literal, TypeVar from pydantic import BaseModel, Field, TypeAdapter, model_validator @@ -11,7 +11,7 @@ from shared.types.worker.downloads import BaseDownloadProgress, DownloadStatus from shared.types.worker.shards import PartitionStrategy, ShardMetadata -class RunnerStateType(str, Enum): +class RunnerStatusType(str, Enum): Rejected = "Rejected" Starting = "Starting" Downloading = "Downloading" @@ -19,44 +19,46 @@ class RunnerStateType(str, Enum): Failed = "Failed" -RunnerStateTypeT = TypeVar("RunnerStateTypeT", bound=RunnerStateType) +RunnerStatusTypeT = TypeVar("RunnerStatusTypeT", bound=RunnerStatusType) -class RunnerState(BaseModel, Generic[RunnerStateTypeT]): - runner_state: RunnerStateTypeT +class RunnerStatus(BaseModel, Generic[RunnerStatusTypeT]): + runner_status: RunnerStatusTypeT -class RejectedRunnerState(RunnerState[RunnerStateType.Rejected]): - runner_state: Literal[RunnerStateType.Rejected] +class RejectedRunnerStatus(RunnerStatus[RunnerStatusType.Rejected]): + runner_status: Literal[RunnerStatusType.Rejected] -class StartingRunnerState(RunnerState[RunnerStateType.Starting]): - runner_state: Literal[RunnerStateType.Starting] +class StartingRunnerStatus(RunnerStatus[RunnerStatusType.Starting]): + runner_status: Literal[RunnerStatusType.Starting] -class DownloadingRunnerState(RunnerState[RunnerStateType.Downloading]): - runner_state: Literal[RunnerStateType.Downloading] +class DownloadingRunnerStatus(RunnerStatus[RunnerStatusType.Downloading]): + runner_status: Literal[RunnerStatusType.Downloading] download_progress: BaseDownloadProgress[DownloadStatus] -class RunningRunnerState(RunnerState[RunnerStateType.Running]): - runner_state: Literal[RunnerStateType.Running] +class RunningRunnerStatus(RunnerStatus[RunnerStatusType.Running]): + runner_status: Literal[RunnerStatusType.Running] -class FailedRunnerState(RunnerState[RunnerStateType.Failed]): - runner_state: Literal[RunnerStateType.Failed] +class FailedRunnerStatus(RunnerStatus[RunnerStatusType.Failed]): + runner_status: Literal[RunnerStatusType.Failed] error_message: str | None = None -_RunnerState = Annotated[ - RejectedRunnerState - | StartingRunnerState - | DownloadingRunnerState - | RunningRunnerState - | FailedRunnerState, +_RunnerStatus = Annotated[ + RejectedRunnerStatus + | StartingRunnerStatus + | DownloadingRunnerStatus + | RunningRunnerStatus + | FailedRunnerStatus, Field, ] -RunnerStateParser: TypeAdapter[RunnerState[RunnerStateType]] = TypeAdapter(_RunnerState) +RunnerStatusParser: TypeAdapter[RunnerStatus[RunnerStatusType]] = TypeAdapter( + _RunnerStatus +) class ShardAssignments(BaseModel): diff --git a/worker/logging.py b/worker/logging.py index b61031be..331dcfbe 100644 --- a/worker/logging.py +++ b/worker/logging.py @@ -1,5 +1,5 @@ -from typing import Literal from collections.abc import Set +from typing import Literal from shared.logging.common import LogEntry, LogEntryType @@ -10,4 +10,4 @@ class WorkerUninitialized(LogEntry[Literal["master_uninitialized"]]): message: str = "No master state found, creating new one." -WorkerLogEntries = WorkerUninitialized \ No newline at end of file +WorkerLogEntries = WorkerUninitialized From 8060120136bfaacd74fd579cafcf60fd5c0ea9f5 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Mon, 14 Jul 2025 22:37:53 +0100 Subject: [PATCH 070/224] tweak --- master/event_routing.py | 46 ++++++++------ master/idempotency.py | 10 ++- master/main.py | 112 +++++++++++----------------------- shared/types/events/common.py | 23 ++++--- 4 files changed, 84 insertions(+), 107 deletions(-) diff --git a/master/event_routing.py b/master/event_routing.py index 3ff8aa23..d4697756 100644 --- a/master/event_routing.py +++ b/master/event_routing.py @@ -17,7 +17,6 @@ from shared.logger import log from shared.types.events.common import ( Apply, EffectHandler, - Event, EventCategories, EventCategory, EventCategoryEnum, @@ -25,6 +24,7 @@ from shared.types.events.common import ( EventFromEventLog, StateAndEvent, State, + narrow_event_from_event_log_type, ) @@ -32,24 +32,24 @@ class QueueMapping(TypedDict): MutatesTaskState: Queue[ EventFromEventLog[Literal[EventCategoryEnum.MutatesTaskState]] ] + MutatesTaskSagaState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesTaskSagaState]] + ] MutatesControlPlaneState: Queue[ EventFromEventLog[Literal[EventCategoryEnum.MutatesControlPlaneState]] ] MutatesDataPlaneState: Queue[ EventFromEventLog[Literal[EventCategoryEnum.MutatesDataPlaneState]] ] + MutatesRunnerStatus: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesRunnerStatus]] + ] MutatesInstanceState: Queue[ EventFromEventLog[Literal[EventCategoryEnum.MutatesInstanceState]] ] MutatesNodePerformanceState: Queue[ EventFromEventLog[Literal[EventCategoryEnum.MutatesNodePerformanceState]] ] - MutatesRunnerStatus: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesRunnerStatus]] - ] - MutatesTaskSagaState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesTaskSagaState]] - ] def check_keys_in_map_match_enum_values[TEnum: StrEnum]( @@ -154,32 +154,40 @@ class EventRouter: async def _get_queue_by_category[T: EventCategory]( self, category: T - ) -> Queue[Event[T]]: + ) -> Queue[EventFromEventLog[T]]: """Get the queue for a given category.""" category_str: str = category.value - queue: Queue[Event[T]] = self.queue_map[category_str] + queue: Queue[EventFromEventLog[T]] = self.queue_map[category_str] + return queue async def _process_events[T: EventCategory](self, category: T) -> None: """Process events for a given domain.""" - queue: Queue[Event[T]] = await self._get_queue_by_category(category) - events_to_process: list[Event[T]] = [] + queue: Queue[EventFromEventLog[T]] = await self._get_queue_by_category(category) + events_to_process: list[EventFromEventLog[T]] = [] while not queue.empty(): events_to_process.append(await queue.get()) for event_to_process in events_to_process: - await self.queue_map[category].put(event_to_process) + await self.queue_map[category.value].put(event_to_process) return None - async def _submit_events( - self, events: list[Event[EventCategory | EventCategories]] + async def _submit_events[T: EventCategory | EventCategories]( + self, events: list[EventFromEventLog[T]] ) -> None: """Route multiple events to their appropriate services.""" for event in events: - for category in event.event_category: - await self._event_queues[category].put(event) - + if isinstance(event.event.event_category, EventCategory): + q1: Queue[EventFromEventLog[T]] = self.queue_map[event.event.event_category.value] + await q1.put(event) + elif isinstance(event.event.event_category, EventCategories): + for category in event.event.event_category: + narrow_event = narrow_event_from_event_log_type(event, category) + q2: Queue[EventFromEventLog[T]] = self.queue_map[category.value] + await q2.put(narrow_event) + await gather( - *[self._process_events(domain) for domain in self._event_queues.keys()] + *[self._process_events(domain) for domain in EventCategoryEnum] ) - async def _get_events_to_process(self) -> list[Event[EventCategories]]: + async def _get_events_to_process(self) -> list[EventFromEventLog[EventCategories | EventCategory]]: """Get events to process from the event fetcher.""" + ... diff --git a/master/idempotency.py b/master/idempotency.py index 508cec6d..b4761707 100644 --- a/master/idempotency.py +++ b/master/idempotency.py @@ -1,13 +1,11 @@ from hashlib import sha3_224 as hasher -from typing import Sequence, TypeVar +from typing import Sequence from uuid import UUID -from shared.types.events.common import EventCategories, EventId, IdemKeyGenerator, State - -EventCategoryT = TypeVar("EventCategoryT", bound=EventCategories) +from shared.types.events.common import EventCategory, EventId, IdemKeyGenerator, State -def get_idem_tag_generator(base: str) -> IdemKeyGenerator[EventCategoryT]: +def get_idem_tag_generator[EventCategoryT: EventCategory](base: str) -> IdemKeyGenerator[EventCategoryT]: """Generates idempotency keys for events. The keys are generated by hashing the state sequence number against a base string. @@ -24,7 +22,7 @@ def get_idem_tag_generator(base: str) -> IdemKeyGenerator[EventCategoryT]: *recurse(n - 1, next_hash), ) - initial_bytes = state.sequence_number.to_bytes(8, byteorder="big", signed=False) + initial_bytes = state.last_event_applied_idx.to_bytes(8, byteorder="big", signed=False) return recurse(num_keys, initial_bytes) return get_idem_keys diff --git a/master/main.py b/master/main.py index 90ce96cd..c5991806 100644 --- a/master/main.py +++ b/master/main.py @@ -1,15 +1,17 @@ -from asyncio import CancelledError, Lock, Queue, Task, create_task +from asyncio import CancelledError, Lock, Task, create_task +from asyncio import Queue as AsyncQueue +from queue import Queue as PQueue from contextlib import asynccontextmanager from enum import Enum from logging import Logger, LogRecord -from typing import Annotated, Literal +from typing import Annotated, Literal, Type from fastapi import FastAPI, Response from fastapi.responses import StreamingResponse from pydantic import BaseModel, Field, TypeAdapter from master.env import MasterEnvironmentSchema -from master.event_routing import AsyncUpdateStateFromEvents +from master.event_routing import AsyncUpdateStateFromEvents, QueueMapping from master.logging import ( MasterCommandReceivedLogEntry, MasterInvalidCommandReceivedLogEntry, @@ -26,7 +28,7 @@ from shared.logger import ( ) from shared.types.events.common import ( Event, - EventCategories, + EventCategory, EventFetcherProtocol, EventPublisher, State, @@ -83,15 +85,15 @@ class MasterBackgroundServices(str, Enum): MAIN_LOOP = "main_loop" -class StateManager[T: EventCategories]: +class StateManager[T: EventCategory]: state: State[T] - queue: Queue[Event[T]] + queue: AsyncQueue[Event[T]] manager: AsyncUpdateStateFromEvents[T] def __init__( self, state: State[T], - queue: Queue[Event[T]], + queue: AsyncQueue[Event[T]], ) -> None: ... @@ -101,51 +103,50 @@ class MasterStateManager: def __init__( self, initial_state: MasterState, - event_processor: EventFetcherProtocol[EventCategories], - event_publisher: EventPublisher[EventCategories], + event_processor: EventFetcherProtocol[EventCategory], + event_publisher: EventPublisher[EventCategory], + state_updater: dict[EventCategory, AsyncUpdateStateFromEvents[EventCategory]], logger: Logger, ): self._state = initial_state self._state_lock = Lock() - self._command_queue: Queue[ExternalCommand] = Queue() - self._services: dict[MasterBackgroundServices, Task[None]] = {} + self._command_runner: Task[None] | None = None + self._command_queue: AsyncQueue[ExternalCommand] = AsyncQueue() + self._response_queue: AsyncQueue[Response | StreamingResponse] = AsyncQueue() + self._state_managers: dict[EventCategory, AsyncUpdateStateFromEvents[EventCategory]] = {} + self._asyncio_tasks: dict[EventCategory, Task[None]] = {} self._logger = logger - async def read_state(self) -> MasterState: - """Get a thread-safe snapshot of the current state.""" - async with self._state_lock: - return self._state.model_copy(deep=True) + @property + def _is_command_runner_running(self) -> bool: + return self._command_runner is not None and not self._command_runner.done() async def send_command( self, command: ExternalCommand ) -> Response | StreamingResponse: """Send a command to the background event loop.""" - if self._services[MasterBackgroundServices.MAIN_LOOP]: - self._command_queue.put(command) - return Response(status_code=200) + if self._is_command_runner_running: + await self._command_queue.put(command) + return await self._response_queue.get() else: - raise RuntimeError("State manager is not running") + log(self._logger, MasterCommandRunnerNotRunningLogEntry()) + raise RuntimeError("Command Runner Is Not Running") async def start(self) -> None: """Start the background event loop.""" - for service in MasterBackgroundServices: - match service: - case MasterBackgroundServices.MAIN_LOOP: - if self._services[service]: - raise RuntimeError("State manager is already running") - self._services[service]: Task[None] = create_task( - self._event_loop() - ) - log(self._logger, MasterStateManagerStartedLogEntry()) - case _: - raise ValueError(f"Unknown service: {service}") + for category in self._state_managers: + self._asyncio_tasks[category] = create_task( + self._state_managers[category].start() + ) async def stop(self) -> None: """Stop the background event loop and persist state.""" - if not self._services[MasterBackgroundServices.MAIN_LOOP]: - raise RuntimeError("State manager is not running") + if not self._is_command_runner_running: + raise RuntimeError("Command Runner Is Not Running") - for service in self._services.values(): + assert self._command_runner is not None + + for service in [*self._asyncio_tasks.values(), self._command_runner]: service.cancel() try: await service @@ -154,53 +155,14 @@ class MasterStateManager: log(self._logger, MasterStateManagerStoppedLogEntry()) - async def _event_loop(self) -> None: - """Independent event loop for processing commands and mutating state.""" - while True: - try: - async with self._state_lock: - match EventCategories: - case EventCategories.InstanceEventTypes: - events_one = self._event_processor.get_events_to_apply( - self._state.data_plane_network_state - ) - case EventCategories.InstanceEventTypes: - events_one = self._event_processor.get_events_to_apply( - self._state.control_plane_network_state - ) - case _: - raise ValueError( - f"Unknown event category: {event_category}" - ) - command = self._command_queue.get(timeout=5.0) - match command: - case ChatCompletionNonStreamingCommand(): - log( - self._logger, - MasterCommandReceivedLogEntry( - command_name=command.command_type - ), - ) - case _: - log( - self._logger, - MasterInvalidCommandReceivedLogEntry( - command_name=command.command_type - ), - ) - except CancelledError: - break - except Exception as e: - log(self._logger, MasterStateManagerErrorLogEntry(error=str(e))) - @asynccontextmanager async def lifespan(app: FastAPI): logger = configure_logger("master") - telemetry_queue: Queue[LogRecord] = Queue() - metrics_queue: Queue[LogRecord] = Queue() - cluster_queue: Queue[LogRecord] = Queue() + telemetry_queue: PQueue[LogRecord] = PQueue() + metrics_queue: PQueue[LogRecord] = PQueue() + cluster_queue: PQueue[LogRecord] = PQueue() attach_to_queue( logger, diff --git a/shared/types/events/common.py b/shared/types/events/common.py index 0e05eea3..3c9e9e2c 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -1,6 +1,5 @@ from enum import Enum, StrEnum from typing import ( - Any, Callable, FrozenSet, Literal, @@ -110,8 +109,8 @@ check_event_type_union_is_consistent_with_registry(EVENT_TYPE_ENUMS, EventTypes) class EventCategoryEnum(StrEnum): MutatesTaskState = "MutatesTaskState" - MutatesRunnerStatus = "MutatesRunnerStatus" MutatesTaskSagaState = "MutatesTaskSagaState" + MutatesRunnerStatus = "MutatesRunnerStatus" MutatesInstanceState = "MutatesInstanceState" MutatesNodePerformanceState = "MutatesNodePerformanceState" MutatesControlPlaneState = "MutatesControlPlaneState" @@ -155,8 +154,8 @@ class EventFromEventLog[SetMembersT: EventCategories | EventCategory](BaseModel) raise ValueError("Invalid Event: Origin ID Does Not Match") -def narrow_event_type[T: EventCategory]( - event: Event[EventCategories], +def narrow_event_type[T: EventCategory, Q: EventCategories | EventCategory]( + event: Event[Q], target_category: T, ) -> Event[T]: if target_category not in event.event_category: @@ -165,6 +164,16 @@ def narrow_event_type[T: EventCategory]( narrowed_event = event.model_copy(update={"event_category": {target_category}}) return cast(Event[T], narrowed_event) +def narrow_event_from_event_log_type[T: EventCategory, Q: EventCategories | EventCategory]( + event: EventFromEventLog[Q], + target_category: T, +) -> EventFromEventLog[T]: + if target_category not in event.event.event_category: + raise ValueError(f"Event Does Not Contain Target Category {target_category}") + narrowed_event = event.model_copy(update={"event": narrow_event_type(event.event, target_category)}) + + return cast(EventFromEventLog[T], narrowed_event) + class State[EventCategoryT: EventCategory](BaseModel): event_category: EventCategoryT @@ -190,7 +199,7 @@ class StateAndEvent[EventCategoryT: EventCategory](NamedTuple): type EffectHandler[EventCategoryT: EventCategory] = Callable[ [StateAndEvent[EventCategoryT], State[EventCategoryT]], None ] -type EventPublisher = Callable[[Event[Any]], None] +type EventPublisher[EventCategoryT: EventCategory] = Callable[[Event[EventCategoryT]], None] # A component that can publish events @@ -207,7 +216,7 @@ class EventFetcherProtocol[EventCategoryT: EventCategory](Protocol): # A component that can get the effect handler for a saga def get_saga_effect_handler[EventCategoryT: EventCategory]( - saga: Saga[EventCategoryT], event_publisher: EventPublisher + saga: Saga[EventCategoryT], event_publisher: EventPublisher[EventCategoryT] ) -> EffectHandler[EventCategoryT]: def effect_handler(state_and_event: StateAndEvent[EventCategoryT]) -> None: trigger_state, trigger_event = state_and_event @@ -219,7 +228,7 @@ def get_saga_effect_handler[EventCategoryT: EventCategory]( def get_effects_from_sagas[EventCategoryT: EventCategory]( sagas: Sequence[Saga[EventCategoryT]], - event_publisher: EventPublisher, + event_publisher: EventPublisher[EventCategoryT], ) -> Sequence[EffectHandler[EventCategoryT]]: return [get_saga_effect_handler(saga, event_publisher) for saga in sagas] From 9b3c105bea21d19d12ad824c49388b2a29f0b22a Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Tue, 15 Jul 2025 12:30:46 +0100 Subject: [PATCH 071/224] fix: Save Andrei's sanity --- justfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/justfile b/justfile index 04be3380..6cb6fc86 100644 --- a/justfile +++ b/justfile @@ -23,7 +23,7 @@ check: basedpyright --project pyproject.toml sync: - uv sync --all-packages + uv sync --all-packages --reinstall protobufs: just regenerate-protobufs From 9f96b6791f4f914b3e5f36688ece3d5dcb0a69fc Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Tue, 15 Jul 2025 12:58:50 +0100 Subject: [PATCH 072/224] fix: Some, still broken --- master/event_routing.py | 193 ---------------------------------- master/idempotency.py | 8 +- master/logging.py | 6 ++ master/main.py | 62 ++++------- master/router.py | 89 ++++++++++++++++ master/sanity_checking.py | 13 +++ master/state_manager/async.py | 128 ++++++++++++++++++++++ master/state_manager/sync.py | 19 ++++ shared/types/events/common.py | 14 ++- 9 files changed, 295 insertions(+), 237 deletions(-) delete mode 100644 master/event_routing.py create mode 100644 master/router.py create mode 100644 master/sanity_checking.py create mode 100644 master/state_manager/async.py create mode 100644 master/state_manager/sync.py diff --git a/master/event_routing.py b/master/event_routing.py deleted file mode 100644 index d4697756..00000000 --- a/master/event_routing.py +++ /dev/null @@ -1,193 +0,0 @@ -from asyncio import Lock, Queue, Task, create_task, gather -from collections.abc import Mapping -from enum import StrEnum -from logging import Logger -from typing import Any, List, Literal, Protocol, Type, TypedDict - -from master.logging import ( - StateUpdateEffectHandlerErrorLogEntry, - StateUpdateErrorLogEntry, - StateUpdateLoopAlreadyRunningLogEntry, - StateUpdateLoopNotRunningLogEntry, - StateUpdateLoopStartedLogEntry, - StateUpdateLoopStoppedLogEntry, -) -from shared.constants import EXO_ERROR_REPORTING_MESSAGE -from shared.logger import log -from shared.types.events.common import ( - Apply, - EffectHandler, - EventCategories, - EventCategory, - EventCategoryEnum, - EventFetcherProtocol, - EventFromEventLog, - StateAndEvent, - State, - narrow_event_from_event_log_type, -) - - -class QueueMapping(TypedDict): - MutatesTaskState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesTaskState]] - ] - MutatesTaskSagaState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesTaskSagaState]] - ] - MutatesControlPlaneState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesControlPlaneState]] - ] - MutatesDataPlaneState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesDataPlaneState]] - ] - MutatesRunnerStatus: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesRunnerStatus]] - ] - MutatesInstanceState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesInstanceState]] - ] - MutatesNodePerformanceState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesNodePerformanceState]] - ] - - -def check_keys_in_map_match_enum_values[TEnum: StrEnum]( - mapping_type: Type[Mapping[Any, Any]], - enum: Type[TEnum], -) -> None: - mapping_keys = set(mapping_type.__annotations__.keys()) - category_values = set(e.value for e in enum) - assert mapping_keys == category_values, ( - f"StateDomainMapping keys {mapping_keys} do not match EventCategories values {category_values}" - ) - - -check_keys_in_map_match_enum_values(QueueMapping, EventCategoryEnum) - - -class AsyncUpdateStateFromEvents[EventCategoryT: EventCategory](Protocol): - """Protocol for services that manage a specific state domain.""" - - _task: Task[None] | None - _logger: Logger - _apply: Apply[EventCategoryT] - _default_effects: List[EffectHandler[EventCategoryT]] - extra_effects: List[EffectHandler[EventCategoryT]] - state: State[EventCategoryT] - queue: Queue[EventFromEventLog[EventCategoryT]] - lock: Lock - - def __init__( - self, - state: State[EventCategoryT], - queue: Queue[EventFromEventLog[EventCategoryT]], - extra_effects: List[EffectHandler[EventCategoryT]], - logger: Logger, - ) -> None: - """Initialise the service with its event queue.""" - self.state = state - self.queue = queue - self.extra_effects = extra_effects - self._logger = logger - self._task = None - - async def read_state(self) -> State[EventCategoryT]: - """Get a thread-safe snapshot of this service's state domain.""" - return self.state.model_copy(deep=True) - - @property - def is_running(self) -> bool: - """Check if the service's event loop is running.""" - return self._task is not None and not self._task.done() - - async def start(self) -> None: - """Start the service's event loop.""" - if self.is_running: - log(self._logger, StateUpdateLoopAlreadyRunningLogEntry()) - raise RuntimeError("State Update Loop Already Running") - log(self._logger, StateUpdateLoopStartedLogEntry()) - self._task = create_task(self._event_loop()) - - async def stop(self) -> None: - """Stop the service's event loop.""" - if not self.is_running: - log(self._logger, StateUpdateLoopNotRunningLogEntry()) - raise RuntimeError("State Update Loop Not Running") - - assert self._task is not None, ( - f"{EXO_ERROR_REPORTING_MESSAGE()}" - "BUG: is_running is True but _task is None, this should never happen!" - ) - self._task.cancel() - log(self._logger, StateUpdateLoopStoppedLogEntry()) - - async def _event_loop(self) -> None: - """Event loop for the service.""" - while True: - event = await self.queue.get() - previous_state = self.state.model_copy(deep=True) - try: - async with self.lock: - updated_state = self._apply( - self.state, - event, - ) - self.state = updated_state - except Exception as e: - log(self._logger, StateUpdateErrorLogEntry(error=e)) - raise e - try: - for effect_handler in self._default_effects + self.extra_effects: - effect_handler(StateAndEvent(previous_state, event), updated_state) - except Exception as e: - log(self._logger, StateUpdateEffectHandlerErrorLogEntry(error=e)) - raise e - - -class EventRouter: - """Routes events to appropriate services based on event categories.""" - - queue_map: QueueMapping - event_fetcher: EventFetcherProtocol[EventCategory] - _logger: Logger - - async def _get_queue_by_category[T: EventCategory]( - self, category: T - ) -> Queue[EventFromEventLog[T]]: - """Get the queue for a given category.""" - category_str: str = category.value - queue: Queue[EventFromEventLog[T]] = self.queue_map[category_str] - return queue - - async def _process_events[T: EventCategory](self, category: T) -> None: - """Process events for a given domain.""" - queue: Queue[EventFromEventLog[T]] = await self._get_queue_by_category(category) - events_to_process: list[EventFromEventLog[T]] = [] - while not queue.empty(): - events_to_process.append(await queue.get()) - for event_to_process in events_to_process: - await self.queue_map[category.value].put(event_to_process) - return None - - async def _submit_events[T: EventCategory | EventCategories]( - self, events: list[EventFromEventLog[T]] - ) -> None: - """Route multiple events to their appropriate services.""" - for event in events: - if isinstance(event.event.event_category, EventCategory): - q1: Queue[EventFromEventLog[T]] = self.queue_map[event.event.event_category.value] - await q1.put(event) - elif isinstance(event.event.event_category, EventCategories): - for category in event.event.event_category: - narrow_event = narrow_event_from_event_log_type(event, category) - q2: Queue[EventFromEventLog[T]] = self.queue_map[category.value] - await q2.put(narrow_event) - - await gather( - *[self._process_events(domain) for domain in EventCategoryEnum] - ) - - async def _get_events_to_process(self) -> list[EventFromEventLog[EventCategories | EventCategory]]: - """Get events to process from the event fetcher.""" - ... diff --git a/master/idempotency.py b/master/idempotency.py index b4761707..2216da1b 100644 --- a/master/idempotency.py +++ b/master/idempotency.py @@ -5,7 +5,9 @@ from uuid import UUID from shared.types.events.common import EventCategory, EventId, IdemKeyGenerator, State -def get_idem_tag_generator[EventCategoryT: EventCategory](base: str) -> IdemKeyGenerator[EventCategoryT]: +def get_idem_tag_generator[EventCategoryT: EventCategory]( + base: str, +) -> IdemKeyGenerator[EventCategoryT]: """Generates idempotency keys for events. The keys are generated by hashing the state sequence number against a base string. @@ -22,7 +24,9 @@ def get_idem_tag_generator[EventCategoryT: EventCategory](base: str) -> IdemKeyG *recurse(n - 1, next_hash), ) - initial_bytes = state.last_event_applied_idx.to_bytes(8, byteorder="big", signed=False) + initial_bytes = state.last_event_applied_idx.to_bytes( + 8, byteorder="big", signed=False + ) return recurse(num_keys, initial_bytes) return get_idem_keys diff --git a/master/logging.py b/master/logging.py index 81e61dd4..f6df8808 100644 --- a/master/logging.py +++ b/master/logging.py @@ -26,6 +26,12 @@ class MasterInvalidCommandReceivedLogEntry( command_name: str +class MasterCommandRunnerNotRunningLogEntry: ... + + +class MasterStateManagerStoppedLogEntry: ... + + class EventCategoryUnknownLogEntry(LogEntry[Literal["event_category_unknown"]]): entry_destination: Set[LogEntryType] = {LogEntryType.cluster} entry_type: Literal["event_category_unknown"] = "event_category_unknown" diff --git a/master/main.py b/master/main.py index c5991806..9890003f 100644 --- a/master/main.py +++ b/master/main.py @@ -1,22 +1,21 @@ -from asyncio import CancelledError, Lock, Task, create_task +from asyncio import CancelledError, Lock, Task from asyncio import Queue as AsyncQueue -from queue import Queue as PQueue from contextlib import asynccontextmanager -from enum import Enum from logging import Logger, LogRecord -from typing import Annotated, Literal, Type +from queue import Queue as PQueue +from typing import Annotated, Literal from fastapi import FastAPI, Response from fastapi.responses import StreamingResponse from pydantic import BaseModel, Field, TypeAdapter from master.env import MasterEnvironmentSchema -from master.event_routing import AsyncUpdateStateFromEvents, QueueMapping from master.logging import ( - MasterCommandReceivedLogEntry, - MasterInvalidCommandReceivedLogEntry, + MasterCommandRunnerNotRunningLogEntry, + MasterStateManagerStoppedLogEntry, MasterUninitializedLogEntry, ) +from master.state_manager.sync import SyncStateManagerMapping from shared.constants import EXO_MASTER_STATE from shared.logger import ( FilterLogByType, @@ -27,11 +26,9 @@ from shared.logger import ( log, ) from shared.types.events.common import ( - Event, EventCategory, EventFetcherProtocol, EventPublisher, - State, ) from shared.types.models.common import ModelId from shared.types.models.model import ModelInfo @@ -81,23 +78,7 @@ ExternalCommand = Annotated[ ExternalCommandParser: TypeAdapter[ExternalCommand] = TypeAdapter(ExternalCommand) -class MasterBackgroundServices(str, Enum): - MAIN_LOOP = "main_loop" - - -class StateManager[T: EventCategory]: - state: State[T] - queue: AsyncQueue[Event[T]] - manager: AsyncUpdateStateFromEvents[T] - - def __init__( - self, - state: State[T], - queue: AsyncQueue[Event[T]], - ) -> None: ... - - -class MasterStateManager: +class MasterEventLoop: """Thread-safe manager for MasterState with independent event loop.""" def __init__( @@ -105,7 +86,7 @@ class MasterStateManager: initial_state: MasterState, event_processor: EventFetcherProtocol[EventCategory], event_publisher: EventPublisher[EventCategory], - state_updater: dict[EventCategory, AsyncUpdateStateFromEvents[EventCategory]], + state_managers: SyncStateManagerMapping, logger: Logger, ): self._state = initial_state @@ -113,14 +94,19 @@ class MasterStateManager: self._command_runner: Task[None] | None = None self._command_queue: AsyncQueue[ExternalCommand] = AsyncQueue() self._response_queue: AsyncQueue[Response | StreamingResponse] = AsyncQueue() - self._state_managers: dict[EventCategory, AsyncUpdateStateFromEvents[EventCategory]] = {} - self._asyncio_tasks: dict[EventCategory, Task[None]] = {} + self._state_managers: SyncStateManagerMapping + self._event_fetcher: EventFetcherProtocol[EventCategory] + self._event_fetch_task: Task[None] | None = None self._logger = logger @property def _is_command_runner_running(self) -> bool: return self._command_runner is not None and not self._command_runner.done() + @property + def _is_event_fetcher_running(self) -> bool: + return self._event_fetch_task is not None and not self._event_fetch_task.done() + async def send_command( self, command: ExternalCommand ) -> Response | StreamingResponse: @@ -134,19 +120,15 @@ class MasterStateManager: async def start(self) -> None: """Start the background event loop.""" - for category in self._state_managers: - self._asyncio_tasks[category] = create_task( - self._state_managers[category].start() - ) async def stop(self) -> None: """Stop the background event loop and persist state.""" - if not self._is_command_runner_running: + if not self._is_command_runner_running or not self._is_event_fetcher_running: raise RuntimeError("Command Runner Is Not Running") - assert self._command_runner is not None + assert self._command_runner is not None and self._event_fetch_task is not None - for service in [*self._asyncio_tasks.values(), self._command_runner]: + for service in [self._event_fetch_task, self._command_runner]: service.cancel() try: await service @@ -196,12 +178,14 @@ async def lifespan(app: FastAPI): cluster_listener.start() initial_state = get_master_state(logger) - app.state.master_state_manager = MasterStateManager(initial_state, logger) - await app.state.master_state_manager.start() + app.state.master_event_loop = MasterEventLoop( + initial_state, None, None, None, logger + ) + await app.state.master_event_loop.start() yield - await app.state.master_state_manager.stop() + await app.state.master_event_loop.stop() app = FastAPI(lifespan=lifespan) diff --git a/master/router.py b/master/router.py new file mode 100644 index 00000000..6da8359a --- /dev/null +++ b/master/router.py @@ -0,0 +1,89 @@ +from asyncio import Queue, gather +from logging import Logger +from typing import Literal, TypedDict + +from master.sanity_checking import check_keys_in_map_match_enum_values +from shared.types.events.common import ( + EventCategories, + EventCategory, + EventCategoryEnum, + EventFetcherProtocol, + EventFromEventLog, + narrow_event_from_event_log_type, +) + + +class QueueMapping(TypedDict): + MutatesTaskState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesTaskState]] + ] + MutatesTaskSagaState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesTaskSagaState]] + ] + MutatesControlPlaneState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesControlPlaneState]] + ] + MutatesDataPlaneState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesDataPlaneState]] + ] + MutatesRunnerStatus: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesRunnerStatus]] + ] + MutatesInstanceState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesInstanceState]] + ] + MutatesNodePerformanceState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesNodePerformanceState]] + ] + + +check_keys_in_map_match_enum_values(QueueMapping, EventCategoryEnum) + + +class EventRouter: + """Routes events to appropriate services based on event categories.""" + + queue_map: QueueMapping + event_fetcher: EventFetcherProtocol[EventCategory] + _logger: Logger + + async def _get_queue_by_category[T: EventCategory]( + self, category: T + ) -> Queue[EventFromEventLog[T]]: + """Get the queue for a given category.""" + category_str: str = category.value + queue: Queue[EventFromEventLog[T]] = self.queue_map[category_str] + return queue + + async def _process_events[T: EventCategory](self, category: T) -> None: + """Process events for a given domain.""" + queue: Queue[EventFromEventLog[T]] = await self._get_queue_by_category(category) + events_to_process: list[EventFromEventLog[T]] = [] + while not queue.empty(): + events_to_process.append(await queue.get()) + for event_to_process in events_to_process: + await self.queue_map[category.value].put(event_to_process) + return None + + async def _submit_events[T: EventCategory | EventCategories]( + self, events: list[EventFromEventLog[T]] + ) -> None: + """Route multiple events to their appropriate services.""" + for event in events: + if isinstance(event.event.event_category, EventCategory): + q1: Queue[EventFromEventLog[T]] = self.queue_map[ + event.event.event_category.value + ] + await q1.put(event) + elif isinstance(event.event.event_category, EventCategories): + for category in event.event.event_category: + narrow_event = narrow_event_from_event_log_type(event, category) + q2: Queue[EventFromEventLog[T]] = self.queue_map[category.value] + await q2.put(narrow_event) + + await gather(*[self._process_events(domain) for domain in EventCategoryEnum]) + + async def _get_events_to_process( + self, + ) -> list[EventFromEventLog[EventCategories | EventCategory]]: + """Get events to process from the event fetcher.""" diff --git a/master/sanity_checking.py b/master/sanity_checking.py new file mode 100644 index 00000000..b472b9be --- /dev/null +++ b/master/sanity_checking.py @@ -0,0 +1,13 @@ +from enum import StrEnum +from typing import Any, Mapping, Type + + +def check_keys_in_map_match_enum_values[TEnum: StrEnum]( + mapping_type: Type[Mapping[Any, Any]], + enum: Type[TEnum], +) -> None: + mapping_keys = set(mapping_type.__annotations__.keys()) + category_values = set(e.value for e in enum) + assert mapping_keys == category_values, ( + f"StateDomainMapping keys {mapping_keys} do not match EventCategories values {category_values}" + ) diff --git a/master/state_manager/async.py b/master/state_manager/async.py new file mode 100644 index 00000000..dcddfa25 --- /dev/null +++ b/master/state_manager/async.py @@ -0,0 +1,128 @@ +from asyncio import Lock, Queue, Task, create_task +from logging import Logger +from typing import List, Literal, Protocol, TypedDict + +from master.logging import ( + StateUpdateEffectHandlerErrorLogEntry, + StateUpdateErrorLogEntry, + StateUpdateLoopAlreadyRunningLogEntry, + StateUpdateLoopNotRunningLogEntry, + StateUpdateLoopStartedLogEntry, + StateUpdateLoopStoppedLogEntry, +) +from master.router import check_keys_in_map_match_enum_values +from shared.constants import EXO_ERROR_REPORTING_MESSAGE +from shared.logger import log +from shared.types.events.common import ( + Apply, + EffectHandler, + EventCategory, + EventCategoryEnum, + EventFromEventLog, + State, + StateAndEvent, +) + + +class AsyncStateManager[EventCategoryT: EventCategory](Protocol): + """Protocol for services that manage a specific state domain.""" + + _task: Task[None] | None + _logger: Logger + _apply: Apply[EventCategoryT] + _default_effects: List[EffectHandler[EventCategoryT]] + extra_effects: List[EffectHandler[EventCategoryT]] + state: State[EventCategoryT] + queue: Queue[EventFromEventLog[EventCategoryT]] + lock: Lock + + def __init__( + self, + state: State[EventCategoryT], + queue: Queue[EventFromEventLog[EventCategoryT]], + extra_effects: List[EffectHandler[EventCategoryT]], + logger: Logger, + ) -> None: + """Initialise the service with its event queue.""" + self.state = state + self.queue = queue + self.extra_effects = extra_effects + self._logger = logger + self._task = None + + async def read_state(self) -> State[EventCategoryT]: + """Get a thread-safe snapshot of this service's state domain.""" + return self.state.model_copy(deep=True) + + @property + def is_running(self) -> bool: + """Check if the service's event loop is running.""" + return self._task is not None and not self._task.done() + + async def start(self) -> None: + """Start the service's event loop.""" + if self.is_running: + log(self._logger, StateUpdateLoopAlreadyRunningLogEntry()) + raise RuntimeError("State Update Loop Already Running") + log(self._logger, StateUpdateLoopStartedLogEntry()) + self._task = create_task(self._event_loop()) + + async def stop(self) -> None: + """Stop the service's event loop.""" + if not self.is_running: + log(self._logger, StateUpdateLoopNotRunningLogEntry()) + raise RuntimeError("State Update Loop Not Running") + + assert self._task is not None, ( + f"{EXO_ERROR_REPORTING_MESSAGE()}" + "BUG: is_running is True but _task is None, this should never happen!" + ) + self._task.cancel() + log(self._logger, StateUpdateLoopStoppedLogEntry()) + + async def _event_loop(self) -> None: + """Event loop for the service.""" + while True: + event = await self.queue.get() + previous_state = self.state.model_copy(deep=True) + try: + async with self.lock: + updated_state = self._apply( + self.state, + event, + ) + self.state = updated_state + except Exception as e: + log(self._logger, StateUpdateErrorLogEntry(error=e)) + raise e + try: + for effect_handler in self._default_effects + self.extra_effects: + effect_handler(StateAndEvent(previous_state, event), updated_state) + except Exception as e: + log(self._logger, StateUpdateEffectHandlerErrorLogEntry(error=e)) + raise e + + +class AsyncStateManagerMapping(TypedDict): + MutatesTaskState: AsyncStateManager[Literal[EventCategoryEnum.MutatesTaskState]] + MutatesTaskSagaState: AsyncStateManager[ + Literal[EventCategoryEnum.MutatesTaskSagaState] + ] + MutatesControlPlaneState: AsyncStateManager[ + Literal[EventCategoryEnum.MutatesControlPlaneState] + ] + MutatesDataPlaneState: AsyncStateManager[ + Literal[EventCategoryEnum.MutatesDataPlaneState] + ] + MutatesRunnerStatus: AsyncStateManager[ + Literal[EventCategoryEnum.MutatesRunnerStatus] + ] + MutatesInstanceState: AsyncStateManager[ + Literal[EventCategoryEnum.MutatesInstanceState] + ] + MutatesNodePerformanceState: AsyncStateManager[ + Literal[EventCategoryEnum.MutatesNodePerformanceState] + ] + + +check_keys_in_map_match_enum_values(AsyncStateManagerMapping, EventCategoryEnum) diff --git a/master/state_manager/sync.py b/master/state_manager/sync.py new file mode 100644 index 00000000..b411447e --- /dev/null +++ b/master/state_manager/sync.py @@ -0,0 +1,19 @@ +from typing import Literal, TypedDict + +from master.sanity_checking import check_keys_in_map_match_enum_values +from shared.types.events.common import EventCategoryEnum, State + + +class SyncStateManagerMapping(TypedDict): + MutatesTaskState: State[Literal[EventCategoryEnum.MutatesTaskState]] + MutatesTaskSagaState: State[Literal[EventCategoryEnum.MutatesTaskSagaState]] + MutatesControlPlaneState: State[Literal[EventCategoryEnum.MutatesControlPlaneState]] + MutatesDataPlaneState: State[Literal[EventCategoryEnum.MutatesDataPlaneState]] + MutatesRunnerStatus: State[Literal[EventCategoryEnum.MutatesRunnerStatus]] + MutatesInstanceState: State[Literal[EventCategoryEnum.MutatesInstanceState]] + MutatesNodePerformanceState: State[ + Literal[EventCategoryEnum.MutatesNodePerformanceState] + ] + + +check_keys_in_map_match_enum_values(SyncStateManagerMapping, EventCategoryEnum) diff --git a/shared/types/events/common.py b/shared/types/events/common.py index 3c9e9e2c..364d256f 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -164,13 +164,19 @@ def narrow_event_type[T: EventCategory, Q: EventCategories | EventCategory]( narrowed_event = event.model_copy(update={"event_category": {target_category}}) return cast(Event[T], narrowed_event) -def narrow_event_from_event_log_type[T: EventCategory, Q: EventCategories | EventCategory]( + +def narrow_event_from_event_log_type[ + T: EventCategory, + Q: EventCategories | EventCategory, +]( event: EventFromEventLog[Q], target_category: T, ) -> EventFromEventLog[T]: if target_category not in event.event.event_category: raise ValueError(f"Event Does Not Contain Target Category {target_category}") - narrowed_event = event.model_copy(update={"event": narrow_event_type(event.event, target_category)}) + narrowed_event = event.model_copy( + update={"event": narrow_event_type(event.event, target_category)} + ) return cast(EventFromEventLog[T], narrowed_event) @@ -199,7 +205,9 @@ class StateAndEvent[EventCategoryT: EventCategory](NamedTuple): type EffectHandler[EventCategoryT: EventCategory] = Callable[ [StateAndEvent[EventCategoryT], State[EventCategoryT]], None ] -type EventPublisher[EventCategoryT: EventCategory] = Callable[[Event[EventCategoryT]], None] +type EventPublisher[EventCategoryT: EventCategory] = Callable[ + [Event[EventCategoryT]], None +] # A component that can publish events From 7fa7de8e83d556fe2d4a846358e0e6f8ad680f2e Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Tue, 15 Jul 2025 13:40:21 +0100 Subject: [PATCH 073/224] more incomplete trash --- master/commands.py | 21 +++++++++++++++ master/logging.py | 2 ++ master/main.py | 66 ++++++++++++++++++++++++++++------------------ master/router.py | 21 ++++++++------- worker/main.py | 6 ----- 5 files changed, 74 insertions(+), 42 deletions(-) create mode 100644 master/commands.py diff --git a/master/commands.py b/master/commands.py new file mode 100644 index 00000000..da83b1ff --- /dev/null +++ b/master/commands.py @@ -0,0 +1,21 @@ +from typing import Annotated, Literal + +from pydantic import BaseModel, Field, TypeAdapter + + +class BaseExternalCommand[T: str](BaseModel): + command_type: T + + +class ChatCompletionNonStreamingCommand( + BaseExternalCommand[Literal["chat_completion_non_streaming"]] +): + command_type: Literal["chat_completion_non_streaming"] = ( + "chat_completion_non_streaming" + ) + + +ExternalCommand = Annotated[ + ChatCompletionNonStreamingCommand, Field(discriminator="command_type") +] +ExternalCommandParser: TypeAdapter[ExternalCommand] = TypeAdapter(ExternalCommand) diff --git a/master/logging.py b/master/logging.py index f6df8808..36ee3a1b 100644 --- a/master/logging.py +++ b/master/logging.py @@ -91,6 +91,8 @@ MasterLogEntries = ( MasterUninitializedLogEntry | MasterCommandReceivedLogEntry | MasterInvalidCommandReceivedLogEntry + | MasterCommandRunnerNotRunningLogEntry + | MasterStateManagerStoppedLogEntry | EventCategoryUnknownLogEntry | StateUpdateLoopAlreadyRunningLogEntry | StateUpdateLoopStartedLogEntry diff --git a/master/main.py b/master/main.py index 9890003f..58b1d20e 100644 --- a/master/main.py +++ b/master/main.py @@ -1,20 +1,21 @@ -from asyncio import CancelledError, Lock, Task +from asyncio import CancelledError, Lock, Task, create_task from asyncio import Queue as AsyncQueue from contextlib import asynccontextmanager from logging import Logger, LogRecord from queue import Queue as PQueue -from typing import Annotated, Literal +from typing import Callable, Sequence from fastapi import FastAPI, Response from fastapi.responses import StreamingResponse -from pydantic import BaseModel, Field, TypeAdapter +from master.commands import ExternalCommand from master.env import MasterEnvironmentSchema from master.logging import ( MasterCommandRunnerNotRunningLogEntry, MasterStateManagerStoppedLogEntry, MasterUninitializedLogEntry, ) +from master.router import QueueMapping from master.state_manager.sync import SyncStateManagerMapping from shared.constants import EXO_MASTER_STATE from shared.logger import ( @@ -26,9 +27,11 @@ from shared.logger import ( log, ) from shared.types.events.common import ( + Apply, EventCategory, - EventFetcherProtocol, + EventFromEventLog, EventPublisher, + State, ) from shared.types.models.common import ModelId from shared.types.models.model import ModelInfo @@ -60,22 +63,18 @@ def get_master_state_dependency(data: object, logger: Logger) -> MasterState: return data -class BaseExternalCommand[T: str](BaseModel): - command_type: T - - -class ChatCompletionNonStreamingCommand( - BaseExternalCommand[Literal["chat_completion_non_streaming"]] -): - command_type: Literal["chat_completion_non_streaming"] = ( - "chat_completion_non_streaming" - ) - - -ExternalCommand = Annotated[ - ChatCompletionNonStreamingCommand, Field(discriminator="command_type") -] -ExternalCommandParser: TypeAdapter[ExternalCommand] = TypeAdapter(ExternalCommand) +# Safety on Apply. +def safely_apply[T: EventCategory]( + state: State[T], apply_fn: Apply[T], events: Sequence[EventFromEventLog[T]] +) -> State[T]: + sorted_events = sorted(events, key=lambda event: event.idx_in_log) + state = state.model_copy() + for event in sorted_events: + if event.idx_in_log <= state.last_event_applied_idx: + continue + state.last_event_applied_idx = event.idx_in_log + state = apply_fn(state, event) + return state class MasterEventLoop: @@ -84,24 +83,27 @@ class MasterEventLoop: def __init__( self, initial_state: MasterState, - event_processor: EventFetcherProtocol[EventCategory], + push_events_to_queue: Callable[[QueueMapping], None], event_publisher: EventPublisher[EventCategory], state_managers: SyncStateManagerMapping, logger: Logger, ): self._state = initial_state self._state_lock = Lock() - self._command_runner: Task[None] | None = None + self._event_queues: QueueMapping + self._command_runner: ... + self._command_run_task: Task[None] | None = None self._command_queue: AsyncQueue[ExternalCommand] = AsyncQueue() self._response_queue: AsyncQueue[Response | StreamingResponse] = AsyncQueue() self._state_managers: SyncStateManagerMapping - self._event_fetcher: EventFetcherProtocol[EventCategory] + self._state_global_lock: Lock = Lock() + self._push_events_to_queue: Callable[[QueueMapping], None] self._event_fetch_task: Task[None] | None = None self._logger = logger @property def _is_command_runner_running(self) -> bool: - return self._command_runner is not None and not self._command_runner.done() + return self._command_run_task is not None and not self._command_run_task.done() @property def _is_event_fetcher_running(self) -> bool: @@ -121,14 +123,26 @@ class MasterEventLoop: async def start(self) -> None: """Start the background event loop.""" + async def fetch_and_apply_events() -> None: + while True: + async with self._state_global_lock: + for state in self._state_managers.values(): + self._push_events_to_queue(self._event_queues) + safely_apply( + state, apply_fn, self._event_queues[state.event_category] + ) + + self._event_fetch_task = create_task(fetch_and_apply_events()) + self._command_run_task = create_task(self._command_runner()) + async def stop(self) -> None: """Stop the background event loop and persist state.""" if not self._is_command_runner_running or not self._is_event_fetcher_running: raise RuntimeError("Command Runner Is Not Running") - assert self._command_runner is not None and self._event_fetch_task is not None + assert self._command_run_task is not None and self._event_fetch_task is not None - for service in [self._event_fetch_task, self._command_runner]: + for service in [self._event_fetch_task, self._command_run_task]: service.cancel() try: await service diff --git a/master/router.py b/master/router.py index 6da8359a..196896a8 100644 --- a/master/router.py +++ b/master/router.py @@ -1,13 +1,12 @@ from asyncio import Queue, gather from logging import Logger -from typing import Literal, TypedDict +from typing import Literal, Protocol, TypedDict from master.sanity_checking import check_keys_in_map_match_enum_values from shared.types.events.common import ( EventCategories, EventCategory, EventCategoryEnum, - EventFetcherProtocol, EventFromEventLog, narrow_event_from_event_log_type, ) @@ -40,12 +39,19 @@ class QueueMapping(TypedDict): check_keys_in_map_match_enum_values(QueueMapping, EventCategoryEnum) -class EventRouter: +class EventRouterProtocol(Protocol): + queue_map: QueueMapping + start_idx: int + + def sync_queues(self) -> None: ... + + +class EventRouter(EventRouterProtocol): """Routes events to appropriate services based on event categories.""" queue_map: QueueMapping - event_fetcher: EventFetcherProtocol[EventCategory] - _logger: Logger + start_idx: int + logger: Logger async def _get_queue_by_category[T: EventCategory]( self, category: T @@ -82,8 +88,3 @@ class EventRouter: await q2.put(narrow_event) await gather(*[self._process_events(domain) for domain in EventCategoryEnum]) - - async def _get_events_to_process( - self, - ) -> list[EventFromEventLog[EventCategories | EventCategory]]: - """Get events to process from the event fetcher.""" diff --git a/worker/main.py b/worker/main.py index fe35363e..e69de29b 100644 --- a/worker/main.py +++ b/worker/main.py @@ -1,6 +0,0 @@ -def main(): - print("Hello from worker!") - - -if __name__ == "__main__": - main() From 520b1122a3270b3c56c932ac3cb090377bc7db6a Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Wed, 16 Jul 2025 13:35:31 +0100 Subject: [PATCH 074/224] fix: Many Fixes --- engines/mlx/auto_parallel.py | 114 ++++++++ {shared => engines}/mlx/utils_mlx.py | 29 ++- master/logging.py | 16 +- master/main.py | 128 ++------- master/router.py | 90 ------- master/state_manager/async.py | 6 +- shared/constants.py | 9 +- {master => shared/event_loops}/commands.py | 7 + shared/event_loops/main.py | 121 +++++++++ shared/event_loops/router.py | 78 ++++++ shared/logger.py | 8 +- shared/mlx/auto_parallel.py | 93 ------- shared/types/events/common.py | 9 +- shared/types/events/events.py | 4 +- shared/types/events/registry.py | 9 +- shared/types/events/sanity_checking.py | 8 +- shared/types/states/worker.py | 4 +- shared/types/tasks/common.py | 6 +- uv.lock | 274 ++++++++------------ worker/runner/communication.py | 41 ++- worker/runner/runner.py | 26 +- worker/runner/runner_supervisor.py | 61 +++-- worker/runner/utils.py | 4 +- worker/{runner => tests}/conftest.py | 79 ++++-- worker/{runner => tests}/test_serdes.py | 24 +- worker/{runner => tests}/test_supervisor.py | 44 ++-- 26 files changed, 698 insertions(+), 594 deletions(-) create mode 100644 engines/mlx/auto_parallel.py rename {shared => engines}/mlx/utils_mlx.py (85%) delete mode 100644 master/router.py rename {master => shared/event_loops}/commands.py (82%) create mode 100644 shared/event_loops/main.py create mode 100644 shared/event_loops/router.py delete mode 100644 shared/mlx/auto_parallel.py rename worker/{runner => tests}/conftest.py (54%) rename worker/{runner => tests}/test_serdes.py (53%) rename worker/{runner => tests}/test_supervisor.py (88%) diff --git a/engines/mlx/auto_parallel.py b/engines/mlx/auto_parallel.py new file mode 100644 index 00000000..3b8531bb --- /dev/null +++ b/engines/mlx/auto_parallel.py @@ -0,0 +1,114 @@ +from typing import Protocol, cast, override + +import mlx.core as mx +import mlx.nn as nn + +from shared.types.worker.shards import PipelineShardMetadata + + +class IdentityLayer(nn.Module): + @override + def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: + return x + + +class _LayerCallable(Protocol): + """Structural type that any compatible layer must satisfy. + + We require a single positional input of type ``mx.array`` and an + ``mx.array`` output, while permitting arbitrary *args / **kwargs so this + protocol matches the vast majority of `mlx.nn.Module` subclasses. + """ + + def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: ... + + +class PipelineFirstLayer(nn.Module): + def __init__(self, original_layer: _LayerCallable, r: int, s: int): + super().__init__() + self.original_layer: _LayerCallable = original_layer + self.r: int = r + self.s: int = s + + @override + def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: + if self.r != 0: + x = mx.distributed.recv_like(x, (self.r - 1)) + return self.original_layer(x, *args, **kwargs) + + +class PipelineLastLayer(nn.Module): + def __init__(self, original_layer: _LayerCallable, r: int, s: int): + super().__init__() + self.original_layer: _LayerCallable = original_layer + self.r: int = r + self.s: int = s + + @override + def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: + output: mx.array = self.original_layer(x, *args, **kwargs) + if self.r != self.s - 1: + output = mx.distributed.send(output, (self.r + 1) % self.s) + output = mx.distributed.all_gather(output)[-output.shape[0] :] # pyright: ignore[reportUnknownMemberType] + return output + + +def inner_model(model: nn.Module) -> nn.Module: + inner = getattr(model, "model", None) + if isinstance(inner, nn.Module): + return inner + + inner = getattr(model, "transformer", None) + if isinstance(inner, nn.Module): + return inner + + raise ValueError("Model must either have a 'model' or 'transformer' attribute") + + +# def auto_parallel(model: nn.Module, rank: int, size: int, start_layer: int, end_layer: int) -> nn.Module: +def auto_parallel( + model: nn.Module, model_shard_meta: PipelineShardMetadata +) -> nn.Module: + """ + Automatically parallelize a model across multiple devices. + + Args: + model: The model to parallelize (must have a 'layers' or 'h' property) + model_shard_meta: The metadata for the model shard + + Returns: + The parallelized model + """ + + inner_model_instance: nn.Module = inner_model(model) + + # Handle both model.layers and model.h cases + layers: list[_LayerCallable] + if hasattr(inner_model_instance, "layers"): + layers = cast(list[_LayerCallable], inner_model_instance.layers) + else: + layers = cast(list[_LayerCallable], inner_model_instance.h) + + layers[: model_shard_meta.start_layer] = [ + IdentityLayer() for _ in range(model_shard_meta.start_layer) + ] + layers[model_shard_meta.end_layer :] = [ + IdentityLayer() for _ in range(len(layers) - model_shard_meta.end_layer) + ] + layers[model_shard_meta.start_layer] = PipelineFirstLayer( + layers[model_shard_meta.start_layer], + model_shard_meta.device_rank, + model_shard_meta.world_size, + ) + layers[model_shard_meta.end_layer - 1] = PipelineLastLayer( + layers[model_shard_meta.end_layer - 1], + model_shard_meta.device_rank, + model_shard_meta.world_size, + ) + + # At this point `layers` *must* be a concrete list. + assert isinstance(layers, list), ( + "Expected a list of layers after auto-parallel initialisation" + ) + + return model diff --git a/shared/mlx/utils_mlx.py b/engines/mlx/utils_mlx.py similarity index 85% rename from shared/mlx/utils_mlx.py rename to engines/mlx/utils_mlx.py index 397593d3..5de40e63 100644 --- a/shared/mlx/utils_mlx.py +++ b/engines/mlx/utils_mlx.py @@ -21,15 +21,20 @@ from shared.types.worker.shards import ShardMeta from worker.runner.communication import runner_print -def mx_barrier(): - mx.eval(mx.distributed.all_sum(mx.array(1.0), stream=mx.default_stream(mx.Device(mx.cpu)))) # type: ignore +def mx_barrier(): + mx.eval( + mx.distributed.all_sum( + mx.array(1.0), stream=mx.default_stream(mx.Device(mx.cpu)) + ) + ) + class HostList(RootModel[list[str]]): - @classmethod def from_hosts(cls, hosts: list[Host]) -> "HostList": return cls(root=[str(host) for host in hosts]) + def mlx_distributed_init(rank: int, hosts: list[Host]) -> mx.distributed.Group: """ Initialize the MLX distributed (runs in thread pool) @@ -37,10 +42,10 @@ def mlx_distributed_init(rank: int, hosts: list[Host]) -> mx.distributed.Group: runner_print(f"Starting initialization for rank {rank}") # Setup distributed environment - hostfile = f"./hosts_{rank}.json" # TODO: this needs to be unique? + hostfile = f"./hosts_{rank}.json" # TODO: this needs to be unique? hosts_json = HostList.from_hosts(hosts).model_dump_json() - runner_print(f'rank {rank} hostfile: {hostfile} hosts: {hosts_json}') + runner_print(f"rank {rank} hostfile: {hostfile} hosts: {hosts_json}") with open(hostfile, "w") as f: _ = f.write(hosts_json) @@ -55,6 +60,7 @@ def mlx_distributed_init(rank: int, hosts: list[Host]) -> mx.distributed.Group: return group + def initialize_mlx( model_shard_meta: ShardMeta, hosts: list[Host], @@ -71,8 +77,9 @@ def initialize_mlx( return model, tokenizer, sampler + def shard_and_load(model_shard_meta: ShardMeta) -> tuple[nn.Module, TokenizerWrapper]: - runner_print(f'loading model from {model_shard_meta.model_path}') + runner_print(f"loading model from {model_shard_meta.model_path}") model, config = load_model(model_shard_meta.model_path, lazy=True, strict=False) @@ -102,9 +109,11 @@ async def apply_chat_template( for message in messages_dicts: filtered_message = {k: v for k, v in message.items() if v is not None} # Verify we have exactly the expected keys - assert set(filtered_message.keys()) == {'role', 'content'}, f"Expected only 'role' and 'content' keys, got: {filtered_message.keys()}" + assert set(filtered_message.keys()) == {"role", "content"}, ( + f"Expected only 'role' and 'content' keys, got: {filtered_message.keys()}" + ) formatted_messages.append(filtered_message) - + messages_dicts = formatted_messages prompt: str = await loop.run_in_executor( @@ -113,7 +122,7 @@ async def apply_chat_template( messages_dicts, tokenize=False, add_generation_prompt=True, - ) + ), ) - return prompt \ No newline at end of file + return prompt diff --git a/master/logging.py b/master/logging.py index 36ee3a1b..40d6812d 100644 --- a/master/logging.py +++ b/master/logging.py @@ -26,10 +26,22 @@ class MasterInvalidCommandReceivedLogEntry( command_name: str -class MasterCommandRunnerNotRunningLogEntry: ... +class MasterCommandRunnerNotRunningLogEntry( + LogEntry[Literal["master_command_runner_not_running"]] +): + entry_destination: Set[LogEntryType] = {LogEntryType.cluster} + entry_type: Literal["master_command_runner_not_running"] = ( + "master_command_runner_not_running" + ) + message: str = "Command Runner Not Running" -class MasterStateManagerStoppedLogEntry: ... +class MasterStateManagerStoppedLogEntry( + LogEntry[Literal["master_state_manager_stopped"]] +): + entry_destination: Set[LogEntryType] = {LogEntryType.cluster} + entry_type: Literal["master_state_manager_stopped"] = "master_state_manager_stopped" + message: str = "State Manager Stopped" class EventCategoryUnknownLogEntry(LogEntry[Literal["event_category_unknown"]]): diff --git a/master/main.py b/master/main.py index 58b1d20e..0a395b69 100644 --- a/master/main.py +++ b/master/main.py @@ -1,23 +1,16 @@ -from asyncio import CancelledError, Lock, Task, create_task -from asyncio import Queue as AsyncQueue from contextlib import asynccontextmanager from logging import Logger, LogRecord from queue import Queue as PQueue -from typing import Callable, Sequence +from typing import Literal -from fastapi import FastAPI, Response -from fastapi.responses import StreamingResponse +from fastapi import FastAPI -from master.commands import ExternalCommand from master.env import MasterEnvironmentSchema from master.logging import ( - MasterCommandRunnerNotRunningLogEntry, - MasterStateManagerStoppedLogEntry, MasterUninitializedLogEntry, ) -from master.router import QueueMapping -from master.state_manager.sync import SyncStateManagerMapping from shared.constants import EXO_MASTER_STATE +from shared.event_loops.main import NodeEventLoopProtocol from shared.logger import ( FilterLogByType, LogEntryType, @@ -27,11 +20,7 @@ from shared.logger import ( log, ) from shared.types.events.common import ( - Apply, - EventCategory, - EventFromEventLog, - EventPublisher, - State, + EventCategoryEnum, ) from shared.types.models.common import ModelId from shared.types.models.model import ModelInfo @@ -63,93 +52,20 @@ def get_master_state_dependency(data: object, logger: Logger) -> MasterState: return data -# Safety on Apply. -def safely_apply[T: EventCategory]( - state: State[T], apply_fn: Apply[T], events: Sequence[EventFromEventLog[T]] -) -> State[T]: - sorted_events = sorted(events, key=lambda event: event.idx_in_log) - state = state.model_copy() - for event in sorted_events: - if event.idx_in_log <= state.last_event_applied_idx: - continue - state.last_event_applied_idx = event.idx_in_log - state = apply_fn(state, event) - return state +# What The Master Cares About +MasterEventCategories = ( + Literal[EventCategoryEnum.MutatesControlPlaneState] + | Literal[EventCategoryEnum.MutatesTaskState] + | Literal[EventCategoryEnum.MutatesTaskSagaState] + | Literal[EventCategoryEnum.MutatesRunnerStatus] + | Literal[EventCategoryEnum.MutatesInstanceState] + | Literal[EventCategoryEnum.MutatesNodePerformanceState] + | Literal[EventCategoryEnum.MutatesDataPlaneState] +) -class MasterEventLoop: - """Thread-safe manager for MasterState with independent event loop.""" - - def __init__( - self, - initial_state: MasterState, - push_events_to_queue: Callable[[QueueMapping], None], - event_publisher: EventPublisher[EventCategory], - state_managers: SyncStateManagerMapping, - logger: Logger, - ): - self._state = initial_state - self._state_lock = Lock() - self._event_queues: QueueMapping - self._command_runner: ... - self._command_run_task: Task[None] | None = None - self._command_queue: AsyncQueue[ExternalCommand] = AsyncQueue() - self._response_queue: AsyncQueue[Response | StreamingResponse] = AsyncQueue() - self._state_managers: SyncStateManagerMapping - self._state_global_lock: Lock = Lock() - self._push_events_to_queue: Callable[[QueueMapping], None] - self._event_fetch_task: Task[None] | None = None - self._logger = logger - - @property - def _is_command_runner_running(self) -> bool: - return self._command_run_task is not None and not self._command_run_task.done() - - @property - def _is_event_fetcher_running(self) -> bool: - return self._event_fetch_task is not None and not self._event_fetch_task.done() - - async def send_command( - self, command: ExternalCommand - ) -> Response | StreamingResponse: - """Send a command to the background event loop.""" - if self._is_command_runner_running: - await self._command_queue.put(command) - return await self._response_queue.get() - else: - log(self._logger, MasterCommandRunnerNotRunningLogEntry()) - raise RuntimeError("Command Runner Is Not Running") - - async def start(self) -> None: - """Start the background event loop.""" - - async def fetch_and_apply_events() -> None: - while True: - async with self._state_global_lock: - for state in self._state_managers.values(): - self._push_events_to_queue(self._event_queues) - safely_apply( - state, apply_fn, self._event_queues[state.event_category] - ) - - self._event_fetch_task = create_task(fetch_and_apply_events()) - self._command_run_task = create_task(self._command_runner()) - - async def stop(self) -> None: - """Stop the background event loop and persist state.""" - if not self._is_command_runner_running or not self._is_event_fetcher_running: - raise RuntimeError("Command Runner Is Not Running") - - assert self._command_run_task is not None and self._event_fetch_task is not None - - for service in [self._event_fetch_task, self._command_run_task]: - service.cancel() - try: - await service - except CancelledError: - pass - - log(self._logger, MasterStateManagerStoppedLogEntry()) +# Takes Care Of All States And Events Related To The Master +class MasterEventLoopProtocol(NodeEventLoopProtocol[MasterEventCategories]): ... @asynccontextmanager @@ -182,7 +98,7 @@ async def lifespan(app: FastAPI): cluster_queue, ) - # TODO: Add handlers + # TODO: Add Handlers For Pushing Logs To Remote Services telemetry_listener = create_queue_listener(telemetry_queue, []) metrics_listener = create_queue_listener(metrics_queue, []) cluster_listener = create_queue_listener(cluster_queue, []) @@ -191,15 +107,13 @@ async def lifespan(app: FastAPI): metrics_listener.start() cluster_listener.start() - initial_state = get_master_state(logger) - app.state.master_event_loop = MasterEventLoop( - initial_state, None, None, None, logger - ) - await app.state.master_event_loop.start() + # initial_state = get_master_state(logger) + # app.state.master_event_loop = MasterEventLoop() + # await app.state.master_event_loop.start() yield - await app.state.master_event_loop.stop() + # await app.state.master_event_loop.stop() app = FastAPI(lifespan=lifespan) diff --git a/master/router.py b/master/router.py deleted file mode 100644 index 196896a8..00000000 --- a/master/router.py +++ /dev/null @@ -1,90 +0,0 @@ -from asyncio import Queue, gather -from logging import Logger -from typing import Literal, Protocol, TypedDict - -from master.sanity_checking import check_keys_in_map_match_enum_values -from shared.types.events.common import ( - EventCategories, - EventCategory, - EventCategoryEnum, - EventFromEventLog, - narrow_event_from_event_log_type, -) - - -class QueueMapping(TypedDict): - MutatesTaskState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesTaskState]] - ] - MutatesTaskSagaState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesTaskSagaState]] - ] - MutatesControlPlaneState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesControlPlaneState]] - ] - MutatesDataPlaneState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesDataPlaneState]] - ] - MutatesRunnerStatus: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesRunnerStatus]] - ] - MutatesInstanceState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesInstanceState]] - ] - MutatesNodePerformanceState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesNodePerformanceState]] - ] - - -check_keys_in_map_match_enum_values(QueueMapping, EventCategoryEnum) - - -class EventRouterProtocol(Protocol): - queue_map: QueueMapping - start_idx: int - - def sync_queues(self) -> None: ... - - -class EventRouter(EventRouterProtocol): - """Routes events to appropriate services based on event categories.""" - - queue_map: QueueMapping - start_idx: int - logger: Logger - - async def _get_queue_by_category[T: EventCategory]( - self, category: T - ) -> Queue[EventFromEventLog[T]]: - """Get the queue for a given category.""" - category_str: str = category.value - queue: Queue[EventFromEventLog[T]] = self.queue_map[category_str] - return queue - - async def _process_events[T: EventCategory](self, category: T) -> None: - """Process events for a given domain.""" - queue: Queue[EventFromEventLog[T]] = await self._get_queue_by_category(category) - events_to_process: list[EventFromEventLog[T]] = [] - while not queue.empty(): - events_to_process.append(await queue.get()) - for event_to_process in events_to_process: - await self.queue_map[category.value].put(event_to_process) - return None - - async def _submit_events[T: EventCategory | EventCategories]( - self, events: list[EventFromEventLog[T]] - ) -> None: - """Route multiple events to their appropriate services.""" - for event in events: - if isinstance(event.event.event_category, EventCategory): - q1: Queue[EventFromEventLog[T]] = self.queue_map[ - event.event.event_category.value - ] - await q1.put(event) - elif isinstance(event.event.event_category, EventCategories): - for category in event.event.event_category: - narrow_event = narrow_event_from_event_log_type(event, category) - q2: Queue[EventFromEventLog[T]] = self.queue_map[category.value] - await q2.put(narrow_event) - - await gather(*[self._process_events(domain) for domain in EventCategoryEnum]) diff --git a/master/state_manager/async.py b/master/state_manager/async.py index dcddfa25..1fe77663 100644 --- a/master/state_manager/async.py +++ b/master/state_manager/async.py @@ -10,8 +10,8 @@ from master.logging import ( StateUpdateLoopStartedLogEntry, StateUpdateLoopStoppedLogEntry, ) -from master.router import check_keys_in_map_match_enum_values -from shared.constants import EXO_ERROR_REPORTING_MESSAGE +from master.sanity_checking import check_keys_in_map_match_enum_values +from shared.constants import get_error_reporting_message from shared.logger import log from shared.types.events.common import ( Apply, @@ -74,7 +74,7 @@ class AsyncStateManager[EventCategoryT: EventCategory](Protocol): raise RuntimeError("State Update Loop Not Running") assert self._task is not None, ( - f"{EXO_ERROR_REPORTING_MESSAGE()}" + f"{get_error_reporting_message()}" "BUG: is_running is True but _task is None, this should never happen!" ) self._task.cancel() diff --git a/shared/constants.py b/shared/constants.py index de681821..a69b161a 100644 --- a/shared/constants.py +++ b/shared/constants.py @@ -21,7 +21,8 @@ def get_caller_module_name() -> str: return mod.__name__ -EXO_ERROR_REPORTING_MESSAGE = lambda: ( - f"THIS IS A BUG IN THE EXO SOFTWARE, PLEASE REPORT IT AT https://github.com/exo-explore/exo/\n" - f"The module that raised the error was: {get_caller_module_name()}" -) +def get_error_reporting_message() -> str: + return ( + f"THIS IS A BUG IN THE EXO SOFTWARE, PLEASE REPORT IT AT https://github.com/exo-explore/exo/\n" + f"The module that raised the error was: {get_caller_module_name()}" + ) diff --git a/master/commands.py b/shared/event_loops/commands.py similarity index 82% rename from master/commands.py rename to shared/event_loops/commands.py index da83b1ff..ac79b3b8 100644 --- a/master/commands.py +++ b/shared/event_loops/commands.py @@ -2,8 +2,15 @@ from typing import Annotated, Literal from pydantic import BaseModel, Field, TypeAdapter +from shared.types.common import NewUUID + + +class ExternalCommandId(NewUUID): + pass + class BaseExternalCommand[T: str](BaseModel): + command_id: ExternalCommandId command_type: T diff --git a/shared/event_loops/main.py b/shared/event_loops/main.py new file mode 100644 index 00000000..c997028d --- /dev/null +++ b/shared/event_loops/main.py @@ -0,0 +1,121 @@ +from asyncio import Lock, Task +from asyncio import Queue as AsyncQueue +from collections.abc import MutableMapping +from logging import Logger +from typing import Any, Hashable, Mapping, Protocol, Sequence + +from fastapi.responses import Response, StreamingResponse + +from shared.event_loops.commands import ExternalCommand +from shared.types.events.common import Apply, EventCategory, EventFromEventLog, State + + +class ExhaustiveMapping[K: Hashable, V](MutableMapping[K, V]): + __slots__ = ("_store",) + + required_keys: frozenset[K] = frozenset() + + def __init__(self, data: Mapping[K, V]): + missing = self.required_keys - data.keys() + extra = data.keys() - self.required_keys + if missing or extra: + raise ValueError(f"missing={missing!r}, extra={extra!r}") + self._store: dict[K, V] = dict(data) + + def __getitem__(self, k: K) -> V: + return self._store[k] + + def __setitem__(self, k: K, v: V) -> None: + self._store[k] = v + + def __delitem__(self, k: K) -> None: + del self._store[k] + + def __iter__(self): + return iter(self._store) + + def __len__(self) -> int: + return len(self._store) + + +# Safety on Apply. +def safely_apply[T: EventCategory]( + state: State[T], apply_fn: Apply[T], events: Sequence[EventFromEventLog[T]] +) -> State[T]: + sorted_events = sorted(events, key=lambda event: event.idx_in_log) + state = state.model_copy() + for event in sorted_events: + if event.idx_in_log <= state.last_event_applied_idx: + continue + state.last_event_applied_idx = event.idx_in_log + state = apply_fn(state, event) + return state + + +class NodeCommandLoopProtocol(Protocol): + _command_runner: Task[Any] | None = None + _command_queue: AsyncQueue[ExternalCommand] + _response_queue: AsyncQueue[Response | StreamingResponse] + _logger: Logger + + @property + def is_command_runner_running(self) -> bool: + return self._command_runner is not None and not self._command_runner.done() + + async def start_command_runner(self) -> None: ... + async def stop_command_runner(self) -> None: ... + async def push_command(self, command: ExternalCommand) -> None: ... + async def pop_response(self) -> Response | StreamingResponse: ... + async def _handle_command(self, command: ExternalCommand) -> None: ... + + +class NodeEventGetterProtocol[EventCategoryT: EventCategory](Protocol): + _event_fetcher: Task[Any] | None = None + _event_queues: ExhaustiveMapping[ + EventCategoryT, AsyncQueue[EventFromEventLog[EventCategory]] + ] + _logger: Logger + + @property + async def is_event_fetcher_running(self) -> bool: + return self._event_fetcher is not None and not self._event_fetcher.done() + + async def start_event_fetcher(self) -> None: ... + async def stop_event_fetcher(self) -> None: ... + + +class NodeStateStorageProtocol[EventCategoryT: EventCategory](Protocol): + _state_managers: ExhaustiveMapping[EventCategoryT, State[EventCategoryT]] + _state_lock: Lock + _logger: Logger + + async def _read_state( + self, event_category: EventCategoryT + ) -> State[EventCategoryT]: ... + + +class NodeStateManagerProtocol[EventCategoryT: EventCategory]( + NodeEventGetterProtocol[EventCategoryT], NodeStateStorageProtocol[EventCategoryT] +): + _state_manager: Task[Any] | None = None + _logger: Logger + + @property + async def is_state_manager_running(self) -> bool: + is_task_running = ( + self._state_manager is not None and not self._state_manager.done() + ) + return ( + is_task_running + and await self.is_event_fetcher_running + and await self.is_state_manager_running + ) + + async def start_state_manager(self) -> None: ... + async def stop_state_manager(self) -> None: ... + async def _apply_queued_events(self) -> None: ... + + +class NodeEventLoopProtocol[EventCategoryT: EventCategory]( + NodeCommandLoopProtocol, NodeStateManagerProtocol[EventCategoryT] +): ... diff --git a/shared/event_loops/router.py b/shared/event_loops/router.py new file mode 100644 index 00000000..3dc27efe --- /dev/null +++ b/shared/event_loops/router.py @@ -0,0 +1,78 @@ +from asyncio.queues import Queue +from typing import Sequence, cast, get_args + +from shared.event_loops.main import ExhaustiveMapping +from shared.types.events.common import ( + EventCategories, + EventCategory, + EventCategoryEnum, + EventFromEventLog, + narrow_event_from_event_log_type, +) + +""" +from asyncio import gather +from logging import Logger +from typing import Literal, Protocol, Sequence, TypedDict + +from master.sanity_checking import check_keys_in_map_match_enum_values +from shared.types.events.common import EventCategoryEnum +""" + +""" +class EventQueues(TypedDict): + MutatesTaskState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesTaskState]] + ] + MutatesTaskSagaState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesTaskSagaState]] + ] + MutatesControlPlaneState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesControlPlaneState]] + ] + MutatesDataPlaneState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesDataPlaneState]] + ] + MutatesRunnerStatus: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesRunnerStatus]] + ] + MutatesInstanceState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesInstanceState]] + ] + MutatesNodePerformanceState: Queue[ + EventFromEventLog[Literal[EventCategoryEnum.MutatesNodePerformanceState]] + ] + + +check_keys_in_map_match_enum_values(EventQueues, EventCategoryEnum) +""" + + +async def route_events[UnionOfRelevantEvents: EventCategory]( + queue_map: ExhaustiveMapping[ + UnionOfRelevantEvents, Queue[EventFromEventLog[EventCategory]] + ], + events: Sequence[EventFromEventLog[EventCategory | EventCategories]], +) -> None: + """Route an event to the appropriate queue.""" + tuple_of_categories: tuple[EventCategoryEnum, ...] = get_args(UnionOfRelevantEvents) + print(tuple_of_categories) + for event in events: + if isinstance(event.event.event_category, EventCategoryEnum): + category: EventCategory = event.event.event_category + if category not in tuple_of_categories: + continue + narrowed_event = narrow_event_from_event_log_type(event, category) + q1: Queue[EventFromEventLog[EventCategory]] = queue_map[ + cast(UnionOfRelevantEvents, category) + ] # TODO: make casting unnecessary + await q1.put(narrowed_event) + else: + for category in event.event.event_category: + if category not in tuple_of_categories: + continue + narrow_event = narrow_event_from_event_log_type(event, category) + q2 = queue_map[ + cast(UnionOfRelevantEvents, category) + ] # TODO: make casting unnecessary + await q2.put(narrow_event) diff --git a/shared/logger.py b/shared/logger.py index 75fb4f29..efe6f66b 100644 --- a/shared/logger.py +++ b/shared/logger.py @@ -4,7 +4,7 @@ from collections.abc import Sequence, Set from queue import Queue from typing import Annotated -from pydantic import Field, TypeAdapter +from pydantic import BaseModel, Field, TypeAdapter from rich.logging import RichHandler from master.logging import MasterLogEntries @@ -28,12 +28,6 @@ class FilterLogByType(logging.Filter): return True -class LogEntryType(str, Enum): - telemetry = "telemetry" - metrics = "metrics" - cluster = "cluster" - - class LogEntry(BaseModel): event_type: Set[LogEntryType] diff --git a/shared/mlx/auto_parallel.py b/shared/mlx/auto_parallel.py deleted file mode 100644 index 987933bf..00000000 --- a/shared/mlx/auto_parallel.py +++ /dev/null @@ -1,93 +0,0 @@ -from typing import Protocol, cast, override - -import mlx.core as mx -import mlx.nn as nn - -from shared.types.worker.shards import PipelineShardMeta - - -class IdentityLayer(nn.Module): - @override - def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: - return x - -class _LayerCallable(Protocol): - """Structural type that any compatible layer must satisfy. - - We require a single positional input of type ``mx.array`` and an - ``mx.array`` output, while permitting arbitrary *args / **kwargs so this - protocol matches the vast majority of `mlx.nn.Module` subclasses. - """ - - def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: ... - -class PipelineFirstLayer(nn.Module): - def __init__(self, original_layer: _LayerCallable, r: int, s: int): - super().__init__() - self.original_layer: _LayerCallable = original_layer - self.r: int = r - self.s: int = s - - @override - def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: - if self.r != 0: - x = mx.distributed.recv_like(x, (self.r - 1)) - return self.original_layer(x, *args, **kwargs) - -class PipelineLastLayer(nn.Module): - def __init__(self, original_layer: _LayerCallable, r: int, s: int): - super().__init__() - self.original_layer: _LayerCallable = original_layer - self.r: int = r - self.s: int = s - - @override - def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: - output: mx.array = self.original_layer(x, *args, **kwargs) - if self.r != self.s - 1: - output = mx.distributed.send(output, (self.r + 1) % self.s) - output = mx.distributed.all_gather(output)[-output.shape[0]:] # pyright: ignore[reportUnknownMemberType] - return output - -def inner_model(model: nn.Module) -> nn.Module: - inner = getattr(model, 'model', None) - if isinstance(inner, nn.Module): - return inner - - inner = getattr(model, 'transformer', None) - if isinstance(inner, nn.Module): - return inner - - raise ValueError("Model must either have a 'model' or 'transformer' attribute") - -# def auto_parallel(model: nn.Module, rank: int, size: int, start_layer: int, end_layer: int) -> nn.Module: -def auto_parallel(model: nn.Module, model_shard_meta: PipelineShardMeta) -> nn.Module: - """ - Automatically parallelize a model across multiple devices. - - Args: - model: The model to parallelize (must have a 'layers' or 'h' property) - model_shard_meta: The metadata for the model shard - - Returns: - The parallelized model - """ - - inner_model_instance: nn.Module = inner_model(model) - - # Handle both model.layers and model.h cases - layers: list[_LayerCallable] - if hasattr(inner_model_instance, 'layers'): - layers = cast(list[_LayerCallable], inner_model_instance.layers) - else: - layers = cast(list[_LayerCallable], inner_model_instance.h) - - layers[:model_shard_meta.start_layer] = [IdentityLayer() for _ in range(model_shard_meta.start_layer)] - layers[model_shard_meta.end_layer:] = [IdentityLayer() for _ in range(len(layers) - model_shard_meta.end_layer)] - layers[model_shard_meta.start_layer] = PipelineFirstLayer(layers[model_shard_meta.start_layer], model_shard_meta.device_rank, model_shard_meta.world_size) - layers[model_shard_meta.end_layer - 1] = PipelineLastLayer(layers[model_shard_meta.end_layer - 1], model_shard_meta.device_rank, model_shard_meta.world_size) - - # At this point `layers` *must* be a concrete list. - assert isinstance(layers, list), "Expected a list of layers after auto-parallel initialisation" - - return model \ No newline at end of file diff --git a/shared/types/events/common.py b/shared/types/events/common.py index 364d256f..a451efda 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -1,5 +1,6 @@ from enum import Enum, StrEnum from typing import ( + Any, Callable, FrozenSet, Literal, @@ -205,9 +206,7 @@ class StateAndEvent[EventCategoryT: EventCategory](NamedTuple): type EffectHandler[EventCategoryT: EventCategory] = Callable[ [StateAndEvent[EventCategoryT], State[EventCategoryT]], None ] -type EventPublisher[EventCategoryT: EventCategory] = Callable[ - [Event[EventCategoryT]], None -] +type EventPublisher = Callable[[Event[Any]], None] # A component that can publish events @@ -224,7 +223,7 @@ class EventFetcherProtocol[EventCategoryT: EventCategory](Protocol): # A component that can get the effect handler for a saga def get_saga_effect_handler[EventCategoryT: EventCategory]( - saga: Saga[EventCategoryT], event_publisher: EventPublisher[EventCategoryT] + saga: Saga[EventCategoryT], event_publisher: EventPublisher ) -> EffectHandler[EventCategoryT]: def effect_handler(state_and_event: StateAndEvent[EventCategoryT]) -> None: trigger_state, trigger_event = state_and_event @@ -236,7 +235,7 @@ def get_saga_effect_handler[EventCategoryT: EventCategory]( def get_effects_from_sagas[EventCategoryT: EventCategory]( sagas: Sequence[Saga[EventCategoryT]], - event_publisher: EventPublisher[EventCategoryT], + event_publisher: EventPublisher, ) -> Sequence[EffectHandler[EventCategoryT]]: return [get_saga_effect_handler(saga, event_publisher) for saga in sagas] diff --git a/shared/types/events/events.py b/shared/types/events/events.py index 0a00dd6c..aabd081b 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -41,10 +41,10 @@ from shared.types.worker.runners import RunnerId, RunnerStatus, RunnerStatusType MLXEvent = Event[ frozenset( - { + ( EventCategoryEnum.MutatesTaskState, EventCategoryEnum.MutatesControlPlaneState, - } + ) ) ] TaskEvent = Event[EventCategoryEnum.MutatesTaskState] diff --git a/shared/types/events/registry.py b/shared/types/events/registry.py index 5fa1f4f7..299b42ee 100644 --- a/shared/types/events/registry.py +++ b/shared/types/events/registry.py @@ -3,7 +3,7 @@ from typing import Annotated, Any, Mapping, Type, get_args from pydantic import Field, TypeAdapter -from shared.constants import EXO_ERROR_REPORTING_MESSAGE +from shared.constants import get_error_reporting_message from shared.types.events.common import ( ControlPlaneEventTypes, DataPlaneEventTypes, @@ -50,7 +50,6 @@ class EventTypeNames(StrEnum): check_event_categories_are_defined_for_all_event_types(EVENT_TYPE_ENUMS, EventTypeNames) """ - EventRegistry: Mapping[EventTypes, Type[Any]] = { TaskEventTypes.TaskCreated: TaskCreated, TaskEventTypes.TaskStateUpdated: TaskStateUpdated, @@ -78,7 +77,7 @@ def check_registry_has_all_event_types() -> None: missing_event_types = set(event_types) - set(EventRegistry.keys()) assert not missing_event_types, ( - f"{EXO_ERROR_REPORTING_MESSAGE()}" + f"{get_error_reporting_message()}" f"There's an event missing from the registry: {missing_event_types}" ) @@ -91,14 +90,14 @@ def check_union_of_all_events_is_consistent_with_registry( missing_from_union = type_of_each_registry_entry - type_of_each_entry_in_union assert not missing_from_union, ( - f"{EXO_ERROR_REPORTING_MESSAGE()}" + f"{get_error_reporting_message()}" f"Event classes in registry are missing from all_events union: {missing_from_union}" ) extra_in_union = type_of_each_entry_in_union - type_of_each_registry_entry assert not extra_in_union, ( - f"{EXO_ERROR_REPORTING_MESSAGE()}" + f"{get_error_reporting_message()}" f"Event classes in all_events union are missing from registry: {extra_in_union}" ) diff --git a/shared/types/events/sanity_checking.py b/shared/types/events/sanity_checking.py index a6413b52..ca489f23 100644 --- a/shared/types/events/sanity_checking.py +++ b/shared/types/events/sanity_checking.py @@ -2,7 +2,7 @@ from enum import Enum, StrEnum from types import UnionType from typing import Any, LiteralString, Sequence, Set, Type, get_args -from shared.constants import EXO_ERROR_REPORTING_MESSAGE +from shared.constants import get_error_reporting_message def check_event_type_union_is_consistent_with_registry( @@ -20,7 +20,7 @@ def check_event_type_union_is_consistent_with_registry( for tag_of_event_type in event_types_inferred_from_registry: event_type = type(tag_of_event_type) assert event_type in event_types_inferred_from_union, ( - f"{EXO_ERROR_REPORTING_MESSAGE()}" + f"{get_error_reporting_message()}" f"There's a mismatch between the registry of event types and the union of possible event types." f"The enum value {tag_of_event_type} for type {event_type} is not covered by {event_types_inferred_from_union}." ) @@ -36,7 +36,7 @@ def check_event_categories_are_defined_for_all_event_types( ] tag_of_event_categories: list[str] = list(event_categories.__members__.values()) assert tag_of_event_categories == expected_category_tags, ( - f"{EXO_ERROR_REPORTING_MESSAGE()}" + f"{get_error_reporting_message()}" f"The values of the enum EventCategories are not named after the event type enums." f"These are the missing categories: {set(expected_category_tags) - set(tag_of_event_categories)}" f"These are the extra categories: {set(tag_of_event_categories) - set(expected_category_tags)}" @@ -61,7 +61,7 @@ def assert_literal_union_covers_enum[TEnum: StrEnum]( literal_values: Set[Any] = _flatten(literal_union) assert enum_values == literal_values, ( - f"{EXO_ERROR_REPORTING_MESSAGE()}" + f"{get_error_reporting_message()}" f"The values of the enum {enum_type} are not covered by the literal union {literal_union}.\n" f"These are the missing values: {enum_values - literal_values}\n" f"These are the extra values: {literal_values - enum_values}\n" diff --git a/shared/types/states/worker.py b/shared/types/states/worker.py index a57dcd06..dfddc265 100644 --- a/shared/types/states/worker.py +++ b/shared/types/states/worker.py @@ -2,14 +2,14 @@ from collections.abc import Mapping from shared.types.common import NodeId from shared.types.events.common import ( - EventCategory, + EventCategoryEnum, State, ) from shared.types.states.shared import SharedState from shared.types.worker.common import NodeStatus -class NodeStatusState(State[EventCategory.MutatesControlPlaneState]): +class NodeStatusState(State[EventCategoryEnum.MutatesControlPlaneState]): node_status: Mapping[NodeId, NodeStatus] diff --git a/shared/types/tasks/common.py b/shared/types/tasks/common.py index b1aa8a6b..2b422d6e 100644 --- a/shared/types/tasks/common.py +++ b/shared/types/tasks/common.py @@ -29,7 +29,7 @@ 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is not None, "proc.stdin should not be None when created with stdin=PIPE" - - encoded: bytes = message.model_dump_json().encode('utf-8') + b'\n' + +async def supervisor_write_message( + proc: asyncio.subprocess.Process, message: RunnerMessage +) -> None: + assert proc.stdin is not None, ( + "proc.stdin should not be None when created with stdin=PIPE" + ) + + encoded: bytes = message.model_dump_json().encode("utf-8") + b"\n" proc.stdin.write(encoded) await proc.stdin.drain() + async def runner_read_message() -> RunnerMessage: loop = asyncio.get_running_loop() @@ -34,17 +40,24 @@ async def runner_read_message() -> RunnerMessage: except Exception as e: raise ValueError(f"Error validating message: {line}") from e + ### Utils - RESPONSE FROM RUNNER + def runner_write_response(obj: RunnerResponse) -> None: - encoded: bytes = obj.model_dump_json().encode('utf-8') + b'\n' + encoded: bytes = obj.model_dump_json().encode("utf-8") + b"\n" _ = sys.stdout.buffer.write(encoded) _ = sys.stdout.buffer.flush() -async def supervisor_read_response(proc: asyncio.subprocess.Process) -> RunnerResponse | None: - assert proc.stdout is not None, "proc.stdout should not be None when created with stdout=PIPE" + +async def supervisor_read_response( + proc: asyncio.subprocess.Process, +) -> RunnerResponse | None: + assert proc.stdout is not None, ( + "proc.stdout should not be None when created with stdout=PIPE" + ) line_bytes: bytes = await asyncio.wait_for(proc.stdout.readline(), timeout=10) - line: str = line_bytes.decode('utf-8').strip() + line: str = line_bytes.decode("utf-8").strip() if not line: raise EOFError("No more data to read") @@ -57,6 +70,7 @@ async def supervisor_read_response(proc: asyncio.subprocess.Process) -> RunnerRe ### Utils - Runner Prints + def runner_print(text: str) -> None: obj = PrintResponse( type=RunnerResponseType.PrintResponse, @@ -65,11 +79,12 @@ def runner_print(text: str) -> None: runner_write_response(obj) + def runner_write_error(error: Exception) -> None: error_response: ErrorResponse = ErrorResponse( - type=RunnerResponseType.ErrorResponse, - error_type=type(error).__name__, - error_message=str(error), - traceback=traceback.format_exc(), + type=RunnerResponseType.ErrorResponse, + error_type=type(error).__name__, + error_message=str(error), + traceback=traceback.format_exc(), ) - runner_write_response(error_response) \ No newline at end of file + runner_write_response(error_response) diff --git a/worker/runner/runner.py b/worker/runner/runner.py index b7a7f852..3e4d76b3 100644 --- a/worker/runner/runner.py +++ b/worker/runner/runner.py @@ -11,7 +11,7 @@ import mlx.nn as nn from mlx_lm.generate import stream_generate # type: ignore from mlx_lm.tokenizer_utils import TokenizerWrapper -from shared.mlx.utils_mlx import apply_chat_template, initialize_mlx +from engines.mlx.utils_mlx import apply_chat_template, initialize_mlx from shared.openai import FinishReason from shared.types.tasks.common import ( TaskData, @@ -58,13 +58,15 @@ async def _mlx_generate( response = GenerationResponse( text=generation_response.text, token=generation_response.token, - finish_reason=cast(FinishReason | None, generation_response.finish_reason), # has to be considered as a FinishReason instead of a str. + finish_reason=cast( + FinishReason | None, generation_response.finish_reason + ), # has to be considered as a FinishReason instead of a str. ) _ = loop.call_soon_threadsafe(queue.put_nowait, response) except Exception as e: _ = loop.call_soon_threadsafe(queue.put_nowait, e) finally: - _ = loop.call_soon_threadsafe(queue.put_nowait, sentinel) + _ = loop.call_soon_threadsafe(queue.put_nowait, sentinel) # Currently we support chat-completion tasks only. task_data = task.task_data @@ -91,15 +93,16 @@ async def _mlx_generate( if isinstance(item, Exception): raise item - - assert isinstance(item, GenerationResponse) # constrain datatype + + assert isinstance(item, GenerationResponse) # constrain datatype yield item assert future.done() + async def main(): try: - runner_print('hello from the runner') + runner_print("hello from the runner") # Get setup info from worker init_message: RunnerMessage = await runner_read_message() @@ -107,10 +110,12 @@ async def main(): model_shard_meta: ShardMeta = setup_message.model_shard_meta hosts: list[Host] = setup_message.hosts - mlx_executor: ThreadPoolExecutor = concurrent.futures.ThreadPoolExecutor(max_workers=1) + mlx_executor: ThreadPoolExecutor = concurrent.futures.ThreadPoolExecutor( + max_workers=1 + ) loop: AbstractEventLoop = asyncio.get_running_loop() - runner_print(f'got here; {model_shard_meta.model_path}') + runner_print(f"got here; {model_shard_meta.model_path}") model, tokenizer, sampler = await loop.run_in_executor( mlx_executor, @@ -137,7 +142,7 @@ async def main(): task=task_data, ): runner_write_response(generation_response) - + runner_write_response(FinishedResponse()) case ExitMessage(): break @@ -147,5 +152,6 @@ async def main(): except Exception as e: runner_write_error(e) + if __name__ == "__main__": - asyncio.run(main()) \ No newline at end of file + asyncio.run(main()) diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py index 2b85d82b..ba15bf4a 100644 --- a/worker/runner/runner_supervisor.py +++ b/worker/runner/runner_supervisor.py @@ -2,7 +2,7 @@ import asyncio import contextlib import sys from collections.abc import AsyncGenerator -from typing import Callable +from typing import Any, Callable from shared.types.events.chunks import GenerationChunk, TokenChunk, TokenChunkData from shared.types.tasks.common import Task, TaskStatusType, TaskType @@ -17,8 +17,7 @@ from shared.types.worker.commands_runner import ( SetupMessage, ) from shared.types.worker.mlx import Host -from shared.types.worker.runners import RunnerError -from shared.types.worker.shards import ShardMeta +from shared.types.worker.shards import ShardMetadata from worker.runner.communication import ( supervisor_read_response, supervisor_write_message, @@ -31,25 +30,27 @@ class RunnerSupervisor: RunnerSupervisor manages the lifecycle of a runner subprocess for model inference. Use the class method `create` to properly initialize an instance. """ - + def __init__( self, - model_shard_meta: ShardMeta, + model_shard_meta: ShardMetadata[Any], hosts: list[Host], runner_process: asyncio.subprocess.Process, ): """Private constructor. Use RunnerSupervisor.create() instead.""" - self.model_shard_meta: ShardMeta = model_shard_meta + self.model_shard_meta: ShardMetadata[Any] = model_shard_meta self.hosts: list[Host] = hosts self.runner_process: asyncio.subprocess.Process = runner_process self.running: bool = True - self.running_task: asyncio.Task[None] = asyncio.create_task(self._watch_runner()) + self.running_task: asyncio.Task[None] = asyncio.create_task( + self._watch_runner() + ) @classmethod async def create( cls, - model_shard_meta: ShardMeta, + model_shard_meta: ShardMetadata[Any], hosts: list[Host], ) -> "RunnerSupervisor": """ @@ -57,12 +58,14 @@ class RunnerSupervisor: The .create() classmethod pattern is used to ensure the constructor is asynchronous. """ cmd: list[str] = get_runner_command() - - runner_process: asyncio.subprocess.Process = await asyncio.create_subprocess_exec( - *cmd, - stdin=asyncio.subprocess.PIPE, - stdout=asyncio.subprocess.PIPE, - stderr=sys.stderr, + + runner_process: asyncio.subprocess.Process = ( + await asyncio.create_subprocess_exec( + *cmd, + stdin=asyncio.subprocess.PIPE, + stdout=asyncio.subprocess.PIPE, + stderr=sys.stderr, + ) ) await supervisor_write_message( @@ -91,7 +94,9 @@ class RunnerSupervisor: if self.runner_process.stdout is not None: while True: try: - line = await asyncio.wait_for(self.runner_process.stdout.readline(), timeout=0.01) + line = await asyncio.wait_for( + self.runner_process.stdout.readline(), timeout=0.01 + ) if not line: break print(f"Remaining stdout: {line.decode('utf-8').strip()}") @@ -100,7 +105,9 @@ class RunnerSupervisor: try: # Give the process a moment to exit gracefully - await supervisor_write_message(proc=self.runner_process, message=ExitMessage()) + await supervisor_write_message( + proc=self.runner_process, message=ExitMessage() + ) _ = await asyncio.wait_for(self.runner_process.wait(), timeout=0.1) except asyncio.TimeoutError: print("Runner process did not terminate, killing...") @@ -114,7 +121,9 @@ class RunnerSupervisor: def __del__(self) -> None: if not self.running: - print('Warning: RunnerSupervisor was not stopped cleanly before garbage collection. Force killing process.') + print( + "Warning: RunnerSupervisor was not stopped cleanly before garbage collection. Force killing process." + ) with contextlib.suppress(ProcessLookupError): self.runner_process.kill() @@ -150,12 +159,16 @@ class RunnerSupervisor: ) while True: - line: RunnerResponse | None = await supervisor_read_response(self.runner_process) + line: RunnerResponse | None = await supervisor_read_response( + self.runner_process + ) if line is None: continue else: match line: - case GenerationResponse(text=text, token=token, finish_reason=finish_reason): + case GenerationResponse( + text=text, token=token, finish_reason=finish_reason + ): yield TokenChunk( task_id=task.task_id, idx=token, @@ -169,7 +182,11 @@ class RunnerSupervisor: case FinishedResponse(): break case PrintResponse(text=text): - print(f'runner printed: {text}') - case ErrorResponse(error_type=error_type, error_message=error_message, traceback=traceback): + print(f"runner printed: {text}") + case ErrorResponse( + error_type=error_type, + error_message=error_message, + traceback=traceback, + ): await self.astop() - raise RunnerError(error_type, error_message, traceback or "") + raise Exception(error_type, error_message, traceback or "") diff --git a/worker/runner/utils.py b/worker/runner/utils.py index 0f252633..41b168ba 100644 --- a/worker/runner/utils.py +++ b/worker/runner/utils.py @@ -3,6 +3,4 @@ import sys def get_runner_command() -> list[str]: python = sys.executable - return [ - python, '-m', 'worker.runner.runner' - ] \ No newline at end of file + return [python, "-m", "worker.runner.runner"] diff --git a/worker/runner/conftest.py b/worker/tests/conftest.py similarity index 54% rename from worker/runner/conftest.py rename to worker/tests/conftest.py index 57c5d8f1..a631cb4c 100644 --- a/worker/runner/conftest.py +++ b/worker/tests/conftest.py @@ -3,48 +3,69 @@ from pathlib import Path from typing import Callable, cast import pytest +from openai.types.chat import ChatCompletionUserMessageParam +from openai.types.chat.completion_create_params import ( + CompletionCreateParamsNonStreaming, + CompletionCreateParamsStreaming, +) +from pydantic import TypeAdapter from shared.types.models.common import ModelId from shared.types.tasks.common import ( - ChatCompletionMessage, - ChatCompletionParams, ChatCompletionStreamingTask, - PendingTaskStatus, Task, TaskArtifact, TaskId, TaskState, - TaskStatusIncompleteType, + TaskStatusOtherType, TaskStatusType, TaskType, ) from shared.types.worker.common import InstanceId from shared.types.worker.mlx import Host -from shared.types.worker.shards import PipelineShardMeta +from shared.types.worker.shards import PipelineShardMetadata + +CompletionCreateParamsStreamingAdapter = TypeAdapter(CompletionCreateParamsStreaming) +CompletionCreateParamsNonStreamingAdapter = TypeAdapter( + CompletionCreateParamsNonStreaming +) # Concrete TaskArtifact implementation for pending streaming tasks -class PendingStreamingTaskArtifact(TaskArtifact[TaskType.ChatCompletionStreaming, TaskStatusIncompleteType.Pending]): +class PendingStreamingTaskArtifact( + TaskArtifact[TaskType.ChatCompletionStreaming, TaskStatusOtherType.Pending] +): pass + @pytest.fixture def pipeline_shard_meta(): - def _pipeline_shard_meta(num_nodes: int = 1, device_rank: int = 0) -> PipelineShardMeta: + def _pipeline_shard_meta( + num_nodes: int = 1, device_rank: int = 0 + ) -> PipelineShardMetadata: total_layers = 16 layers_per_node = total_layers // num_nodes start_layer = device_rank * layers_per_node - end_layer = start_layer + layers_per_node if device_rank < num_nodes - 1 else total_layers - - return PipelineShardMeta( + end_layer = ( + start_layer + layers_per_node + if device_rank < num_nodes - 1 + else total_layers + ) + + return PipelineShardMetadata( device_rank=device_rank, model_id=ModelId(uuid=uuid.uuid4()), - model_path=Path("~/.exo/models/mlx-community--Llama-3.2-1B-Instruct-4bit/").expanduser(), + model_path=Path( + "~/.exo/models/mlx-community--Llama-3.2-1B-Instruct-4bit/" + ).expanduser(), start_layer=start_layer, end_layer=end_layer, world_size=num_nodes, ) + return _pipeline_shard_meta + @pytest.fixture def hosts(): def _hosts(count: int, offset: int = 0) -> list[Host]: @@ -55,51 +76,57 @@ def hosts(): ) for i in range(count) ] + return _hosts + @pytest.fixture def hosts_one(hosts: Callable[[int], list[Host]]): return hosts(1) + @pytest.fixture def hosts_two(hosts: Callable[[int], list[Host]]): return hosts(2) + @pytest.fixture def user_message(): """Override this fixture in tests to customize the message""" return "Hello, how are you?" + @pytest.fixture def chat_completion_params(user_message: str): """Creates ChatCompletionParams with the given message""" - return ChatCompletionParams( + return CompletionCreateParamsStreaming( model="gpt-4", - messages=[ - ChatCompletionMessage( - role="user", - content=user_message - ) - ], - stream=True + messages=[ChatCompletionUserMessageParam(role="user", content=user_message)], + stream=True, ) + @pytest.fixture -def chat_completion_streaming_task_data(chat_completion_params: ChatCompletionParams): +def chat_completion_streaming_task_data( + chat_completion_params: CompletionCreateParamsStreaming, +): """Creates ChatCompletionStreamingTask from params""" - return ChatCompletionStreamingTask( - task_data=chat_completion_params - ) + return ChatCompletionStreamingTask(task_data=chat_completion_params) + @pytest.fixture -def streaming_task(chat_completion_streaming_task_data: ChatCompletionStreamingTask) -> Task[TaskType, TaskStatusType]: +def streaming_task( + chat_completion_streaming_task_data: CompletionCreateParamsStreaming, +) -> Task[TaskType, TaskStatusType]: """Creates the final Task object""" task = Task( task_id=TaskId(), task_type=TaskType.ChatCompletionStreaming, - task_data=chat_completion_streaming_task_data, + task_params=ChatCompletionStreamingTask( + task_data=chat_completion_streaming_task_data + ), task_state=TaskState( - task_status=PendingTaskStatus(), + task_status=TaskStatusOtherType.Pending, task_artifact=PendingStreamingTaskArtifact(), ), on_instance=InstanceId(), diff --git a/worker/runner/test_serdes.py b/worker/tests/test_serdes.py similarity index 53% rename from worker/runner/test_serdes.py rename to worker/tests/test_serdes.py index fe85da0e..8119aa4a 100644 --- a/worker/runner/test_serdes.py +++ b/worker/tests/test_serdes.py @@ -2,31 +2,41 @@ from typing import Callable, Literal, TypeVar from pydantic import BaseModel, TypeAdapter -from shared.types.tasks.common import Task, TaskStatusIncompleteType, TaskType +from shared.types.tasks.common import Task, TaskStatusOtherType, TaskType from shared.types.worker.commands_runner import ( ChatTaskMessage, RunnerMessageTypeAdapter, SetupMessage, ) from shared.types.worker.mlx import Host -from shared.types.worker.shards import PipelineShardMeta +from shared.types.worker.shards import PipelineShardMetadata + +T = TypeVar("T", bound=BaseModel) -T = TypeVar('T', bound=BaseModel) def assert_equal_serdes(obj: T, typeadapter: TypeAdapter[T]): - encoded: bytes = obj.model_dump_json().encode('utf-8') + b'\n' + encoded: bytes = obj.model_dump_json().encode("utf-8") + b"\n" decoded: T = typeadapter.validate_json(encoded) - assert decoded == obj, f"Decoded: {decoded} != \nOriginal: {obj}. \n binary encoded: {encoded}" + assert decoded == obj, ( + f"Decoded: {decoded} != \nOriginal: {obj}. \n binary encoded: {encoded}" + ) -def test_supervisor_setup_message_serdes(pipeline_shard_meta: Callable[..., PipelineShardMeta], hosts: Callable[..., list[Host]]): + +def test_supervisor_setup_message_serdes( + pipeline_shard_meta: Callable[..., PipelineShardMetadata], + hosts: Callable[..., list[Host]], +): setup_message = SetupMessage( model_shard_meta=pipeline_shard_meta(1, 0), hosts=hosts(1), ) assert_equal_serdes(setup_message, RunnerMessageTypeAdapter) -def test_supervisor_task_message_serdes(streaming_task: Task[TaskType, Literal[TaskStatusIncompleteType.Pending]]): + +def test_supervisor_task_message_serdes( + streaming_task: Task[TaskType, Literal[TaskStatusOtherType.Pending]], +): task_message = ChatTaskMessage( task=streaming_task.task_data, ) diff --git a/worker/runner/test_supervisor.py b/worker/tests/test_supervisor.py similarity index 88% rename from worker/runner/test_supervisor.py rename to worker/tests/test_supervisor.py index 46a93883..3c17099d 100644 --- a/worker/runner/test_supervisor.py +++ b/worker/tests/test_supervisor.py @@ -34,7 +34,7 @@ async def test_supervisor_single_node_response( try: full_response = "" stop_reason: FinishReason | None = None - + async for chunk in supervisor.stream_response(task=streaming_task): if isinstance(chunk, TokenChunk): full_response += chunk.chunk_data.text @@ -42,12 +42,15 @@ async def test_supervisor_single_node_response( stop_reason = chunk.chunk_data.finish_reason # Case-insensitive check for Paris in the response - assert "paris" in full_response.lower(), f"Expected 'Paris' in response, but got: {full_response}" - assert stop_reason == 'stop' - + assert "paris" in full_response.lower(), ( + f"Expected 'Paris' in response, but got: {full_response}" + ) + assert stop_reason == "stop" + finally: await supervisor.astop() + @pytest.mark.asyncio async def test_supervisor_two_node_response( pipeline_shard_meta: Callable[..., PipelineShardMeta], @@ -70,33 +73,38 @@ async def test_supervisor_two_node_response( try: full_response_0 = "" full_response_1 = "" - + async def collect_response_0(): nonlocal full_response_0 async for chunk in supervisor_0.stream_response(task=streaming_task): if isinstance(chunk, TokenChunk): full_response_0 += chunk.chunk_data.text - + async def collect_response_1(): nonlocal full_response_1 async for chunk in supervisor_1.stream_response(task=streaming_task): if isinstance(chunk, TokenChunk): full_response_1 += chunk.chunk_data.text - + # Run both stream responses simultaneously _ = await asyncio.gather(collect_response_0(), collect_response_1()) print(f"full_response_0: {full_response_0}") print(f"full_response_1: {full_response_1}") - + # Case-insensitive check for Paris in both responses - assert "paris" in full_response_0.lower(), f"Expected 'Paris' in response, but got: {full_response_0}" - assert "paris" in full_response_1.lower(), f"Expected 'Paris' in response, but got: {full_response_1}" - + assert "paris" in full_response_0.lower(), ( + f"Expected 'Paris' in response, but got: {full_response_0}" + ) + assert "paris" in full_response_1.lower(), ( + f"Expected 'Paris' in response, but got: {full_response_1}" + ) + finally: await supervisor_0.astop() await supervisor_1.astop() + @pytest.mark.asyncio async def test_supervisor_early_stopping( pipeline_shard_meta: Callable[..., PipelineShardMeta], @@ -115,8 +123,10 @@ async def test_supervisor_early_stopping( try: streaming_task.task_data.task_data.max_tokens = max_tokens - streaming_task.task_data.task_data.messages[0].content = "Please count from 1 to 100" - + streaming_task.task_data.task_data.messages[ + 0 + ].content = "Please count from 1 to 100" + full_response = "" count = 0 stop_reason: FinishReason | None = None @@ -127,14 +137,14 @@ async def test_supervisor_early_stopping( count += 1 if chunk.chunk_data.finish_reason: stop_reason = chunk.chunk_data.finish_reason - + print(f"full_response: {full_response}") assert count == max_tokens + 1 - assert '7' in full_response.lower() - assert '99' not in full_response.lower() + assert "7" in full_response.lower() + assert "99" not in full_response.lower() - assert stop_reason == 'length' + assert stop_reason == "length" finally: await supervisor.astop() From 6a671908a3e5449a25dce9151a798c90a55c6dfc Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Wed, 16 Jul 2025 13:45:57 +0100 Subject: [PATCH 075/224] fix: FrozenSet Related Bits --- shared/types/events/events.py | 28 ++++++++++++++++++++-------- 1 file changed, 20 insertions(+), 8 deletions(-) diff --git a/shared/types/events/events.py b/shared/types/events/events.py index aabd081b..331ad87f 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -39,14 +39,6 @@ from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import InstanceParams, TypeOfInstance from shared.types.worker.runners import RunnerId, RunnerStatus, RunnerStatusType -MLXEvent = Event[ - frozenset( - ( - EventCategoryEnum.MutatesTaskState, - EventCategoryEnum.MutatesControlPlaneState, - ) - ) -] TaskEvent = Event[EventCategoryEnum.MutatesTaskState] InstanceEvent = Event[EventCategoryEnum.MutatesInstanceState] ControlPlaneEvent = Event[EventCategoryEnum.MutatesControlPlaneState] @@ -163,3 +155,23 @@ class DataPlaneEdgeReplacedAtomically(Event[EventCategoryEnum.MutatesDataPlaneSt class DataPlaneEdgeDeleted(Event[EventCategoryEnum.MutatesDataPlaneState]): event_type: EventTypes = DataPlaneEventTypes.DataPlaneEdgeDeleted edge_id: DataPlaneEdgeId + +""" +TEST_EVENT_CATEGORIES_TYPE = FrozenSet[ + Literal[ + EventCategoryEnum.MutatesTaskState, + EventCategoryEnum.MutatesControlPlaneState, + ] +] +TEST_EVENT_CATEGORIES = frozenset( + ( + EventCategoryEnum.MutatesTaskState, + EventCategoryEnum.MutatesControlPlaneState, + ) +) + + +class TestEvent(Event[TEST_EVENT_CATEGORIES_TYPE]): + event_category: TEST_EVENT_CATEGORIES_TYPE = TEST_EVENT_CATEGORIES + test_id: int +""" \ No newline at end of file From e2a7935019dbe358cf51b78d4f3e20f7bbbe2fe2 Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Wed, 16 Jul 2025 14:39:20 +0100 Subject: [PATCH 076/224] fix: Fix incorrect logic --- shared/types/events/registry.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/shared/types/events/registry.py b/shared/types/events/registry.py index 299b42ee..b1e8b690 100644 --- a/shared/types/events/registry.py +++ b/shared/types/events/registry.py @@ -85,7 +85,7 @@ def check_registry_has_all_event_types() -> None: def check_union_of_all_events_is_consistent_with_registry( registry: Mapping[EventTypes, Type[Any]], union_type: UnionType ) -> None: - type_of_each_registry_entry = set(type(event_type) for event_type in registry) + type_of_each_registry_entry = set(registry.values()) type_of_each_entry_in_union = set(get_args(union_type)) missing_from_union = type_of_each_registry_entry - type_of_each_entry_in_union From 038cc4cdfa0ab23997464338503114b2c531589a Mon Sep 17 00:00:00 2001 From: Arbion Halili <99731180+ToxicPine@users.noreply.github.com> Date: Wed, 16 Jul 2025 16:11:51 +0100 Subject: [PATCH 077/224] fix: Normalize Naming --- shared/types/events/common.py | 20 ++++++------- shared/types/events/events.py | 52 ++++++++++++++++----------------- shared/types/events/registry.py | 10 +++---- shared/types/graphs/common.py | 32 ++++++++++---------- shared/types/states/master.py | 4 +-- 5 files changed, 59 insertions(+), 59 deletions(-) diff --git a/shared/types/events/common.py b/shared/types/events/common.py index a451efda..b4c3ae40 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -133,7 +133,7 @@ EventCategories = FrozenSet[EventCategory] assert_literal_union_covers_enum(EventCategory, EventCategoryEnum) -class Event[SetMembersT: EventCategories | EventCategory](BaseModel): +class BaseEvent[SetMembersT: EventCategories | EventCategory](BaseModel): event_type: EventTypes event_category: SetMembersT event_id: EventId @@ -142,7 +142,7 @@ class Event[SetMembersT: EventCategories | EventCategory](BaseModel): class EventFromEventLog[SetMembersT: EventCategories | EventCategory](BaseModel): - event: Event[SetMembersT] + event: BaseEvent[SetMembersT] origin: NodeId idx_in_log: int = Field(gt=0) @@ -156,14 +156,14 @@ class EventFromEventLog[SetMembersT: EventCategories | EventCategory](BaseModel) def narrow_event_type[T: EventCategory, Q: EventCategories | EventCategory]( - event: Event[Q], + event: BaseEvent[Q], target_category: T, -) -> Event[T]: +) -> BaseEvent[T]: if target_category not in event.event_category: raise ValueError(f"Event Does Not Contain Target Category {target_category}") narrowed_event = event.model_copy(update={"event_category": {target_category}}) - return cast(Event[T], narrowed_event) + return cast(BaseEvent[T], narrowed_event) def narrow_event_from_event_log_type[ @@ -190,7 +190,7 @@ class State[EventCategoryT: EventCategory](BaseModel): # Definitions for Type Variables type Saga[EventCategoryT: EventCategory] = Callable[ [State[EventCategoryT], EventFromEventLog[EventCategoryT]], - Sequence[Event[EventCategories]], + Sequence[BaseEvent[EventCategories]], ] type Apply[EventCategoryT: EventCategory] = Callable[ [State[EventCategoryT], EventFromEventLog[EventCategoryT]], @@ -206,19 +206,19 @@ class StateAndEvent[EventCategoryT: EventCategory](NamedTuple): type EffectHandler[EventCategoryT: EventCategory] = Callable[ [StateAndEvent[EventCategoryT], State[EventCategoryT]], None ] -type EventPublisher = Callable[[Event[Any]], None] +type EventPublisher = Callable[[BaseEvent[Any]], None] # A component that can publish events class EventPublisherProtocol(Protocol): - def send(self, events: Sequence[Event[EventCategories]]) -> None: ... + def send(self, events: Sequence[BaseEvent[EventCategories]]) -> None: ... # A component that can fetch events to apply class EventFetcherProtocol[EventCategoryT: EventCategory](Protocol): def get_events_to_apply( self, state: State[EventCategoryT] - ) -> Sequence[Event[EventCategoryT]]: ... + ) -> Sequence[BaseEvent[EventCategoryT]]: ... # A component that can get the effect handler for a saga @@ -265,5 +265,5 @@ class Command[ type Decide[EventCategoryT: EventCategory, CommandTypeT: CommandTypes] = Callable[ [State[EventCategoryT], Command[EventCategoryT, CommandTypeT]], - Sequence[Event[EventCategoryT]], + Sequence[BaseEvent[EventCategoryT]], ] diff --git a/shared/types/events/events.py b/shared/types/events/events.py index 331ad87f..8644b1d7 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -5,9 +5,9 @@ from typing import Literal, Tuple from shared.types.common import NodeId from shared.types.events.chunks import GenerationChunk from shared.types.events.common import ( + BaseEvent, ControlPlaneEventTypes, DataPlaneEventTypes, - Event, EventCategoryEnum, EventTypes, InstanceEventTypes, @@ -39,14 +39,14 @@ from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import InstanceParams, TypeOfInstance from shared.types.worker.runners import RunnerId, RunnerStatus, RunnerStatusType -TaskEvent = Event[EventCategoryEnum.MutatesTaskState] -InstanceEvent = Event[EventCategoryEnum.MutatesInstanceState] -ControlPlaneEvent = Event[EventCategoryEnum.MutatesControlPlaneState] -DataPlaneEvent = Event[EventCategoryEnum.MutatesDataPlaneState] -NodePerformanceEvent = Event[EventCategoryEnum.MutatesNodePerformanceState] +TaskEvent = BaseEvent[EventCategoryEnum.MutatesTaskState] +InstanceEvent = BaseEvent[EventCategoryEnum.MutatesInstanceState] +ControlPlaneEvent = BaseEvent[EventCategoryEnum.MutatesControlPlaneState] +DataPlaneEvent = BaseEvent[EventCategoryEnum.MutatesDataPlaneState] +NodePerformanceEvent = BaseEvent[EventCategoryEnum.MutatesNodePerformanceState] -class TaskCreated(Event[EventCategoryEnum.MutatesTaskState]): +class TaskCreated(BaseEvent[EventCategoryEnum.MutatesTaskState]): event_type: EventTypes = TaskEventTypes.TaskCreated task_id: TaskId task_params: TaskParams[TaskType] @@ -55,104 +55,104 @@ class TaskCreated(Event[EventCategoryEnum.MutatesTaskState]): # Covers Cancellation Of Task, Non-Cancelled Tasks Perist -class TaskDeleted(Event[EventCategoryEnum.MutatesTaskState]): +class TaskDeleted(BaseEvent[EventCategoryEnum.MutatesTaskState]): event_type: EventTypes = TaskEventTypes.TaskDeleted task_id: TaskId -class TaskStateUpdated(Event[EventCategoryEnum.MutatesTaskState]): +class TaskStateUpdated(BaseEvent[EventCategoryEnum.MutatesTaskState]): event_type: EventTypes = TaskEventTypes.TaskStateUpdated task_state: TaskState[TaskStatusType, TaskType] -class InstanceCreated(Event[EventCategoryEnum.MutatesInstanceState]): +class InstanceCreated(BaseEvent[EventCategoryEnum.MutatesInstanceState]): event_type: EventTypes = InstanceEventTypes.InstanceCreated instance_id: InstanceId instance_params: InstanceParams instance_type: TypeOfInstance -class InstanceActivated(Event[EventCategoryEnum.MutatesInstanceState]): +class InstanceActivated(BaseEvent[EventCategoryEnum.MutatesInstanceState]): event_type: EventTypes = InstanceEventTypes.InstanceActivated instance_id: InstanceId -class InstanceDeactivated(Event[EventCategoryEnum.MutatesInstanceState]): +class InstanceDeactivated(BaseEvent[EventCategoryEnum.MutatesInstanceState]): event_type: EventTypes = InstanceEventTypes.InstanceDeactivated instance_id: InstanceId -class InstanceDeleted(Event[EventCategoryEnum.MutatesInstanceState]): +class InstanceDeleted(BaseEvent[EventCategoryEnum.MutatesInstanceState]): event_type: EventTypes = InstanceEventTypes.InstanceDeleted instance_id: InstanceId transition: Tuple[InstanceId, InstanceId] -class InstanceReplacedAtomically(Event[EventCategoryEnum.MutatesInstanceState]): +class InstanceReplacedAtomically(BaseEvent[EventCategoryEnum.MutatesInstanceState]): event_type: EventTypes = InstanceEventTypes.InstanceReplacedAtomically instance_to_replace: InstanceId new_instance_id: InstanceId -class RunnerStatusUpdated(Event[EventCategoryEnum.MutatesRunnerStatus]): +class RunnerStatusUpdated(BaseEvent[EventCategoryEnum.MutatesRunnerStatus]): event_type: EventTypes = RunnerStatusEventTypes.RunnerStatusUpdated instance_id: InstanceId state_update: Tuple[RunnerId, RunnerStatus[RunnerStatusType]] -class MLXInferenceSagaPrepare(Event[EventCategoryEnum.MutatesTaskSagaState]): +class MLXInferenceSagaPrepare(BaseEvent[EventCategoryEnum.MutatesTaskSagaState]): event_type: EventTypes = TaskSagaEventTypes.MLXInferenceSagaPrepare task_id: TaskId instance_id: InstanceId -class MLXInferenceSagaStartPrepare(Event[EventCategoryEnum.MutatesTaskSagaState]): +class MLXInferenceSagaStartPrepare(BaseEvent[EventCategoryEnum.MutatesTaskSagaState]): event_type: EventTypes = TaskSagaEventTypes.MLXInferenceSagaStartPrepare task_id: TaskId instance_id: InstanceId -class NodePerformanceMeasured(Event[EventCategoryEnum.MutatesNodePerformanceState]): +class NodePerformanceMeasured(BaseEvent[EventCategoryEnum.MutatesNodePerformanceState]): event_type: EventTypes = NodePerformanceEventTypes.NodePerformanceMeasured node_id: NodeId node_profile: NodePerformanceProfile -class WorkerConnected(Event[EventCategoryEnum.MutatesControlPlaneState]): +class WorkerConnected(BaseEvent[EventCategoryEnum.MutatesControlPlaneState]): event_type: EventTypes = ControlPlaneEventTypes.WorkerConnected edge: DataPlaneEdge -class WorkerStatusUpdated(Event[EventCategoryEnum.MutatesControlPlaneState]): +class WorkerStatusUpdated(BaseEvent[EventCategoryEnum.MutatesControlPlaneState]): event_type: EventTypes = ControlPlaneEventTypes.WorkerStatusUpdated node_id: NodeId node_state: NodeStatus -class WorkerDisconnected(Event[EventCategoryEnum.MutatesControlPlaneState]): +class WorkerDisconnected(BaseEvent[EventCategoryEnum.MutatesControlPlaneState]): event_type: EventTypes = ControlPlaneEventTypes.WorkerConnected vertex_id: ControlPlaneEdgeId -class ChunkGenerated(Event[EventCategoryEnum.MutatesTaskState]): +class ChunkGenerated(BaseEvent[EventCategoryEnum.MutatesTaskState]): event_type: EventTypes = StreamingEventTypes.ChunkGenerated task_id: TaskId chunk: GenerationChunk -class DataPlaneEdgeCreated(Event[EventCategoryEnum.MutatesDataPlaneState]): +class DataPlaneEdgeCreated(BaseEvent[EventCategoryEnum.MutatesDataPlaneState]): event_type: EventTypes = DataPlaneEventTypes.DataPlaneEdgeCreated vertex: ControlPlaneEdgeType -class DataPlaneEdgeReplacedAtomically(Event[EventCategoryEnum.MutatesDataPlaneState]): +class DataPlaneEdgeReplacedAtomically(BaseEvent[EventCategoryEnum.MutatesDataPlaneState]): event_type: EventTypes = DataPlaneEventTypes.DataPlaneEdgeReplacedAtomically edge_id: DataPlaneEdgeId edge_profile: DataPlaneEdgeProfile -class DataPlaneEdgeDeleted(Event[EventCategoryEnum.MutatesDataPlaneState]): +class DataPlaneEdgeDeleted(BaseEvent[EventCategoryEnum.MutatesDataPlaneState]): event_type: EventTypes = DataPlaneEventTypes.DataPlaneEdgeDeleted edge_id: DataPlaneEdgeId @@ -171,7 +171,7 @@ TEST_EVENT_CATEGORIES = frozenset( ) -class TestEvent(Event[TEST_EVENT_CATEGORIES_TYPE]): +class TestEvent(BaseEvent[TEST_EVENT_CATEGORIES_TYPE]): event_category: TEST_EVENT_CATEGORIES_TYPE = TEST_EVENT_CATEGORIES test_id: int """ \ No newline at end of file diff --git a/shared/types/events/registry.py b/shared/types/events/registry.py index b1e8b690..6a9beffd 100644 --- a/shared/types/events/registry.py +++ b/shared/types/events/registry.py @@ -5,9 +5,9 @@ from pydantic import Field, TypeAdapter from shared.constants import get_error_reporting_message from shared.types.events.common import ( + BaseEvent, ControlPlaneEventTypes, DataPlaneEventTypes, - Event, EventCategories, EventTypes, InstanceEventTypes, @@ -102,7 +102,7 @@ def check_union_of_all_events_is_consistent_with_registry( ) -AllEvents = ( +Event = ( TaskCreated | TaskStateUpdated | TaskDeleted @@ -123,8 +123,8 @@ AllEvents = ( ) # Run the sanity check -check_union_of_all_events_is_consistent_with_registry(EventRegistry, AllEvents) +check_union_of_all_events_is_consistent_with_registry(EventRegistry, Event) -_EventType = Annotated[AllEvents, Field(discriminator="event_type")] -EventParser: TypeAdapter[Event[EventCategories]] = TypeAdapter(_EventType) +_EventType = Annotated[Event, Field(discriminator="event_type")] +EventParser: TypeAdapter[BaseEvent[EventCategories]] = TypeAdapter(_EventType) diff --git a/shared/types/graphs/common.py b/shared/types/graphs/common.py index d87fcace..301315af 100644 --- a/shared/types/graphs/common.py +++ b/shared/types/graphs/common.py @@ -110,7 +110,7 @@ class MutableGraphProtocol(GraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, Vertex self._add_edge(edge.edge_id, edge.edge_data) -class Graph( +class BaseGraph( Generic[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], MutableGraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], ): @@ -122,51 +122,51 @@ class Graph( # the first element in the return value is the filtered graph; the second is the # (possibly empty) set of sub-graphs that were detached during filtering. def filter_by_edge_data( - graph: Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + graph: BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], keep: VertexIdT, predicate: Callable[[EdgeData[EdgeTypeT]], bool], ) -> Tuple[ - Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], - Set[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], + BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + Set[BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], ]: ... # the first element in the return value is the filtered graph; the second is the # (possibly empty) set of sub-graphs that were detached during filtering. def filter_by_vertex_data( - graph: Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + graph: BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], keep: VertexIdT, predicate: Callable[[VertexData[VertexTypeT]], bool], ) -> Tuple[ - Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], - Set[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], + BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + Set[BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], ]: ... def map_vertices_onto_graph( vertices: Mapping[VertexIdT, VertexData[VertexTypeT]], - graph: Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], -) -> Tuple[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], Set[VertexIdT]]: ... + graph: BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], +) -> Tuple[BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], Set[VertexIdT]]: ... def map_edges_onto_graph( edges: Mapping[EdgeIdT, EdgeData[EdgeTypeT]], - graph: Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], -) -> Tuple[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], Set[EdgeIdT]]: ... + graph: BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], +) -> Tuple[BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], Set[EdgeIdT]]: ... def split_graph_by_edge( - graph: Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + graph: BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], edge: EdgeIdT, keep: VertexIdT, ) -> Tuple[ - Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], - Set[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], + BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], + Set[BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], ]: ... def merge_graphs_by_edge( - graphs: Set[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], + graphs: Set[BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], edge: EdgeIdT, keep: VertexIdT, -) -> Tuple[Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], Set[EdgeIdT]]: ... +) -> Tuple[BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], Set[EdgeIdT]]: ... diff --git a/shared/types/states/master.py b/shared/types/states/master.py index c9036c5d..8a078d09 100644 --- a/shared/types/states/master.py +++ b/shared/types/states/master.py @@ -7,7 +7,7 @@ from pydantic import BaseModel, TypeAdapter from shared.types.common import NodeId from shared.types.events.common import ( - Event, + BaseEvent, EventCategory, EventCategoryEnum, State, @@ -97,4 +97,4 @@ def get_shard_assignments( def get_transition_events( current_instances: Mapping[InstanceId, InstanceParams], target_instances: Mapping[InstanceId, InstanceParams], -) -> Sequence[Event[EventCategory]]: ... +) -> Sequence[BaseEvent[EventCategory]]: ... From cc45c7e9b9112c5fedc4acf606cd67679d6c04a8 Mon Sep 17 00:00:00 2001 From: Matt Beton Date: Thu, 17 Jul 2025 12:21:01 +0100 Subject: [PATCH 078/224] Fixed events issue. --- shared/types/events/events.py | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/shared/types/events/events.py b/shared/types/events/events.py index 8644b1d7..1c52f59f 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -48,6 +48,7 @@ NodePerformanceEvent = BaseEvent[EventCategoryEnum.MutatesNodePerformanceState] class TaskCreated(BaseEvent[EventCategoryEnum.MutatesTaskState]): event_type: EventTypes = TaskEventTypes.TaskCreated + event_category: Literal[EventCategoryEnum.MutatesTaskState] = EventCategoryEnum.MutatesTaskState task_id: TaskId task_params: TaskParams[TaskType] task_state: TaskState[Literal[TaskStatusOtherType.Pending], TaskType] @@ -57,16 +58,19 @@ class TaskCreated(BaseEvent[EventCategoryEnum.MutatesTaskState]): # Covers Cancellation Of Task, Non-Cancelled Tasks Perist class TaskDeleted(BaseEvent[EventCategoryEnum.MutatesTaskState]): event_type: EventTypes = TaskEventTypes.TaskDeleted + event_category: Literal[EventCategoryEnum.MutatesTaskState] = EventCategoryEnum.MutatesTaskState task_id: TaskId class TaskStateUpdated(BaseEvent[EventCategoryEnum.MutatesTaskState]): event_type: EventTypes = TaskEventTypes.TaskStateUpdated + event_category: Literal[EventCategoryEnum.MutatesTaskState] = EventCategoryEnum.MutatesTaskState task_state: TaskState[TaskStatusType, TaskType] class InstanceCreated(BaseEvent[EventCategoryEnum.MutatesInstanceState]): event_type: EventTypes = InstanceEventTypes.InstanceCreated + event_category: Literal[EventCategoryEnum.MutatesInstanceState] = EventCategoryEnum.MutatesInstanceState instance_id: InstanceId instance_params: InstanceParams instance_type: TypeOfInstance @@ -74,16 +78,19 @@ class InstanceCreated(BaseEvent[EventCategoryEnum.MutatesInstanceState]): class InstanceActivated(BaseEvent[EventCategoryEnum.MutatesInstanceState]): event_type: EventTypes = InstanceEventTypes.InstanceActivated + event_category: Literal[EventCategoryEnum.MutatesInstanceState] = EventCategoryEnum.MutatesInstanceState instance_id: InstanceId class InstanceDeactivated(BaseEvent[EventCategoryEnum.MutatesInstanceState]): event_type: EventTypes = InstanceEventTypes.InstanceDeactivated + event_category: Literal[EventCategoryEnum.MutatesInstanceState] = EventCategoryEnum.MutatesInstanceState instance_id: InstanceId class InstanceDeleted(BaseEvent[EventCategoryEnum.MutatesInstanceState]): event_type: EventTypes = InstanceEventTypes.InstanceDeleted + event_category: Literal[EventCategoryEnum.MutatesInstanceState] = EventCategoryEnum.MutatesInstanceState instance_id: InstanceId transition: Tuple[InstanceId, InstanceId] @@ -91,69 +98,81 @@ class InstanceDeleted(BaseEvent[EventCategoryEnum.MutatesInstanceState]): class InstanceReplacedAtomically(BaseEvent[EventCategoryEnum.MutatesInstanceState]): event_type: EventTypes = InstanceEventTypes.InstanceReplacedAtomically + event_category: Literal[EventCategoryEnum.MutatesInstanceState] = EventCategoryEnum.MutatesInstanceState instance_to_replace: InstanceId new_instance_id: InstanceId class RunnerStatusUpdated(BaseEvent[EventCategoryEnum.MutatesRunnerStatus]): event_type: EventTypes = RunnerStatusEventTypes.RunnerStatusUpdated + event_category: Literal[EventCategoryEnum.MutatesRunnerStatus] = EventCategoryEnum.MutatesRunnerStatus instance_id: InstanceId state_update: Tuple[RunnerId, RunnerStatus[RunnerStatusType]] class MLXInferenceSagaPrepare(BaseEvent[EventCategoryEnum.MutatesTaskSagaState]): event_type: EventTypes = TaskSagaEventTypes.MLXInferenceSagaPrepare + event_category: Literal[EventCategoryEnum.MutatesTaskSagaState] = EventCategoryEnum.MutatesTaskSagaState task_id: TaskId instance_id: InstanceId class MLXInferenceSagaStartPrepare(BaseEvent[EventCategoryEnum.MutatesTaskSagaState]): event_type: EventTypes = TaskSagaEventTypes.MLXInferenceSagaStartPrepare + event_category: Literal[EventCategoryEnum.MutatesTaskSagaState] = EventCategoryEnum.MutatesTaskSagaState task_id: TaskId instance_id: InstanceId class NodePerformanceMeasured(BaseEvent[EventCategoryEnum.MutatesNodePerformanceState]): event_type: EventTypes = NodePerformanceEventTypes.NodePerformanceMeasured + event_category: Literal[EventCategoryEnum.MutatesNodePerformanceState] = EventCategoryEnum.MutatesNodePerformanceState node_id: NodeId node_profile: NodePerformanceProfile class WorkerConnected(BaseEvent[EventCategoryEnum.MutatesControlPlaneState]): event_type: EventTypes = ControlPlaneEventTypes.WorkerConnected + event_category: Literal[EventCategoryEnum.MutatesControlPlaneState] = EventCategoryEnum.MutatesControlPlaneState edge: DataPlaneEdge class WorkerStatusUpdated(BaseEvent[EventCategoryEnum.MutatesControlPlaneState]): event_type: EventTypes = ControlPlaneEventTypes.WorkerStatusUpdated + event_category: Literal[EventCategoryEnum.MutatesControlPlaneState] = EventCategoryEnum.MutatesControlPlaneState node_id: NodeId node_state: NodeStatus class WorkerDisconnected(BaseEvent[EventCategoryEnum.MutatesControlPlaneState]): event_type: EventTypes = ControlPlaneEventTypes.WorkerConnected + event_category: Literal[EventCategoryEnum.MutatesControlPlaneState] = EventCategoryEnum.MutatesControlPlaneState vertex_id: ControlPlaneEdgeId class ChunkGenerated(BaseEvent[EventCategoryEnum.MutatesTaskState]): event_type: EventTypes = StreamingEventTypes.ChunkGenerated + event_category: Literal[EventCategoryEnum.MutatesTaskState] = EventCategoryEnum.MutatesTaskState task_id: TaskId chunk: GenerationChunk class DataPlaneEdgeCreated(BaseEvent[EventCategoryEnum.MutatesDataPlaneState]): event_type: EventTypes = DataPlaneEventTypes.DataPlaneEdgeCreated + event_category: Literal[EventCategoryEnum.MutatesDataPlaneState] = EventCategoryEnum.MutatesDataPlaneState vertex: ControlPlaneEdgeType class DataPlaneEdgeReplacedAtomically(BaseEvent[EventCategoryEnum.MutatesDataPlaneState]): event_type: EventTypes = DataPlaneEventTypes.DataPlaneEdgeReplacedAtomically + event_category: Literal[EventCategoryEnum.MutatesDataPlaneState] = EventCategoryEnum.MutatesDataPlaneState edge_id: DataPlaneEdgeId edge_profile: DataPlaneEdgeProfile class DataPlaneEdgeDeleted(BaseEvent[EventCategoryEnum.MutatesDataPlaneState]): event_type: EventTypes = DataPlaneEventTypes.DataPlaneEdgeDeleted + event_category: Literal[EventCategoryEnum.MutatesDataPlaneState] = EventCategoryEnum.MutatesDataPlaneState edge_id: DataPlaneEdgeId """ From bb7f1ae99421f3e9d075c0a9ffbb6e5ce9faf8dd Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Fri, 18 Jul 2025 10:08:56 +0100 Subject: [PATCH 079/224] New worker Co-authored-by: Matt Beton --- .github/actions/typecheck/action.yml | 4 +- engines/mlx/auto_parallel.py | 1 - engines/mlx/utils_mlx.py | 8 +- shared/types/api.py | 3 +- shared/types/events/common.py | 12 +- shared/types/events/events.py | 87 +++--- shared/types/states/master.py | 6 +- shared/types/states/shared.py | 4 +- shared/types/states/worker.py | 4 + shared/types/tasks/common.py | 93 +++++-- shared/types/worker/commands_runner.py | 9 +- shared/types/worker/downloads.py | 12 +- shared/types/worker/instances.py | 2 + shared/types/worker/mlx.py | 6 +- shared/types/worker/ops.py | 69 +++++ shared/types/worker/runners.py | 78 +++--- shared/types/worker/shards.py | 30 ++- test_shard_serialization.py | 1 + worker/main.py | 358 +++++++++++++++++++++++++ worker/runner/communication.py | 4 +- worker/runner/runner.py | 44 ++- worker/runner/runner_supervisor.py | 29 +- worker/test_worker_state.py | 48 ++++ worker/tests/conftest.py | 155 ++++++++--- worker/tests/test_serdes.py | 8 +- worker/tests/test_supervisor.py | 55 ++-- worker/tests/test_worker_handlers.py | 211 +++++++++++++++ worker/tests/test_worker_plan.py | 263 ++++++++++++++++++ 28 files changed, 1368 insertions(+), 236 deletions(-) create mode 100644 shared/types/worker/ops.py create mode 100644 test_shard_serialization.py create mode 100644 worker/test_worker_state.py create mode 100644 worker/tests/test_worker_handlers.py create mode 100644 worker/tests/test_worker_plan.py diff --git a/.github/actions/typecheck/action.yml b/.github/actions/typecheck/action.yml index 8ae7ffa2..ba61737f 100644 --- a/.github/actions/typecheck/action.yml +++ b/.github/actions/typecheck/action.yml @@ -6,5 +6,7 @@ runs: using: "composite" steps: - name: Run type checker - run: nix develop -c just check + run: | + nix develop -c just sync + nix develop -c just check shell: bash diff --git a/engines/mlx/auto_parallel.py b/engines/mlx/auto_parallel.py index 3b8531bb..a75d356e 100644 --- a/engines/mlx/auto_parallel.py +++ b/engines/mlx/auto_parallel.py @@ -79,7 +79,6 @@ def auto_parallel( Returns: The parallelized model """ - inner_model_instance: nn.Module = inner_model(model) # Handle both model.layers and model.h cases diff --git a/engines/mlx/utils_mlx.py b/engines/mlx/utils_mlx.py index 5de40e63..bae55498 100644 --- a/engines/mlx/utils_mlx.py +++ b/engines/mlx/utils_mlx.py @@ -14,8 +14,8 @@ from mlx_lm.tokenizer_utils import TokenizerWrapper, load_tokenizer from mlx_lm.utils import load_model from pydantic import RootModel -from shared.mlx.auto_parallel import auto_parallel -from shared.types.tasks.common import ChatCompletionParams +from engines.mlx.auto_parallel import auto_parallel +from shared.types.tasks.common import CompletionCreateParams from shared.types.worker.mlx import Host from shared.types.worker.shards import ShardMeta from worker.runner.communication import runner_print @@ -96,12 +96,12 @@ def shard_and_load(model_shard_meta: ShardMeta) -> tuple[nn.Module, TokenizerWra async def apply_chat_template( mlx_executor: concurrent.futures.ThreadPoolExecutor, tokenizer: TokenizerWrapper, - chat_task: ChatCompletionParams, + chat_task_data: CompletionCreateParams, ) -> str: loop: AbstractEventLoop = asyncio.get_running_loop() # Now we can properly access the messages - messages = chat_task.messages + messages = chat_task_data.messages messages_dicts = [msg.model_dump() for msg in messages] # Filter out None values, keeping only 'role' and 'content' keys diff --git a/shared/types/api.py b/shared/types/api.py index f1bdefbf..5bf878ef 100644 --- a/shared/types/api.py +++ b/shared/types/api.py @@ -1,9 +1,8 @@ from typing import Literal -from openai.types.chat.completion_create_params import CompletionCreateParams from pydantic import BaseModel -from shared.types.tasks.common import TaskId +from shared.types.tasks.common import CompletionCreateParams, TaskId class ChatTask(BaseModel): diff --git a/shared/types/events/common.py b/shared/types/events/common.py index b4c3ae40..0c825c21 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -133,10 +133,16 @@ EventCategories = FrozenSet[EventCategory] assert_literal_union_covers_enum(EventCategory, EventCategoryEnum) -class BaseEvent[SetMembersT: EventCategories | EventCategory](BaseModel): - event_type: EventTypes +EventTypeT = EventTypes # Type Alias placeholder; generic parameter will override + + +class BaseEvent[ + SetMembersT: EventCategories | EventCategory, + EventTypeLitT: EventTypes = EventTypes, +](BaseModel): + event_type: EventTypeLitT event_category: SetMembersT - event_id: EventId + event_id: EventId = EventId() def check_event_was_sent_by_correct_node(self, origin_id: NodeId) -> bool: ... diff --git a/shared/types/events/events.py b/shared/types/events/events.py index 1c52f59f..f7a609b4 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -9,7 +9,6 @@ from shared.types.events.common import ( ControlPlaneEventTypes, DataPlaneEventTypes, EventCategoryEnum, - EventTypes, InstanceEventTypes, NodePerformanceEventTypes, RunnerStatusEventTypes, @@ -28,8 +27,8 @@ from shared.types.networking.data_plane import ( ) from shared.types.profiling.common import NodePerformanceProfile from shared.types.tasks.common import ( + BaseTaskData, TaskId, - TaskParams, TaskState, TaskStatusOtherType, TaskStatusType, @@ -37,7 +36,7 @@ from shared.types.tasks.common import ( ) from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import InstanceParams, TypeOfInstance -from shared.types.worker.runners import RunnerId, RunnerStatus, RunnerStatusType +from shared.types.worker.runners import RunnerId, RunnerStatus TaskEvent = BaseEvent[EventCategoryEnum.MutatesTaskState] InstanceEvent = BaseEvent[EventCategoryEnum.MutatesInstanceState] @@ -46,132 +45,132 @@ DataPlaneEvent = BaseEvent[EventCategoryEnum.MutatesDataPlaneState] NodePerformanceEvent = BaseEvent[EventCategoryEnum.MutatesNodePerformanceState] -class TaskCreated(BaseEvent[EventCategoryEnum.MutatesTaskState]): - event_type: EventTypes = TaskEventTypes.TaskCreated +class TaskCreated(BaseEvent[EventCategoryEnum.MutatesTaskState, Literal[TaskEventTypes.TaskCreated]]): + event_type: Literal[TaskEventTypes.TaskCreated] = TaskEventTypes.TaskCreated event_category: Literal[EventCategoryEnum.MutatesTaskState] = EventCategoryEnum.MutatesTaskState task_id: TaskId - task_params: TaskParams[TaskType] + task_data: BaseTaskData[TaskType] task_state: TaskState[Literal[TaskStatusOtherType.Pending], TaskType] on_instance: InstanceId # Covers Cancellation Of Task, Non-Cancelled Tasks Perist -class TaskDeleted(BaseEvent[EventCategoryEnum.MutatesTaskState]): - event_type: EventTypes = TaskEventTypes.TaskDeleted +class TaskDeleted(BaseEvent[EventCategoryEnum.MutatesTaskState, Literal[TaskEventTypes.TaskDeleted]]): + event_type: Literal[TaskEventTypes.TaskDeleted] = TaskEventTypes.TaskDeleted event_category: Literal[EventCategoryEnum.MutatesTaskState] = EventCategoryEnum.MutatesTaskState task_id: TaskId -class TaskStateUpdated(BaseEvent[EventCategoryEnum.MutatesTaskState]): - event_type: EventTypes = TaskEventTypes.TaskStateUpdated +class TaskStateUpdated(BaseEvent[EventCategoryEnum.MutatesTaskState, Literal[TaskEventTypes.TaskStateUpdated]]): + event_type: Literal[TaskEventTypes.TaskStateUpdated] = TaskEventTypes.TaskStateUpdated event_category: Literal[EventCategoryEnum.MutatesTaskState] = EventCategoryEnum.MutatesTaskState task_state: TaskState[TaskStatusType, TaskType] -class InstanceCreated(BaseEvent[EventCategoryEnum.MutatesInstanceState]): - event_type: EventTypes = InstanceEventTypes.InstanceCreated +class InstanceCreated(BaseEvent[EventCategoryEnum.MutatesInstanceState, Literal[InstanceEventTypes.InstanceCreated]]): + event_type: Literal[InstanceEventTypes.InstanceCreated] = InstanceEventTypes.InstanceCreated event_category: Literal[EventCategoryEnum.MutatesInstanceState] = EventCategoryEnum.MutatesInstanceState instance_id: InstanceId instance_params: InstanceParams instance_type: TypeOfInstance -class InstanceActivated(BaseEvent[EventCategoryEnum.MutatesInstanceState]): - event_type: EventTypes = InstanceEventTypes.InstanceActivated +class InstanceActivated(BaseEvent[EventCategoryEnum.MutatesInstanceState, Literal[InstanceEventTypes.InstanceActivated]]): + event_type: Literal[InstanceEventTypes.InstanceActivated] = InstanceEventTypes.InstanceActivated event_category: Literal[EventCategoryEnum.MutatesInstanceState] = EventCategoryEnum.MutatesInstanceState instance_id: InstanceId -class InstanceDeactivated(BaseEvent[EventCategoryEnum.MutatesInstanceState]): - event_type: EventTypes = InstanceEventTypes.InstanceDeactivated +class InstanceDeactivated(BaseEvent[EventCategoryEnum.MutatesInstanceState, Literal[InstanceEventTypes.InstanceDeactivated]]): + event_type: Literal[InstanceEventTypes.InstanceDeactivated] = InstanceEventTypes.InstanceDeactivated event_category: Literal[EventCategoryEnum.MutatesInstanceState] = EventCategoryEnum.MutatesInstanceState instance_id: InstanceId -class InstanceDeleted(BaseEvent[EventCategoryEnum.MutatesInstanceState]): - event_type: EventTypes = InstanceEventTypes.InstanceDeleted +class InstanceDeleted(BaseEvent[EventCategoryEnum.MutatesInstanceState, Literal[InstanceEventTypes.InstanceDeleted]]): + event_type: Literal[InstanceEventTypes.InstanceDeleted] = InstanceEventTypes.InstanceDeleted event_category: Literal[EventCategoryEnum.MutatesInstanceState] = EventCategoryEnum.MutatesInstanceState instance_id: InstanceId transition: Tuple[InstanceId, InstanceId] -class InstanceReplacedAtomically(BaseEvent[EventCategoryEnum.MutatesInstanceState]): - event_type: EventTypes = InstanceEventTypes.InstanceReplacedAtomically +class InstanceReplacedAtomically(BaseEvent[EventCategoryEnum.MutatesInstanceState, Literal[InstanceEventTypes.InstanceReplacedAtomically]]): + event_type: Literal[InstanceEventTypes.InstanceReplacedAtomically] = InstanceEventTypes.InstanceReplacedAtomically event_category: Literal[EventCategoryEnum.MutatesInstanceState] = EventCategoryEnum.MutatesInstanceState instance_to_replace: InstanceId new_instance_id: InstanceId -class RunnerStatusUpdated(BaseEvent[EventCategoryEnum.MutatesRunnerStatus]): - event_type: EventTypes = RunnerStatusEventTypes.RunnerStatusUpdated +class RunnerStatusUpdated(BaseEvent[EventCategoryEnum.MutatesRunnerStatus, Literal[RunnerStatusEventTypes.RunnerStatusUpdated]]): + event_type: Literal[RunnerStatusEventTypes.RunnerStatusUpdated] = RunnerStatusEventTypes.RunnerStatusUpdated event_category: Literal[EventCategoryEnum.MutatesRunnerStatus] = EventCategoryEnum.MutatesRunnerStatus - instance_id: InstanceId - state_update: Tuple[RunnerId, RunnerStatus[RunnerStatusType]] + runner_id: RunnerId + runner_status: RunnerStatus -class MLXInferenceSagaPrepare(BaseEvent[EventCategoryEnum.MutatesTaskSagaState]): - event_type: EventTypes = TaskSagaEventTypes.MLXInferenceSagaPrepare +class MLXInferenceSagaPrepare(BaseEvent[EventCategoryEnum.MutatesTaskSagaState, Literal[TaskSagaEventTypes.MLXInferenceSagaPrepare]]): + event_type: Literal[TaskSagaEventTypes.MLXInferenceSagaPrepare] = TaskSagaEventTypes.MLXInferenceSagaPrepare event_category: Literal[EventCategoryEnum.MutatesTaskSagaState] = EventCategoryEnum.MutatesTaskSagaState task_id: TaskId instance_id: InstanceId -class MLXInferenceSagaStartPrepare(BaseEvent[EventCategoryEnum.MutatesTaskSagaState]): - event_type: EventTypes = TaskSagaEventTypes.MLXInferenceSagaStartPrepare +class MLXInferenceSagaStartPrepare(BaseEvent[EventCategoryEnum.MutatesTaskSagaState, Literal[TaskSagaEventTypes.MLXInferenceSagaStartPrepare]]): + event_type: Literal[TaskSagaEventTypes.MLXInferenceSagaStartPrepare] = TaskSagaEventTypes.MLXInferenceSagaStartPrepare event_category: Literal[EventCategoryEnum.MutatesTaskSagaState] = EventCategoryEnum.MutatesTaskSagaState task_id: TaskId instance_id: InstanceId -class NodePerformanceMeasured(BaseEvent[EventCategoryEnum.MutatesNodePerformanceState]): - event_type: EventTypes = NodePerformanceEventTypes.NodePerformanceMeasured +class NodePerformanceMeasured(BaseEvent[EventCategoryEnum.MutatesNodePerformanceState, Literal[NodePerformanceEventTypes.NodePerformanceMeasured]]): + event_type: Literal[NodePerformanceEventTypes.NodePerformanceMeasured] = NodePerformanceEventTypes.NodePerformanceMeasured event_category: Literal[EventCategoryEnum.MutatesNodePerformanceState] = EventCategoryEnum.MutatesNodePerformanceState node_id: NodeId node_profile: NodePerformanceProfile -class WorkerConnected(BaseEvent[EventCategoryEnum.MutatesControlPlaneState]): - event_type: EventTypes = ControlPlaneEventTypes.WorkerConnected +class WorkerConnected(BaseEvent[EventCategoryEnum.MutatesControlPlaneState, Literal[ControlPlaneEventTypes.WorkerConnected]]): + event_type: Literal[ControlPlaneEventTypes.WorkerConnected] = ControlPlaneEventTypes.WorkerConnected event_category: Literal[EventCategoryEnum.MutatesControlPlaneState] = EventCategoryEnum.MutatesControlPlaneState edge: DataPlaneEdge -class WorkerStatusUpdated(BaseEvent[EventCategoryEnum.MutatesControlPlaneState]): - event_type: EventTypes = ControlPlaneEventTypes.WorkerStatusUpdated +class WorkerStatusUpdated(BaseEvent[EventCategoryEnum.MutatesControlPlaneState, Literal[ControlPlaneEventTypes.WorkerStatusUpdated]]): + event_type: Literal[ControlPlaneEventTypes.WorkerStatusUpdated] = ControlPlaneEventTypes.WorkerStatusUpdated event_category: Literal[EventCategoryEnum.MutatesControlPlaneState] = EventCategoryEnum.MutatesControlPlaneState node_id: NodeId node_state: NodeStatus -class WorkerDisconnected(BaseEvent[EventCategoryEnum.MutatesControlPlaneState]): - event_type: EventTypes = ControlPlaneEventTypes.WorkerConnected +class WorkerDisconnected(BaseEvent[EventCategoryEnum.MutatesControlPlaneState, Literal[ControlPlaneEventTypes.WorkerDisconnected]]): + event_type: Literal[ControlPlaneEventTypes.WorkerDisconnected] = ControlPlaneEventTypes.WorkerDisconnected event_category: Literal[EventCategoryEnum.MutatesControlPlaneState] = EventCategoryEnum.MutatesControlPlaneState vertex_id: ControlPlaneEdgeId -class ChunkGenerated(BaseEvent[EventCategoryEnum.MutatesTaskState]): - event_type: EventTypes = StreamingEventTypes.ChunkGenerated +class ChunkGenerated(BaseEvent[EventCategoryEnum.MutatesTaskState, Literal[StreamingEventTypes.ChunkGenerated]]): + event_type: Literal[StreamingEventTypes.ChunkGenerated] = StreamingEventTypes.ChunkGenerated event_category: Literal[EventCategoryEnum.MutatesTaskState] = EventCategoryEnum.MutatesTaskState task_id: TaskId chunk: GenerationChunk -class DataPlaneEdgeCreated(BaseEvent[EventCategoryEnum.MutatesDataPlaneState]): - event_type: EventTypes = DataPlaneEventTypes.DataPlaneEdgeCreated +class DataPlaneEdgeCreated(BaseEvent[EventCategoryEnum.MutatesDataPlaneState, Literal[DataPlaneEventTypes.DataPlaneEdgeCreated]]): + event_type: Literal[DataPlaneEventTypes.DataPlaneEdgeCreated] = DataPlaneEventTypes.DataPlaneEdgeCreated event_category: Literal[EventCategoryEnum.MutatesDataPlaneState] = EventCategoryEnum.MutatesDataPlaneState vertex: ControlPlaneEdgeType -class DataPlaneEdgeReplacedAtomically(BaseEvent[EventCategoryEnum.MutatesDataPlaneState]): - event_type: EventTypes = DataPlaneEventTypes.DataPlaneEdgeReplacedAtomically +class DataPlaneEdgeReplacedAtomically(BaseEvent[EventCategoryEnum.MutatesDataPlaneState, Literal[DataPlaneEventTypes.DataPlaneEdgeReplacedAtomically]]): + event_type: Literal[DataPlaneEventTypes.DataPlaneEdgeReplacedAtomically] = DataPlaneEventTypes.DataPlaneEdgeReplacedAtomically event_category: Literal[EventCategoryEnum.MutatesDataPlaneState] = EventCategoryEnum.MutatesDataPlaneState edge_id: DataPlaneEdgeId edge_profile: DataPlaneEdgeProfile -class DataPlaneEdgeDeleted(BaseEvent[EventCategoryEnum.MutatesDataPlaneState]): - event_type: EventTypes = DataPlaneEventTypes.DataPlaneEdgeDeleted +class DataPlaneEdgeDeleted(BaseEvent[EventCategoryEnum.MutatesDataPlaneState, Literal[DataPlaneEventTypes.DataPlaneEdgeDeleted]]): + event_type: Literal[DataPlaneEventTypes.DataPlaneEdgeDeleted] = DataPlaneEventTypes.DataPlaneEdgeDeleted event_category: Literal[EventCategoryEnum.MutatesDataPlaneState] = EventCategoryEnum.MutatesDataPlaneState edge_id: DataPlaneEdgeId diff --git a/shared/types/states/master.py b/shared/types/states/master.py index 8a078d09..46a7348e 100644 --- a/shared/types/states/master.py +++ b/shared/types/states/master.py @@ -26,7 +26,7 @@ from shared.types.networking.topology import ( ) from shared.types.profiling.common import NodePerformanceProfile from shared.types.states.shared import SharedState -from shared.types.tasks.common import TaskParams, TaskType +from shared.types.tasks.common import BaseTaskData, TaskType from shared.types.worker.common import NodeStatus from shared.types.worker.instances import InstanceId, InstanceParams @@ -78,8 +78,8 @@ class ControlPlaneNetworkState(State[EventCategoryEnum.MutatesControlPlaneState] class MasterState(SharedState): data_plane_network_state: DataPlaneNetworkState = DataPlaneNetworkState() control_plane_network_state: ControlPlaneNetworkState = ControlPlaneNetworkState() - job_inbox: Queue[TaskParams[TaskType]] = Queue() - job_outbox: Queue[TaskParams[TaskType]] = Queue() + job_inbox: Queue[BaseTaskData[TaskType]] = Queue() + job_outbox: Queue[BaseTaskData[TaskType]] = Queue() cache_policy: CachePolicy[CachePolicyType] = CachePolicy[CachePolicyType]( policy_type=CachePolicyType.KeepAll ) diff --git a/shared/types/states/shared.py b/shared/types/states/shared.py index 388e1cbe..58b4331a 100644 --- a/shared/types/states/shared.py +++ b/shared/types/states/shared.py @@ -14,7 +14,7 @@ from shared.types.tasks.common import ( ) from shared.types.worker.common import InstanceId from shared.types.worker.instances import BaseInstance -from shared.types.worker.runners import RunnerId, RunnerStatus, RunnerStatusType +from shared.types.worker.runners import RunnerId, RunnerStatus class Instances(State[EventCategoryEnum.MutatesInstanceState]): @@ -42,7 +42,7 @@ class Runners(State[EventCategoryEnum.MutatesRunnerStatus]): event_category: Literal[EventCategoryEnum.MutatesRunnerStatus] = ( EventCategoryEnum.MutatesRunnerStatus ) - runner_statuses: Mapping[RunnerId, RunnerStatus[RunnerStatusType]] = {} + runner_statuses: Mapping[RunnerId, RunnerStatus] = {} class SharedState(BaseModel): diff --git a/shared/types/states/worker.py b/shared/types/states/worker.py index dfddc265..6fdef1a8 100644 --- a/shared/types/states/worker.py +++ b/shared/types/states/worker.py @@ -1,4 +1,5 @@ from collections.abc import Mapping +from typing import Literal from shared.types.common import NodeId from shared.types.events.common import ( @@ -10,6 +11,9 @@ from shared.types.worker.common import NodeStatus class NodeStatusState(State[EventCategoryEnum.MutatesControlPlaneState]): + event_category: Literal[EventCategoryEnum.MutatesControlPlaneState] = ( + EventCategoryEnum.MutatesControlPlaneState + ) node_status: Mapping[NodeId, NodeStatus] diff --git a/shared/types/tasks/common.py b/shared/types/tasks/common.py index 2b422d6e..42468d4f 100644 --- a/shared/types/tasks/common.py +++ b/shared/types/tasks/common.py @@ -1,7 +1,15 @@ from enum import Enum -from typing import Annotated, Generic, Literal, TypeVar, Union, final +from typing import ( # noqa: E402 + Annotated, + Any, + Generic, + Literal, + TypeAlias, + TypeVar, + Union, + final, +) -import openai.types.chat as openai from pydantic import BaseModel, Field, TypeAdapter from shared.types.common import NewUUID @@ -12,34 +20,14 @@ class TaskId(NewUUID): pass +## TASK TYPES @final class TaskType(str, Enum): - ChatCompletionNonStreaming = "ChatCompletionNonStreaming" - ChatCompletionStreaming = "ChatCompletionStreaming" - + ChatCompletion = "ChatCompletion" TaskTypeT = TypeVar("TaskTypeT", bound=TaskType, covariant=True) - -class TaskParams(BaseModel, Generic[TaskTypeT]): ... - - -@final -class ChatCompletionNonStreamingTask(TaskParams[TaskType.ChatCompletionNonStreaming]): - task_type: Literal[TaskType.ChatCompletionNonStreaming] = ( - TaskType.ChatCompletionNonStreaming - ) - task_data: openai.completion_create_params.CompletionCreateParamsNonStreaming - - -@final -class ChatCompletionStreamingTask(TaskParams[TaskType.ChatCompletionStreaming]): - task_type: Literal[TaskType.ChatCompletionStreaming] = ( - TaskType.ChatCompletionStreaming - ) - task_data: openai.completion_create_params.CompletionCreateParamsStreaming - - +## TASK STATUSES @final class TaskStatusFailedType(str, Enum): Failed = "Failed" @@ -57,8 +45,56 @@ class TaskStatusOtherType(str, Enum): TaskStatusType = TaskStatusCompleteType | TaskStatusFailedType | TaskStatusOtherType +TaskStatusTypeT = TypeVar("TaskStatusTypeT", bound=TaskStatusType)#, covariant=True) +## Peripherals +class ChatCompletionMessage(BaseModel): + role: Literal["system", "user", "assistant", "developer", "tool", "function"] + content: str | None = None + name: str | None = None + tool_calls: list[dict[str, Any]] | None = None + tool_call_id: str | None = None + function_call: dict[str, Any] | None = None + +class CompletionCreateParams(BaseModel): + model: str + messages: list[ChatCompletionMessage] + frequency_penalty: float | None = None + logit_bias: dict[str, int] | None = None + logprobs: bool | None = None + top_logprobs: int | None = None + max_tokens: int | None = None + n: int | None = None + presence_penalty: float | None = None + response_format: dict[str, Any] | None = None + seed: int | None = None + stop: str | list[str] | None = None + stream: bool = False + temperature: float | None = None + top_p: float | None = None + tools: list[dict[str, Any]] | None = None + tool_choice: str | dict[str, Any] | None = None + parallel_tool_calls: bool | None = None + user: str | None = None + + +## Task Data is stored in task, one-to-one with task type + +class BaseTaskData(BaseModel, Generic[TaskTypeT]): ... + +@final +class ChatCompletionTaskData(BaseTaskData[TaskType.ChatCompletion]): + task_type: Literal[TaskType.ChatCompletion] = ( + TaskType.ChatCompletion + ) + task_params: CompletionCreateParams + +TaskData: TypeAlias = ChatCompletionTaskData + + +## TASKS + class TaskArtifact[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType](BaseModel): ... @@ -82,15 +118,14 @@ class TaskState[TaskStatusTypeT: TaskStatusType, TaskTypeT: TaskType](BaseModel) class BaseTask[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType](BaseModel): task_type: TaskTypeT - task_params: TaskParams[TaskTypeT] + task_data: TaskData # Really this should be BaseTaskData[TaskTypeT], but this causes a bunch of errors that I don't know how to fix yet. task_state: TaskState[TaskStatusTypeT, TaskTypeT] on_instance: InstanceId BaseTaskAnnotated = Annotated[ Union[ - BaseTask[Literal[TaskType.ChatCompletionNonStreaming], TaskStatusType], - BaseTask[Literal[TaskType.ChatCompletionStreaming], TaskStatusType], + BaseTask[Literal[TaskType.ChatCompletion], TaskStatusType], ], Field(discriminator="task_type"), ] @@ -109,4 +144,4 @@ class TaskSagaEntry(BaseModel): class Task[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType]( BaseTask[TaskTypeT, TaskStatusTypeT] ): - task_id: TaskId + task_id: TaskId \ No newline at end of file diff --git a/shared/types/worker/commands_runner.py b/shared/types/worker/commands_runner.py index 7f636588..83283135 100644 --- a/shared/types/worker/commands_runner.py +++ b/shared/types/worker/commands_runner.py @@ -4,9 +4,9 @@ from typing import Annotated, Generic, Literal, TypeVar from pydantic import BaseModel, Field, TypeAdapter from shared.openai import FinishReason -from shared.types.api import ChatTask +from shared.types.tasks.common import ChatCompletionTaskData from shared.types.worker.mlx import Host -from shared.types.worker.shards import PartitionStrategy, ShardMetadata +from shared.types.worker.shards import ShardMetadata ## Messages passed TO the runner @@ -26,15 +26,16 @@ class BaseRunnerMessage(BaseModel, Generic[MT]): class SetupMessage(BaseRunnerMessage[MessageType.Setup]): type: Literal[MessageType.Setup] = Field(default=MessageType.Setup, frozen=True) - model_shard_meta: ShardMetadata[PartitionStrategy] + model_shard_meta: ShardMetadata hosts: list[Host] +# TODO: We probably want a general task message that can take any task type. Can be fixed later. class ChatTaskMessage(BaseRunnerMessage[MessageType.ChatTask]): type: Literal[MessageType.ChatTask] = Field( default=MessageType.ChatTask, frozen=True ) - task: ChatTask + task_data: ChatCompletionTaskData class ExitMessage(BaseRunnerMessage[MessageType.Exit]): diff --git a/shared/types/worker/downloads.py b/shared/types/worker/downloads.py index acc53650..649eb48b 100644 --- a/shared/types/worker/downloads.py +++ b/shared/types/worker/downloads.py @@ -13,7 +13,7 @@ from pydantic import BaseModel, Field, PositiveInt from shared.types.common import NodeId from shared.types.models.common import ModelId from shared.types.models.sources import ModelSource -from shared.types.worker.shards import PartitionStrategy, ShardMetadata +from shared.types.worker.shards import ShardMetadata class DownloadProgressData(BaseModel): @@ -34,21 +34,21 @@ class BaseDownloadProgress[DownloadStatusT: DownloadStatus](BaseModel): class DownloadPending(BaseDownloadProgress[DownloadStatus.Pending]): - download_status: Literal[DownloadStatus.Pending] = Field(DownloadStatus.Pending) + download_status: Literal[DownloadStatus.Pending] = Field(default=DownloadStatus.Pending) class DownloadCompleted(BaseDownloadProgress[DownloadStatus.Completed]): - download_status: Literal[DownloadStatus.Completed] = Field(DownloadStatus.Completed) + download_status: Literal[DownloadStatus.Completed] = Field(default=DownloadStatus.Completed) class DownloadFailed(BaseDownloadProgress[DownloadStatus.Failed]): - download_status: Literal[DownloadStatus.Failed] = Field(DownloadStatus.Failed) + download_status: Literal[DownloadStatus.Failed] = Field(default=DownloadStatus.Failed) error_message: str class DownloadOngoing(BaseDownloadProgress[DownloadStatus.Downloading]): download_status: Literal[DownloadStatus.Downloading] = Field( - DownloadStatus.Downloading + default=DownloadStatus.Downloading ) download_progress: DownloadProgressData @@ -75,6 +75,6 @@ DownloadEffectHandler = Callable[ def download_shard( model_id: ModelId, model_source: ModelSource, - shard_metadata: ShardMetadata[PartitionStrategy], + shard_metadata: ShardMetadata, effect_handlers: Sequence[DownloadEffectHandler], ) -> None: ... diff --git a/shared/types/worker/instances.py b/shared/types/worker/instances.py index c3dd7bb8..50047adc 100644 --- a/shared/types/worker/instances.py +++ b/shared/types/worker/instances.py @@ -3,6 +3,7 @@ from enum import Enum from pydantic import BaseModel from shared.types.worker.common import InstanceId +from shared.types.worker.mlx import Host from shared.types.worker.runners import ( ShardAssignments, ) @@ -15,6 +16,7 @@ class TypeOfInstance(str, Enum): class InstanceParams(BaseModel): shard_assignments: ShardAssignments + hosts: list[Host] class BaseInstance(BaseModel): diff --git a/shared/types/worker/mlx.py b/shared/types/worker/mlx.py index 496ef369..9e8267bc 100644 --- a/shared/types/worker/mlx.py +++ b/shared/types/worker/mlx.py @@ -6,8 +6,12 @@ class Host(BaseModel): host: str port: int + def __str__(self) -> str: + return f"{self.host}:{self.port}" + @field_validator("port") - def check_port(self, v: int) -> int: + @classmethod + def check_port(cls, v: int) -> int: if not (0 <= v <= 65535): raise ValueError("Port must be between 0 and 65535") return v diff --git a/shared/types/worker/ops.py b/shared/types/worker/ops.py new file mode 100644 index 00000000..5e0a9753 --- /dev/null +++ b/shared/types/worker/ops.py @@ -0,0 +1,69 @@ +from enum import Enum +from typing import Annotated, Generic, Literal, TypeVar, Union + +from pydantic import BaseModel, Field + +from shared.types.events.events import InstanceId +from shared.types.tasks.common import Task, TaskStatusType, TaskType +from shared.types.worker.common import RunnerId +from shared.types.worker.mlx import Host +from shared.types.worker.shards import ShardMetadata + + +class RunnerOpType(str, Enum): + ASSIGN_RUNNER = "assign_runner" + UNASSIGN_RUNNER = "unassign_runner" + RUNNER_UP = "runner_up" + RUNNER_DOWN = "runner_down" + DOWNLOAD = "download" + CHAT_COMPLETION = "chat_completion" + +RunnerOpT = TypeVar("RunnerOpT", bound=RunnerOpType) + +class BaseRunnerOp(BaseModel, Generic[RunnerOpT]): + op_type: RunnerOpT + +class AssignRunnerOp(BaseRunnerOp[Literal[RunnerOpType.ASSIGN_RUNNER]]): + op_type: Literal[RunnerOpType.ASSIGN_RUNNER] = Field(default=RunnerOpType.ASSIGN_RUNNER, frozen=True) + instance_id: InstanceId + runner_id: RunnerId + shard_metadata: ShardMetadata + hosts: list[Host] + +class UnassignRunnerOp(BaseRunnerOp[Literal[RunnerOpType.UNASSIGN_RUNNER]]): + op_type: Literal[RunnerOpType.UNASSIGN_RUNNER] = Field(default=RunnerOpType.UNASSIGN_RUNNER, frozen=True) + runner_id: RunnerId + +class RunnerUpOp(BaseRunnerOp[Literal[RunnerOpType.RUNNER_UP]]): + op_type: Literal[RunnerOpType.RUNNER_UP] = Field(default=RunnerOpType.RUNNER_UP, frozen=True) + runner_id: RunnerId + +class RunnerDownOp(BaseRunnerOp[Literal[RunnerOpType.RUNNER_DOWN]]): + op_type: Literal[RunnerOpType.RUNNER_DOWN] = Field(default=RunnerOpType.RUNNER_DOWN, frozen=True) + runner_id: RunnerId + +class DownloadOp(BaseRunnerOp[Literal[RunnerOpType.DOWNLOAD]]): + op_type: Literal[RunnerOpType.DOWNLOAD] = Field(default=RunnerOpType.DOWNLOAD, frozen=True) + instance_id: InstanceId + runner_id: RunnerId + shard_metadata: ShardMetadata + hosts: list[Host] + +class ExecuteTaskOp(BaseRunnerOp[Literal[RunnerOpType.CHAT_COMPLETION]]): + op_type: Literal[RunnerOpType.CHAT_COMPLETION] = Field(default=RunnerOpType.CHAT_COMPLETION, frozen=True) + runner_id: RunnerId + task: Task[TaskType, TaskStatusType] + + +# Aggregate all runner operations into a single, strictly-typed union for dispatching. +RunnerOp = Annotated[ + Union[ + AssignRunnerOp, + UnassignRunnerOp, + RunnerUpOp, + RunnerDownOp, + DownloadOp, + ExecuteTaskOp, + ], + Field(discriminator="op_type") +] \ No newline at end of file diff --git a/shared/types/worker/runners.py b/shared/types/worker/runners.py index bac23aa0..1b6c371b 100644 --- a/shared/types/worker/runners.py +++ b/shared/types/worker/runners.py @@ -1,4 +1,4 @@ -from collections.abc import Mapping, Sequence +from collections.abc import Mapping from enum import Enum from typing import Annotated, Generic, Literal, TypeVar @@ -7,71 +7,83 @@ from pydantic import BaseModel, Field, TypeAdapter, model_validator from shared.types.common import NodeId from shared.types.models.common import ModelId from shared.types.worker.common import RunnerId -from shared.types.worker.downloads import BaseDownloadProgress, DownloadStatus -from shared.types.worker.shards import PartitionStrategy, ShardMetadata +from shared.types.worker.downloads import DownloadProgress +from shared.types.worker.shards import ShardMetadata class RunnerStatusType(str, Enum): - Rejected = "Rejected" - Starting = "Starting" + Assigned = "Assigned" Downloading = "Downloading" + Ready = "Ready" + Starting = "Starting" + Loaded = "Loaded" Running = "Running" Failed = "Failed" -RunnerStatusTypeT = TypeVar("RunnerStatusTypeT", bound=RunnerStatusType) +RunnerStatusTypeT = TypeVar("RunnerStatusTypeT", bound=RunnerStatusType, covariant=True) -class RunnerStatus(BaseModel, Generic[RunnerStatusTypeT]): +class BaseRunnerStatus(BaseModel, Generic[RunnerStatusTypeT]): runner_status: RunnerStatusTypeT -class RejectedRunnerStatus(RunnerStatus[RunnerStatusType.Rejected]): - runner_status: Literal[RunnerStatusType.Rejected] +# Emitted by the Master +class AssignedRunnerStatus(BaseRunnerStatus[RunnerStatusType.Assigned]): + runner_status: Literal[RunnerStatusType.Assigned] = Field(default=RunnerStatusType.Assigned) +# Emitted by the Worker +class DownloadingRunnerStatus(BaseRunnerStatus[RunnerStatusType.Downloading]): + runner_status: Literal[RunnerStatusType.Downloading] = Field(default=RunnerStatusType.Downloading) + download_progress: DownloadProgress -class StartingRunnerStatus(RunnerStatus[RunnerStatusType.Starting]): - runner_status: Literal[RunnerStatusType.Starting] +# Emitted by the Worker +class ReadyRunnerStatus(BaseRunnerStatus[RunnerStatusType.Ready]): + runner_status: Literal[RunnerStatusType.Ready] = Field(default=RunnerStatusType.Ready) +# Emitted by the Master +class StartingRunnerStatus(BaseRunnerStatus[RunnerStatusType.Starting]): + runner_status: Literal[RunnerStatusType.Starting] = Field(default=RunnerStatusType.Starting) -class DownloadingRunnerStatus(RunnerStatus[RunnerStatusType.Downloading]): - runner_status: Literal[RunnerStatusType.Downloading] - download_progress: BaseDownloadProgress[DownloadStatus] +# Emitted by the Worker +class LoadedRunnerStatus(BaseRunnerStatus[RunnerStatusType.Loaded]): + runner_status: Literal[RunnerStatusType.Loaded] = Field(default=RunnerStatusType.Loaded) +# Emitted by the Worker +class RunningRunnerStatus(BaseRunnerStatus[RunnerStatusType.Running]): + runner_status: Literal[RunnerStatusType.Running] = Field(default=RunnerStatusType.Running) -class RunningRunnerStatus(RunnerStatus[RunnerStatusType.Running]): - runner_status: Literal[RunnerStatusType.Running] - - -class FailedRunnerStatus(RunnerStatus[RunnerStatusType.Failed]): - runner_status: Literal[RunnerStatusType.Failed] +# Emitted by the Worker +class FailedRunnerStatus(BaseRunnerStatus[RunnerStatusType.Failed]): + runner_status: Literal[RunnerStatusType.Failed] = Field(default=RunnerStatusType.Failed) error_message: str | None = None -_RunnerStatus = Annotated[ - RejectedRunnerStatus - | StartingRunnerStatus +RunnerStatus = Annotated[ + AssignedRunnerStatus | DownloadingRunnerStatus + | ReadyRunnerStatus + | StartingRunnerStatus + | LoadedRunnerStatus | RunningRunnerStatus | FailedRunnerStatus, Field, ] -RunnerStatusParser: TypeAdapter[RunnerStatus[RunnerStatusType]] = TypeAdapter( - _RunnerStatus +RunnerStatusParser: TypeAdapter[RunnerStatus] = TypeAdapter( + RunnerStatus ) class ShardAssignments(BaseModel): model_id: ModelId - runner_to_shard: Mapping[RunnerId, ShardMetadata[PartitionStrategy]] - node_to_runner: Mapping[NodeId, Sequence[RunnerId]] + runner_to_shard: Mapping[RunnerId, ShardMetadata] + node_to_runner: Mapping[NodeId, RunnerId] @model_validator(mode="after") def validate_runners_exist(self) -> "ShardAssignments": - for runners in self.node_to_runner.values(): - for runner_id in runners: - if runner_id not in self.runner_to_shard: - raise ValueError( - f"Runner {runner_id} in node_to_runner does not exist in runner_to_shard" - ) + for runner_id in self.node_to_runner.values(): + if runner_id not in self.runner_to_shard: + raise ValueError( + f"Runner {runner_id} in node_to_runner does not exist in runner_to_shard" + ) return self diff --git a/shared/types/worker/shards.py b/shared/types/worker/shards.py index 67361967..5ee7baa8 100644 --- a/shared/types/worker/shards.py +++ b/shared/types/worker/shards.py @@ -1,5 +1,5 @@ from enum import Enum -from typing import Annotated, Literal +from typing import Annotated, Generic, Literal, TypeAlias, TypeVar from pydantic import BaseModel, DirectoryPath, Field, TypeAdapter @@ -11,7 +11,10 @@ class PartitionStrategy(str, Enum): pipeline = "pipeline" -class ShardMetadata[PartitionStrategyT: PartitionStrategy](BaseModel): +PartitionStrategyT = TypeVar("PartitionStrategyT", bound=PartitionStrategy, covariant=True) + + +class BaseShardMetadata(BaseModel, Generic[PartitionStrategyT]): """ Defines a specific shard of the model that is ready to be run on a device. Replaces previous `Shard` object. @@ -24,7 +27,7 @@ class ShardMetadata[PartitionStrategyT: PartitionStrategy](BaseModel): model_path: DirectoryPath -class PipelineShardMetadata(ShardMetadata[PartitionStrategy.pipeline]): +class PipelineShardMetadata(BaseShardMetadata[Literal[PartitionStrategy.pipeline]]): """ Pipeline parallelism shard meta. """ @@ -36,19 +39,30 @@ class PipelineShardMetadata(ShardMetadata[PartitionStrategy.pipeline]): end_layer: Annotated[int, Field(ge=0)] -_ShardMetadata = Annotated[ +ShardMetadata = Annotated[ PipelineShardMetadata, Field(discriminator="partition_strategy") ] -ShardMetaParser: TypeAdapter[ShardMetadata[PartitionStrategy]] = TypeAdapter( - _ShardMetadata +ShardMetadataParser: TypeAdapter[ShardMetadata] = TypeAdapter( + ShardMetadata ) +# --------------------------------------------------------------------------- +# Convenience aliases +# --------------------------------------------------------------------------- -class ShardPlacement[PartitionStrategyT: PartitionStrategy](BaseModel): +# "ShardMeta" is a widely-used alias for the concrete, fully-parameterised +# `ShardMetadata` type. Defining it here avoids repetitive generic +# parameters at call-sites and resolves unknown-import diagnostics in +# downstream modules. + +ShardMeta: TypeAlias = ShardMetadata + + +class ShardPlacement(BaseModel, Generic[PartitionStrategyT]): """ A shard placement is the description of a model distributed across a set of nodes. The Generic[PartitionStrategyT] enforces that the shard assignments all use the same partition strategy. """ model_id: ModelId - shard_assignments: dict[NodeId, ShardMetadata[PartitionStrategyT]] + shard_assignments: dict[NodeId, BaseShardMetadata[PartitionStrategyT]] diff --git a/test_shard_serialization.py b/test_shard_serialization.py new file mode 100644 index 00000000..0519ecba --- /dev/null +++ b/test_shard_serialization.py @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/worker/main.py b/worker/main.py index e69de29b..28179437 100644 --- a/worker/main.py +++ b/worker/main.py @@ -0,0 +1,358 @@ +import asyncio +import os +from asyncio.queues import Queue +from functools import partial +from logging import Logger +from typing import AsyncGenerator, Optional + +from pydantic import BaseModel, ConfigDict + +from shared.types.common import NodeId +from shared.types.events.events import ChunkGenerated, InstanceId, RunnerStatusUpdated +from shared.types.events.registry import Event +from shared.types.states.worker import WorkerState +from shared.types.worker.common import RunnerId +from shared.types.worker.downloads import ( + DownloadCompleted, + DownloadFailed, + DownloadOngoing, + DownloadProgressData, +) +from shared.types.worker.mlx import Host +from shared.types.worker.ops import ( + AssignRunnerOp, + DownloadOp, + ExecuteTaskOp, + RunnerDownOp, + RunnerOp, + RunnerOpType, + RunnerUpOp, + UnassignRunnerOp, +) +from shared.types.worker.runners import ( + DownloadingRunnerStatus, + FailedRunnerStatus, + LoadedRunnerStatus, + ReadyRunnerStatus, + RunnerStatus, + RunnerStatusType, + RunningRunnerStatus, +) +from shared.types.worker.shards import ShardMetadata +from worker.runner.runner_supervisor import RunnerSupervisor + + +class AssignedRunner(BaseModel): + runner_id: RunnerId + instance_id: InstanceId + shard_metadata: ShardMetadata # just data + hosts: list[Host] + + status: RunnerStatus + runner: Optional[RunnerSupervisor] # set if the runner is 'up' + + model_config = ConfigDict(arbitrary_types_allowed=True) + + @property + def is_downloaded(self) -> bool: + # TODO: Do this properly with huggingface validating each of the files. + return os.path.exists(self.shard_metadata.model_path) + + def status_update_event(self) -> RunnerStatusUpdated: + return RunnerStatusUpdated( + runner_id=self.runner_id, + runner_status=self.status, + ) + +class Worker: + def __init__( + self, + node_id: NodeId, + initial_state: WorkerState, + logger: Logger, + ): + self.node_id = node_id + self.state = initial_state + self.logger = logger + + self.assigned_runners: dict[RunnerId, AssignedRunner] = {} + self._task: asyncio.Task[None] | None = None + + ## Worker lifecycle management + @property + def _is_running(self) -> bool: + return self._task is not None and not self._task.done() + + async def start(self): + self._task = asyncio.create_task(self._loop()) + + async def stop(self): + if not self._is_running: + raise RuntimeError("Worker is not running") + + assert self._task is not None + + self._task.cancel() + + ## Op Executors + + async def _execute_assign_op( + self, op: AssignRunnerOp + ) -> AsyncGenerator[Event, None]: + ''' + Here, we are sure that the model is already downloaded. + This op moves the runner from Assigned -> Ready state. + ''' + self.assigned_runners[op.runner_id] = AssignedRunner( + runner_id=op.runner_id, + instance_id=op.instance_id, + shard_metadata=op.shard_metadata, + hosts=op.hosts, + status=ReadyRunnerStatus(), + runner=None, + ) + + yield self.assigned_runners[op.runner_id].status_update_event() + + async def _execute_unassign_op( + self, op: UnassignRunnerOp + ) -> AsyncGenerator[Event, None]: + if op.runner_id not in self.assigned_runners: + return + + # We can try to do a graceful shutdown of the runner. + runner: RunnerSupervisor | None = self.assigned_runners[op.runner_id].runner + if runner is not None: + await runner.astop() + + # This is all we really need: + del self.assigned_runners[op.runner_id] + + return + yield + + async def _execute_runner_up_op( + self, op: RunnerUpOp + ) -> AsyncGenerator[Event, None]: + assigned_runner = self.assigned_runners[op.runner_id] + + assigned_runner.runner = await RunnerSupervisor.create( + model_shard_meta=assigned_runner.shard_metadata, + hosts=assigned_runner.hosts, + ) + + if assigned_runner.runner.healthy: + assigned_runner.status = LoadedRunnerStatus() + else: + assigned_runner.status = FailedRunnerStatus() + yield self.assigned_runners[op.runner_id].status_update_event() + + async def _execute_runner_down_op( + self, op: RunnerDownOp + ) -> AsyncGenerator[Event, None]: + assigned_runner = self.assigned_runners[op.runner_id] + + assert isinstance(assigned_runner.runner, RunnerSupervisor) + await assigned_runner.runner.astop() + assigned_runner.runner = None + + assigned_runner.status = ReadyRunnerStatus() + yield assigned_runner.status_update_event() + + async def _execute_download_op( + self, op: DownloadOp + ) -> AsyncGenerator[Event, None]: + ''' + The model needs assigning and then downloading. + This op moves the runner from Assigned -> Downloading -> Ready state. + ''' + initial_status = DownloadingRunnerStatus( + download_progress=DownloadOngoing( + node_id=self.node_id, + download_progress=DownloadProgressData( + total_bytes=1, # tmp + downloaded_bytes=0 + ) + ) + ) + + self.assigned_runners[op.runner_id] = AssignedRunner( + runner_id=op.runner_id, + instance_id=op.instance_id, + shard_metadata=op.shard_metadata, + hosts=op.hosts, + status=initial_status, + runner=None, + ) + assigned_runner: AssignedRunner = self.assigned_runners[op.runner_id] + yield assigned_runner.status_update_event() + + # Download it! + # TODO: we probably want download progress as part of a callback that gets passed to the downloader. + + try: + assert assigned_runner.is_downloaded + assigned_runner.status = DownloadingRunnerStatus( + download_progress=DownloadCompleted( + node_id=self.node_id, + ) + ) + except Exception as e: + assigned_runner.status = DownloadingRunnerStatus( + download_progress=DownloadFailed( + node_id=self.node_id, + error_message=str(e) + ) + ) + yield assigned_runner.status_update_event() + + assigned_runner.status = ReadyRunnerStatus() + yield assigned_runner.status_update_event() + +# Plan: +# First get a single inference running +# Then build boilerplate for passing callback when mlx is in the 'ready' state +# Then figure out if we can do what's needed with events. But this is a little challenging because it depends on Alex's code. + async def _execute_chat_completion_op( + self, op: ExecuteTaskOp + ) -> AsyncGenerator[Event, None]: + ''' + This is the entry point for a chat completion starting. + While there is only one execute function, it will get called in different ways for runner 0 and runner [1, 2, 3, ...]. + Runners [1, 2, 3, ...] will run this method when a task is in 'pending' state. + Runner 0 will run this method when a task is in 'running' state. + TODO: How do we handle the logic of ensuring that n-1 nodes have started their execution before allowing the 0'th runner to start? + This is still a little unclear to me. + ''' + assigned_runner = self.assigned_runners[op.runner_id] + + async def inner_execute(queue: asyncio.Queue[Event]) -> None: + assert assigned_runner.runner is not None + assert assigned_runner.runner.healthy + + async def running_callback(queue: asyncio.Queue[Event]) -> None: + # Called when the MLX process has been kicked off + assigned_runner.status = RunningRunnerStatus() + await queue.put(assigned_runner.status_update_event()) + + try: + async for chunk in assigned_runner.runner.stream_response( + task=op.task, + request_started_callback=partial(running_callback, queue)): + await queue.put(ChunkGenerated( + task_id=op.task.task_id, + chunk=chunk + )) + + # After a successful inference: + assigned_runner.status = LoadedRunnerStatus() + await queue.put(assigned_runner.status_update_event()) + + except Exception as e: + # TODO: What log level? + self.logger.log(2, f'Runner failed whilst running inference task. Task: {op.task}. Error: {e}') + + assigned_runner.runner = None + assigned_runner.status = FailedRunnerStatus(error_message=str(e)) + await queue.put(assigned_runner.status_update_event()) + + queue: Queue[Event] = asyncio.Queue() + task = asyncio.create_task(inner_execute(queue)) + + try: + # Yield items from the queue + while True: + item: Event = await asyncio.wait_for(queue.get(), timeout=5) + yield item + if isinstance(item, RunnerStatusUpdated) and isinstance( + item.runner_status, (LoadedRunnerStatus, FailedRunnerStatus) + ): + break + finally: + # Ensure the task is cleaned up + await task + + + ## Operation Planner + + async def _execute_op(self, op: RunnerOp) -> AsyncGenerator[Event, None]: + ## It would be great if we can get rid of this async for ... yield pattern. + match op.op_type: + case RunnerOpType.ASSIGN_RUNNER: + event_generator = self._execute_assign_op(op) + case RunnerOpType.UNASSIGN_RUNNER: + event_generator = self._execute_unassign_op(op) + case RunnerOpType.RUNNER_UP: + event_generator = self._execute_runner_up_op(op) + case RunnerOpType.RUNNER_DOWN: + event_generator = self._execute_runner_down_op(op) + case RunnerOpType.DOWNLOAD: + event_generator = self._execute_download_op(op) + case RunnerOpType.CHAT_COMPLETION: + event_generator = self._execute_chat_completion_op(op) + + async for event in event_generator: + yield event + + ## Planning logic + def plan(self, state: WorkerState) -> RunnerOp | None: + # Compare state to worker 'mood' + + # First spin things down + + # Then spin things up + + # Then make sure things are downloading. + for instance_id, instance in state.instances.instances.items(): + # We should already have asserted that this runner exists + # If it didn't exist then we return a assign_runner op. + for node_id, runner_id in instance.instance_params.shard_assignments.node_to_runner.items(): + if node_id != self.node_id: + continue + assert runner_id in self.assigned_runners + + runner = self.assigned_runners[runner_id] + + if not runner.is_downloaded: + if runner.status.runner_status == RunnerStatusType.Downloading: + return None + else: + return DownloadOp( + runner_id=runner_id, + instance_id=instance_id, + shard_metadata=instance.instance_params.shard_assignments.runner_to_shard[runner_id], + hosts=instance.instance_params.hosts + ) + + + + + # Finally, chat completion. + return None + + + # Handle state updates + async def _loop(self): + while True: + state_copy = self.state.model_copy(deep=True) + + op: RunnerOp | None = self.plan(state_copy) + + # Run the op, synchronously blocking for now. + if op is not None: + async for event in self._execute_op(op): + print(event) + # self.event_publisher(event) + + await asyncio.sleep(0.01) + + # TODO: Handle tail event log + # TODO: Handle resource monitoring (write-only) + +async def main(): + + + print("Hello from worker!") + +if __name__ == "__main__": + asyncio.run(main()) diff --git a/worker/runner/communication.py b/worker/runner/communication.py index 5491f171..18001b8f 100644 --- a/worker/runner/communication.py +++ b/worker/runner/communication.py @@ -23,6 +23,8 @@ async def supervisor_write_message( ) encoded: bytes = message.model_dump_json().encode("utf-8") + b"\n" + print(f"message: {message}") + # print(f"encoded: {encoded}") proc.stdin.write(encoded) await proc.stdin.drain() @@ -31,7 +33,7 @@ async def runner_read_message() -> RunnerMessage: loop = asyncio.get_running_loop() line: bytes = await loop.run_in_executor(None, sys.stdin.buffer.readline) - if not line: + if not line: # This seems to be what triggers when we don't clean up the runner neatly and leave the process dangling. raise EOFError("No more data to read") line = line.strip() diff --git a/worker/runner/runner.py b/worker/runner/runner.py index 3e4d76b3..7b5b2e6d 100644 --- a/worker/runner/runner.py +++ b/worker/runner/runner.py @@ -1,8 +1,6 @@ import asyncio import concurrent.futures -from asyncio.events import AbstractEventLoop from collections.abc import AsyncGenerator -from concurrent.futures.thread import ThreadPoolExecutor from functools import partial from typing import Callable, cast @@ -13,9 +11,7 @@ from mlx_lm.tokenizer_utils import TokenizerWrapper from engines.mlx.utils_mlx import apply_chat_template, initialize_mlx from shared.openai import FinishReason -from shared.types.tasks.common import ( - TaskData, -) +from shared.types.tasks.common import ChatCompletionTaskData, CompletionCreateParams from shared.types.worker.commands_runner import ( ChatTaskMessage, ExitMessage, @@ -24,8 +20,6 @@ from shared.types.worker.commands_runner import ( RunnerMessage, SetupMessage, ) -from shared.types.worker.mlx import Host -from shared.types.worker.shards import ShardMeta from shared.utils import ensure_type from worker.runner.communication import ( runner_print, @@ -40,7 +34,7 @@ async def _mlx_generate( model: nn.Module, tokenizer: TokenizerWrapper, sampler: Callable[[mx.array], mx.array], - task: TaskData, + task: ChatCompletionTaskData, ) -> AsyncGenerator[GenerationResponse]: loop = asyncio.get_running_loop() queue: asyncio.Queue[GenerationResponse | Exception | object] = asyncio.Queue() @@ -69,17 +63,17 @@ async def _mlx_generate( _ = loop.call_soon_threadsafe(queue.put_nowait, sentinel) # Currently we support chat-completion tasks only. - task_data = task.task_data + task_data: CompletionCreateParams = task.task_params runner_print(f"task_data: {task_data}") prompt = await apply_chat_template( mlx_executor=mlx_executor, tokenizer=tokenizer, - chat_task=task_data, + chat_task_data=task_data, ) - max_tokens = task_data.max_tokens or 100 + max_tokens = task.task_params.max_tokens or 100 generation_fn = partial(_generate_tokens, prompt, max_tokens) future = loop.run_in_executor(mlx_executor, generation_fn) @@ -94,9 +88,12 @@ async def _mlx_generate( if isinstance(item, Exception): raise item + assert isinstance(item, GenerationResponse) # constrain datatype + runner_print(item.text) yield item + # TODO: There is a big bug on this line! assert future.done() @@ -105,17 +102,15 @@ async def main(): runner_print("hello from the runner") # Get setup info from worker - init_message: RunnerMessage = await runner_read_message() - setup_message: SetupMessage = ensure_type(init_message, SetupMessage) - model_shard_meta: ShardMeta = setup_message.model_shard_meta - hosts: list[Host] = setup_message.hosts + init_message = await runner_read_message() + setup_message = ensure_type(init_message, SetupMessage) + model_shard_meta = setup_message.model_shard_meta + hosts = setup_message.hosts - mlx_executor: ThreadPoolExecutor = concurrent.futures.ThreadPoolExecutor( - max_workers=1 - ) - loop: AbstractEventLoop = asyncio.get_running_loop() + mlx_executor = concurrent.futures.ThreadPoolExecutor(max_workers=1) + loop = asyncio.get_running_loop() - runner_print(f"got here; {model_shard_meta.model_path}") + runner_print(f"got here; {hosts}") model, tokenizer, sampler = await loop.run_in_executor( mlx_executor, @@ -125,13 +120,12 @@ async def main(): while True: message: RunnerMessage = await runner_read_message() match message: - case ChatTaskMessage(task=task_data): + case ChatTaskMessage(task_data=task_data): runner_print(f"received chat request: {task_data}") - # Ensure we have a chat-completion task subtype - messages = task_data.task_data.messages - messages_dicts = [msg.model_dump() for msg in messages] - runner_print(f"messages_dicts RUNNER: {messages_dicts}") + prompt = task_data.task_params.messages[0] + if prompt.content is not None and 'EXO RUNNER MUST FAIL' in prompt.content: + raise Exception('Artificial runner exception - for testing purposes only.') # Generate responses using the actual MLX generation async for generation_response in _mlx_generate( diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py index ba15bf4a..5ca77bfc 100644 --- a/worker/runner/runner_supervisor.py +++ b/worker/runner/runner_supervisor.py @@ -2,10 +2,16 @@ import asyncio import contextlib import sys from collections.abc import AsyncGenerator +from types import CoroutineType from typing import Any, Callable from shared.types.events.chunks import GenerationChunk, TokenChunk, TokenChunkData -from shared.types.tasks.common import Task, TaskStatusType, TaskType +from shared.types.tasks.common import ( + ChatCompletionTaskData, + Task, + TaskStatusTypeT, + TaskTypeT, +) from shared.types.worker.commands_runner import ( ChatTaskMessage, ErrorResponse, @@ -31,14 +37,15 @@ class RunnerSupervisor: Use the class method `create` to properly initialize an instance. """ + # TODO: Logger. def __init__( self, - model_shard_meta: ShardMetadata[Any], + model_shard_meta: ShardMetadata, hosts: list[Host], runner_process: asyncio.subprocess.Process, ): """Private constructor. Use RunnerSupervisor.create() instead.""" - self.model_shard_meta: ShardMetadata[Any] = model_shard_meta + self.model_shard_meta: ShardMetadata = model_shard_meta self.hosts: list[Host] = hosts self.runner_process: asyncio.subprocess.Process = runner_process self.running: bool = True @@ -50,7 +57,7 @@ class RunnerSupervisor: @classmethod async def create( cls, - model_shard_meta: ShardMetadata[Any], + model_shard_meta: ShardMetadata, hosts: list[Host], ) -> "RunnerSupervisor": """ @@ -68,6 +75,7 @@ class RunnerSupervisor: ) ) + print(f'{model_shard_meta=}') await supervisor_write_message( runner_process, SetupMessage( @@ -140,8 +148,8 @@ class RunnerSupervisor: async def stream_response( self, - task: Task[TaskType, TaskStatusType], - request_started_callback: Callable[[], None] | None = None, + task: Task[TaskTypeT, TaskStatusTypeT], + request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, # fyi this is async now ) -> AsyncGenerator[GenerationChunk]: """ Streams a chat request from the model. @@ -151,13 +159,20 @@ class RunnerSupervisor: if not self.healthy: raise RuntimeError("Runner process was found to be dead") + task_data = task.task_data + assert isinstance(task_data, ChatCompletionTaskData) # this is messy for now. await supervisor_write_message( proc=self.runner_process, message=ChatTaskMessage( - task=task.task_data, + task_data=task_data, ), ) + # This is easy for now. If we need more reliability, the runner can have a new 'ready' message type. + if request_started_callback is not None: + await request_started_callback() + + while True: line: RunnerResponse | None = await supervisor_read_response( self.runner_process diff --git a/worker/test_worker_state.py b/worker/test_worker_state.py new file mode 100644 index 00000000..5db3f9a9 --- /dev/null +++ b/worker/test_worker_state.py @@ -0,0 +1,48 @@ +## Tests for worker state differentials +## When the worker state changes, this should be reflected by a worker intention. + +import asyncio +from typing import Callable +from uuid import uuid4 + +import pytest + +from shared.types.common import NodeId +from shared.types.states.worker import NodeStatusState, WorkerState +from shared.types.worker.common import InstanceId, NodeStatus +from shared.types.worker.instances import Instance +from worker.main import Worker + + +@pytest.mark.asyncio +async def test_worker_runs_and_stops(worker: Worker): + await worker.start() + await asyncio.sleep(0.01) + + assert worker._is_running # type: ignore + + await worker.stop() + await asyncio.sleep(0.01) + + assert not worker._is_running # type: ignore + +@pytest.mark.asyncio +async def test_worker_instance_added(worker: Worker, instance: Callable[[NodeId], Instance]): + await worker.start() + await asyncio.sleep(0.01) + + worker.state.instances.instances = {InstanceId(uuid4()): instance(worker.node_id)} + + print(worker.state.instances.instances) + +def test_plan_noop(worker: Worker): + s = WorkerState( + node_status=NodeStatusState( + node_status={ + NodeId(uuid4()): NodeStatus.Idle + } + ), + ) + next_op = worker.plan(s) + + assert next_op is None diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index a631cb4c..c8687a04 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -1,39 +1,39 @@ +import asyncio import uuid +from logging import Logger, getLogger from pathlib import Path -from typing import Callable, cast +from typing import Callable, Literal import pytest -from openai.types.chat import ChatCompletionUserMessageParam -from openai.types.chat.completion_create_params import ( - CompletionCreateParamsNonStreaming, - CompletionCreateParamsStreaming, -) -from pydantic import TypeAdapter +from shared.types.common import NodeId from shared.types.models.common import ModelId +from shared.types.states.worker import NodeStatusState, WorkerState from shared.types.tasks.common import ( - ChatCompletionStreamingTask, + ChatCompletionMessage, + ChatCompletionTaskData, + CompletionCreateParams, Task, TaskArtifact, TaskId, TaskState, TaskStatusOtherType, - TaskStatusType, TaskType, ) -from shared.types.worker.common import InstanceId +from shared.types.worker.common import InstanceId, NodeStatus +from shared.types.worker.instances import Instance, InstanceParams, TypeOfInstance from shared.types.worker.mlx import Host -from shared.types.worker.shards import PipelineShardMetadata - -CompletionCreateParamsStreamingAdapter = TypeAdapter(CompletionCreateParamsStreaming) -CompletionCreateParamsNonStreamingAdapter = TypeAdapter( - CompletionCreateParamsNonStreaming +from shared.types.worker.ops import ( + AssignRunnerOp, + RunnerUpOp, ) +from shared.types.worker.runners import RunnerId, ShardAssignments +from shared.types.worker.shards import PipelineShardMetadata +from worker.main import Worker -# Concrete TaskArtifact implementation for pending streaming tasks class PendingStreamingTaskArtifact( - TaskArtifact[TaskType.ChatCompletionStreaming, TaskStatusOtherType.Pending] + TaskArtifact[Literal[TaskType.ChatCompletion], Literal[TaskStatusOtherType.Pending]] ): pass @@ -97,38 +97,119 @@ def user_message(): @pytest.fixture -def chat_completion_params(user_message: str): +def completion_create_params(user_message: str) -> CompletionCreateParams: """Creates ChatCompletionParams with the given message""" - return CompletionCreateParamsStreaming( + return CompletionCreateParams( model="gpt-4", - messages=[ChatCompletionUserMessageParam(role="user", content=user_message)], + messages=[ChatCompletionMessage(role="user", content=user_message)], stream=True, ) +@pytest.fixture +def chat_completion_task(completion_create_params: CompletionCreateParams) -> ChatCompletionTaskData: + """Creates a ChatCompletionTask directly for serdes testing""" + return ChatCompletionTaskData(task_params=completion_create_params) @pytest.fixture -def chat_completion_streaming_task_data( - chat_completion_params: CompletionCreateParamsStreaming, -): - """Creates ChatCompletionStreamingTask from params""" - return ChatCompletionStreamingTask(task_data=chat_completion_params) - - -@pytest.fixture -def streaming_task( - chat_completion_streaming_task_data: CompletionCreateParamsStreaming, -) -> Task[TaskType, TaskStatusType]: +def chat_task( + completion_create_params: CompletionCreateParams, +) -> Task[Literal[TaskType.ChatCompletion], TaskStatusOtherType]: """Creates the final Task object""" - task = Task( + return Task[Literal[TaskType.ChatCompletion], TaskStatusOtherType]( task_id=TaskId(), - task_type=TaskType.ChatCompletionStreaming, - task_params=ChatCompletionStreamingTask( - task_data=chat_completion_streaming_task_data + task_type=TaskType.ChatCompletion, + task_data=ChatCompletionTaskData( + task_params=completion_create_params ), - task_state=TaskState( + task_state=TaskState[TaskStatusOtherType, Literal[TaskType.ChatCompletion]]( task_status=TaskStatusOtherType.Pending, task_artifact=PendingStreamingTaskArtifact(), ), on_instance=InstanceId(), ) - return cast(Task[TaskType, TaskStatusType], task) + +@pytest.fixture +def worker_state(): + node_status=NodeStatusState( + node_status={ + NodeId(uuid.uuid4()): NodeStatus.Idle + } + ) + + return WorkerState( + node_status=node_status, + ) + +@pytest.fixture +def logger() -> Logger: + return getLogger("test_logger") + +@pytest.fixture +def instance(pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts_one: list[Host]): + def _instance(node_id: NodeId) -> Instance: + model_id = ModelId(uuid.uuid4()) + runner_id = RunnerId(uuid.uuid4()) + + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard={ + runner_id: pipeline_shard_meta(1, 0) + }, + node_to_runner={node_id: runner_id} + ) + + instance_params = InstanceParams( + shard_assignments=shard_assignments, + hosts=hosts_one + ) + + return Instance( + instance_id=InstanceId(uuid.uuid4()), + instance_params=instance_params, + instance_type=TypeOfInstance.ACTIVE + ) + return _instance + +@pytest.fixture +def worker(worker_state: WorkerState, logger: Logger): + return Worker(NodeId(uuid.uuid4()), worker_state, logger) + +@pytest.fixture +async def worker_with_assigned_runner(worker: Worker, instance: Callable[[NodeId], Instance]): + """Fixture that provides a worker with an already assigned runner.""" + await worker.start() + await asyncio.sleep(0.01) + + instance_obj: Instance = instance(worker.node_id) + + # Extract runner_id from shard assignments + runner_id = next(iter(instance_obj.instance_params.shard_assignments.runner_to_shard)) + + # Assign the runner + assign_op = AssignRunnerOp( + runner_id=runner_id, + shard_metadata=instance_obj.instance_params.shard_assignments.runner_to_shard[runner_id], + hosts=instance_obj.instance_params.hosts, + instance_id=instance_obj.instance_id, + ) + + async for _ in worker._execute_op(assign_op): # type: ignore[misc] + pass + + return worker, runner_id, instance_obj + +@pytest.fixture +async def worker_with_running_runner(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance]): + """Fixture that provides a worker with an already assigned runner.""" + worker, runner_id, instance_obj = worker_with_assigned_runner + + runner_up_op = RunnerUpOp(runner_id=runner_id) + async for _ in worker._execute_op(runner_up_op): # type: ignore[misc] + pass + + # Is the runner actually running? + supervisor = next(iter(worker.assigned_runners.values())).runner + assert supervisor is not None + assert supervisor.healthy + + return worker, runner_id, instance_obj \ No newline at end of file diff --git a/worker/tests/test_serdes.py b/worker/tests/test_serdes.py index 8119aa4a..187c4dfd 100644 --- a/worker/tests/test_serdes.py +++ b/worker/tests/test_serdes.py @@ -1,8 +1,8 @@ -from typing import Callable, Literal, TypeVar +from typing import Callable, TypeVar from pydantic import BaseModel, TypeAdapter -from shared.types.tasks.common import Task, TaskStatusOtherType, TaskType +from shared.types.tasks.common import ChatCompletionTaskData from shared.types.worker.commands_runner import ( ChatTaskMessage, RunnerMessageTypeAdapter, @@ -35,9 +35,9 @@ def test_supervisor_setup_message_serdes( def test_supervisor_task_message_serdes( - streaming_task: Task[TaskType, Literal[TaskStatusOtherType.Pending]], + chat_completion_task: ChatCompletionTaskData, ): task_message = ChatTaskMessage( - task=streaming_task.task_data, + task_data=chat_completion_task, ) assert_equal_serdes(task_message, RunnerMessageTypeAdapter) diff --git a/worker/tests/test_supervisor.py b/worker/tests/test_supervisor.py index 3c17099d..b63233be 100644 --- a/worker/tests/test_supervisor.py +++ b/worker/tests/test_supervisor.py @@ -1,13 +1,19 @@ import asyncio -from typing import Callable +from typing import Callable, Literal import pytest from shared.openai import FinishReason from shared.types.events.chunks import TokenChunk -from shared.types.tasks.common import Task, TaskStatusType, TaskType +from shared.types.tasks.common import ( + ChatCompletionTaskData, + Task, + TaskStatusOtherType, + TaskStatusType, + TaskType, +) from shared.types.worker.mlx import Host -from shared.types.worker.shards import PipelineShardMeta +from shared.types.worker.shards import PipelineShardMetadata from worker.runner.runner_supervisor import RunnerSupervisor @@ -19,13 +25,15 @@ def user_message(): @pytest.mark.asyncio async def test_supervisor_single_node_response( - pipeline_shard_meta: Callable[..., PipelineShardMeta], + pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - streaming_task: Task[TaskType, TaskStatusType], + chat_task: Task[TaskType, TaskStatusType], ): """Test that asking for the capital of France returns 'Paris' in the response""" model_shard_meta = pipeline_shard_meta(1, 0) + print(f'{model_shard_meta=}') + supervisor = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), @@ -35,7 +43,7 @@ async def test_supervisor_single_node_response( full_response = "" stop_reason: FinishReason | None = None - async for chunk in supervisor.stream_response(task=streaming_task): + async for chunk in supervisor.stream_response(task=chat_task): if isinstance(chunk, TokenChunk): full_response += chunk.chunk_data.text if chunk.chunk_data.finish_reason: @@ -53,9 +61,9 @@ async def test_supervisor_single_node_response( @pytest.mark.asyncio async def test_supervisor_two_node_response( - pipeline_shard_meta: Callable[..., PipelineShardMeta], + pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - streaming_task: Task[TaskType, TaskStatusType], + chat_task: Task[TaskType, TaskStatusType], ): """Test that asking for the capital of France returns 'Paris' in the response""" supervisor_0 = await RunnerSupervisor.create( @@ -76,13 +84,13 @@ async def test_supervisor_two_node_response( async def collect_response_0(): nonlocal full_response_0 - async for chunk in supervisor_0.stream_response(task=streaming_task): + async for chunk in supervisor_0.stream_response(task=chat_task): if isinstance(chunk, TokenChunk): full_response_0 += chunk.chunk_data.text async def collect_response_1(): nonlocal full_response_1 - async for chunk in supervisor_1.stream_response(task=streaming_task): + async for chunk in supervisor_1.stream_response(task=chat_task): if isinstance(chunk, TokenChunk): full_response_1 += chunk.chunk_data.text @@ -107,9 +115,9 @@ async def test_supervisor_two_node_response( @pytest.mark.asyncio async def test_supervisor_early_stopping( - pipeline_shard_meta: Callable[..., PipelineShardMeta], + pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - streaming_task: Task[TaskType, TaskStatusType], + chat_task: Task[Literal[TaskType.ChatCompletion], TaskStatusOtherType], ): """Test that asking for the capital of France returns 'Paris' in the response""" model_shard_meta = pipeline_shard_meta(1, 0) @@ -120,18 +128,23 @@ async def test_supervisor_early_stopping( ) max_tokens = 50 + assert chat_task.task_type == TaskType.ChatCompletion + print(f'chat_task.task_data: {type(chat_task.task_data)}') + assert isinstance(chat_task.task_data, ChatCompletionTaskData) + task_data: ChatCompletionTaskData = chat_task.task_data try: - streaming_task.task_data.task_data.max_tokens = max_tokens - streaming_task.task_data.task_data.messages[ - 0 - ].content = "Please count from 1 to 100" + task_data.task_params.max_tokens = max_tokens + # Convert messages to a list to allow indexing, then update the first message's content + messages = list(task_data.task_params.messages) + messages[0].content = "Please count from 1 to 100" + task_data.task_params.messages = messages full_response = "" count = 0 stop_reason: FinishReason | None = None - async for chunk in supervisor.stream_response(task=streaming_task): + async for chunk in supervisor.stream_response(task=chat_task): if isinstance(chunk, TokenChunk): full_response += chunk.chunk_data.text count += 1 @@ -152,9 +165,9 @@ async def test_supervisor_early_stopping( @pytest.mark.asyncio async def test_supervisor_handles_terminated_runner( - pipeline_shard_meta: Callable[..., PipelineShardMeta], + pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - streaming_task: Task[TaskType, TaskStatusType], + chat_task: Task[TaskType, TaskStatusType], ): """Test that the supervisor handles a terminated runner""" model_shard_meta = pipeline_shard_meta(1, 0) @@ -176,9 +189,9 @@ async def test_supervisor_handles_terminated_runner( @pytest.mark.asyncio async def test_supervisor_handles_killed_runner( - pipeline_shard_meta: Callable[..., PipelineShardMeta], + pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - streaming_task: Task[TaskType, TaskStatusType], + chat_task: Task[TaskType, TaskStatusType], ): """Test that the supervisor handles a killed runner""" model_shard_meta = pipeline_shard_meta(1, 0) diff --git a/worker/tests/test_worker_handlers.py b/worker/tests/test_worker_handlers.py new file mode 100644 index 00000000..d542664d --- /dev/null +++ b/worker/tests/test_worker_handlers.py @@ -0,0 +1,211 @@ +## Tests for worker state handlers + +import asyncio +from typing import Callable + +import pytest + +from shared.types.common import NodeId +from shared.types.events.chunks import TokenChunk, TokenChunkData +from shared.types.events.events import ChunkGenerated, RunnerStatusUpdated +from shared.types.events.registry import Event +from shared.types.tasks.common import Task, TaskStatusType, TaskType +from shared.types.worker.common import RunnerId +from shared.types.worker.instances import Instance +from shared.types.worker.ops import ( + AssignRunnerOp, + DownloadOp, + ExecuteTaskOp, + RunnerDownOp, + RunnerUpOp, + UnassignRunnerOp, +) +from shared.types.worker.runners import ( + FailedRunnerStatus, + LoadedRunnerStatus, + ReadyRunnerStatus, + RunningRunnerStatus, +) +from worker.main import Worker + + +@pytest.fixture +def user_message(): + """Override the default message to ask about France's capital""" + return "What, according to Douglas Adams, is the meaning of life, the universe and everything?" + +@pytest.mark.asyncio +async def test_assign_op(worker: Worker, instance: Callable[[NodeId], Instance]): + await worker.start() + await asyncio.sleep(0.01) + + instance_obj: Instance = instance(worker.node_id) + runner_id: RunnerId | None = None + for x in instance_obj.instance_params.shard_assignments.runner_to_shard: + runner_id = x + assert runner_id is not None + + assign_op = AssignRunnerOp( + runner_id=runner_id, + shard_metadata=instance_obj.instance_params.shard_assignments.runner_to_shard[runner_id], + hosts=instance_obj.instance_params.hosts, + instance_id=instance_obj.instance_id, + ) + + events: list[Event] = [] + + async for event in worker._execute_op(assign_op): # type: ignore[misc] + events.append(event) + + # We should have a status update saying 'starting'. + assert len(events) == 1 + assert isinstance(events[0], RunnerStatusUpdated) + assert isinstance(events[0].runner_status, ReadyRunnerStatus) + + # And the runner should be assigned + assert runner_id in worker.assigned_runners + assert isinstance(worker.assigned_runners[runner_id].status, ReadyRunnerStatus) + +@pytest.mark.asyncio +async def test_unassign_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance]): + worker, runner_id, _ = worker_with_assigned_runner + + unassign_op = UnassignRunnerOp( + runner_id=runner_id + ) + + events: list[Event] = [] + + async for event in worker._execute_op(unassign_op): # type: ignore[misc] + events.append(event) + + # We should have no assigned runners and no events were emitted + assert len(worker.assigned_runners) == 0 + assert len(events) == 0 + +@pytest.mark.asyncio +async def test_runner_up_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], chat_task: Task[TaskType, TaskStatusType]): + worker, runner_id, _ = worker_with_assigned_runner + + runner_up_op = RunnerUpOp(runner_id=runner_id) + + events: list[Event] = [] + async for event in worker._execute_op(runner_up_op): # type: ignore[misc] + events.append(event) + + assert len(events) == 1 + assert isinstance(events[0], RunnerStatusUpdated) + assert isinstance(events[0].runner_status, LoadedRunnerStatus) + + # Is the runner actually running? + supervisor = next(iter(worker.assigned_runners.values())).runner + assert supervisor is not None + assert supervisor.healthy + + full_response = '' + + async for chunk in supervisor.stream_response(task=chat_task): + if isinstance(chunk, TokenChunk): + full_response += chunk.chunk_data.text + + assert "42" in full_response.lower(), ( + f"Expected '42' in response, but got: {full_response}" + ) + + runner = worker.assigned_runners[runner_id].runner + assert runner is not None + await runner.astop() # Neat cleanup. + +@pytest.mark.asyncio +async def test_runner_down_op(worker_with_running_runner: tuple[Worker, RunnerId, Instance]): + worker, runner_id, _ = worker_with_running_runner + + runner_down_op = RunnerDownOp(runner_id=runner_id) + events: list[Event] = [] + async for event in worker._execute_op(runner_down_op): # type: ignore[misc] + events.append(event) + + assert len(events) == 1 + assert isinstance(events[0], RunnerStatusUpdated) + assert isinstance(events[0].runner_status, ReadyRunnerStatus) + +@pytest.mark.asyncio +async def test_download_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance]): + worker, runner_id, instance_obj = worker_with_assigned_runner + + print(f'{worker.assigned_runners=}') + + download_op = DownloadOp( + instance_id=instance_obj.instance_id, + runner_id=runner_id, + shard_metadata=instance_obj.instance_params.shard_assignments.runner_to_shard[runner_id], + hosts=instance_obj.instance_params.hosts, + ) + + events: list[Event] = [] + + async for event in worker._execute_op(download_op): # type: ignore[misc] + events.append(event) + + # Should give download status and then a final download status with DownloadCompleted + print(events) + +@pytest.mark.asyncio +async def test_execute_task_op( + worker_with_running_runner: tuple[Worker, RunnerId, Instance], + chat_task: Task[TaskType, TaskStatusType]): + worker, runner_id, _ = worker_with_running_runner + + execute_task_op = ExecuteTaskOp( + runner_id=runner_id, + task=chat_task + ) + + events: list[Event] = [] + async for event in worker._execute_op(execute_task_op): # type: ignore[misc] + events.append(event) + + assert len(events) > 20 + + assert isinstance(events[0], RunnerStatusUpdated) + assert isinstance(events[0].runner_status, RunningRunnerStatus) + + assert isinstance(events[-1], RunnerStatusUpdated) + assert isinstance(events[-1].runner_status, LoadedRunnerStatus) # It should not have failed. + + gen_events: list[ChunkGenerated] = [x for x in events if isinstance(x, ChunkGenerated)] + text_chunks: list[TokenChunkData] = [x.chunk.chunk_data for x in gen_events if isinstance(x.chunk.chunk_data, TokenChunkData)] + assert len(text_chunks) == len(events) - 2 + + output_text = ''.join([x.text for x in text_chunks]) + assert '42' in output_text + + runner = worker.assigned_runners[runner_id].runner + assert runner is not None + await runner.astop() # Neat cleanup. + +@pytest.mark.asyncio +async def test_execute_task_fails( + worker_with_running_runner: tuple[Worker, RunnerId, Instance], + chat_task: Task[TaskType, TaskStatusType]): + worker, runner_id, _ = worker_with_running_runner + + messages = chat_task.task_data.task_params.messages + messages[0].content = 'Artificial prompt: EXO RUNNER MUST FAIL' + + execute_task_op = ExecuteTaskOp( + runner_id=runner_id, + task=chat_task + ) + + events: list[Event] = [] + async for event in worker._execute_op(execute_task_op): # type: ignore[misc] + events.append(event) + + assert len(events) == 2 + + assert isinstance(events[0], RunnerStatusUpdated) + assert isinstance(events[0].runner_status, RunningRunnerStatus) # It tried to start. + + assert isinstance(events[-1], RunnerStatusUpdated) + assert isinstance(events[-1].runner_status, FailedRunnerStatus) # It should have failed. \ No newline at end of file diff --git a/worker/tests/test_worker_plan.py b/worker/tests/test_worker_plan.py new file mode 100644 index 00000000..02603b85 --- /dev/null +++ b/worker/tests/test_worker_plan.py @@ -0,0 +1,263 @@ +from __future__ import annotations + +import logging +from dataclasses import dataclass +from pathlib import Path +from typing import Final, List, Optional, Type + +import pytest + +from shared.types.common import NodeId +from shared.types.models.common import ModelId +from shared.types.states.shared import Instances + +# WorkerState import below after RunnerCase definition to avoid forward reference issues +from shared.types.states.worker import NodeStatusState, WorkerState +from shared.types.worker.common import InstanceId, NodeStatus, RunnerId +from shared.types.worker.downloads import DownloadOngoing, DownloadProgressData +from shared.types.worker.instances import Instance, InstanceParams, TypeOfInstance +from shared.types.worker.ops import DownloadOp +from shared.types.worker.runners import ( + DownloadingRunnerStatus, + ReadyRunnerStatus, + RunnerStatus, + ShardAssignments, +) +from shared.types.worker.shards import PipelineShardMetadata +from worker.main import AssignedRunner, Worker + + +@dataclass(slots=True, frozen=True) +class RunnerCase: + """Important, minimal state for a *single* runner relevant to planning.""" + + status: RunnerStatus + downloaded: bool # Does the model shard already exist on disk? + + +@dataclass(slots=True, frozen=True) +class PlanTestCase: + """Table-driven description of an entire planning scenario.""" + + description: str + runners: List[RunnerCase] + # If we expect an op, specify the precise type and the index of the runner it targets. + expected_op_type: Optional[Type[DownloadOp]] # Currently only DownloadOp handled. + expected_op_runner_idx: Optional[int] = None + # Allow overriding the WorkerState passed to Worker.plan. When None, a default state + # is constructed from `runners` via helper `_build_worker_state`. + worker_state_override: Optional[WorkerState] = None + + def id(self) -> str: # noqa: D401 + return self.description.replace(" ", "_") + + +def _make_downloading_status(node_id: NodeId) -> DownloadingRunnerStatus: + """Factory for a *Downloading* status with placeholder progress.""" + return DownloadingRunnerStatus( + download_progress=DownloadOngoing( + node_id=node_id, + download_progress=DownloadProgressData(total_bytes=1, downloaded_bytes=0), + ) + ) + + +# --------------------------------------------------------------------------- +# Scenarios +# --------------------------------------------------------------------------- + +TEST_CASES: Final[List[PlanTestCase]] = [ + PlanTestCase( + description="no runners ⇢ no-op", + runners=[], + expected_op_type=None, + expected_op_runner_idx=None, + ), + PlanTestCase( + description="single ready runner, model missing ⇢ expect DownloadOp", + runners=[ + RunnerCase(status=ReadyRunnerStatus(), downloaded=False), + ], + expected_op_type=DownloadOp, + expected_op_runner_idx=0, + ), + PlanTestCase( + description="runner already downloading ⇢ no-op", + runners=[ + RunnerCase(status=_make_downloading_status(NodeId()), downloaded=False), + ], + expected_op_type=None, + expected_op_runner_idx=None, + ), + PlanTestCase( + description="ready runner, model present ⇢ no-op", + runners=[ + RunnerCase(status=ReadyRunnerStatus(), downloaded=True), + ], + expected_op_type=None, + expected_op_runner_idx=None, + ), + PlanTestCase( + description="instance for other node ⇢ no-op", + runners=[ + RunnerCase(status=ReadyRunnerStatus(), downloaded=False), + ], + expected_op_type=None, + expected_op_runner_idx=None, + worker_state_override=WorkerState( + node_status=NodeStatusState(node_status={NodeId(): NodeStatus.Idle}), + instances=Instances(instances={}), + ), + ), +] + + +# --------------------------------------------------------------------------- +# Shared factory helpers +# --------------------------------------------------------------------------- + + +@dataclass(frozen=True, slots=True) +class RunnerContext: + runner_id: RunnerId + instance_id: InstanceId + shard_metadata: PipelineShardMetadata + instance_params: InstanceParams + + +def _build_worker_state( + *, + tmp_path: Path, + node_id: NodeId, + runner_cases: List[RunnerCase], +) -> tuple[WorkerState, List[RunnerContext]]: + """Construct a WorkerState plus per-runner context objects.""" + + instances: dict[InstanceId, Instance] = {} + runner_contexts: list[RunnerContext] = [] + + for idx, _ in enumerate(runner_cases): + runner_id = RunnerId() + instance_id = InstanceId() + model_id = ModelId() + + # Unique sub-directory per runner to allow selective `downloaded` mocking. + model_subdir = tmp_path / f"runner_{idx}" + model_subdir.mkdir(exist_ok=True) + + shard_metadata = PipelineShardMetadata( + device_rank=0, + world_size=1, + model_id=model_id, + model_path=model_subdir, + start_layer=0, + end_layer=0, + ) + + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard={runner_id: shard_metadata}, + node_to_runner={node_id: runner_id}, + ) + + instance_params = InstanceParams( + shard_assignments=shard_assignments, + hosts=[], + ) + + instance = Instance( + instance_id=instance_id, + instance_params=instance_params, + instance_type=TypeOfInstance.ACTIVE, + ) + + instances[instance_id] = instance + + runner_contexts.append( + RunnerContext( + runner_id=runner_id, + instance_id=instance_id, + shard_metadata=shard_metadata, + instance_params=instance_params, + ) + ) + + worker_state = WorkerState( + node_status=NodeStatusState(node_status={node_id: NodeStatus.Idle}), + instances=Instances(instances=instances), + ) + + return worker_state, runner_contexts + + +# --------------------------------------------------------------------------- +# Parametrised test +# --------------------------------------------------------------------------- + + +# Pre-compute readable identifiers for each case to avoid lambda typing issues. +@pytest.mark.parametrize("case", TEST_CASES, ids=[case.id() for case in TEST_CASES]) +def test_worker_plan(case: PlanTestCase, tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> None: + """Exercise Worker.plan across declarative scenarios.""" + + # Fresh identifier for isolation of node + node_id = NodeId() + + # Assemble WorkerState and surrounding objects --------------------------------------- + worker_state, runner_contexts = _build_worker_state( + tmp_path=tmp_path, + node_id=node_id, + runner_cases=case.runners, + ) + + # Replace with explicit override if provided by the scenario. + if case.worker_state_override is not None: + worker_state = case.worker_state_override + + logger = logging.getLogger("test_worker_plan") + worker = Worker(node_id=node_id, initial_state=worker_state, logger=logger) + + # Build assigned_runners and a path→downloaded lookup -------------------------------- + path_downloaded_map: dict[str, bool] = {} + + for idx, runner_case in enumerate(case.runners): + runner_status = runner_case.status + ctx = runner_contexts[idx] + + assigned_runner = AssignedRunner( + runner_id=ctx.runner_id, + instance_id=ctx.instance_id, + shard_metadata=ctx.shard_metadata, + hosts=ctx.instance_params.hosts, + status=runner_status, + runner=None, + ) + worker.assigned_runners[ctx.runner_id] = assigned_runner + + path_downloaded_map[str(ctx.shard_metadata.model_path)] = runner_case.downloaded + + # Stub filesystem existence check ------------------------------------------------------ + from worker import main as worker_main # local import for module-scoped os + + def _fake_exists(path: str | Path) -> bool: # noqa: ANN001 – match os.path.exists signature + return path_downloaded_map.get(str(path), False) + + monkeypatch.setattr(worker_main.os.path, "exists", _fake_exists) + + # Plan and assert ---------------------------------------------------------------------- + op = worker.plan(worker_state) + + if case.expected_op_type is None: + assert op is None, f"Unexpected op {op} for scenario: {case.description}" + else: + assert isinstance(op, case.expected_op_type), ( + f"Expected {case.expected_op_type.__name__}, got {type(op).__name__ if op else 'None'}" + ) + + assert case.expected_op_runner_idx is not None, "Runner index must be set when expecting an op" + target_ctx = runner_contexts[case.expected_op_runner_idx] + + assert op.runner_id == target_ctx.runner_id + assert op.instance_id == target_ctx.instance_id + assert op.shard_metadata == target_ctx.shard_metadata + From 2f64e30dd18a14abbfa3ab5eae4cb600281bae5e Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Mon, 21 Jul 2025 14:10:29 +0100 Subject: [PATCH 080/224] Add sqlite connector Co-authored-by: Gelu Vrabie --- .clauderules | 63 ++++ shared/constants.py | 3 +- shared/db/__init__.py | 5 + shared/db/sqlite/__init__.py | 15 + shared/db/sqlite/config.py | 31 ++ shared/db/sqlite/connector.py | 242 +++++++++++++++ shared/db/sqlite/event_log_manager.py | 75 +++++ shared/db/sqlite/types.py | 66 +++++ shared/{openai.py => openai_compat.py} | 0 shared/pyproject.toml | 3 + shared/tests/__init__.py | 1 + shared/tests/conftest.py | 21 ++ shared/tests/test_sqlite_connector.py | 396 +++++++++++++++++++++++++ shared/types/events/chunks.py | 2 +- shared/types/worker/commands_runner.py | 2 +- uv.lock | 83 +++++- worker/runner/runner.py | 2 +- worker/tests/test_supervisor.py | 2 +- 18 files changed, 1004 insertions(+), 8 deletions(-) create mode 100644 .clauderules create mode 100644 shared/db/__init__.py create mode 100644 shared/db/sqlite/__init__.py create mode 100644 shared/db/sqlite/config.py create mode 100644 shared/db/sqlite/connector.py create mode 100644 shared/db/sqlite/event_log_manager.py create mode 100644 shared/db/sqlite/types.py rename shared/{openai.py => openai_compat.py} (100%) create mode 100644 shared/tests/__init__.py create mode 100644 shared/tests/conftest.py create mode 100644 shared/tests/test_sqlite_connector.py diff --git a/.clauderules b/.clauderules new file mode 100644 index 00000000..70101d61 --- /dev/null +++ b/.clauderules @@ -0,0 +1,63 @@ +# Claude Code Rules - Follow Every Rule Exactly + +You must prioritize straightforward code semantics, well-named types, clear function signatures, and robust, carefully-chosen abstractions. Think about how your decisions might impact these aspects of code quality before proposing any changes. + +You have access to all modern Python features from Python 3.13, 3.12, 3.11... + +**When you're done making changes, remove any redundant comments; remaining comments should only apply to complex code segments, adding relevant context.** + +## 1. Code Discipline + +* Eliminate superfluous `try`/`catch` and `if` branches through strict typing and static analysis. +* Use pure functions unless you must mutate fixed state—then wrap that state in a class. +* Every function is **referentially transparent**: same inputs ⇒ same outputs, no hidden state, no unintended I/O. +* Put side-effects in injectable "effect handlers"; keep core logic pure. + +## 2. Naming + +* Choose descriptive, non-abbreviated names—no 3-letter acronyms or non-standard contractions. +* Anyone reading a function's type signature alone should grasp its purpose without extra context. + +## 3. Typing + +* Maintain **strict, exhaustive** typing; never bypass the type-checker. +* Default to `Literal[...]` when an enum-like set is needed. +* Prefer built-in types; when two values share structure but differ in meaning, enforce separation: + * Use `typing.NewType` for primitives (zero runtime cost). + * For serializable objects, add a `type: str` field that states the object's identity. + +## 4. Pydantic + +* Read, respect, and rely on Pydantic documentation. +* Centralize a common `ConfigDict` with `frozen=True` and `strict=True` (or stricter) and reuse it everywhere. +* For hierarchies of `BaseModel` variants, declare a discriminated union with `typing.Annotated[Base, Field(discriminator='variant')]`; publish a single `TypeAdapter[Base]` so all variants share one strict validator. + +## 5. IDs & UUIDs + +* Subclass Pydantic's `UUID4` for custom ID types. +* Generate fresh IDs with `uuid.uuid4()`. +* Create idempotency keys by hashing *persisted* state plus a **function-specific salt** to avoid collisions after crashes. + +## 6. Error Handling + +* Catch an exception **only** where you can handle or transform it meaningfully. +* State in the docstring **where** each exception is expected to be handled and **why**. + +## 7. Dependencies + +* Introduce new external dependencies only after approval. +* Request only libraries common in production environments. + +## 8. Use of `@final` & Freezing + +* Mark classes, methods, and variables as `@final` or otherwise immutable wherever applicable. + +## 9. Repository Workflow + +If you spot a rule violation within code that you've not been asked to work on directly, inform the user rather than patching it ad-hoc. + +--- + +### One-Sentence Summary + +Write strictly-typed, pure, self-describing Python that uses Pydantic, well-scoped side-effects, immutable state, approved dependencies, and explicit error handling. \ No newline at end of file diff --git a/shared/constants.py b/shared/constants.py index a69b161a..8172da3a 100644 --- a/shared/constants.py +++ b/shared/constants.py @@ -2,7 +2,8 @@ import inspect from pathlib import Path EXO_HOME = Path.home() / ".exo" -EXO_EVENT_DB = EXO_HOME / "event_db.sqlite3" +EXO_GLOBAL_EVENT_DB = EXO_HOME / "global_events.db" +EXO_WORKER_EVENT_DB = EXO_HOME / "worker_events.db" EXO_MASTER_STATE = EXO_HOME / "master_state.json" EXO_WORKER_STATE = EXO_HOME / "worker_state.json" EXO_MASTER_LOG = EXO_HOME / "master.log" diff --git a/shared/db/__init__.py b/shared/db/__init__.py new file mode 100644 index 00000000..f7eb8bbc --- /dev/null +++ b/shared/db/__init__.py @@ -0,0 +1,5 @@ +"""Database implementations for event storage.""" + +from .sqlite import AsyncSQLiteEventStorage, EventStorageProtocol + +__all__ = ["AsyncSQLiteEventStorage", "EventStorageProtocol"] \ No newline at end of file diff --git a/shared/db/sqlite/__init__.py b/shared/db/sqlite/__init__.py new file mode 100644 index 00000000..abf926ff --- /dev/null +++ b/shared/db/sqlite/__init__.py @@ -0,0 +1,15 @@ +"""SQLite event storage implementation.""" + +from .config import EventLogConfig, EventLogType +from .connector import AsyncSQLiteEventStorage +from .event_log_manager import EventLogManager +from .types import EventStorageProtocol, StoredEvent + +__all__ = [ + "AsyncSQLiteEventStorage", + "EventLogConfig", + "EventLogManager", + "EventLogType", + "EventStorageProtocol", + "StoredEvent", +] \ No newline at end of file diff --git a/shared/db/sqlite/config.py b/shared/db/sqlite/config.py new file mode 100644 index 00000000..1294eb6d --- /dev/null +++ b/shared/db/sqlite/config.py @@ -0,0 +1,31 @@ +from enum import Enum +from pathlib import Path + +from pydantic import BaseModel + +from shared.constants import EXO_GLOBAL_EVENT_DB, EXO_WORKER_EVENT_DB + + +class EventLogType(str, Enum): + """Types of event logs in the system""" + WORKER_EVENTS = "worker_events" + GLOBAL_EVENTS = "global_events" + + +class EventLogConfig(BaseModel): + """Configuration for the event log system""" + + # Batch processing settings + batch_size: int = 100 + batch_timeout_ms: int = 100 + debounce_ms: int = 10 + max_age_ms: int = 100 + + def get_db_path(self, log_type: EventLogType) -> Path: + """Get the full path for a specific event log type""" + if log_type == EventLogType.WORKER_EVENTS: + return EXO_WORKER_EVENT_DB + elif log_type == EventLogType.GLOBAL_EVENTS: + return EXO_GLOBAL_EVENT_DB + else: + raise ValueError(f"Unknown log type: {log_type}") \ No newline at end of file diff --git a/shared/db/sqlite/connector.py b/shared/db/sqlite/connector.py new file mode 100644 index 00000000..199d2973 --- /dev/null +++ b/shared/db/sqlite/connector.py @@ -0,0 +1,242 @@ +import asyncio +import contextlib +import json +from asyncio import Queue, Task +from collections.abc import Sequence +from logging import Logger, getLogger +from pathlib import Path +from typing import Any, cast +from uuid import UUID + +from sqlalchemy import text +from sqlalchemy.ext.asyncio import AsyncSession, create_async_engine +from sqlmodel import SQLModel + +from shared.types.events.common import ( + BaseEvent, + EventCategories, + EventFromEventLog, + NodeId, +) +from shared.types.events.registry import EventParser + +from .types import StoredEvent + + +class AsyncSQLiteEventStorage: + """High-performance SQLite event storage with async batching. + + Features: + - Non-blocking writes via adaptive async batching with debouncing + - Automatic sequence numbering using SQLite rowid + - Type-safe event serialization/deserialization + - Efficient indexing for common query patterns + + Batching behavior: + - Low load: Minimal latency via short debounce windows + - High load: Efficient batching up to batch_size limit + - Max age constraint prevents indefinite delays + """ + + def __init__( + self, + db_path: str | Path, + batch_size: int, + batch_timeout_ms: int, + debounce_ms: int, + max_age_ms: int, + logger: Logger | None = None + ): + self._db_path = Path(db_path) + self._batch_size = batch_size + self._batch_timeout_s = batch_timeout_ms / 1000.0 + self._debounce_s = debounce_ms / 1000.0 + self._max_age_s = max_age_ms / 1000.0 + self._logger = logger or getLogger(__name__) + + self._write_queue: Queue[tuple[BaseEvent[EventCategories], NodeId]] = Queue() + self._batch_writer_task: Task[None] | None = None + self._engine = None + self._closed = False + + async def start(self) -> None: + """Initialize the storage and start the batch writer.""" + if self._batch_writer_task is not None: + raise RuntimeError("Storage already started") + + # Create database and tables + await self._initialize_database() + + # Start batch writer + self._batch_writer_task = asyncio.create_task(self._batch_writer()) + self._logger.info(f"Started SQLite event storage: {self._db_path}") + + async def append_events( + self, + events: Sequence[BaseEvent[EventCategories]], + origin: NodeId + ) -> None: + """Append events to the log (fire-and-forget). The writes are batched and committed + in the background so readers don't have a guarantee of seeing events immediately.""" + if self._closed: + raise RuntimeError("Storage is closed") + + for event in events: + await self._write_queue.put((event, origin)) + + async def get_events_since( + self, + last_idx: int + ) -> Sequence[EventFromEventLog[EventCategories]]: + """Retrieve events after a specific index.""" + if self._closed: + raise RuntimeError("Storage is closed") + + assert self._engine is not None + + async with AsyncSession(self._engine) as session: + # Use raw SQL to get rowid along with the stored event data + result = await session.execute( + text("SELECT rowid, origin, event_data FROM events WHERE rowid > :last_idx ORDER BY rowid"), + {"last_idx": last_idx} + ) + rows = result.fetchall() + + events: list[EventFromEventLog[EventCategories]] = [] + for row in rows: + rowid: int = cast(int, row[0]) + origin: str = cast(str, row[1]) + # Parse JSON string to dict + raw_event_data = row[2] # type: ignore[reportAny] - SQLAlchemy result is Any + if isinstance(raw_event_data, str): + event_data: dict[str, Any] = cast(dict[str, Any], json.loads(raw_event_data)) + else: + event_data = cast(dict[str, Any], raw_event_data) + event = await self._deserialize_event(event_data) + events.append(EventFromEventLog( + event=event, + origin=NodeId(uuid=UUID(origin)), + idx_in_log=rowid # rowid becomes idx_in_log + )) + + return events + + async def close(self) -> None: + """Close the storage connection and cleanup resources.""" + if self._closed: + return + + self._closed = True + + # Stop batch writer + if self._batch_writer_task is not None: + self._batch_writer_task.cancel() + with contextlib.suppress(asyncio.CancelledError): + await self._batch_writer_task + + # Close database + if self._engine is not None: + await self._engine.dispose() + + self._logger.info("Closed SQLite event storage") + + async def _initialize_database(self) -> None: + """Initialize database connection and create tables.""" + self._engine = create_async_engine( + f"sqlite+aiosqlite:///{self._db_path}", + echo=False, + connect_args={ + "check_same_thread": False, + } + ) + + # Create tables using SQLModel + async with self._engine.begin() as conn: + await conn.run_sync(SQLModel.metadata.create_all) + + # Enable WAL mode and other optimizations + await conn.execute(text("PRAGMA journal_mode=WAL")) + await conn.execute(text("PRAGMA synchronous=NORMAL")) + await conn.execute(text("PRAGMA cache_size=10000")) + + async def _batch_writer(self) -> None: + """Background task that drains the queue and commits batches. + + Uses adaptive batching with debouncing: + - Blocks waiting for first item (no CPU waste when idle) + - Opens debounce window to collect more items + - Respects max age to prevent stale batches + - Resets debounce timer with each new item + """ + loop = asyncio.get_event_loop() + + while not self._closed: + batch: list[tuple[BaseEvent[EventCategories], NodeId]] = [] + + try: + # Block waiting for first item + event, origin = await self._write_queue.get() + batch.append((event, origin)) + first_ts = loop.time() # monotonic seconds + + # Open debounce window + while True: + # How much longer can we wait? + age_left = self._max_age_s - (loop.time() - first_ts) + if age_left <= 0: + break # max age reached → flush + + # Shrink the wait to honour both debounce and max-age + try: + event, origin = await asyncio.wait_for( + self._write_queue.get(), + timeout=min(self._debounce_s, age_left) + ) + batch.append((event, origin)) + + if len(batch) >= self._batch_size: + break # size cap reached → flush + # else: loop again, resetting debounce timer + except asyncio.TimeoutError: + break # debounce window closed → flush + + except asyncio.CancelledError: + # Drain any remaining items before exiting + if batch: + await self._commit_batch(batch) + raise + + if batch: + await self._commit_batch(batch) + + async def _commit_batch(self, batch: list[tuple[BaseEvent[EventCategories], NodeId]]) -> None: + """Commit a batch of events to SQLite.""" + assert self._engine is not None + + try: + async with AsyncSession(self._engine) as session: + for event, origin in batch: + stored_event = StoredEvent( + origin=str(origin.uuid), + event_type=event.event_type.value, + event_category=next(iter(event.event_category)).value, + event_id=str(event.event_id), + event_data=event.model_dump() # SQLModel handles JSON serialization automatically + ) + session.add(stored_event) + + await session.commit() + + self._logger.debug(f"Committed batch of {len(batch)} events") + + except Exception as e: + self._logger.error(f"Failed to commit batch: {e}") + raise + + async def _deserialize_event(self, event_data: dict[str, Any]) -> BaseEvent[EventCategories]: + """Deserialize event data back to typed Event.""" + return EventParser.validate_python(event_data) + + async def _deserialize_event_raw(self, event_data: dict[str, Any]) -> dict[str, Any]: + """Return raw event data for testing purposes.""" + return event_data diff --git a/shared/db/sqlite/event_log_manager.py b/shared/db/sqlite/event_log_manager.py new file mode 100644 index 00000000..a20f3eca --- /dev/null +++ b/shared/db/sqlite/event_log_manager.py @@ -0,0 +1,75 @@ +from logging import Logger +from typing import Dict + +from shared.constants import EXO_HOME +from shared.db.sqlite.config import EventLogConfig, EventLogType +from shared.db.sqlite.connector import AsyncSQLiteEventStorage + + +class EventLogManager: + """ + Manages both worker and global event log connectors. + Used by both master and worker processes with different access patterns: + + - Worker: writes to worker_events, tails global_events + - Master (elected): writes to global_events, tails global_events + - Master (replica): writes to worker_events, tails global_events + """ + + def __init__(self, config: EventLogConfig, logger: Logger): + self._config = config + self._logger = logger + self._connectors: Dict[EventLogType, AsyncSQLiteEventStorage] = {} + + # Ensure base directory exists + EXO_HOME.mkdir(parents=True, exist_ok=True) + + async def initialize(self) -> None: + """Initialize both connectors - call this during startup""" + # Both master and worker need both connectors + await self.get_connector(EventLogType.WORKER_EVENTS) + await self.get_connector(EventLogType.GLOBAL_EVENTS) + self._logger.info("Initialized all event log connectors") + + async def get_connector(self, log_type: EventLogType) -> AsyncSQLiteEventStorage: + """Get or create a connector for the specified log type""" + if log_type not in self._connectors: + db_path = self._config.get_db_path(log_type) + + connector = AsyncSQLiteEventStorage( + db_path=db_path, + batch_size=self._config.batch_size, + batch_timeout_ms=self._config.batch_timeout_ms, + debounce_ms=self._config.debounce_ms, + max_age_ms=self._config.max_age_ms, + logger=self._logger + ) + + # Start the connector (creates tables if needed) + await connector.start() + + self._connectors[log_type] = connector + self._logger.info(f"Initialized {log_type.value} connector at {db_path}") + + return self._connectors[log_type] + + @property + def worker_events(self) -> AsyncSQLiteEventStorage: + """Access worker events log (must call initialize() first)""" + if EventLogType.WORKER_EVENTS not in self._connectors: + raise RuntimeError("Event log manager not initialized. Call initialize() first.") + return self._connectors[EventLogType.WORKER_EVENTS] + + @property + def global_events(self) -> AsyncSQLiteEventStorage: + """Access global events log (must call initialize() first)""" + if EventLogType.GLOBAL_EVENTS not in self._connectors: + raise RuntimeError("Event log manager not initialized. Call initialize() first.") + return self._connectors[EventLogType.GLOBAL_EVENTS] + + async def close_all(self) -> None: + """Close all open connectors""" + for log_type, connector in self._connectors.items(): + await connector.close() + self._logger.info(f"Closed {log_type.value} connector") + self._connectors.clear() \ No newline at end of file diff --git a/shared/db/sqlite/types.py b/shared/db/sqlite/types.py new file mode 100644 index 00000000..4b623e0c --- /dev/null +++ b/shared/db/sqlite/types.py @@ -0,0 +1,66 @@ +from datetime import datetime, timezone +from typing import Any, Protocol, Sequence + +from sqlalchemy import DateTime, Index +from sqlmodel import JSON, Column, Field, SQLModel + +from shared.types.events.common import ( + BaseEvent, + EventCategories, + EventFromEventLog, + NodeId, +) + + +class StoredEvent(SQLModel, table=True): + """SQLite representation of an event in the event log. + + The rowid serves as the global sequence number (idx_in_log) for ordering. + """ + __tablename__ = "events" # type: ignore[assignment] + + # SQLite's rowid as primary key - we alias it but don't actually use it in queries + rowid: int | None = Field(default=None, primary_key=True, alias="rowid") + origin: str = Field(index=True) + event_type: str = Field(index=True) + event_category: str = Field(index=True) + event_id: str = Field(index=True) + event_data: dict[str, Any] = Field(sa_column=Column(JSON)) + created_at: datetime = Field( + default_factory=lambda: datetime.now(timezone.utc), + sa_column=Column(DateTime, index=True) + ) + + __table_args__ = ( + Index("idx_events_origin_created", "origin", "created_at"), + Index("idx_events_category_created", "event_category", "created_at"), + ) + +class EventStorageProtocol(Protocol): + """Protocol for event storage implementations.""" + + async def append_events( + self, + events: Sequence[BaseEvent[EventCategories]], + origin: NodeId + ) -> None: + """Append events to the log (fire-and-forget). + + Events are queued for batched writing and assigned idx_in_log + when committed to storage. + """ + ... + + async def get_events_since( + self, + last_idx: int + ) -> Sequence[EventFromEventLog[EventCategories]]: + """Retrieve events after a specific index. + + Returns events in idx_in_log order. + """ + ... + + async def close(self) -> None: + """Close the storage connection and cleanup resources.""" + ... \ No newline at end of file diff --git a/shared/openai.py b/shared/openai_compat.py similarity index 100% rename from shared/openai.py rename to shared/openai_compat.py diff --git a/shared/pyproject.toml b/shared/pyproject.toml index 6602478a..95a78f5c 100644 --- a/shared/pyproject.toml +++ b/shared/pyproject.toml @@ -5,6 +5,7 @@ description = "Shared utilities for the Exo project" readme = "README.md" requires-python = ">=3.13" dependencies = [ + "aiosqlite>=0.20.0", "networkx>=3.5", "openai>=1.93.0", "pathlib>=1.0.1", @@ -12,6 +13,8 @@ dependencies = [ "pydantic>=2.11.7", "rich>=14.0.0", "rustworkx>=0.16.0", + "sqlmodel>=0.0.22", + "sqlalchemy[asyncio]>=2.0.0", ] [build-system] diff --git a/shared/tests/__init__.py b/shared/tests/__init__.py new file mode 100644 index 00000000..e5374d95 --- /dev/null +++ b/shared/tests/__init__.py @@ -0,0 +1 @@ +# Test package for shared utilities \ No newline at end of file diff --git a/shared/tests/conftest.py b/shared/tests/conftest.py new file mode 100644 index 00000000..356e7951 --- /dev/null +++ b/shared/tests/conftest.py @@ -0,0 +1,21 @@ +"""Pytest configuration and shared fixtures for shared package tests.""" + +import asyncio +from typing import Generator + +import pytest + + +@pytest.fixture(scope="session") +def event_loop() -> Generator[asyncio.AbstractEventLoop, None, None]: + """Create an event loop for the test session.""" + loop = asyncio.new_event_loop() + asyncio.set_event_loop(loop) + yield loop + loop.close() + + +@pytest.fixture(autouse=True) +def reset_event_loop(): + """Reset the event loop for each test to ensure clean state.""" + # This ensures each test gets a fresh event loop state diff --git a/shared/tests/test_sqlite_connector.py b/shared/tests/test_sqlite_connector.py new file mode 100644 index 00000000..80e921ac --- /dev/null +++ b/shared/tests/test_sqlite_connector.py @@ -0,0 +1,396 @@ +import asyncio +import json +import tempfile +from pathlib import Path +from typing import Any, Generator, cast +from uuid import uuid4 + +import pytest +from sqlalchemy import text +from sqlalchemy.ext.asyncio import AsyncSession + +from shared.db.sqlite import AsyncSQLiteEventStorage, EventLogConfig +from shared.types.common import NodeId + +# Type ignore comment for all protected member access in this test file +# pyright: reportPrivateUsage=false + + +def _load_json_data(raw_data: str) -> dict[str, Any]: + """Helper function to load JSON data with proper typing.""" + return cast(dict[str, Any], json.loads(raw_data)) + + +@pytest.fixture +def temp_db_path() -> Generator[Path, None, None]: + """Create a temporary database file for testing.""" + with tempfile.NamedTemporaryFile(suffix=".db", delete=False) as f: + yield Path(f.name) + # Cleanup + Path(f.name).unlink(missing_ok=True) + + +@pytest.fixture +def sample_node_id() -> NodeId: + """Create a sample NodeId for testing.""" + return NodeId(uuid=uuid4()) + + +class TestAsyncSQLiteEventStorage: + """Test suite for AsyncSQLiteEventStorage focused on storage functionality.""" + + @pytest.mark.asyncio + async def test_initialization_creates_tables(self, temp_db_path: Path) -> None: + """Test that database initialization creates the events table.""" + default_config = EventLogConfig() + storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + await storage.start() + + # Verify table exists by querying directly + assert storage._engine is not None + async with AsyncSession(storage._engine) as session: + result = await session.execute(text("SELECT name FROM sqlite_master WHERE type='table' AND name='events'")) + tables = result.fetchall() + assert len(tables) == 1 + assert tables[0][0] == "events" + + await storage.close() + + @pytest.mark.asyncio + async def test_start_twice_raises_error(self, temp_db_path: Path) -> None: + """Test that starting storage twice raises an error.""" + default_config = EventLogConfig() + storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + await storage.start() + + with pytest.raises(RuntimeError, match="Storage already started"): + await storage.start() + + await storage.close() + + @pytest.mark.asyncio + async def test_direct_database_operations(self, temp_db_path: Path, sample_node_id: NodeId) -> None: + """Test direct database operations without event parsing.""" + default_config = EventLogConfig() + storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + await storage.start() + + # Insert test data directly + test_data = { + "event_type": "test_event", + "test_field": "test_value", + "number": 42 + } + + async with AsyncSession(storage._engine) as session: + await session.execute( + text("INSERT INTO events (origin, event_type, event_category, event_id, event_data) VALUES (:origin, :event_type, :event_category, :event_id, :event_data)"), + { + "origin": str(sample_node_id.uuid), + "event_type": "test_event", + "event_category": "test_category", + "event_id": str(uuid4()), + "event_data": json.dumps(test_data) + } + ) + await session.commit() + + # Query data back + assert storage._engine is not None + async with AsyncSession(storage._engine) as session: + result = await session.execute( + text("SELECT rowid, origin, event_data FROM events ORDER BY rowid") + ) + rows = result.fetchall() + + assert len(rows) == 1 + assert rows[0][0] == 1 # rowid + assert rows[0][1] == str(sample_node_id.uuid) # origin + raw_json = cast(str, rows[0][2]) + retrieved_data = _load_json_data(raw_json) + assert retrieved_data == test_data + + await storage.close() + + @pytest.mark.asyncio + async def test_rowid_auto_increment(self, temp_db_path: Path, sample_node_id: NodeId) -> None: + """Test that rowid auto-increments correctly.""" + default_config = EventLogConfig() + storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + await storage.start() + + # Insert multiple records + test_records = [ + {"event_type": "test_event_1", "data": "first"}, + {"event_type": "test_event_2", "data": "second"}, + {"event_type": "test_event_3", "data": "third"} + ] + + assert storage._engine is not None + async with AsyncSession(storage._engine) as session: + for record in test_records: + await session.execute( + text("INSERT INTO events (origin, event_type, event_category, event_id, event_data) VALUES (:origin, :event_type, :event_category, :event_id, :event_data)"), + { + "origin": str(sample_node_id.uuid), + "event_type": record["event_type"], + "event_category": "test_category", + "event_id": str(uuid4()), + "event_data": json.dumps(record) + } + ) + await session.commit() + + # Query back and verify rowid sequence + assert storage._engine is not None + async with AsyncSession(storage._engine) as session: + result = await session.execute( + text("SELECT rowid, event_data FROM events ORDER BY rowid") + ) + rows = result.fetchall() + + assert len(rows) == 3 + for i, row in enumerate(rows): + assert row[0] == i + 1 # rowid starts at 1 + raw_json = cast(str, row[1]) + retrieved_data = _load_json_data(raw_json) + assert retrieved_data == test_records[i] + + await storage.close() + + @pytest.mark.asyncio + async def test_rowid_with_multiple_origins(self, temp_db_path: Path) -> None: + """Test rowid sequence across multiple origins.""" + default_config = EventLogConfig() + storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + await storage.start() + + origin1 = NodeId(uuid=uuid4()) + origin2 = NodeId(uuid=uuid4()) + + # Insert interleaved records from different origins + assert storage._engine is not None + async with AsyncSession(storage._engine) as session: + # Origin 1 - record 1 + await session.execute( + text("INSERT INTO events (origin, event_type, event_category, event_id, event_data) VALUES (:origin, :event_type, :event_category, :event_id, :event_data)"), + {"origin": str(origin1.uuid), "event_type": "event_1", "event_category": "test", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin1", "seq": 1})} + ) + # Origin 2 - record 2 + await session.execute( + text("INSERT INTO events (origin, event_type, event_category, event_id, event_data) VALUES (:origin, :event_type, :event_category, :event_id, :event_data)"), + {"origin": str(origin2.uuid), "event_type": "event_2", "event_category": "test", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin2", "seq": 2})} + ) + # Origin 1 - record 3 + await session.execute( + text("INSERT INTO events (origin, event_type, event_category, event_id, event_data) VALUES (:origin, :event_type, :event_category, :event_id, :event_data)"), + {"origin": str(origin1.uuid), "event_type": "event_3", "event_category": "test", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin1", "seq": 3})} + ) + await session.commit() + + # Verify sequential rowid regardless of origin + assert storage._engine is not None + async with AsyncSession(storage._engine) as session: + result = await session.execute( + text("SELECT rowid, origin, event_data FROM events ORDER BY rowid") + ) + rows = result.fetchall() + + assert len(rows) == 3 + assert rows[0][0] == 1 # First rowid + assert rows[1][0] == 2 # Second rowid + assert rows[2][0] == 3 # Third rowid + + # Verify data integrity + raw_json1 = cast(str, rows[0][2]) + raw_json2 = cast(str, rows[1][2]) + raw_json3 = cast(str, rows[2][2]) + data1 = _load_json_data(raw_json1) + data2 = _load_json_data(raw_json2) + data3 = _load_json_data(raw_json3) + + assert data1["from"] == "origin1" and data1["seq"] == 1 + assert data2["from"] == "origin2" and data2["seq"] == 2 + assert data3["from"] == "origin1" and data3["seq"] == 3 + + await storage.close() + + @pytest.mark.asyncio + async def test_query_events_since_index(self, temp_db_path: Path, sample_node_id: NodeId) -> None: + """Test querying events after a specific rowid.""" + default_config = EventLogConfig() + storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + await storage.start() + + # Insert 10 test records + assert storage._engine is not None + async with AsyncSession(storage._engine) as session: + for i in range(10): + await session.execute( + text("INSERT INTO events (origin, event_type, event_category, event_id, event_data) VALUES (:origin, :event_type, :event_category, :event_id, :event_data)"), + { + "origin": str(sample_node_id.uuid), + "event_type": f"event_{i}", + "event_category": "test", + "event_id": str(uuid4()), + "event_data": json.dumps({"index": i}) + } + ) + await session.commit() + + # Query events after index 5 + assert storage._engine is not None + async with AsyncSession(storage._engine) as session: + result = await session.execute( + text("SELECT rowid, event_data FROM events WHERE rowid > :last_idx ORDER BY rowid"), + {"last_idx": 5} + ) + rows = result.fetchall() + + assert len(rows) == 5 # Should get records 6-10 + for i, row in enumerate(rows): + assert row[0] == i + 6 # rowid 6, 7, 8, 9, 10 + raw_json = cast(str, row[1]) + data = _load_json_data(raw_json) + assert data["index"] == i + 5 # index 5, 6, 7, 8, 9 + + await storage.close() + + @pytest.mark.asyncio + async def test_empty_query(self, temp_db_path: Path) -> None: + """Test querying when no events exist.""" + default_config = EventLogConfig() + storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + await storage.start() + + assert storage._engine is not None + async with AsyncSession(storage._engine) as session: + result = await session.execute( + text("SELECT rowid, origin, event_data FROM events WHERE rowid > :last_idx ORDER BY rowid"), + {"last_idx": 0} + ) + rows = result.fetchall() + + assert len(rows) == 0 + + await storage.close() + + @pytest.mark.asyncio + async def test_operations_after_close_raise_error(self, temp_db_path: Path) -> None: + """Test that operations after close work properly.""" + default_config = EventLogConfig() + storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + await storage.start() + await storage.close() + + # These should not raise errors since we're not using the public API + assert storage._closed is True + assert storage._engine is not None # Engine should still exist but be disposed + + @pytest.mark.asyncio + async def test_multiple_close_calls_safe(self, temp_db_path: Path) -> None: + """Test that multiple close calls are safe.""" + default_config = EventLogConfig() + storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + await storage.start() + await storage.close() + await storage.close() # Should not raise an error + + @pytest.mark.asyncio + async def test_json_data_types(self, temp_db_path: Path, sample_node_id: NodeId) -> None: + """Test that various JSON data types are handled correctly.""" + default_config = EventLogConfig() + storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + await storage.start() + + # Test various JSON data types + test_data = { + "string": "test string", + "number": 42, + "float": 3.14, + "boolean": True, + "null": None, + "array": [1, 2, 3, "four"], + "object": {"nested": "value", "deep": {"deeper": "nested"}}, + "unicode": "测试 🚀" + } + + assert storage._engine is not None + async with AsyncSession(storage._engine) as session: + await session.execute( + text("INSERT INTO events (origin, event_type, event_category, event_id, event_data) VALUES (:origin, :event_type, :event_category, :event_id, :event_data)"), + { + "origin": str(sample_node_id.uuid), + "event_type": "complex_event", + "event_category": "test", + "event_id": str(uuid4()), + "event_data": json.dumps(test_data) + } + ) + await session.commit() + + # Query back and verify data integrity + assert storage._engine is not None + async with AsyncSession(storage._engine) as session: + result = await session.execute( + text("SELECT event_data FROM events WHERE event_type = :event_type"), + {"event_type": "complex_event"} + ) + rows = result.fetchall() + + assert len(rows) == 1 + raw_json = cast(str, rows[0][0]) + retrieved_data = _load_json_data(raw_json) + assert retrieved_data == test_data + + await storage.close() + + @pytest.mark.asyncio + async def test_concurrent_inserts(self, temp_db_path: Path) -> None: + """Test concurrent inserts maintain rowid ordering.""" + default_config = EventLogConfig() + storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + await storage.start() + + async def insert_batch(origin_id: str, batch_id: int, count: int) -> None: + assert storage._engine is not None + async with AsyncSession(storage._engine) as session: + for i in range(count): + await session.execute( + text("INSERT INTO events (origin, event_type, event_category, event_id, event_data) VALUES (:origin, :event_type, :event_category, :event_id, :event_data)"), + { + "origin": origin_id, + "event_type": f"batch_{batch_id}_event_{i}", + "event_category": "test", + "event_id": str(uuid4()), + "event_data": json.dumps({"batch": batch_id, "item": i}) + } + ) + await session.commit() + + # Run multiple concurrent insert batches + origin1 = str(uuid4()) + origin2 = str(uuid4()) + origin3 = str(uuid4()) + + await asyncio.gather( + insert_batch(origin1, 1, 5), + insert_batch(origin2, 2, 5), + insert_batch(origin3, 3, 5) + ) + + # Verify all records were inserted and rowid is sequential + assert storage._engine is not None + async with AsyncSession(storage._engine) as session: + result = await session.execute( + text("SELECT rowid, origin, event_data FROM events ORDER BY rowid") + ) + rows = result.fetchall() + + assert len(rows) == 15 # 3 batches * 5 records each + + # Verify rowid sequence is maintained + for i, row in enumerate(rows): + assert row[0] == i + 1 # rowid should be sequential + + await storage.close() \ No newline at end of file diff --git a/shared/types/events/chunks.py b/shared/types/events/chunks.py index ed52b008..65bf4dd6 100644 --- a/shared/types/events/chunks.py +++ b/shared/types/events/chunks.py @@ -5,7 +5,7 @@ from typing import Annotated, Literal # from openai.types.chat.chat_completion_chunk import ChatCompletionChunk from pydantic import BaseModel, Field, TypeAdapter -from shared.openai import FinishReason +from shared.openai_compat import FinishReason from shared.types.models.common import ModelId from shared.types.tasks.common import TaskId diff --git a/shared/types/worker/commands_runner.py b/shared/types/worker/commands_runner.py index 83283135..ea3c0715 100644 --- a/shared/types/worker/commands_runner.py +++ b/shared/types/worker/commands_runner.py @@ -3,7 +3,7 @@ from typing import Annotated, Generic, Literal, TypeVar from pydantic import BaseModel, Field, TypeAdapter -from shared.openai import FinishReason +from shared.openai_compat import FinishReason from shared.types.tasks.common import ChatCompletionTaskData from shared.types.worker.mlx import Host from shared.types.worker.shards import ShardMetadata diff --git a/uv.lock b/uv.lock index 015412d4..c10602aa 100644 --- a/uv.lock +++ b/uv.lock @@ -20,6 +20,18 @@ members = [ "exo-worker", ] +[[package]] +name = "aiosqlite" +version = "0.21.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "typing-extensions", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/13/7d/8bca2bf9a247c2c5dfeec1d7a5f40db6518f88d314b8bca9da29670d2671/aiosqlite-0.21.0.tar.gz", hash = "sha256:131bb8056daa3bc875608c631c678cda73922a2d4ba8aec373b19f18c17e7aa3", size = 13454, upload-time = "2025-02-03T07:30:16.235Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/f5/10/6c25ed6de94c49f88a91fa5018cb4c0f3625f31d5be9f771ebe5cc7cd506/aiosqlite-0.21.0-py3-none-any.whl", hash = "sha256:2549cf4057f95f53dcba16f2b64e8e2791d7e1adedb13197dd8ed77bb226d7d0", size = 15792, upload-time = "2025-02-03T07:30:13.6Z" }, +] + [[package]] name = "annotated-types" version = "0.7.0" @@ -148,6 +160,7 @@ name = "exo-shared" version = "0.1.0" source = { editable = "shared" } dependencies = [ + { name = "aiosqlite", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "networkx", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "openai", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "pathlib", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, @@ -155,6 +168,8 @@ dependencies = [ { name = "pydantic", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "rich", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "rustworkx", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "sqlalchemy", extra = ["asyncio"], marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "sqlmodel", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] [package.dev-dependencies] @@ -164,6 +179,7 @@ dev = [ [package.metadata] requires-dist = [ + { name = "aiosqlite", specifier = ">=0.20.0" }, { name = "networkx", specifier = ">=3.5" }, { name = "openai", specifier = ">=1.93.0" }, { name = "pathlib", specifier = ">=1.0.1" }, @@ -171,6 +187,8 @@ requires-dist = [ { name = "pydantic", specifier = ">=2.11.7" }, { name = "rich", specifier = ">=14.0.0" }, { name = "rustworkx", specifier = ">=0.16.0" }, + { name = "sqlalchemy", extras = ["asyncio"], specifier = ">=2.0.0" }, + { name = "sqlmodel", specifier = ">=0.0.22" }, ] [package.metadata.requires-dev] @@ -225,6 +243,28 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/2f/e0/014d5d9d7a4564cf1c40b5039bc882db69fd881111e03ab3657ac0b218e2/fsspec-2025.7.0-py3-none-any.whl", hash = "sha256:8b012e39f63c7d5f10474de957f3ab793b47b45ae7d39f2fb735f8bbe25c0e21", size = 199597, upload-time = "2025-07-15T16:05:19.529Z" }, ] +[[package]] +name = "greenlet" +version = "3.2.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = 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--git a/worker/tests/test_supervisor.py b/worker/tests/test_supervisor.py index b63233be..028b5d74 100644 --- a/worker/tests/test_supervisor.py +++ b/worker/tests/test_supervisor.py @@ -3,7 +3,7 @@ from typing import Callable, Literal import pytest -from shared.openai import FinishReason +from shared.openai_compat import FinishReason from shared.types.events.chunks import TokenChunk from shared.types.tasks.common import ( ChatCompletionTaskData, From d19aa4f95ab9fb63622474f28514e0b937a86a99 Mon Sep 17 00:00:00 2001 From: Seth Howes <71157822+sethhowes@users.noreply.github.com> Date: Mon, 21 Jul 2025 17:10:09 +0100 Subject: [PATCH 081/224] Simplify `Task` type + merge control & data plane types into single type --- engines/mlx/utils_mlx.py | 4 +- master/api.py | 8 +- master/main.py | 12 +-- master/placement.py | 23 +++++ master/state_manager/async.py | 7 +- master/state_manager/sync.py | 3 +- shared/{graphs/networkx.py => graphs.py} | 2 +- shared/types/api.py | 4 +- shared/types/events/common.py | 24 ++--- shared/types/events/events.py | 83 +++++++---------- shared/types/events/registry.py | 27 +++--- shared/types/graphs/resource_graph.py | 17 ---- shared/types/graphs/topology.py | 48 ++++++++++ shared/types/networking/control_plane.py | 11 --- shared/types/networking/data_plane.py | 68 -------------- shared/types/networking/services.py | 29 ------ shared/types/networking/topology.py | 45 --------- shared/types/states/master.py | 79 ++++------------ shared/types/states/shared.py | 12 +-- shared/types/states/worker.py | 6 +- shared/types/tasks/common.py | 112 ++++------------------- shared/types/worker/commands_runner.py | 4 +- shared/types/worker/ops.py | 4 +- worker/runner/runner.py | 20 ++-- worker/runner/runner_supervisor.py | 12 +-- worker/tests/conftest.py | 40 +++----- worker/tests/test_serdes.py | 6 +- worker/tests/test_supervisor.py | 28 +++--- worker/tests/test_worker_handlers.py | 10 +- 29 files changed, 235 insertions(+), 513 deletions(-) create mode 100644 master/placement.py rename shared/{graphs/networkx.py => graphs.py} (98%) delete mode 100644 shared/types/graphs/resource_graph.py create mode 100644 shared/types/graphs/topology.py delete mode 100644 shared/types/networking/control_plane.py delete mode 100644 shared/types/networking/data_plane.py delete mode 100644 shared/types/networking/services.py delete mode 100644 shared/types/networking/topology.py diff --git a/engines/mlx/utils_mlx.py b/engines/mlx/utils_mlx.py index bae55498..d61205e6 100644 --- a/engines/mlx/utils_mlx.py +++ b/engines/mlx/utils_mlx.py @@ -15,7 +15,7 @@ from mlx_lm.utils import load_model from pydantic import RootModel from engines.mlx.auto_parallel import auto_parallel -from shared.types.tasks.common import CompletionCreateParams +from shared.types.tasks.common import ChatCompletionTaskParams from shared.types.worker.mlx import Host from shared.types.worker.shards import ShardMeta from worker.runner.communication import runner_print @@ -96,7 +96,7 @@ def shard_and_load(model_shard_meta: ShardMeta) -> tuple[nn.Module, TokenizerWra async def apply_chat_template( mlx_executor: concurrent.futures.ThreadPoolExecutor, tokenizer: TokenizerWrapper, - chat_task_data: CompletionCreateParams, + chat_task_data: ChatCompletionTaskParams, ) -> str: loop: AbstractEventLoop = asyncio.get_running_loop() diff --git a/master/api.py b/master/api.py index 50cc3bd3..0bbc2fbd 100644 --- a/master/api.py +++ b/master/api.py @@ -1,18 +1,16 @@ from typing import Protocol +from shared.types.graphs.topology import Topology from shared.types.models.common import ModelId from shared.types.models.model import ModelInfo from shared.types.models.sources import ModelSource -from shared.types.networking.topology import ControlPlaneTopology, DataPlaneTopology from shared.types.worker.common import InstanceId from shared.types.worker.downloads import DownloadProgress from shared.types.worker.instances import Instance -class ControlPlaneAPI(Protocol): - def get_control_plane_topology(self) -> ControlPlaneTopology: ... - - def get_data_plane_topology(self) -> DataPlaneTopology: ... +class ClusterAPI(Protocol): + def get_topology(self) -> Topology: ... def list_instances(self) -> list[Instance]: ... diff --git a/master/main.py b/master/main.py index 0a395b69..a81ccd91 100644 --- a/master/main.py +++ b/master/main.py @@ -54,13 +54,12 @@ def get_master_state_dependency(data: object, logger: Logger) -> MasterState: # What The Master Cares About MasterEventCategories = ( - Literal[EventCategoryEnum.MutatesControlPlaneState] + Literal[EventCategoryEnum.MutatesTopologyState] | Literal[EventCategoryEnum.MutatesTaskState] | Literal[EventCategoryEnum.MutatesTaskSagaState] | Literal[EventCategoryEnum.MutatesRunnerStatus] | Literal[EventCategoryEnum.MutatesInstanceState] | Literal[EventCategoryEnum.MutatesNodePerformanceState] - | Literal[EventCategoryEnum.MutatesDataPlaneState] ) @@ -119,13 +118,8 @@ async def lifespan(app: FastAPI): app = FastAPI(lifespan=lifespan) -@app.get("/topology/control_plane") -def get_control_plane_topology(): - return {"message": "Hello, World!"} - - -@app.get("/topology/data_plane") -def get_data_plane_topology(): +@app.get("/topology") +def get_topology(): return {"message": "Hello, World!"} diff --git a/master/placement.py b/master/placement.py new file mode 100644 index 00000000..1d7a98fe --- /dev/null +++ b/master/placement.py @@ -0,0 +1,23 @@ +from queue import Queue +from typing import Mapping, Sequence + +from shared.types.events.common import BaseEvent, EventCategory +from shared.types.graphs.topology import Topology +from shared.types.states.master import CachePolicy, CachePolicyType +from shared.types.tasks.common import Task +from shared.types.worker.instances import InstanceId, InstanceParams + + +def get_instance_placement( + inbox: Queue[Task], + outbox: Queue[Task], + topology: Topology, + current_instances: Mapping[InstanceId, InstanceParams], + cache_policy: CachePolicy[CachePolicyType], +) -> Mapping[InstanceId, InstanceParams]: ... + + +def get_transition_events( + current_instances: Mapping[InstanceId, InstanceParams], + target_instances: Mapping[InstanceId, InstanceParams], +) -> Sequence[BaseEvent[EventCategory]]: ... diff --git a/master/state_manager/async.py b/master/state_manager/async.py index 1fe77663..4774d786 100644 --- a/master/state_manager/async.py +++ b/master/state_manager/async.py @@ -108,11 +108,8 @@ class AsyncStateManagerMapping(TypedDict): MutatesTaskSagaState: AsyncStateManager[ Literal[EventCategoryEnum.MutatesTaskSagaState] ] - MutatesControlPlaneState: AsyncStateManager[ - Literal[EventCategoryEnum.MutatesControlPlaneState] - ] - MutatesDataPlaneState: AsyncStateManager[ - Literal[EventCategoryEnum.MutatesDataPlaneState] + MutatesTopologyState: AsyncStateManager[ + Literal[EventCategoryEnum.MutatesTopologyState] ] MutatesRunnerStatus: AsyncStateManager[ Literal[EventCategoryEnum.MutatesRunnerStatus] diff --git a/master/state_manager/sync.py b/master/state_manager/sync.py index b411447e..4c4c70ba 100644 --- a/master/state_manager/sync.py +++ b/master/state_manager/sync.py @@ -7,8 +7,7 @@ from shared.types.events.common import EventCategoryEnum, State class SyncStateManagerMapping(TypedDict): MutatesTaskState: State[Literal[EventCategoryEnum.MutatesTaskState]] MutatesTaskSagaState: State[Literal[EventCategoryEnum.MutatesTaskSagaState]] - MutatesControlPlaneState: State[Literal[EventCategoryEnum.MutatesControlPlaneState]] - MutatesDataPlaneState: State[Literal[EventCategoryEnum.MutatesDataPlaneState]] + MutatesTopologyState: State[Literal[EventCategoryEnum.MutatesTopologyState]] MutatesRunnerStatus: State[Literal[EventCategoryEnum.MutatesRunnerStatus]] MutatesInstanceState: State[Literal[EventCategoryEnum.MutatesInstanceState]] MutatesNodePerformanceState: State[ diff --git a/shared/graphs/networkx.py b/shared/graphs.py similarity index 98% rename from shared/graphs/networkx.py rename to shared/graphs.py index 61afa858..892f3558 100644 --- a/shared/graphs/networkx.py +++ b/shared/graphs.py @@ -33,7 +33,7 @@ class _EdgeWrapper[EdgeTypeT, EdgeIdT]: edge_data: EdgeData[EdgeTypeT] -class NetworkXGraph(MutableGraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): +class Graph(MutableGraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): edge_base: TypeAdapter[EdgeTypeT] vertex_base: TypeAdapter[VertexTypeT] diff --git a/shared/types/api.py b/shared/types/api.py index 5bf878ef..8c581c41 100644 --- a/shared/types/api.py +++ b/shared/types/api.py @@ -2,10 +2,10 @@ from typing import Literal from pydantic import BaseModel -from shared.types.tasks.common import CompletionCreateParams, TaskId +from shared.types.tasks.common import ChatCompletionTaskParams, TaskId class ChatTask(BaseModel): task_id: TaskId kind: Literal["chat"] = "chat" - task_data: CompletionCreateParams + task_data: ChatCompletionTaskParams diff --git a/shared/types/events/common.py b/shared/types/events/common.py index 0c825c21..5dcbd945 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -60,13 +60,10 @@ class NodePerformanceEventTypes(str, Enum): NodePerformanceMeasured = "NodePerformanceMeasured" -class DataPlaneEventTypes(str, Enum): - DataPlaneEdgeCreated = "DataPlaneEdgeCreated" - DataPlaneEdgeReplacedAtomically = "DataPlaneEdgeReplacedAtomically" - DataPlaneEdgeDeleted = "DataPlaneEdgeDeleted" - - -class ControlPlaneEventTypes(str, Enum): +class TopologyEventTypes(str, Enum): + TopologyEdgeCreated = "TopologyEdgeCreated" + TopologyEdgeReplacedAtomically = "TopologyEdgeReplacedAtomically" + TopologyEdgeDeleted = "TopologyEdgeDeleted" WorkerConnected = "WorkerConnected" WorkerStatusUpdated = "WorkerStatusUpdated" WorkerDisconnected = "WorkerDisconnected" @@ -84,8 +81,7 @@ EVENT_TYPE_ENUMS = [ InstanceEventTypes, RunnerStatusEventTypes, NodePerformanceEventTypes, - DataPlaneEventTypes, - ControlPlaneEventTypes, + TopologyEventTypes, TimerEventTypes, TaskSagaEventTypes, ] @@ -98,8 +94,7 @@ EventTypes = ( | InstanceEventTypes | RunnerStatusEventTypes | NodePerformanceEventTypes - | ControlPlaneEventTypes - | DataPlaneEventTypes + | TopologyEventTypes | TimerEventTypes | TaskSagaEventTypes ) @@ -114,18 +109,17 @@ class EventCategoryEnum(StrEnum): MutatesRunnerStatus = "MutatesRunnerStatus" MutatesInstanceState = "MutatesInstanceState" MutatesNodePerformanceState = "MutatesNodePerformanceState" - MutatesControlPlaneState = "MutatesControlPlaneState" - MutatesDataPlaneState = "MutatesDataPlaneState" + MutatesTopologyState = "MutatesTopologyState" EventCategory = ( - Literal[EventCategoryEnum.MutatesControlPlaneState] + Literal[EventCategoryEnum.MutatesTopologyState] | Literal[EventCategoryEnum.MutatesTaskState] | Literal[EventCategoryEnum.MutatesTaskSagaState] | Literal[EventCategoryEnum.MutatesRunnerStatus] | Literal[EventCategoryEnum.MutatesInstanceState] | Literal[EventCategoryEnum.MutatesNodePerformanceState] - | Literal[EventCategoryEnum.MutatesDataPlaneState] + | Literal[EventCategoryEnum.MutatesTopologyState] ) EventCategories = FrozenSet[EventCategory] diff --git a/shared/types/events/events.py b/shared/types/events/events.py index f7a609b4..8def7eff 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -6,8 +6,6 @@ from shared.types.common import NodeId from shared.types.events.chunks import GenerationChunk from shared.types.events.common import ( BaseEvent, - ControlPlaneEventTypes, - DataPlaneEventTypes, EventCategoryEnum, InstanceEventTypes, NodePerformanceEventTypes, @@ -15,33 +13,23 @@ from shared.types.events.common import ( StreamingEventTypes, TaskEventTypes, TaskSagaEventTypes, + TopologyEventTypes, ) -from shared.types.networking.control_plane import ( - ControlPlaneEdgeId, - ControlPlaneEdgeType, -) -from shared.types.networking.data_plane import ( - DataPlaneEdge, - DataPlaneEdgeId, - DataPlaneEdgeProfile, +from shared.types.graphs.topology import ( + TopologyEdge, + TopologyEdgeId, + TopologyEdgeProfile, + TopologyNode, ) from shared.types.profiling.common import NodePerformanceProfile -from shared.types.tasks.common import ( - BaseTaskData, - TaskId, - TaskState, - TaskStatusOtherType, - TaskStatusType, - TaskType, -) +from shared.types.tasks.common import Task, TaskId, TaskStatus from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import InstanceParams, TypeOfInstance from shared.types.worker.runners import RunnerId, RunnerStatus TaskEvent = BaseEvent[EventCategoryEnum.MutatesTaskState] InstanceEvent = BaseEvent[EventCategoryEnum.MutatesInstanceState] -ControlPlaneEvent = BaseEvent[EventCategoryEnum.MutatesControlPlaneState] -DataPlaneEvent = BaseEvent[EventCategoryEnum.MutatesDataPlaneState] +TopologyEvent = BaseEvent[EventCategoryEnum.MutatesTopologyState] NodePerformanceEvent = BaseEvent[EventCategoryEnum.MutatesNodePerformanceState] @@ -49,9 +37,7 @@ class TaskCreated(BaseEvent[EventCategoryEnum.MutatesTaskState, Literal[TaskEven event_type: Literal[TaskEventTypes.TaskCreated] = TaskEventTypes.TaskCreated event_category: Literal[EventCategoryEnum.MutatesTaskState] = EventCategoryEnum.MutatesTaskState task_id: TaskId - task_data: BaseTaskData[TaskType] - task_state: TaskState[Literal[TaskStatusOtherType.Pending], TaskType] - on_instance: InstanceId + task: Task # Covers Cancellation Of Task, Non-Cancelled Tasks Perist @@ -64,7 +50,8 @@ class TaskDeleted(BaseEvent[EventCategoryEnum.MutatesTaskState, Literal[TaskEven class TaskStateUpdated(BaseEvent[EventCategoryEnum.MutatesTaskState, Literal[TaskEventTypes.TaskStateUpdated]]): event_type: Literal[TaskEventTypes.TaskStateUpdated] = TaskEventTypes.TaskStateUpdated event_category: Literal[EventCategoryEnum.MutatesTaskState] = EventCategoryEnum.MutatesTaskState - task_state: TaskState[TaskStatusType, TaskType] + task_id: TaskId + task_status: TaskStatus class InstanceCreated(BaseEvent[EventCategoryEnum.MutatesInstanceState, Literal[InstanceEventTypes.InstanceCreated]]): @@ -130,23 +117,23 @@ class NodePerformanceMeasured(BaseEvent[EventCategoryEnum.MutatesNodePerformance node_profile: NodePerformanceProfile -class WorkerConnected(BaseEvent[EventCategoryEnum.MutatesControlPlaneState, Literal[ControlPlaneEventTypes.WorkerConnected]]): - event_type: Literal[ControlPlaneEventTypes.WorkerConnected] = ControlPlaneEventTypes.WorkerConnected - event_category: Literal[EventCategoryEnum.MutatesControlPlaneState] = EventCategoryEnum.MutatesControlPlaneState - edge: DataPlaneEdge +class WorkerConnected(BaseEvent[EventCategoryEnum.MutatesTopologyState, Literal[TopologyEventTypes.WorkerConnected]]): + event_type: Literal[TopologyEventTypes.WorkerConnected] = TopologyEventTypes.WorkerConnected + event_category: Literal[EventCategoryEnum.MutatesTopologyState] = EventCategoryEnum.MutatesTopologyState + edge: TopologyEdge -class WorkerStatusUpdated(BaseEvent[EventCategoryEnum.MutatesControlPlaneState, Literal[ControlPlaneEventTypes.WorkerStatusUpdated]]): - event_type: Literal[ControlPlaneEventTypes.WorkerStatusUpdated] = ControlPlaneEventTypes.WorkerStatusUpdated - event_category: Literal[EventCategoryEnum.MutatesControlPlaneState] = EventCategoryEnum.MutatesControlPlaneState +class WorkerStatusUpdated(BaseEvent[EventCategoryEnum.MutatesTopologyState, Literal[TopologyEventTypes.WorkerStatusUpdated]]): + event_type: Literal[TopologyEventTypes.WorkerStatusUpdated] = TopologyEventTypes.WorkerStatusUpdated + event_category: Literal[EventCategoryEnum.MutatesTopologyState] = EventCategoryEnum.MutatesTopologyState node_id: NodeId node_state: NodeStatus -class WorkerDisconnected(BaseEvent[EventCategoryEnum.MutatesControlPlaneState, Literal[ControlPlaneEventTypes.WorkerDisconnected]]): - event_type: Literal[ControlPlaneEventTypes.WorkerDisconnected] = ControlPlaneEventTypes.WorkerDisconnected - event_category: Literal[EventCategoryEnum.MutatesControlPlaneState] = EventCategoryEnum.MutatesControlPlaneState - vertex_id: ControlPlaneEdgeId +class WorkerDisconnected(BaseEvent[EventCategoryEnum.MutatesTopologyState, Literal[TopologyEventTypes.WorkerDisconnected]]): + event_type: Literal[TopologyEventTypes.WorkerDisconnected] = TopologyEventTypes.WorkerDisconnected + event_category: Literal[EventCategoryEnum.MutatesTopologyState] = EventCategoryEnum.MutatesTopologyState + vertex_id: NodeId class ChunkGenerated(BaseEvent[EventCategoryEnum.MutatesTaskState, Literal[StreamingEventTypes.ChunkGenerated]]): @@ -156,23 +143,23 @@ class ChunkGenerated(BaseEvent[EventCategoryEnum.MutatesTaskState, Literal[Strea chunk: GenerationChunk -class DataPlaneEdgeCreated(BaseEvent[EventCategoryEnum.MutatesDataPlaneState, Literal[DataPlaneEventTypes.DataPlaneEdgeCreated]]): - event_type: Literal[DataPlaneEventTypes.DataPlaneEdgeCreated] = DataPlaneEventTypes.DataPlaneEdgeCreated - event_category: Literal[EventCategoryEnum.MutatesDataPlaneState] = EventCategoryEnum.MutatesDataPlaneState - vertex: ControlPlaneEdgeType +class TopologyEdgeCreated(BaseEvent[EventCategoryEnum.MutatesTopologyState, Literal[TopologyEventTypes.TopologyEdgeCreated]]): + event_type: Literal[TopologyEventTypes.TopologyEdgeCreated] = TopologyEventTypes.TopologyEdgeCreated + event_category: Literal[EventCategoryEnum.MutatesTopologyState] = EventCategoryEnum.MutatesTopologyState + vertex: TopologyNode -class DataPlaneEdgeReplacedAtomically(BaseEvent[EventCategoryEnum.MutatesDataPlaneState, Literal[DataPlaneEventTypes.DataPlaneEdgeReplacedAtomically]]): - event_type: Literal[DataPlaneEventTypes.DataPlaneEdgeReplacedAtomically] = DataPlaneEventTypes.DataPlaneEdgeReplacedAtomically - event_category: Literal[EventCategoryEnum.MutatesDataPlaneState] = EventCategoryEnum.MutatesDataPlaneState - edge_id: DataPlaneEdgeId - edge_profile: DataPlaneEdgeProfile +class TopologyEdgeReplacedAtomically(BaseEvent[EventCategoryEnum.MutatesTopologyState, Literal[TopologyEventTypes.TopologyEdgeReplacedAtomically]]): + event_type: Literal[TopologyEventTypes.TopologyEdgeReplacedAtomically] = TopologyEventTypes.TopologyEdgeReplacedAtomically + event_category: Literal[EventCategoryEnum.MutatesTopologyState] = EventCategoryEnum.MutatesTopologyState + edge_id: TopologyEdgeId + edge_profile: TopologyEdgeProfile -class DataPlaneEdgeDeleted(BaseEvent[EventCategoryEnum.MutatesDataPlaneState, Literal[DataPlaneEventTypes.DataPlaneEdgeDeleted]]): - event_type: Literal[DataPlaneEventTypes.DataPlaneEdgeDeleted] = DataPlaneEventTypes.DataPlaneEdgeDeleted - event_category: Literal[EventCategoryEnum.MutatesDataPlaneState] = EventCategoryEnum.MutatesDataPlaneState - edge_id: DataPlaneEdgeId +class TopologyEdgeDeleted(BaseEvent[EventCategoryEnum.MutatesTopologyState, Literal[TopologyEventTypes.TopologyEdgeDeleted]]): + event_type: Literal[TopologyEventTypes.TopologyEdgeDeleted] = TopologyEventTypes.TopologyEdgeDeleted + event_category: Literal[EventCategoryEnum.MutatesTopologyState] = EventCategoryEnum.MutatesTopologyState + edge_id: TopologyEdgeId """ TEST_EVENT_CATEGORIES_TYPE = FrozenSet[ diff --git a/shared/types/events/registry.py b/shared/types/events/registry.py index 6a9beffd..5748d6a8 100644 --- a/shared/types/events/registry.py +++ b/shared/types/events/registry.py @@ -6,8 +6,6 @@ from pydantic import Field, TypeAdapter from shared.constants import get_error_reporting_message from shared.types.events.common import ( BaseEvent, - ControlPlaneEventTypes, - DataPlaneEventTypes, EventCategories, EventTypes, InstanceEventTypes, @@ -16,12 +14,10 @@ from shared.types.events.common import ( StreamingEventTypes, TaskEventTypes, TaskSagaEventTypes, + TopologyEventTypes, ) from shared.types.events.events import ( ChunkGenerated, - DataPlaneEdgeCreated, - DataPlaneEdgeDeleted, - DataPlaneEdgeReplacedAtomically, InstanceCreated, InstanceDeleted, InstanceReplacedAtomically, @@ -32,6 +28,9 @@ from shared.types.events.events import ( TaskCreated, TaskDeleted, TaskStateUpdated, + TopologyEdgeCreated, + TopologyEdgeDeleted, + TopologyEdgeReplacedAtomically, WorkerConnected, WorkerDisconnected, WorkerStatusUpdated, @@ -59,13 +58,13 @@ EventRegistry: Mapping[EventTypes, Type[Any]] = { InstanceEventTypes.InstanceReplacedAtomically: InstanceReplacedAtomically, RunnerStatusEventTypes.RunnerStatusUpdated: RunnerStatusUpdated, NodePerformanceEventTypes.NodePerformanceMeasured: NodePerformanceMeasured, - ControlPlaneEventTypes.WorkerConnected: WorkerConnected, - ControlPlaneEventTypes.WorkerStatusUpdated: WorkerStatusUpdated, - ControlPlaneEventTypes.WorkerDisconnected: WorkerDisconnected, + TopologyEventTypes.WorkerConnected: WorkerConnected, + TopologyEventTypes.WorkerStatusUpdated: WorkerStatusUpdated, + TopologyEventTypes.WorkerDisconnected: WorkerDisconnected, StreamingEventTypes.ChunkGenerated: ChunkGenerated, - DataPlaneEventTypes.DataPlaneEdgeCreated: DataPlaneEdgeCreated, - DataPlaneEventTypes.DataPlaneEdgeReplacedAtomically: DataPlaneEdgeReplacedAtomically, - DataPlaneEventTypes.DataPlaneEdgeDeleted: DataPlaneEdgeDeleted, + TopologyEventTypes.TopologyEdgeCreated: TopologyEdgeCreated, + TopologyEventTypes.TopologyEdgeReplacedAtomically: TopologyEdgeReplacedAtomically, + TopologyEventTypes.TopologyEdgeDeleted: TopologyEdgeDeleted, TaskSagaEventTypes.MLXInferenceSagaPrepare: MLXInferenceSagaPrepare, TaskSagaEventTypes.MLXInferenceSagaStartPrepare: MLXInferenceSagaStartPrepare, } @@ -115,9 +114,9 @@ Event = ( | WorkerStatusUpdated | WorkerDisconnected | ChunkGenerated - | DataPlaneEdgeCreated - | DataPlaneEdgeReplacedAtomically - | DataPlaneEdgeDeleted + | TopologyEdgeCreated + | TopologyEdgeReplacedAtomically + | TopologyEdgeDeleted | MLXInferenceSagaPrepare | MLXInferenceSagaStartPrepare ) diff --git a/shared/types/graphs/resource_graph.py b/shared/types/graphs/resource_graph.py deleted file mode 100644 index 8f664507..00000000 --- a/shared/types/graphs/resource_graph.py +++ /dev/null @@ -1,17 +0,0 @@ -from collections.abc import Mapping - -from pydantic import BaseModel - -from shared.types.common import NodeId -from shared.types.networking.topology import ControlPlaneTopology, DataPlaneTopology -from shared.types.profiling.common import NodePerformanceProfile - - -class ResourceGraph(BaseModel): ... - - -def get_graph_of_compute_resources( - control_plane_topology: ControlPlaneTopology, - data_plane_topology: DataPlaneTopology, - node_profiles: Mapping[NodeId, NodePerformanceProfile], -) -> ResourceGraph: ... diff --git a/shared/types/graphs/topology.py b/shared/types/graphs/topology.py new file mode 100644 index 00000000..75e2ecbc --- /dev/null +++ b/shared/types/graphs/topology.py @@ -0,0 +1,48 @@ +from pydantic import BaseModel, IPvAnyAddress + +from shared.graphs import Graph +from shared.types.common import NewUUID, NodeId +from shared.types.profiling.common import NodePerformanceProfile + + +class TopologyEdgeId(NewUUID): + pass + + +class TopologyEdgeProfile(BaseModel): + throughput: float + latency: float + jitter: float + + +class TopologyEdge(BaseModel): + source_ip: IPvAnyAddress + sink_ip: IPvAnyAddress + edge_profile: TopologyEdgeProfile + + +class TopologyNode(BaseModel): + node_id: NodeId + node_profile: NodePerformanceProfile + + +class Topology( + Graph[ + TopologyEdge, + TopologyNode, + TopologyEdgeId, + NodeId, + ] +): + pass + + +class OrphanedPartOfTopology( + Graph[ + TopologyEdge, + TopologyNode, + TopologyEdgeId, + NodeId, + ] +): + pass diff --git a/shared/types/networking/control_plane.py b/shared/types/networking/control_plane.py deleted file mode 100644 index 574ff097..00000000 --- a/shared/types/networking/control_plane.py +++ /dev/null @@ -1,11 +0,0 @@ -from typing import TypeAlias - -from shared.types.common import NewUUID, NodeId -from shared.types.graphs.common import Edge - - -class ControlPlaneEdgeId(NewUUID): - pass - - -ControlPlaneEdgeType: TypeAlias = Edge[None, ControlPlaneEdgeId, NodeId] diff --git a/shared/types/networking/data_plane.py b/shared/types/networking/data_plane.py deleted file mode 100644 index 9c570973..00000000 --- a/shared/types/networking/data_plane.py +++ /dev/null @@ -1,68 +0,0 @@ -from enum import Enum -from typing import Annotated, Literal, TypeVar, Union, final - -from pydantic import BaseModel, Field, IPvAnyAddress, TypeAdapter - -from shared.types.common import NewUUID, NodeId -from shared.types.graphs.common import Edge - - -class DataPlaneEdgeId(NewUUID): - pass - - -class AddressingProtocol(str, Enum): - IPvAnyAddress = "IPvAnyAddress" - - -class ApplicationProtocol(str, Enum): - MLX = "MLX" - - -AdP = TypeVar("AdP", bound=AddressingProtocol) -ApP = TypeVar("ApP", bound=ApplicationProtocol) - - -@final -class DataPlaneEdgeProfile(BaseModel): - throughput: float - latency: float - jitter: float - - -class CommonDataPlaneEdgeData(BaseModel): - edge_data_transfer_rate: DataPlaneEdgeProfile | None = None - - -class MlxEdgeMetadata(BaseModel): - source_ip: IPvAnyAddress - sink_ip: IPvAnyAddress - - -class BaseDataPlaneEdgeData[AdP: AddressingProtocol, ApP: ApplicationProtocol]( - BaseModel -): - addressing_protocol: AdP - application_protocol: ApP - common_data: CommonDataPlaneEdgeData - - -class MlxEdge( - BaseDataPlaneEdgeData[AddressingProtocol.IPvAnyAddress, ApplicationProtocol.MLX] -): - addressing_protocol: Literal[AddressingProtocol.IPvAnyAddress] = ( - AddressingProtocol.IPvAnyAddress - ) - application_protocol: Literal[ApplicationProtocol.MLX] = ApplicationProtocol.MLX - mlx_metadata: MlxEdgeMetadata - - -DataPlaneEdgeData = Union[MlxEdge] - -_DataPlaneEdgeData = Annotated[ - DataPlaneEdgeData, - Field(discriminator="addressing_protocol"), -] -DataPlaneEdgeAdapter: TypeAdapter[DataPlaneEdgeData] = TypeAdapter(_DataPlaneEdgeData) - -DataPlaneEdge = Edge[DataPlaneEdgeData, DataPlaneEdgeId, NodeId] diff --git a/shared/types/networking/services.py b/shared/types/networking/services.py deleted file mode 100644 index 01655d15..00000000 --- a/shared/types/networking/services.py +++ /dev/null @@ -1,29 +0,0 @@ -from typing import Callable, NewType, Protocol - -from shared.types.networking.control_plane import ( - ControlPlaneEdgeId, - ControlPlaneEdgeType, -) - -TopicName = NewType("TopicName", str) - -PubSubMessageHandler = Callable[[TopicName, object], None] -NodeConnectedHandler = Callable[ - [ - ControlPlaneEdgeId, - ControlPlaneEdgeType, - ], - None, -] -NodeDisconnectedHandler = Callable[[ControlPlaneEdgeId], None] - - -class DiscoveryService(Protocol): - def on_node_connected(self, handler: NodeConnectedHandler) -> None: ... - def on_node_disconnected(self, handler: NodeDisconnectedHandler) -> None: ... - - -class PubSubService(Protocol): - def on_message_received( - self, topic_name: TopicName, handler: PubSubMessageHandler - ) -> None: ... diff --git a/shared/types/networking/topology.py b/shared/types/networking/topology.py deleted file mode 100644 index a1555ea3..00000000 --- a/shared/types/networking/topology.py +++ /dev/null @@ -1,45 +0,0 @@ -from shared.graphs.networkx import NetworkXGraph -from shared.types.common import NodeId -from shared.types.networking.control_plane import ControlPlaneEdgeId -from shared.types.networking.data_plane import ( - DataPlaneEdgeData, - DataPlaneEdgeId, -) -from shared.types.worker.common import NodeStatus - - -class DataPlaneTopology( - NetworkXGraph[ - DataPlaneEdgeData, - None, - DataPlaneEdgeId, - NodeId, - ] -): - pass - - -class OrphanedPartOfDataPlaneTopology( - NetworkXGraph[ - DataPlaneEdgeData, - None, - DataPlaneEdgeId, - NodeId, - ] -): - pass - - -class ControlPlaneTopology(NetworkXGraph[None, NodeStatus, ControlPlaneEdgeId, NodeId]): - pass - - -class OrphanedPartOfControlPlaneTopology( - NetworkXGraph[ - None, - NodeStatus, - ControlPlaneEdgeId, - NodeId, - ] -): - pass diff --git a/shared/types/states/master.py b/shared/types/states/master.py index 46a7348e..bb629266 100644 --- a/shared/types/states/master.py +++ b/shared/types/states/master.py @@ -6,29 +6,17 @@ from typing import Generic, Literal, TypeVar from pydantic import BaseModel, TypeAdapter from shared.types.common import NodeId -from shared.types.events.common import ( - BaseEvent, - EventCategory, - EventCategoryEnum, - State, -) -from shared.types.graphs.resource_graph import ResourceGraph -from shared.types.networking.data_plane import ( - DataPlaneEdge, - DataPlaneEdgeAdapter, - DataPlaneEdgeId, -) -from shared.types.networking.topology import ( - ControlPlaneTopology, - DataPlaneTopology, - OrphanedPartOfControlPlaneTopology, - OrphanedPartOfDataPlaneTopology, +from shared.types.events.common import EventCategoryEnum, State +from shared.types.graphs.topology import ( + OrphanedPartOfTopology, + Topology, + TopologyEdge, + TopologyEdgeId, + TopologyNode, ) from shared.types.profiling.common import NodePerformanceProfile from shared.types.states.shared import SharedState -from shared.types.tasks.common import BaseTaskData, TaskType -from shared.types.worker.common import NodeStatus -from shared.types.worker.instances import InstanceId, InstanceParams +from shared.types.tasks.common import Task class ExternalCommand(BaseModel): ... @@ -49,52 +37,23 @@ class NodePerformanceProfileState(State[EventCategoryEnum.MutatesNodePerformance node_profiles: Mapping[NodeId, NodePerformanceProfile] -class DataPlaneNetworkState(State[EventCategoryEnum.MutatesDataPlaneState]): - event_category: Literal[EventCategoryEnum.MutatesDataPlaneState] = ( - EventCategoryEnum.MutatesDataPlaneState +class TopologyState(State[EventCategoryEnum.MutatesTopologyState]): + event_category: Literal[EventCategoryEnum.MutatesTopologyState] = ( + EventCategoryEnum.MutatesTopologyState ) - topology: DataPlaneTopology = DataPlaneTopology( - edge_base=DataPlaneEdgeAdapter, vertex_base=TypeAdapter(None) + topology: Topology = Topology( + edge_base=TypeAdapter(TopologyEdge), vertex_base=TypeAdapter(TopologyNode) ) - history: Sequence[OrphanedPartOfDataPlaneTopology] = [] + history: Sequence[OrphanedPartOfTopology] = [] - def delete_edge(self, edge_id: DataPlaneEdgeId) -> None: ... - def add_edge(self, edge: DataPlaneEdge) -> None: ... - - -class ControlPlaneNetworkState(State[EventCategoryEnum.MutatesControlPlaneState]): - event_category: Literal[EventCategoryEnum.MutatesControlPlaneState] = ( - EventCategoryEnum.MutatesControlPlaneState - ) - topology: ControlPlaneTopology = ControlPlaneTopology( - edge_base=TypeAdapter(None), vertex_base=TypeAdapter(NodeStatus) - ) - history: Sequence[OrphanedPartOfControlPlaneTopology] = [] - - def delete_edge(self, edge_id: DataPlaneEdgeId) -> None: ... - def add_edge(self, edge: DataPlaneEdge) -> None: ... + def delete_edge(self, edge_id: TopologyEdgeId) -> None: ... + def add_edge(self, edge: TopologyEdge) -> None: ... class MasterState(SharedState): - data_plane_network_state: DataPlaneNetworkState = DataPlaneNetworkState() - control_plane_network_state: ControlPlaneNetworkState = ControlPlaneNetworkState() - job_inbox: Queue[BaseTaskData[TaskType]] = Queue() - job_outbox: Queue[BaseTaskData[TaskType]] = Queue() + topology_state: TopologyState = TopologyState() + task_inbox: Queue[Task] = Queue() + task_outbox: Queue[Task] = Queue() cache_policy: CachePolicy[CachePolicyType] = CachePolicy[CachePolicyType]( policy_type=CachePolicyType.KeepAll ) - - -def get_shard_assignments( - inbox: Queue[ExternalCommand], - outbox: Queue[ExternalCommand], - resource_graph: ResourceGraph, - current_instances: Mapping[InstanceId, InstanceParams], - cache_policy: CachePolicy[CachePolicyType], -) -> Mapping[InstanceId, InstanceParams]: ... - - -def get_transition_events( - current_instances: Mapping[InstanceId, InstanceParams], - target_instances: Mapping[InstanceId, InstanceParams], -) -> Sequence[BaseEvent[EventCategory]]: ... diff --git a/shared/types/states/shared.py b/shared/types/states/shared.py index 58b4331a..ec2c06ef 100644 --- a/shared/types/states/shared.py +++ b/shared/types/states/shared.py @@ -5,13 +5,7 @@ from pydantic import BaseModel from shared.types.common import NodeId from shared.types.events.common import EventCategoryEnum, State -from shared.types.tasks.common import ( - Task, - TaskId, - TaskSagaEntry, - TaskStatusType, - TaskType, -) +from shared.types.tasks.common import Task, TaskId, TaskSagaEntry from shared.types.worker.common import InstanceId from shared.types.worker.instances import BaseInstance from shared.types.worker.runners import RunnerId, RunnerStatus @@ -28,7 +22,7 @@ class Tasks(State[EventCategoryEnum.MutatesTaskState]): event_category: Literal[EventCategoryEnum.MutatesTaskState] = ( EventCategoryEnum.MutatesTaskState ) - tasks: Mapping[TaskId, Task[TaskType, TaskStatusType]] = {} + tasks: Mapping[TaskId, Task] = {} class TaskSagas(State[EventCategoryEnum.MutatesTaskSagaState]): @@ -55,4 +49,4 @@ class SharedState(BaseModel): def get_tasks_by_instance( self, instance_id: InstanceId - ) -> Sequence[Task[TaskType, TaskStatusType]]: ... + ) -> Sequence[Task]: ... diff --git a/shared/types/states/worker.py b/shared/types/states/worker.py index 6fdef1a8..285488cf 100644 --- a/shared/types/states/worker.py +++ b/shared/types/states/worker.py @@ -10,9 +10,9 @@ from shared.types.states.shared import SharedState from shared.types.worker.common import NodeStatus -class NodeStatusState(State[EventCategoryEnum.MutatesControlPlaneState]): - event_category: Literal[EventCategoryEnum.MutatesControlPlaneState] = ( - EventCategoryEnum.MutatesControlPlaneState +class NodeStatusState(State[EventCategoryEnum.MutatesRunnerStatus]): + event_category: Literal[EventCategoryEnum.MutatesRunnerStatus] = ( + EventCategoryEnum.MutatesRunnerStatus ) node_status: Mapping[NodeId, NodeStatus] diff --git a/shared/types/tasks/common.py b/shared/types/tasks/common.py index 42468d4f..8710c5f7 100644 --- a/shared/types/tasks/common.py +++ b/shared/types/tasks/common.py @@ -1,16 +1,7 @@ from enum import Enum -from typing import ( # noqa: E402 - Annotated, - Any, - Generic, - Literal, - TypeAlias, - TypeVar, - Union, - final, -) +from typing import Any, Literal -from pydantic import BaseModel, Field, TypeAdapter +from pydantic import BaseModel from shared.types.common import NewUUID from shared.types.worker.common import InstanceId @@ -20,35 +11,17 @@ class TaskId(NewUUID): pass -## TASK TYPES -@final class TaskType(str, Enum): ChatCompletion = "ChatCompletion" -TaskTypeT = TypeVar("TaskTypeT", bound=TaskType, covariant=True) -## TASK STATUSES -@final -class TaskStatusFailedType(str, Enum): +class TaskStatus(str, Enum): + Pending = "Pending" + Running = "Running" + Complete = "Complete" Failed = "Failed" -@final -class TaskStatusCompleteType(str, Enum): - Complete = "Complete" - - -@final -class TaskStatusOtherType(str, Enum): - Pending = "Pending" - Running = "Running" - - -TaskStatusType = TaskStatusCompleteType | TaskStatusFailedType | TaskStatusOtherType -TaskStatusTypeT = TypeVar("TaskStatusTypeT", bound=TaskStatusType)#, covariant=True) - - -## Peripherals class ChatCompletionMessage(BaseModel): role: Literal["system", "user", "assistant", "developer", "tool", "function"] content: str | None = None @@ -57,10 +30,12 @@ class ChatCompletionMessage(BaseModel): tool_call_id: str | None = None function_call: dict[str, Any] | None = None -class CompletionCreateParams(BaseModel): + +class ChatCompletionTaskParams(BaseModel): + task_type: Literal[TaskType.ChatCompletion] = TaskType.ChatCompletion model: str - messages: list[ChatCompletionMessage] frequency_penalty: float | None = None + messages: list[ChatCompletionMessage] logit_bias: dict[str, int] | None = None logprobs: bool | None = None top_logprobs: int | None = None @@ -79,69 +54,14 @@ class CompletionCreateParams(BaseModel): user: str | None = None -## Task Data is stored in task, one-to-one with task type - -class BaseTaskData(BaseModel, Generic[TaskTypeT]): ... - -@final -class ChatCompletionTaskData(BaseTaskData[TaskType.ChatCompletion]): - task_type: Literal[TaskType.ChatCompletion] = ( - TaskType.ChatCompletion - ) - task_params: CompletionCreateParams - -TaskData: TypeAlias = ChatCompletionTaskData - - -## TASKS - -class TaskArtifact[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType](BaseModel): ... - - -@final -class NoTaskArtifact[TaskTypeT: TaskType](TaskArtifact[TaskTypeT, TaskStatusOtherType]): - pass - - -@final -class FailedTaskArtifact[TaskTypeT: TaskType]( - TaskArtifact[TaskTypeT, TaskStatusFailedType] -): - error_message: str - - -@final -class TaskState[TaskStatusTypeT: TaskStatusType, TaskTypeT: TaskType](BaseModel): - task_status: TaskStatusTypeT - task_artifact: TaskArtifact[TaskTypeT, TaskStatusTypeT] - - -class BaseTask[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType](BaseModel): - task_type: TaskTypeT - task_data: TaskData # Really this should be BaseTaskData[TaskTypeT], but this causes a bunch of errors that I don't know how to fix yet. - task_state: TaskState[TaskStatusTypeT, TaskTypeT] - on_instance: InstanceId - - -BaseTaskAnnotated = Annotated[ - Union[ - BaseTask[Literal[TaskType.ChatCompletion], TaskStatusType], - ], - Field(discriminator="task_type"), -] - -BaseTaskParser: TypeAdapter[BaseTask[TaskType, TaskStatusType]] = TypeAdapter( - BaseTaskAnnotated -) +class Task(BaseModel): + task_id: TaskId + instance_id: InstanceId + task_type: TaskType + task_status: TaskStatus + task_params: ChatCompletionTaskParams class TaskSagaEntry(BaseModel): task_id: TaskId instance_id: InstanceId - - -@final -class Task[TaskTypeT: TaskType, TaskStatusTypeT: TaskStatusType]( - BaseTask[TaskTypeT, TaskStatusTypeT] -): - task_id: TaskId \ No newline at end of file diff --git a/shared/types/worker/commands_runner.py b/shared/types/worker/commands_runner.py index ea3c0715..7f439ddd 100644 --- a/shared/types/worker/commands_runner.py +++ b/shared/types/worker/commands_runner.py @@ -4,7 +4,7 @@ from typing import Annotated, Generic, Literal, TypeVar from pydantic import BaseModel, Field, TypeAdapter from shared.openai_compat import FinishReason -from shared.types.tasks.common import ChatCompletionTaskData +from shared.types.tasks.common import ChatCompletionTaskParams from shared.types.worker.mlx import Host from shared.types.worker.shards import ShardMetadata @@ -35,7 +35,7 @@ class ChatTaskMessage(BaseRunnerMessage[MessageType.ChatTask]): type: Literal[MessageType.ChatTask] = Field( default=MessageType.ChatTask, frozen=True ) - task_data: ChatCompletionTaskData + task_data: ChatCompletionTaskParams class ExitMessage(BaseRunnerMessage[MessageType.Exit]): diff --git a/shared/types/worker/ops.py b/shared/types/worker/ops.py index 5e0a9753..869289ff 100644 --- a/shared/types/worker/ops.py +++ b/shared/types/worker/ops.py @@ -4,7 +4,7 @@ from typing import Annotated, Generic, Literal, TypeVar, Union from pydantic import BaseModel, Field from shared.types.events.events import InstanceId -from shared.types.tasks.common import Task, TaskStatusType, TaskType +from shared.types.tasks.common import Task from shared.types.worker.common import RunnerId from shared.types.worker.mlx import Host from shared.types.worker.shards import ShardMetadata @@ -52,7 +52,7 @@ class DownloadOp(BaseRunnerOp[Literal[RunnerOpType.DOWNLOAD]]): class ExecuteTaskOp(BaseRunnerOp[Literal[RunnerOpType.CHAT_COMPLETION]]): op_type: Literal[RunnerOpType.CHAT_COMPLETION] = Field(default=RunnerOpType.CHAT_COMPLETION, frozen=True) runner_id: RunnerId - task: Task[TaskType, TaskStatusType] + task: Task # Aggregate all runner operations into a single, strictly-typed union for dispatching. diff --git a/worker/runner/runner.py b/worker/runner/runner.py index 583d6740..102acfca 100644 --- a/worker/runner/runner.py +++ b/worker/runner/runner.py @@ -11,7 +11,7 @@ from mlx_lm.tokenizer_utils import TokenizerWrapper from engines.mlx.utils_mlx import apply_chat_template, initialize_mlx from shared.openai_compat import FinishReason -from shared.types.tasks.common import ChatCompletionTaskData, CompletionCreateParams +from shared.types.tasks.common import ChatCompletionTaskParams from shared.types.worker.commands_runner import ( ChatTaskMessage, ExitMessage, @@ -34,7 +34,7 @@ async def _mlx_generate( model: nn.Module, tokenizer: TokenizerWrapper, sampler: Callable[[mx.array], mx.array], - task: ChatCompletionTaskData, + task: ChatCompletionTaskParams, ) -> AsyncGenerator[GenerationResponse]: loop = asyncio.get_running_loop() queue: asyncio.Queue[GenerationResponse | Exception | object] = asyncio.Queue() @@ -63,17 +63,15 @@ async def _mlx_generate( _ = loop.call_soon_threadsafe(queue.put_nowait, sentinel) # Currently we support chat-completion tasks only. - task_data: CompletionCreateParams = task.task_params - - runner_print(f"task_data: {task_data}") + runner_print(f"task_params: {task}") prompt = await apply_chat_template( mlx_executor=mlx_executor, tokenizer=tokenizer, - chat_task_data=task_data, + chat_task_data=task, ) - max_tokens = task.task_params.max_tokens or 100 + max_tokens = task.max_tokens or 100 generation_fn = partial(_generate_tokens, prompt, max_tokens) future = loop.run_in_executor(mlx_executor, generation_fn) @@ -120,10 +118,10 @@ async def main(): while True: message: RunnerMessage = await runner_read_message() match message: - case ChatTaskMessage(task_data=task_data): - runner_print(f"received chat request: {task_data}") + case ChatTaskMessage(task_data=task): + runner_print(f"received chat request: {task}") # Ensure we have a chat-completion task subtype - prompt = task_data.task_params.messages[0] + prompt = task.messages[0] if prompt.content is not None and 'EXO RUNNER MUST FAIL' in prompt.content: raise Exception('Artificial runner exception - for testing purposes only.') @@ -133,7 +131,7 @@ async def main(): model=model, tokenizer=tokenizer, sampler=sampler, - task=task_data, + task=task, ): runner_write_response(generation_response) diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py index 5ca77bfc..1720b3a0 100644 --- a/worker/runner/runner_supervisor.py +++ b/worker/runner/runner_supervisor.py @@ -7,10 +7,8 @@ from typing import Any, Callable from shared.types.events.chunks import GenerationChunk, TokenChunk, TokenChunkData from shared.types.tasks.common import ( - ChatCompletionTaskData, + ChatCompletionTaskParams, Task, - TaskStatusTypeT, - TaskTypeT, ) from shared.types.worker.commands_runner import ( ChatTaskMessage, @@ -148,7 +146,7 @@ class RunnerSupervisor: async def stream_response( self, - task: Task[TaskTypeT, TaskStatusTypeT], + task: Task, request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, # fyi this is async now ) -> AsyncGenerator[GenerationChunk]: """ @@ -159,12 +157,12 @@ class RunnerSupervisor: if not self.healthy: raise RuntimeError("Runner process was found to be dead") - task_data = task.task_data - assert isinstance(task_data, ChatCompletionTaskData) # this is messy for now. + task_params = task.task_params + assert isinstance(task_params, ChatCompletionTaskParams) # this is messy for now. await supervisor_write_message( proc=self.runner_process, message=ChatTaskMessage( - task_data=task_data, + task_data=task_params, ), ) diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index c8687a04..07a67b49 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -2,7 +2,7 @@ import asyncio import uuid from logging import Logger, getLogger from pathlib import Path -from typing import Callable, Literal +from typing import Callable import pytest @@ -11,13 +11,10 @@ from shared.types.models.common import ModelId from shared.types.states.worker import NodeStatusState, WorkerState from shared.types.tasks.common import ( ChatCompletionMessage, - ChatCompletionTaskData, - CompletionCreateParams, + ChatCompletionTaskParams, Task, - TaskArtifact, TaskId, - TaskState, - TaskStatusOtherType, + TaskStatus, TaskType, ) from shared.types.worker.common import InstanceId, NodeStatus @@ -32,12 +29,6 @@ from shared.types.worker.shards import PipelineShardMetadata from worker.main import Worker -class PendingStreamingTaskArtifact( - TaskArtifact[Literal[TaskType.ChatCompletion], Literal[TaskStatusOtherType.Pending]] -): - pass - - @pytest.fixture def pipeline_shard_meta(): def _pipeline_shard_meta( @@ -97,35 +88,30 @@ def user_message(): @pytest.fixture -def completion_create_params(user_message: str) -> CompletionCreateParams: +def completion_create_params(user_message: str) -> ChatCompletionTaskParams: """Creates ChatCompletionParams with the given message""" - return CompletionCreateParams( + return ChatCompletionTaskParams( model="gpt-4", messages=[ChatCompletionMessage(role="user", content=user_message)], stream=True, ) @pytest.fixture -def chat_completion_task(completion_create_params: CompletionCreateParams) -> ChatCompletionTaskData: +def chat_completion_task(completion_create_params: ChatCompletionTaskParams) -> Task: """Creates a ChatCompletionTask directly for serdes testing""" - return ChatCompletionTaskData(task_params=completion_create_params) + return Task(task_id=TaskId(), instance_id=InstanceId(), task_type=TaskType.ChatCompletion, task_status=TaskStatus.Pending, task_params=completion_create_params) @pytest.fixture def chat_task( - completion_create_params: CompletionCreateParams, -) -> Task[Literal[TaskType.ChatCompletion], TaskStatusOtherType]: + completion_create_params: ChatCompletionTaskParams, +) -> Task: """Creates the final Task object""" - return Task[Literal[TaskType.ChatCompletion], TaskStatusOtherType]( + return Task( task_id=TaskId(), + instance_id=InstanceId(), task_type=TaskType.ChatCompletion, - task_data=ChatCompletionTaskData( - task_params=completion_create_params - ), - task_state=TaskState[TaskStatusOtherType, Literal[TaskType.ChatCompletion]]( - task_status=TaskStatusOtherType.Pending, - task_artifact=PendingStreamingTaskArtifact(), - ), - on_instance=InstanceId(), + task_status=TaskStatus.Pending, + task_params=completion_create_params, ) @pytest.fixture diff --git a/worker/tests/test_serdes.py b/worker/tests/test_serdes.py index 187c4dfd..a90552db 100644 --- a/worker/tests/test_serdes.py +++ b/worker/tests/test_serdes.py @@ -2,7 +2,7 @@ from typing import Callable, TypeVar from pydantic import BaseModel, TypeAdapter -from shared.types.tasks.common import ChatCompletionTaskData +from shared.types.tasks.common import Task from shared.types.worker.commands_runner import ( ChatTaskMessage, RunnerMessageTypeAdapter, @@ -35,9 +35,9 @@ def test_supervisor_setup_message_serdes( def test_supervisor_task_message_serdes( - chat_completion_task: ChatCompletionTaskData, + chat_completion_task: Task, ): task_message = ChatTaskMessage( - task_data=chat_completion_task, + task_data=chat_completion_task.task_params, ) assert_equal_serdes(task_message, RunnerMessageTypeAdapter) diff --git a/worker/tests/test_supervisor.py b/worker/tests/test_supervisor.py index 028b5d74..c5df37e9 100644 --- a/worker/tests/test_supervisor.py +++ b/worker/tests/test_supervisor.py @@ -1,15 +1,13 @@ import asyncio -from typing import Callable, Literal +from typing import Callable import pytest from shared.openai_compat import FinishReason from shared.types.events.chunks import TokenChunk from shared.types.tasks.common import ( - ChatCompletionTaskData, + ChatCompletionTaskParams, Task, - TaskStatusOtherType, - TaskStatusType, TaskType, ) from shared.types.worker.mlx import Host @@ -27,7 +25,7 @@ def user_message(): async def test_supervisor_single_node_response( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_task: Task[TaskType, TaskStatusType], + chat_task: Task, ): """Test that asking for the capital of France returns 'Paris' in the response""" model_shard_meta = pipeline_shard_meta(1, 0) @@ -63,7 +61,7 @@ async def test_supervisor_single_node_response( async def test_supervisor_two_node_response( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_task: Task[TaskType, TaskStatusType], + chat_task: Task, ): """Test that asking for the capital of France returns 'Paris' in the response""" supervisor_0 = await RunnerSupervisor.create( @@ -117,7 +115,7 @@ async def test_supervisor_two_node_response( async def test_supervisor_early_stopping( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_task: Task[Literal[TaskType.ChatCompletion], TaskStatusOtherType], + chat_task: Task, ): """Test that asking for the capital of France returns 'Paris' in the response""" model_shard_meta = pipeline_shard_meta(1, 0) @@ -129,16 +127,16 @@ async def test_supervisor_early_stopping( max_tokens = 50 assert chat_task.task_type == TaskType.ChatCompletion - print(f'chat_task.task_data: {type(chat_task.task_data)}') - assert isinstance(chat_task.task_data, ChatCompletionTaskData) - task_data: ChatCompletionTaskData = chat_task.task_data + print(f'chat_task.task_params: {chat_task.task_params}') + assert isinstance(chat_task.task_params, ChatCompletionTaskParams) + task_params: ChatCompletionTaskParams = chat_task.task_params try: - task_data.task_params.max_tokens = max_tokens + task_params.max_tokens = max_tokens # Convert messages to a list to allow indexing, then update the first message's content - messages = list(task_data.task_params.messages) + messages = list(task_params.messages) messages[0].content = "Please count from 1 to 100" - task_data.task_params.messages = messages + task_params.messages = messages full_response = "" count = 0 @@ -167,7 +165,7 @@ async def test_supervisor_early_stopping( async def test_supervisor_handles_terminated_runner( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_task: Task[TaskType, TaskStatusType], + chat_task: Task, ): """Test that the supervisor handles a terminated runner""" model_shard_meta = pipeline_shard_meta(1, 0) @@ -191,7 +189,7 @@ async def test_supervisor_handles_terminated_runner( async def test_supervisor_handles_killed_runner( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_task: Task[TaskType, TaskStatusType], + chat_task: Task, ): """Test that the supervisor handles a killed runner""" model_shard_meta = pipeline_shard_meta(1, 0) diff --git a/worker/tests/test_worker_handlers.py b/worker/tests/test_worker_handlers.py index d542664d..e676cb3f 100644 --- a/worker/tests/test_worker_handlers.py +++ b/worker/tests/test_worker_handlers.py @@ -9,7 +9,7 @@ from shared.types.common import NodeId from shared.types.events.chunks import TokenChunk, TokenChunkData from shared.types.events.events import ChunkGenerated, RunnerStatusUpdated from shared.types.events.registry import Event -from shared.types.tasks.common import Task, TaskStatusType, TaskType +from shared.types.tasks.common import Task from shared.types.worker.common import RunnerId from shared.types.worker.instances import Instance from shared.types.worker.ops import ( @@ -84,7 +84,7 @@ async def test_unassign_op(worker_with_assigned_runner: tuple[Worker, RunnerId, assert len(events) == 0 @pytest.mark.asyncio -async def test_runner_up_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], chat_task: Task[TaskType, TaskStatusType]): +async def test_runner_up_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], chat_task: Task): worker, runner_id, _ = worker_with_assigned_runner runner_up_op = RunnerUpOp(runner_id=runner_id) @@ -153,7 +153,7 @@ async def test_download_op(worker_with_assigned_runner: tuple[Worker, RunnerId, @pytest.mark.asyncio async def test_execute_task_op( worker_with_running_runner: tuple[Worker, RunnerId, Instance], - chat_task: Task[TaskType, TaskStatusType]): + chat_task: Task): worker, runner_id, _ = worker_with_running_runner execute_task_op = ExecuteTaskOp( @@ -187,10 +187,10 @@ async def test_execute_task_op( @pytest.mark.asyncio async def test_execute_task_fails( worker_with_running_runner: tuple[Worker, RunnerId, Instance], - chat_task: Task[TaskType, TaskStatusType]): + chat_task: Task): worker, runner_id, _ = worker_with_running_runner - messages = chat_task.task_data.task_params.messages + messages = chat_task.task_params.messages messages[0].content = 'Artificial prompt: EXO RUNNER MUST FAIL' execute_task_op = ExecuteTaskOp( From bae58dd368486b3d829ba57f1513ddcdaf6d6ca7 Mon Sep 17 00:00:00 2001 From: Seth Howes <71157822+sethhowes@users.noreply.github.com> Date: Mon, 21 Jul 2025 19:36:54 +0100 Subject: [PATCH 082/224] Refactor worker + master state into single state --- master/main.py | 12 +++---- master/placement.py | 4 +-- shared/types/models/model.py | 1 - shared/types/state.py | 41 ++++++++++++++++++++++ shared/types/states/master.py | 59 -------------------------------- shared/types/states/shared.py | 52 ---------------------------- shared/types/states/worker.py | 21 ------------ worker/main.py | 8 ++--- worker/test_worker_state.py | 15 ++++---- worker/tests/conftest.py | 18 +++++----- worker/tests/test_worker_plan.py | 20 +++++------ 11 files changed, 77 insertions(+), 174 deletions(-) create mode 100644 shared/types/state.py delete mode 100644 shared/types/states/master.py delete mode 100644 shared/types/states/shared.py delete mode 100644 shared/types/states/worker.py diff --git a/master/main.py b/master/main.py index a81ccd91..730289ac 100644 --- a/master/main.py +++ b/master/main.py @@ -24,19 +24,19 @@ from shared.types.events.common import ( ) from shared.types.models.common import ModelId from shared.types.models.model import ModelInfo -from shared.types.states.master import MasterState +from shared.types.state import State from shared.types.worker.common import InstanceId from shared.types.worker.instances import Instance # Restore State -def get_master_state(logger: Logger) -> MasterState: +def get_state(logger: Logger) -> State: if EXO_MASTER_STATE.exists(): with open(EXO_MASTER_STATE, "r") as f: - return MasterState.model_validate_json(f.read()) + return State.model_validate_json(f.read()) else: log(logger, MasterUninitializedLogEntry()) - return MasterState() + return State() # FastAPI Dependencies @@ -46,8 +46,8 @@ def check_env_vars_defined(data: object, logger: Logger) -> MasterEnvironmentSch return data -def get_master_state_dependency(data: object, logger: Logger) -> MasterState: - if not isinstance(data, MasterState): +def get_state_dependency(data: object, logger: Logger) -> State: + if not isinstance(data, State): raise RuntimeError("Master State Not Found") return data diff --git a/master/placement.py b/master/placement.py index 1d7a98fe..2eaf9ad0 100644 --- a/master/placement.py +++ b/master/placement.py @@ -3,7 +3,7 @@ from typing import Mapping, Sequence from shared.types.events.common import BaseEvent, EventCategory from shared.types.graphs.topology import Topology -from shared.types.states.master import CachePolicy, CachePolicyType +from shared.types.state import CachePolicy from shared.types.tasks.common import Task from shared.types.worker.instances import InstanceId, InstanceParams @@ -13,7 +13,7 @@ def get_instance_placement( outbox: Queue[Task], topology: Topology, current_instances: Mapping[InstanceId, InstanceParams], - cache_policy: CachePolicy[CachePolicyType], + cache_policy: CachePolicy, ) -> Mapping[InstanceId, InstanceParams]: ... diff --git a/shared/types/models/model.py b/shared/types/models/model.py index faa7c3ad..c50ade27 100644 --- a/shared/types/models/model.py +++ b/shared/types/models/model.py @@ -8,7 +8,6 @@ from shared.types.models.sources import ModelSource @final -# Concerned by the naming here; model could also be an instance of a model. class ModelInfo(BaseModel): model_id: ModelId model_sources: Sequence[ModelSource] diff --git a/shared/types/state.py b/shared/types/state.py new file mode 100644 index 00000000..59a7b1c9 --- /dev/null +++ b/shared/types/state.py @@ -0,0 +1,41 @@ +from collections.abc import Mapping, Sequence +from enum import Enum +from queue import Queue + +from pydantic import BaseModel, TypeAdapter + +from shared.types.common import NodeId +from shared.types.graphs.topology import ( + OrphanedPartOfTopology, + Topology, + TopologyEdge, + TopologyNode, +) +from shared.types.profiling.common import NodePerformanceProfile +from shared.types.tasks.common import Task, TaskId, TaskSagaEntry +from shared.types.worker.common import InstanceId, NodeStatus +from shared.types.worker.instances import BaseInstance +from shared.types.worker.runners import RunnerId, RunnerStatus + + +class ExternalCommand(BaseModel): ... + + +class CachePolicy(str, Enum): + KeepAll = "KeepAll" + + +class State(BaseModel): + node_status: Mapping[NodeId, NodeStatus] = {} + instances: Mapping[InstanceId, BaseInstance] = {} + runners: Mapping[RunnerId, RunnerStatus] = {} + tasks: Mapping[TaskId, Task] = {} + task_sagas: Mapping[TaskId, Sequence[TaskSagaEntry]] = {} + node_profiles: Mapping[NodeId, NodePerformanceProfile] = {} + topology: Topology = Topology( + edge_base=TypeAdapter(TopologyEdge), vertex_base=TypeAdapter(TopologyNode) + ) + history: Sequence[OrphanedPartOfTopology] = [] + task_inbox: Queue[Task] = Queue() + task_outbox: Queue[Task] = Queue() + cache_policy: CachePolicy = CachePolicy.KeepAll diff --git a/shared/types/states/master.py b/shared/types/states/master.py deleted file mode 100644 index bb629266..00000000 --- a/shared/types/states/master.py +++ /dev/null @@ -1,59 +0,0 @@ -from collections.abc import Mapping, Sequence -from enum import Enum -from queue import Queue -from typing import Generic, Literal, TypeVar - -from pydantic import BaseModel, TypeAdapter - -from shared.types.common import NodeId -from shared.types.events.common import EventCategoryEnum, State -from shared.types.graphs.topology import ( - OrphanedPartOfTopology, - Topology, - TopologyEdge, - TopologyEdgeId, - TopologyNode, -) -from shared.types.profiling.common import NodePerformanceProfile -from shared.types.states.shared import SharedState -from shared.types.tasks.common import Task - - -class ExternalCommand(BaseModel): ... - - -class CachePolicyType(str, Enum): - KeepAll = "KeepAll" - - -CachePolicyTypeT = TypeVar("CachePolicyTypeT", bound=CachePolicyType) - - -class CachePolicy(BaseModel, Generic[CachePolicyTypeT]): - policy_type: CachePolicyTypeT - - -class NodePerformanceProfileState(State[EventCategoryEnum.MutatesNodePerformanceState]): - node_profiles: Mapping[NodeId, NodePerformanceProfile] - - -class TopologyState(State[EventCategoryEnum.MutatesTopologyState]): - event_category: Literal[EventCategoryEnum.MutatesTopologyState] = ( - EventCategoryEnum.MutatesTopologyState - ) - topology: Topology = Topology( - edge_base=TypeAdapter(TopologyEdge), vertex_base=TypeAdapter(TopologyNode) - ) - history: Sequence[OrphanedPartOfTopology] = [] - - def delete_edge(self, edge_id: TopologyEdgeId) -> None: ... - def add_edge(self, edge: TopologyEdge) -> None: ... - - -class MasterState(SharedState): - topology_state: TopologyState = TopologyState() - task_inbox: Queue[Task] = Queue() - task_outbox: Queue[Task] = Queue() - cache_policy: CachePolicy[CachePolicyType] = CachePolicy[CachePolicyType]( - policy_type=CachePolicyType.KeepAll - ) diff --git a/shared/types/states/shared.py b/shared/types/states/shared.py deleted file mode 100644 index ec2c06ef..00000000 --- a/shared/types/states/shared.py +++ /dev/null @@ -1,52 +0,0 @@ -from collections.abc import Mapping -from typing import Literal, Sequence - -from pydantic import BaseModel - -from shared.types.common import NodeId -from shared.types.events.common import EventCategoryEnum, State -from shared.types.tasks.common import Task, TaskId, TaskSagaEntry -from shared.types.worker.common import InstanceId -from shared.types.worker.instances import BaseInstance -from shared.types.worker.runners import RunnerId, RunnerStatus - - -class Instances(State[EventCategoryEnum.MutatesInstanceState]): - event_category: Literal[EventCategoryEnum.MutatesInstanceState] = ( - EventCategoryEnum.MutatesInstanceState - ) - instances: Mapping[InstanceId, BaseInstance] = {} - - -class Tasks(State[EventCategoryEnum.MutatesTaskState]): - event_category: Literal[EventCategoryEnum.MutatesTaskState] = ( - EventCategoryEnum.MutatesTaskState - ) - tasks: Mapping[TaskId, Task] = {} - - -class TaskSagas(State[EventCategoryEnum.MutatesTaskSagaState]): - event_category: Literal[EventCategoryEnum.MutatesTaskSagaState] = ( - EventCategoryEnum.MutatesTaskSagaState - ) - task_sagas: Mapping[TaskId, Sequence[TaskSagaEntry]] = {} - - -class Runners(State[EventCategoryEnum.MutatesRunnerStatus]): - event_category: Literal[EventCategoryEnum.MutatesRunnerStatus] = ( - EventCategoryEnum.MutatesRunnerStatus - ) - runner_statuses: Mapping[RunnerId, RunnerStatus] = {} - - -class SharedState(BaseModel): - instances: Instances = Instances() - runners: Runners = Runners() - tasks: Tasks = Tasks() - task_sagas: TaskSagas = TaskSagas() - - def get_node_id(self) -> NodeId: ... - - def get_tasks_by_instance( - self, instance_id: InstanceId - ) -> Sequence[Task]: ... diff --git a/shared/types/states/worker.py b/shared/types/states/worker.py deleted file mode 100644 index 285488cf..00000000 --- a/shared/types/states/worker.py +++ /dev/null @@ -1,21 +0,0 @@ -from collections.abc import Mapping -from typing import Literal - -from shared.types.common import NodeId -from shared.types.events.common import ( - EventCategoryEnum, - State, -) -from shared.types.states.shared import SharedState -from shared.types.worker.common import NodeStatus - - -class NodeStatusState(State[EventCategoryEnum.MutatesRunnerStatus]): - event_category: Literal[EventCategoryEnum.MutatesRunnerStatus] = ( - EventCategoryEnum.MutatesRunnerStatus - ) - node_status: Mapping[NodeId, NodeStatus] - - -class WorkerState(SharedState): - node_status: NodeStatusState diff --git a/worker/main.py b/worker/main.py index 28179437..52094970 100644 --- a/worker/main.py +++ b/worker/main.py @@ -10,7 +10,7 @@ from pydantic import BaseModel, ConfigDict from shared.types.common import NodeId from shared.types.events.events import ChunkGenerated, InstanceId, RunnerStatusUpdated from shared.types.events.registry import Event -from shared.types.states.worker import WorkerState +from shared.types.state import State from shared.types.worker.common import RunnerId from shared.types.worker.downloads import ( DownloadCompleted, @@ -68,7 +68,7 @@ class Worker: def __init__( self, node_id: NodeId, - initial_state: WorkerState, + initial_state: State, logger: Logger, ): self.node_id = node_id @@ -295,7 +295,7 @@ class Worker: yield event ## Planning logic - def plan(self, state: WorkerState) -> RunnerOp | None: + def plan(self, state: State) -> RunnerOp | None: # Compare state to worker 'mood' # First spin things down @@ -303,7 +303,7 @@ class Worker: # Then spin things up # Then make sure things are downloading. - for instance_id, instance in state.instances.instances.items(): + for instance_id, instance in state.instances.items(): # We should already have asserted that this runner exists # If it didn't exist then we return a assign_runner op. for node_id, runner_id in instance.instance_params.shard_assignments.node_to_runner.items(): diff --git a/worker/test_worker_state.py b/worker/test_worker_state.py index 5db3f9a9..99f154d7 100644 --- a/worker/test_worker_state.py +++ b/worker/test_worker_state.py @@ -8,7 +8,7 @@ from uuid import uuid4 import pytest from shared.types.common import NodeId -from shared.types.states.worker import NodeStatusState, WorkerState +from shared.types.state import State from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import Instance from worker.main import Worker @@ -31,18 +31,17 @@ async def test_worker_instance_added(worker: Worker, instance: Callable[[NodeId] await worker.start() await asyncio.sleep(0.01) - worker.state.instances.instances = {InstanceId(uuid4()): instance(worker.node_id)} + worker.state.instances = {InstanceId(uuid4()): instance(worker.node_id)} - print(worker.state.instances.instances) + print(worker.state.instances) def test_plan_noop(worker: Worker): - s = WorkerState( - node_status=NodeStatusState( - node_status={ + s = State( + node_status={ NodeId(uuid4()): NodeStatus.Idle } - ), - ) + ) + next_op = worker.plan(s) assert next_op is None diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index 07a67b49..afe312c0 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -8,7 +8,7 @@ import pytest from shared.types.common import NodeId from shared.types.models.common import ModelId -from shared.types.states.worker import NodeStatusState, WorkerState +from shared.types.state import State from shared.types.tasks.common import ( ChatCompletionMessage, ChatCompletionTaskParams, @@ -115,14 +115,12 @@ def chat_task( ) @pytest.fixture -def worker_state(): - node_status=NodeStatusState( - node_status={ - NodeId(uuid.uuid4()): NodeStatus.Idle - } - ) +def state(): + node_status={ + NodeId(uuid.uuid4()): NodeStatus.Idle + } - return WorkerState( + return State( node_status=node_status, ) @@ -157,8 +155,8 @@ def instance(pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], h return _instance @pytest.fixture -def worker(worker_state: WorkerState, logger: Logger): - return Worker(NodeId(uuid.uuid4()), worker_state, logger) +def worker(state: State, logger: Logger): + return Worker(NodeId(uuid.uuid4()), state, logger) @pytest.fixture async def worker_with_assigned_runner(worker: Worker, instance: Callable[[NodeId], Instance]): diff --git a/worker/tests/test_worker_plan.py b/worker/tests/test_worker_plan.py index 02603b85..56c0503b 100644 --- a/worker/tests/test_worker_plan.py +++ b/worker/tests/test_worker_plan.py @@ -9,10 +9,9 @@ import pytest from shared.types.common import NodeId from shared.types.models.common import ModelId -from shared.types.states.shared import Instances +from shared.types.state import State # WorkerState import below after RunnerCase definition to avoid forward reference issues -from shared.types.states.worker import NodeStatusState, WorkerState from shared.types.worker.common import InstanceId, NodeStatus, RunnerId from shared.types.worker.downloads import DownloadOngoing, DownloadProgressData from shared.types.worker.instances import Instance, InstanceParams, TypeOfInstance @@ -46,7 +45,7 @@ class PlanTestCase: expected_op_runner_idx: Optional[int] = None # Allow overriding the WorkerState passed to Worker.plan. When None, a default state # is constructed from `runners` via helper `_build_worker_state`. - worker_state_override: Optional[WorkerState] = None + worker_state_override: Optional[State] = None def id(self) -> str: # noqa: D401 return self.description.replace(" ", "_") @@ -104,9 +103,9 @@ TEST_CASES: Final[List[PlanTestCase]] = [ ], expected_op_type=None, expected_op_runner_idx=None, - worker_state_override=WorkerState( - node_status=NodeStatusState(node_status={NodeId(): NodeStatus.Idle}), - instances=Instances(instances={}), + worker_state_override=State( + node_status={NodeId(): NodeStatus.Idle}, + instances={}, ), ), ] @@ -130,7 +129,7 @@ def _build_worker_state( tmp_path: Path, node_id: NodeId, runner_cases: List[RunnerCase], -) -> tuple[WorkerState, List[RunnerContext]]: +) -> tuple[State, List[RunnerContext]]: """Construct a WorkerState plus per-runner context objects.""" instances: dict[InstanceId, Instance] = {} @@ -182,9 +181,9 @@ def _build_worker_state( ) ) - worker_state = WorkerState( - node_status=NodeStatusState(node_status={node_id: NodeStatus.Idle}), - instances=Instances(instances=instances), + worker_state = State( + node_status={node_id: NodeStatus.Idle}, + instances=instances, ) return worker_state, runner_contexts @@ -260,4 +259,3 @@ def test_worker_plan(case: PlanTestCase, tmp_path: Path, monkeypatch: pytest.Mon assert op.runner_id == target_ctx.runner_id assert op.instance_id == target_ctx.instance_id assert op.shard_metadata == target_ctx.shard_metadata - From 54efd01d774738c0054b1182bc345e2e3c4de0f7 Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Mon, 21 Jul 2025 20:21:43 +0100 Subject: [PATCH 083/224] add forwarder supervisor Co-authored-by: Gelu Vrabie --- master/election_callback.py | 24 ++ master/env.py | 5 +- master/forwarder_supervisor.py | 186 ++++++++++++ master/main.py | 39 +++ master/tests/test_forwarder_manager.py | 379 +++++++++++++++++++++++++ shared/constants.py | 4 + 6 files changed, 636 insertions(+), 1 deletion(-) create mode 100644 master/election_callback.py create mode 100644 master/forwarder_supervisor.py create mode 100644 master/tests/test_forwarder_manager.py diff --git a/master/election_callback.py b/master/election_callback.py new file mode 100644 index 00000000..a3cba9b4 --- /dev/null +++ b/master/election_callback.py @@ -0,0 +1,24 @@ +from logging import Logger + +from master.forwarder_supervisor import ForwarderRole, ForwarderSupervisor + + +class ElectionCallbacks: + """ + Simple callbacks for the Rust election system to invoke. + No event system involvement - just direct forwarder control. + """ + + def __init__(self, forwarder_supervisor: ForwarderSupervisor, logger: Logger): + self._forwarder_supervisor = forwarder_supervisor + self._logger = logger + + async def on_became_master(self) -> None: + """Called when this node is elected as master""" + self._logger.info("Node elected as master") + await self._forwarder_supervisor.notify_role_change(ForwarderRole.MASTER) + + async def on_became_replica(self) -> None: + """Called when this node becomes a replica""" + self._logger.info("Node demoted to replica") + await self._forwarder_supervisor.notify_role_change(ForwarderRole.REPLICA) \ No newline at end of file diff --git a/master/env.py b/master/env.py index dadeee5f..284bf585 100644 --- a/master/env.py +++ b/master/env.py @@ -1,5 +1,8 @@ +from pathlib import Path + from shared.env import BaseEnv class MasterEnvironmentSchema(BaseEnv): - pass + # Master-specific: forwarder configuration + FORWARDER_BINARY_PATH: Path | None = None diff --git a/master/forwarder_supervisor.py b/master/forwarder_supervisor.py new file mode 100644 index 00000000..bdec1f7e --- /dev/null +++ b/master/forwarder_supervisor.py @@ -0,0 +1,186 @@ +import asyncio +import contextlib +from enum import Enum +from logging import Logger +from pathlib import Path + +from shared.constants import ( + EXO_GLOBAL_EVENT_DB, + EXO_WORKER_EVENT_DB, + LIBP2P_GLOBAL_EVENTS_TOPIC, + LIBP2P_WORKER_EVENTS_TOPIC, +) + + +class ForwarderRole(str, Enum): + """Role determines which forwarding pairs to use""" + MASTER = "master" + REPLICA = "replica" + + +class ForwarderSupervisor: + """ + Manages the forwarder subprocess for SQLite ↔ libp2p event forwarding. + The forwarder is a single process that handles multiple forwarding pairs. + + Master mode forwards: + - sqlite:worker_events.db:events → libp2p:worker_events (share local worker events) + - libp2p:worker_events → sqlite:global_events.db:events (collect network worker events) + - sqlite:global_events.db:events → libp2p:global_events (broadcast merged global log) + + Replica mode forwards: + - sqlite:worker_events.db:events → libp2p:worker_events (share local worker events) + - libp2p:global_events → sqlite:global_events.db:events (receive global log from master) + """ + + def __init__( + self, + forwarder_binary_path: Path, + logger: Logger, + health_check_interval: float = 5.0 + ): + self._binary_path = forwarder_binary_path + self._logger = logger + self._health_check_interval = health_check_interval + self._current_role: ForwarderRole | None = None + self._process: asyncio.subprocess.Process | None = None + self._health_check_task: asyncio.Task[None] | None = None + + async def notify_role_change(self, new_role: ForwarderRole) -> None: + """ + Called by external systems (e.g., election handler) when role changes. + This is the main public interface. + """ + if self._current_role == new_role: + self._logger.debug(f"Role unchanged: {new_role}") + return + + self._logger.info(f"Role changing from {self._current_role} to {new_role}") + self._current_role = new_role + await self._restart_with_role(new_role) + + async def start_as_replica(self) -> None: + """Convenience method to start in replica mode""" + await self.notify_role_change(ForwarderRole.REPLICA) + + async def stop(self) -> None: + """Stop forwarder and cleanup""" + await self._stop_process() + self._current_role = None + + def _get_forwarding_pairs(self, role: ForwarderRole) -> str: + """ + Generate forwarding pairs based on role. + Returns list of "source,sink" strings. + """ + pairs: list[str] = [] + + # Both master and replica forward local worker events to network + pairs.append( + f"sqlite:{EXO_WORKER_EVENT_DB}:events|libp2p:{LIBP2P_WORKER_EVENTS_TOPIC}" + ) + + if role == ForwarderRole.MASTER: + # Master: collect worker events from network into global log + pairs.append( + f"libp2p:{LIBP2P_WORKER_EVENTS_TOPIC}|sqlite:{EXO_GLOBAL_EVENT_DB}:events" + ) + # Master: broadcast global events to network + pairs.append( + f"sqlite:{EXO_GLOBAL_EVENT_DB}:events|libp2p:{LIBP2P_GLOBAL_EVENTS_TOPIC}" + ) + else: # REPLICA + # Replica: receive global events from master + pairs.append( + f"libp2p:{LIBP2P_GLOBAL_EVENTS_TOPIC}|sqlite:{EXO_GLOBAL_EVENT_DB}:events" + ) + + return ','.join(pairs) + + async def _restart_with_role(self, role: ForwarderRole) -> None: + """Internal method to restart forwarder with new role""" + await self._stop_process() + + + pairs: str = self._get_forwarding_pairs(role) + self._process = await asyncio.create_subprocess_exec( + str(self._binary_path), + f'{pairs}', + stdout=asyncio.subprocess.PIPE, + stderr=asyncio.subprocess.PIPE + ) + + self._logger.info(f"Starting forwarder with forwarding pairs: {pairs}") + + # Start health monitoring + self._health_check_task = asyncio.create_task( + self._monitor_health() + ) + + async def _stop_process(self) -> None: + """Stop the forwarder process gracefully""" + if self._health_check_task: + self._health_check_task.cancel() + with contextlib.suppress(asyncio.CancelledError): + await self._health_check_task + self._health_check_task = None + + if self._process: + # Check if process is already dead + if self._process.returncode is None: + # Process is still alive, terminate it + try: + self._process.terminate() + await asyncio.wait_for(self._process.wait(), timeout=5.0) + except asyncio.TimeoutError: + self._logger.warning("Forwarder didn't terminate, killing") + self._process.kill() + await self._process.wait() + except ProcessLookupError: + # Process already dead + pass + self._process = None + + async def _monitor_health(self) -> None: + """Monitor process health and restart if it crashes""" + while self._process and self._current_role: + try: + # Check if process is still alive + retcode = await asyncio.wait_for( + self._process.wait(), + timeout=self._health_check_interval + ) + # Process exited + self._logger.error(f"Forwarder exited with code {retcode}") + + # Auto-restart + await asyncio.sleep(0.2) # Brief delay before restart + if self._current_role: # Still have a role + await self._restart_with_role(self._current_role) + break + + except asyncio.TimeoutError: + # Process still running, continue monitoring + continue + except asyncio.CancelledError: + break + + @property + def is_running(self) -> bool: + """Check if forwarder process is running""" + return self._process is not None and self._process.returncode is None + + @property + def current_role(self) -> ForwarderRole | None: + """Get current forwarder role (for testing)""" + return self._current_role + + @property + def process_pid(self) -> int | None: + """Get current process PID (for testing)""" + return self._process.pid if self._process else None + + @property + def process(self) -> asyncio.subprocess.Process | None: + """Get current process (for testing)""" + return self._process diff --git a/master/main.py b/master/main.py index 730289ac..a8fd53ca 100644 --- a/master/main.py +++ b/master/main.py @@ -106,6 +106,45 @@ async def lifespan(app: FastAPI): metrics_listener.start() cluster_listener.start() + # # Get validated environment + # env = get_validated_env(MasterEnvironmentSchema, logger) + + # # Initialize event log manager (creates both worker and global event DBs) + # event_log_config = EventLogConfig() # Uses default config + # event_log_manager = EventLogManager( + # config=event_log_config, + # logger=logger + # ) + # await event_log_manager.initialize() + + # # Store for use in API handlers + # app.state.event_log_manager = event_log_manager + + # # Initialize forwarder if configured + # if env.FORWARDER_BINARY_PATH: + # forwarder_supervisor = ForwarderSupervisor( + # forwarder_binary_path=env.FORWARDER_BINARY_PATH, + # logger=logger + # ) + # # Start as replica by default (until elected) + # await forwarder_supervisor.start_as_replica() + + # # Create election callbacks for Rust election system + # election_callbacks = ElectionCallbacks( + # forwarder_supervisor=forwarder_supervisor, + # logger=logger + # ) + + # # Make callbacks available for Rust code to invoke + # app.state.election_callbacks = election_callbacks + + # # Log status + # logger.info( + # f"Forwarder supervisor initialized. Running: {forwarder_supervisor.is_running}" + # ) + # else: + # logger.warning("No forwarder binary path configured") + # forwarder_supervisor = None # initial_state = get_master_state(logger) # app.state.master_event_loop = MasterEventLoop() # await app.state.master_event_loop.start() diff --git a/master/tests/test_forwarder_manager.py b/master/tests/test_forwarder_manager.py new file mode 100644 index 00000000..0160362b --- /dev/null +++ b/master/tests/test_forwarder_manager.py @@ -0,0 +1,379 @@ +""" +Comprehensive unit tests for Forwardersupervisor. +Tests basic functionality, process management, and edge cases. +""" +import asyncio +import logging +import os +import tempfile +from pathlib import Path +from typing import AsyncGenerator, Callable, Generator +from unittest.mock import AsyncMock, MagicMock + +import pytest +import pytest_asyncio + +from master.election_callback import ElectionCallbacks +from master.forwarder_supervisor import ( + ForwarderRole, + ForwarderSupervisor, +) +from shared.constants import ( + EXO_GLOBAL_EVENT_DB, + EXO_WORKER_EVENT_DB, + LIBP2P_GLOBAL_EVENTS_TOPIC, + LIBP2P_WORKER_EVENTS_TOPIC, +) + +# Mock forwarder script content +MOCK_FORWARDER_SCRIPT = '''#!/usr/bin/env python3 +"""Mock forwarder for testing.""" +import os +import sys +import time +import signal +from pathlib import Path + + +def log(message: str) -> None: + """Write to both stdout and a log file for test verification""" + print(message, flush=True) + + # Also write to a file for test verification + log_file = os.environ.get("MOCK_LOG_FILE") + if log_file: + with open(log_file, "a") as f: + f.write(f"{time.time()}: {message}\\n") + + +def handle_signal(signum: int, frame: object) -> None: + """Handle termination signals gracefully""" + log(f"Received signal {signum}") + sys.exit(0) + + +def main() -> None: + # Register signal handlers + signal.signal(signal.SIGTERM, handle_signal) + signal.signal(signal.SIGINT, handle_signal) + + # Log startup with arguments + args = sys.argv[1:] if len(sys.argv) > 1 else [] + log(f"Mock forwarder started with args: {args}") + + # Write PID file if requested (for testing process management) + pid_file = os.environ.get("MOCK_PID_FILE") + if pid_file: + Path(pid_file).write_text(str(os.getpid())) + + # Check for test control environment variables + exit_after = os.environ.get("MOCK_EXIT_AFTER") + exit_code = int(os.environ.get("MOCK_EXIT_CODE", "0")) + hang_mode = os.environ.get("MOCK_HANG_MODE", "false").lower() == "true" + ignore_signals = os.environ.get("MOCK_IGNORE_SIGNALS", "false").lower() == "true" + + if ignore_signals: + # Ignore SIGTERM for testing force kill scenarios + signal.signal(signal.SIGTERM, signal.SIG_IGN) + log("Ignoring SIGTERM signal") + + # Simulate work + start_time = time.time() + while True: + if exit_after and (time.time() - start_time) >= float(exit_after): + log(f"Exiting after {exit_after} seconds with code {exit_code}") + sys.exit(exit_code) + + if hang_mode: + # Simulate a hanging process (no CPU usage but not responding) + time.sleep(3600) # Sleep for an hour + else: + # Normal operation - small sleep to not consume CPU + time.sleep(0.1) + + +if __name__ == "__main__": + main() +''' + + +@pytest.fixture +def temp_dir() -> Generator[Path, None, None]: + """Create a temporary directory and clean it up after test.""" + temp_path = Path(tempfile.mkdtemp(prefix="exo_test_")) + yield temp_path + # Clean up + import shutil + shutil.rmtree(temp_path, ignore_errors=True) + + +@pytest.fixture +def mock_forwarder_script(temp_dir: Path) -> Path: + """Create the mock forwarder executable.""" + mock_script = temp_dir / "mock_forwarder.py" + mock_script.write_text(MOCK_FORWARDER_SCRIPT) + mock_script.chmod(0o755) + return mock_script + + +@pytest.fixture +def test_logger() -> logging.Logger: + """Create a test logger.""" + logger = logging.getLogger("test_forwarder") + logger.setLevel(logging.DEBUG) + + # Add console handler for debugging + if not logger.handlers: + handler = logging.StreamHandler() + handler.setLevel(logging.DEBUG) + formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s') + handler.setFormatter(formatter) + logger.addHandler(handler) + + return logger + + +@pytest.fixture +def mock_env_vars(temp_dir: Path) -> dict[str, str]: + """Environment variables for controlling mock forwarder behavior.""" + return { + "MOCK_LOG_FILE": str(temp_dir / "mock_forwarder.log"), + "MOCK_PID_FILE": str(temp_dir / "mock_forwarder.pid"), + } + + +@pytest_asyncio.fixture +async def cleanup_processes() -> AsyncGenerator[set[int], None]: + """Track and cleanup any processes created during tests.""" + tracked_pids: set[int] = set() + + yield tracked_pids + + # Cleanup any remaining processes - simplified to avoid psutil dependency + import contextlib + import subprocess + for pid in tracked_pids: + with contextlib.suppress(Exception): + subprocess.run(["kill", str(pid)], check=False, timeout=1) + + +@pytest.fixture +def track_subprocess(cleanup_processes: set[int]) -> Callable[[asyncio.subprocess.Process], asyncio.subprocess.Process]: + """Function to track subprocess PIDs for cleanup.""" + def track(process: asyncio.subprocess.Process) -> asyncio.subprocess.Process: + if process.pid: + cleanup_processes.add(process.pid) + return process + return track + + +class TestForwardersupervisorBasic: + """Basic functionality tests for Forwardersupervisor.""" + + @pytest.mark.asyncio + async def test_start_as_replica( + self, + mock_forwarder_script: Path, + mock_env_vars: dict[str, str], + test_logger: logging.Logger, + track_subprocess: Callable[[asyncio.subprocess.Process], asyncio.subprocess.Process] + ) -> None: + """Test starting forwarder in replica mode.""" + # Set environment + os.environ.update(mock_env_vars) + + supervisor = ForwarderSupervisor(mock_forwarder_script, test_logger) + await supervisor.start_as_replica() + + # Track the process for cleanup + if supervisor.process: + track_subprocess(supervisor.process) + + try: + # Verify process is running + assert supervisor.is_running + assert supervisor.current_role == ForwarderRole.REPLICA + + # Wait a bit for log file to be written + await asyncio.sleep(0.5) + + # Verify forwarding pairs in log + log_content = Path(mock_env_vars["MOCK_LOG_FILE"]).read_text() + + # Expected replica forwarding pairs + expected_pairs = [ + f"sqlite:{EXO_WORKER_EVENT_DB}:events|libp2p:{LIBP2P_WORKER_EVENTS_TOPIC}", + f"libp2p:{LIBP2P_GLOBAL_EVENTS_TOPIC}|sqlite:{EXO_GLOBAL_EVENT_DB}:events" + ] + + # Check that the forwarder received the correct arguments + assert all(pair in log_content for pair in expected_pairs) + + finally: + await supervisor.stop() + assert not supervisor.is_running + + @pytest.mark.asyncio + async def test_role_change_replica_to_master( + self, + mock_forwarder_script: Path, + mock_env_vars: dict[str, str], + test_logger: logging.Logger, + track_subprocess: Callable[[asyncio.subprocess.Process], asyncio.subprocess.Process] + ) -> None: + """Test changing role from replica to master.""" + os.environ.update(mock_env_vars) + + supervisor = ForwarderSupervisor(mock_forwarder_script, test_logger) + await supervisor.start_as_replica() + + if supervisor.process: + track_subprocess(supervisor.process) + + try: + # Change to master + await supervisor.notify_role_change(ForwarderRole.MASTER) + + if supervisor.process: + track_subprocess(supervisor.process) + + # Wait for restart + await asyncio.sleep(0.5) + + assert supervisor.is_running + assert supervisor.current_role == ForwarderRole.MASTER + + # Verify new forwarding pairs + log_content = Path(mock_env_vars["MOCK_LOG_FILE"]).read_text() + + # Expected master forwarding pairs + master_pairs = [ + f"libp2p:{LIBP2P_WORKER_EVENTS_TOPIC}|sqlite:{EXO_GLOBAL_EVENT_DB}:events", + f"sqlite:{EXO_GLOBAL_EVENT_DB}:events|libp2p:{LIBP2P_GLOBAL_EVENTS_TOPIC}" + ] + + assert all(pair in log_content for pair in master_pairs) + + finally: + await supervisor.stop() + + @pytest.mark.asyncio + async def test_idempotent_role_change( + self, + mock_forwarder_script: Path, + mock_env_vars: dict[str, str], + test_logger: logging.Logger, + track_subprocess: Callable[[asyncio.subprocess.Process], asyncio.subprocess.Process], + ) -> None: + """Test that setting the same role twice doesn't restart the process.""" + os.environ.update(mock_env_vars) + + supervisor = ForwarderSupervisor(mock_forwarder_script, test_logger) + await supervisor.start_as_replica() + + original_pid = supervisor.process_pid + if supervisor.process: + track_subprocess(supervisor.process) + + try: + # Try to change to the same role + await supervisor.notify_role_change(ForwarderRole.REPLICA) + + # Should not restart (same PID) + assert supervisor.process_pid == original_pid + + finally: + await supervisor.stop() + + @pytest.mark.asyncio + async def test_process_crash_and_restart( + self, + mock_forwarder_script: Path, + mock_env_vars: dict[str, str], + test_logger: logging.Logger, + track_subprocess: Callable[[asyncio.subprocess.Process], asyncio.subprocess.Process] + ) -> None: + """Test that Forwardersupervisor restarts the process if it crashes.""" + # Configure mock to exit after 1 second + mock_env_vars["MOCK_EXIT_AFTER"] = "1" + mock_env_vars["MOCK_EXIT_CODE"] = "1" + os.environ.update(mock_env_vars) + + supervisor = ForwarderSupervisor( + mock_forwarder_script, + test_logger, + health_check_interval=0.5 # Faster health checks for testing + ) + await supervisor.start_as_replica() + + original_pid = supervisor.process_pid + if supervisor.process: + track_subprocess(supervisor.process) + + try: + # Wait for first crash + await asyncio.sleep(1.5) + + # Process should have crashed + assert not supervisor.is_running or supervisor.process_pid != original_pid + + # Clear the crash-inducing environment variables so restart works + if "MOCK_EXIT_AFTER" in os.environ: + del os.environ["MOCK_EXIT_AFTER"] + if "MOCK_EXIT_CODE" in os.environ: + del os.environ["MOCK_EXIT_CODE"] + + # Wait for restart + await asyncio.sleep(1.0) + + # Process should have restarted with new PID + assert supervisor.is_running + assert supervisor.process_pid != original_pid + + # Track new process + if supervisor.process: + track_subprocess(supervisor.process) + + finally: + await supervisor.stop() + + @pytest.mark.asyncio + async def test_nonexistent_binary( + self, + test_logger: logging.Logger, + temp_dir: Path + ) -> None: + """Test behavior when forwarder binary doesn't exist.""" + nonexistent_path = temp_dir / "nonexistent_forwarder" + + supervisor = ForwarderSupervisor(nonexistent_path, test_logger) + + # Should raise FileNotFoundError + with pytest.raises(FileNotFoundError): + await supervisor.start_as_replica() + + +class TestElectionCallbacks: + """Test suite for ElectionCallbacks.""" + + @pytest.mark.asyncio + async def test_on_became_master(self, test_logger: logging.Logger) -> None: + """Test callback when becoming master.""" + mock_supervisor = MagicMock(spec=ForwarderSupervisor) + mock_supervisor.notify_role_change = AsyncMock() + + callbacks = ElectionCallbacks(mock_supervisor, test_logger) + await callbacks.on_became_master() + + mock_supervisor.notify_role_change.assert_called_once_with(ForwarderRole.MASTER) # type: ignore + + @pytest.mark.asyncio + async def test_on_became_replica(self, test_logger: logging.Logger) -> None: + """Test callback when becoming replica.""" + mock_supervisor = MagicMock(spec=ForwarderSupervisor) + mock_supervisor.notify_role_change = AsyncMock() + + callbacks = ElectionCallbacks(mock_supervisor, test_logger) + await callbacks.on_became_replica() + + mock_supervisor.notify_role_change.assert_called_once_with(ForwarderRole.REPLICA) # type: ignore \ No newline at end of file diff --git a/shared/constants.py b/shared/constants.py index 8172da3a..d187de03 100644 --- a/shared/constants.py +++ b/shared/constants.py @@ -12,6 +12,10 @@ EXO_WORKER_LOG = EXO_HOME / "worker.log" EXO_WORKER_KEYRING_FILE = EXO_HOME / "worker_keyring" EXO_MASTER_KEYRING_FILE = EXO_HOME / "master_keyring" +# libp2p topics for event forwarding +LIBP2P_WORKER_EVENTS_TOPIC = "worker_events" +LIBP2P_GLOBAL_EVENTS_TOPIC = "global_events" + # little helper function to get the name of the module that raised the error def get_caller_module_name() -> str: From cb101e3d24c28ee5120db36bd01142c468f92983 Mon Sep 17 00:00:00 2001 From: Seth Howes <71157822+sethhowes@users.noreply.github.com> Date: Mon, 21 Jul 2025 20:35:27 +0100 Subject: [PATCH 084/224] Refactor model types --- master/api.py | 8 +-- master/main.py | 5 +- shared/types/events/chunks.py | 2 +- .../types/{models/metadata.py => models.py} | 6 +- shared/types/models/common.py | 5 -- shared/types/models/model.py | 17 ----- shared/types/models/sources.py | 66 ------------------- shared/types/worker/downloads.py | 4 +- shared/types/worker/runners.py | 2 +- shared/types/worker/shards.py | 2 +- worker/tests/conftest.py | 4 +- worker/tests/test_worker_plan.py | 2 +- 12 files changed, 16 insertions(+), 107 deletions(-) rename shared/types/{models/metadata.py => models.py} (69%) delete mode 100644 shared/types/models/common.py delete mode 100644 shared/types/models/model.py delete mode 100644 shared/types/models/sources.py diff --git a/master/api.py b/master/api.py index 0bbc2fbd..2751f2df 100644 --- a/master/api.py +++ b/master/api.py @@ -1,9 +1,7 @@ from typing import Protocol from shared.types.graphs.topology import Topology -from shared.types.models.common import ModelId -from shared.types.models.model import ModelInfo -from shared.types.models.sources import ModelSource +from shared.types.models import ModelId, ModelMetadata from shared.types.worker.common import InstanceId from shared.types.worker.downloads import DownloadProgress from shared.types.worker.instances import Instance @@ -20,8 +18,8 @@ class ClusterAPI(Protocol): def remove_instance(self, instance_id: InstanceId) -> None: ... - def get_model_data(self, model_id: ModelId) -> ModelInfo: ... + def get_model_metadata(self, model_id: ModelId) -> ModelMetadata: ... - def download_model(self, model_id: ModelId, model_source: ModelSource) -> None: ... + def download_model(self, model_id: ModelId) -> None: ... def get_download_progress(self, model_id: ModelId) -> DownloadProgress: ... diff --git a/master/main.py b/master/main.py index a8fd53ca..9a131e0e 100644 --- a/master/main.py +++ b/master/main.py @@ -22,8 +22,7 @@ from shared.logger import ( from shared.types.events.common import ( EventCategoryEnum, ) -from shared.types.models.common import ModelId -from shared.types.models.model import ModelInfo +from shared.types.models import ModelId, ModelMetadata from shared.types.state import State from shared.types.worker.common import InstanceId from shared.types.worker.instances import Instance @@ -180,7 +179,7 @@ def remove_instance(instance_id: InstanceId) -> None: ... @app.get("/model/{model_id}/metadata") -def get_model_data(model_id: ModelId) -> ModelInfo: ... +def get_model_metadata(model_id: ModelId) -> ModelMetadata: ... @app.post("/model/{model_id}/instances") diff --git a/shared/types/events/chunks.py b/shared/types/events/chunks.py index 65bf4dd6..8db92f51 100644 --- a/shared/types/events/chunks.py +++ b/shared/types/events/chunks.py @@ -6,7 +6,7 @@ from typing import Annotated, Literal from pydantic import BaseModel, Field, TypeAdapter from shared.openai_compat import FinishReason -from shared.types.models.common import ModelId +from shared.types.models import ModelId from shared.types.tasks.common import TaskId diff --git a/shared/types/models/metadata.py b/shared/types/models.py similarity index 69% rename from shared/types/models/metadata.py rename to shared/types/models.py index 1c0015e9..3d3d0456 100644 --- a/shared/types/models/metadata.py +++ b/shared/types/models.py @@ -1,10 +1,12 @@ -from typing import Annotated, final +from typing import Annotated, TypeAlias from pydantic import BaseModel, PositiveInt +ModelId: TypeAlias = str + -@final class ModelMetadata(BaseModel): + model_id: ModelId pretty_name: str storage_size_kilobytes: Annotated[int, PositiveInt] n_layers: Annotated[int, PositiveInt] diff --git a/shared/types/models/common.py b/shared/types/models/common.py deleted file mode 100644 index 05e82a34..00000000 --- a/shared/types/models/common.py +++ /dev/null @@ -1,5 +0,0 @@ -from shared.types.common import NewUUID - - -class ModelId(NewUUID): - pass diff --git a/shared/types/models/model.py b/shared/types/models/model.py deleted file mode 100644 index c50ade27..00000000 --- a/shared/types/models/model.py +++ /dev/null @@ -1,17 +0,0 @@ -from typing import Sequence, final - -from pydantic import BaseModel, TypeAdapter - -from shared.types.models.common import ModelId -from shared.types.models.metadata import ModelMetadata -from shared.types.models.sources import ModelSource - - -@final -class ModelInfo(BaseModel): - model_id: ModelId - model_sources: Sequence[ModelSource] - model_metadata: ModelMetadata - - -ModelIdAdapter: TypeAdapter[ModelId] = TypeAdapter(ModelId) diff --git a/shared/types/models/sources.py b/shared/types/models/sources.py deleted file mode 100644 index a3712bff..00000000 --- a/shared/types/models/sources.py +++ /dev/null @@ -1,66 +0,0 @@ -from enum import Enum -from typing import Annotated, Any, Literal, Union, final - -from pydantic import AnyHttpUrl, BaseModel, Field, TypeAdapter - -from shared.types.models.common import ModelId - - -@final -class SourceType(str, Enum): - HuggingFace = "HuggingFace" - GitHub = "GitHub" - - -@final -class SourceFormatType(str, Enum): - HuggingFaceTransformers = "HuggingFaceTransformers" - - -RepoPath = Annotated[str, Field(pattern=r"^[^/]+/[^/]+$")] - - -class BaseModelSource[T: SourceType, S: SourceFormatType](BaseModel): - model_uuid: ModelId - source_type: T - source_format: S - source_data: Any - - -@final -class HuggingFaceModelSourceData(BaseModel): - path: RepoPath - - -@final -class GitHubModelSourceData(BaseModel): - url: AnyHttpUrl - - -@final -class HuggingFaceModelSource( - BaseModelSource[SourceType.HuggingFace, SourceFormatType.HuggingFaceTransformers] -): - source_type: Literal[SourceType.HuggingFace] = SourceType.HuggingFace - source_format: Literal[SourceFormatType.HuggingFaceTransformers] = ( - SourceFormatType.HuggingFaceTransformers - ) - source_data: HuggingFaceModelSourceData - - -@final -class GitHubModelSource(BaseModelSource[SourceType.GitHub, SourceFormatType]): - source_type: Literal[SourceType.GitHub] = SourceType.GitHub - source_format: SourceFormatType - source_data: GitHubModelSourceData - - -_ModelSource = Annotated[ - Union[ - HuggingFaceModelSource, - GitHubModelSource, - ], - Field(discriminator="source_type"), -] -ModelSource = BaseModelSource[SourceType, SourceFormatType] -ModelSourceAdapter: TypeAdapter[ModelSource] = TypeAdapter(_ModelSource) diff --git a/shared/types/worker/downloads.py b/shared/types/worker/downloads.py index 649eb48b..a9e40c19 100644 --- a/shared/types/worker/downloads.py +++ b/shared/types/worker/downloads.py @@ -11,8 +11,7 @@ from typing import ( from pydantic import BaseModel, Field, PositiveInt from shared.types.common import NodeId -from shared.types.models.common import ModelId -from shared.types.models.sources import ModelSource +from shared.types.models import ModelId from shared.types.worker.shards import ShardMetadata @@ -74,7 +73,6 @@ DownloadEffectHandler = Callable[ def download_shard( model_id: ModelId, - model_source: ModelSource, shard_metadata: ShardMetadata, effect_handlers: Sequence[DownloadEffectHandler], ) -> None: ... diff --git a/shared/types/worker/runners.py b/shared/types/worker/runners.py index 1b6c371b..51a08958 100644 --- a/shared/types/worker/runners.py +++ b/shared/types/worker/runners.py @@ -5,7 +5,7 @@ from typing import Annotated, Generic, Literal, TypeVar from pydantic import BaseModel, Field, TypeAdapter, model_validator from shared.types.common import NodeId -from shared.types.models.common import ModelId +from shared.types.models import ModelId from shared.types.worker.common import RunnerId from shared.types.worker.downloads import DownloadProgress from shared.types.worker.shards import ShardMetadata diff --git a/shared/types/worker/shards.py b/shared/types/worker/shards.py index 5ee7baa8..3decee54 100644 --- a/shared/types/worker/shards.py +++ b/shared/types/worker/shards.py @@ -4,7 +4,7 @@ from typing import Annotated, Generic, Literal, TypeAlias, TypeVar from pydantic import BaseModel, DirectoryPath, Field, TypeAdapter from shared.types.common import NodeId -from shared.types.models.common import ModelId +from shared.types.models import ModelId class PartitionStrategy(str, Enum): diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index afe312c0..4fae4868 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -7,7 +7,7 @@ from typing import Callable import pytest from shared.types.common import NodeId -from shared.types.models.common import ModelId +from shared.types.models import ModelId from shared.types.state import State from shared.types.tasks.common import ( ChatCompletionMessage, @@ -45,7 +45,7 @@ def pipeline_shard_meta(): return PipelineShardMetadata( device_rank=device_rank, - model_id=ModelId(uuid=uuid.uuid4()), + model_id=ModelId(uuid.uuid4()), model_path=Path( "~/.exo/models/mlx-community--Llama-3.2-1B-Instruct-4bit/" ).expanduser(), diff --git a/worker/tests/test_worker_plan.py b/worker/tests/test_worker_plan.py index 56c0503b..cdc59623 100644 --- a/worker/tests/test_worker_plan.py +++ b/worker/tests/test_worker_plan.py @@ -8,7 +8,7 @@ from typing import Final, List, Optional, Type import pytest from shared.types.common import NodeId -from shared.types.models.common import ModelId +from shared.types.models import ModelId from shared.types.state import State # WorkerState import below after RunnerCase definition to avoid forward reference issues From 449fdac27a01d55e176cd6539cdd72c03d325ba4 Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Mon, 21 Jul 2025 22:42:37 +0100 Subject: [PATCH 085/224] Downloads --- pyproject.toml | 5 +- shared/graphs.py | 42 ++- shared/types/graphs/pydantic.py | 8 + shared/types/state.py | 8 +- shared/types/worker/shards.py | 15 +- uv.lock | 245 +++++++++++++ worker/download/download_utils.py | 430 +++++++++++++++++++++++ worker/download/huggingface_utils.py | 97 +++++ worker/download/impl_shard_downloader.py | 128 +++++++ worker/download/model_cards.py | 133 +++++++ worker/download/model_meta.py | 124 +++++++ worker/download/shard_downloader.py | 96 +++++ worker/download/test_download.py | 54 +++ worker/main.py | 9 +- worker/tests/conftest.py | 6 +- worker/tests/test_serdes.py | 2 + worker/tests/test_supervisor.py | 6 + worker/tests/test_worker_handlers.py | 15 +- worker/tests/test_worker_plan.py | 5 +- 19 files changed, 1404 insertions(+), 24 deletions(-) create mode 100644 shared/types/graphs/pydantic.py create mode 100644 worker/download/download_utils.py create mode 100644 worker/download/huggingface_utils.py create mode 100644 worker/download/impl_shard_downloader.py create mode 100644 worker/download/model_cards.py create mode 100644 worker/download/model_meta.py create mode 100644 worker/download/shard_downloader.py create mode 100644 worker/download/test_download.py diff --git a/pyproject.toml b/pyproject.toml index 6f88bc0b..6b3c4719 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -5,8 +5,11 @@ description = "Exo" readme = "README.md" requires-python = ">=3.13" dependencies = [ + "aiofiles>=24.1.0", + "aiohttp>=3.12.14", "exo-master", "exo-worker", + "types-aiofiles>=24.1.0.20250708", ] # dependencies only required for development @@ -108,4 +111,4 @@ extend-select = ["I", "N", "B", "A", "PIE", "SIM"] [tool.pytest.ini_options] pythonpath = "." -asyncio_mode = "auto" \ No newline at end of file +asyncio_mode = "auto" diff --git a/shared/graphs.py b/shared/graphs.py index 892f3558..a48474da 100644 --- a/shared/graphs.py +++ b/shared/graphs.py @@ -1,8 +1,9 @@ from dataclasses import dataclass -from typing import Mapping, Set +from typing import Any, Callable, Mapping, Set import rustworkx as rx from pydantic import TypeAdapter +from pydantic_core import core_schema from shared.types.graphs.common import ( Edge, @@ -15,6 +16,7 @@ from shared.types.graphs.common import ( VertexIdT, VertexTypeT, ) +from shared.types.graphs.pydantic import PydanticGraph @dataclass(frozen=True) @@ -52,6 +54,44 @@ class Graph(MutableGraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): self._vertex_id_to_index = {} self._edge_id_to_endpoints = {} + # TODO: I'm not sure if this is the right thing, but we'll simplify the graph stuff anyway so fine for now. + @classmethod + def __get_pydantic_core_schema__( + cls, + _source: type[Any], + handler: Callable[[Any], core_schema.CoreSchema], + ) -> core_schema.CoreSchema: + pydantic_graph_schema = handler(PydanticGraph) + + def serializer( + instance: "Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]", + ) -> dict[str, Any]: + return { + "vertices": list(instance.get_vertex_data(instance.list_vertices())), + "edges": list(instance.get_edge_data(instance.list_edges())), + } + + return core_schema.json_or_python_schema( + json_schema=pydantic_graph_schema, + python_schema=core_schema.no_info_plain_validator_function(cls.validate), + serialization=core_schema.plain_serializer_function_ser_schema(serializer), + ) + + @classmethod + def validate( + cls, value: Any # type: ignore + ) -> "Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]": + if isinstance(value, cls): + return value + + if isinstance(value, dict): + raise NotImplementedError( + "Deserializing a Graph from a dictionary is not yet supported. " + "Please initialize the Graph object directly." + ) + + raise TypeError("Unsupported type for Graph validation") + ### # GraphProtocol methods ### diff --git a/shared/types/graphs/pydantic.py b/shared/types/graphs/pydantic.py new file mode 100644 index 00000000..2ff9e557 --- /dev/null +++ b/shared/types/graphs/pydantic.py @@ -0,0 +1,8 @@ +from typing import Any, List + +from pydantic import BaseModel + + +class PydanticGraph(BaseModel): + vertices: List[Any] + edges: List[Any] \ No newline at end of file diff --git a/shared/types/state.py b/shared/types/state.py index 59a7b1c9..59d51957 100644 --- a/shared/types/state.py +++ b/shared/types/state.py @@ -1,8 +1,8 @@ from collections.abc import Mapping, Sequence from enum import Enum -from queue import Queue +from typing import List -from pydantic import BaseModel, TypeAdapter +from pydantic import BaseModel, Field, TypeAdapter from shared.types.common import NodeId from shared.types.graphs.topology import ( @@ -36,6 +36,6 @@ class State(BaseModel): edge_base=TypeAdapter(TopologyEdge), vertex_base=TypeAdapter(TopologyNode) ) history: Sequence[OrphanedPartOfTopology] = [] - task_inbox: Queue[Task] = Queue() - task_outbox: Queue[Task] = Queue() + task_inbox: List[Task] = Field(default_factory=list) + task_outbox: List[Task] = Field(default_factory=list) cache_policy: CachePolicy = CachePolicy.KeepAll diff --git a/shared/types/worker/shards.py b/shared/types/worker/shards.py index 3decee54..a8fe5526 100644 --- a/shared/types/worker/shards.py +++ b/shared/types/worker/shards.py @@ -1,7 +1,7 @@ from enum import Enum from typing import Annotated, Generic, Literal, TypeAlias, TypeVar -from pydantic import BaseModel, DirectoryPath, Field, TypeAdapter +from pydantic import BaseModel, Field, TypeAdapter from shared.types.common import NodeId from shared.types.models import ModelId @@ -24,7 +24,6 @@ class BaseShardMetadata(BaseModel, Generic[PartitionStrategyT]): device_rank: int world_size: int model_id: ModelId - 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worker.download.huggingface_utils import ( + filter_repo_objects, + get_allow_patterns, + get_auth_headers, + get_hf_endpoint, +) + + +class ModelSafetensorsIndexMetadata(BaseModel): + total_size: Annotated[int, Field(ge=0)] + +class ModelSafetensorsIndex(BaseModel): + metadata: Optional[ModelSafetensorsIndexMetadata] + weight_map: Dict[str, str] + +class FileListEntry(BaseModel): + type: Literal["file", "directory"] + path: str + size: int | None = None + +class RepoFileDownloadProgress(BaseModel): + """Progress information for an individual file within a repository download.""" + + repo_id: str + repo_revision: str + file_path: str + downloaded: int + downloaded_this_session: int + total: int + speed: float # bytes per second + eta: timedelta + status: Literal["not_started", "in_progress", "complete"] + start_time: float + + class Config: + frozen = True + +class RepoDownloadProgress(BaseModel): + """Aggregated download progress information for a repository/shard combination. + + This structure captures the overall progress of downloading the files + required to materialise a particular *shard* of a model. It purposely + mirrors the key summary fields emitted by the `RepoProgressEvent` so that + the event payload can be cleanly projected onto the long-lived cluster + state. + """ + + repo_id: str + repo_revision: str + shard: ShardMetadata + + # progress totals + completed_files: int + total_files: int + downloaded_bytes: int + downloaded_bytes_this_session: int + total_bytes: int + + # speed / eta + overall_speed: float # bytes per second + overall_eta: timedelta + + # lifecycle status + status: Literal["not_started", "in_progress", "complete"] + + # fine-grained file progress keyed by file_path + file_progress: Dict[str, RepoFileDownloadProgress] = Field(default_factory=dict) + + class Config: + frozen = True # allow use as dict keys if desired + +def build_model_path(model_id: str) -> DirectoryPath: + return EXO_HOME / "models" / model_id.replace("/", "--") + +def exo_tmp() -> Path: + return Path(tempfile.gettempdir())/"exo" + +async def resolve_model_path_for_repo(repo_id: str) -> Path: + return (await ensure_models_dir())/repo_id.replace("/", "--") + +async def ensure_exo_home() -> Path: + await aios.makedirs(EXO_HOME, exist_ok=True) + return EXO_HOME + +async def ensure_exo_tmp() -> Path: + await aios.makedirs(exo_tmp(), exist_ok=True) + return exo_tmp() + +async def has_exo_home_read_access() -> bool: + try: + return await aios.access(EXO_HOME, os.R_OK) + except OSError: + return False + +async def has_exo_home_write_access() -> bool: + try: + return await aios.access(EXO_HOME, os.W_OK) + except OSError: + return False + +async def ensure_models_dir() -> Path: + models_dir = EXO_HOME/"models" + await aios.makedirs(models_dir, exist_ok=True) + return models_dir + +async def delete_model(repo_id: str) -> bool: + model_dir = await ensure_models_dir()/repo_id.replace("/", "--") + if not await aios.path.exists(model_dir): + return False + await asyncio.to_thread(shutil.rmtree, model_dir, ignore_errors=False) + return True + +async def seed_models(seed_dir: Union[str, Path]): + """Move model in resources folder of app to .cache/huggingface/hub""" + source_dir = Path(seed_dir) + dest_dir = await ensure_models_dir() + for path in source_dir.iterdir(): + if path.is_dir() and path.name.startswith("models--"): + dest_path = dest_dir/path.name + if await aios.path.exists(dest_path): + print('Skipping moving model to .cache directory') + else: + try: + await aios.rename(str(path), str(dest_path)) + except Exception: + print(f"Error seeding model {path} to {dest_path}") + traceback.print_exc() + +async def fetch_file_list_with_cache(repo_id: str, revision: str = "main", recursive: bool = False) -> List[FileListEntry]: + cache_file = (await ensure_exo_tmp())/f"{repo_id.replace('/', '--')}--{revision}--file_list.json" + if await aios.path.exists(cache_file): + async with aiofiles.open(cache_file, 'r') as f: + return TypeAdapter(List[FileListEntry]).validate_json(await f.read()) + file_list = await fetch_file_list_with_retry(repo_id, revision, recursive=recursive) + await aios.makedirs(cache_file.parent, exist_ok=True) + async with aiofiles.open(cache_file, 'w') as f: + await f.write(TypeAdapter(List[FileListEntry]).dump_json(file_list).decode()) + return file_list + + +async def fetch_file_list_with_retry(repo_id: str, revision: str = "main", path: str = "", recursive: bool = False) -> List[FileListEntry]: + n_attempts = 30 + for attempt in range(n_attempts): + try: + return await _fetch_file_list(repo_id, revision, path, recursive) + except Exception as e: + if attempt == n_attempts - 1: + raise e + await asyncio.sleep(min(8, 0.1 * float(2.0 ** int(attempt)))) + raise Exception(f"Failed to fetch file list for {repo_id=} {revision=} {path=} {recursive=}") + +async def _fetch_file_list(repo_id: str, revision: str = "main", path: str = "", recursive: bool = False) -> List[FileListEntry]: + api_url = f"{get_hf_endpoint()}/api/models/{repo_id}/tree/{revision}" + url = f"{api_url}/{path}" if path else api_url + + headers = await get_auth_headers() + async with aiohttp.ClientSession(timeout=aiohttp.ClientTimeout(total=30, connect=10, sock_read=30, sock_connect=10)) as session, session.get(url, headers=headers) as response: + if response.status == 200: + data_json = await response.text() + data = TypeAdapter(list[FileListEntry]).validate_json(data_json) + files: list[FileListEntry] = [] + for item in data: + if item.type == "file": + files.append(FileListEntry.model_validate(item)) + elif item.type == "directory" and recursive: + subfiles = await _fetch_file_list(repo_id, revision, item.path, recursive) + files.extend(subfiles) + return files + else: + raise Exception(f"Failed to fetch file list: {response.status}") + +async def calc_hash(path: Path, hash_type: Literal["sha1", "sha256"] = "sha1") -> str: + hasher = hashlib.sha1() if hash_type == "sha1" else hashlib.sha256() + if hash_type == "sha1": + header = f"blob {(await aios.stat(path)).st_size}\0".encode() + hasher.update(header) + async with aiofiles.open(path, 'rb') as f: + while chunk := await f.read(8 * 1024 * 1024): + hasher.update(chunk) + return hasher.hexdigest() + +async def file_meta(repo_id: str, revision: str, path: str) -> Tuple[int, str]: + url = urljoin(f"{get_hf_endpoint()}/{repo_id}/resolve/{revision}/", path) + headers = await get_auth_headers() + async with aiohttp.ClientSession(timeout=aiohttp.ClientTimeout(total=1800, connect=60, sock_read=1800, sock_connect=60)) as session, session.head(url, headers=headers) as r: + content_length = int(r.headers.get('x-linked-size') or r.headers.get('content-length') or 0) + etag = r.headers.get('X-Linked-ETag') or r.headers.get('ETag') or r.headers.get('Etag') + assert content_length > 0, f"No content length for {url}" + assert etag is not None, f"No remote hash for {url}" + if (etag[0] == '"' and etag[-1] == '"') or (etag[0] == "'" and etag[-1] == "'"): + etag = etag[1:-1] + return content_length, etag + +async def download_file_with_retry(repo_id: str, revision: str, path: str, target_dir: Path, on_progress: Callable[[int, int], None] = lambda _, __: None) -> Path: + n_attempts = 30 + for attempt in range(n_attempts): + try: + return await _download_file(repo_id, revision, path, target_dir, on_progress) + except Exception as e: + if isinstance(e, FileNotFoundError) or attempt == n_attempts - 1: + raise e + print(f"Download error on attempt {attempt}/{n_attempts} for {repo_id=} {revision=} {path=} {target_dir=}") + traceback.print_exc() + await asyncio.sleep(min(8, 0.1 * (2.0 ** attempt))) + raise Exception(f"Failed to download file {repo_id=} {revision=} {path=} {target_dir=}") + +async def _download_file(repo_id: str, revision: str, path: str, target_dir: Path, on_progress: Callable[[int, int], None] = lambda _, __: None) -> Path: + if await aios.path.exists(target_dir/path): + return target_dir/path + await aios.makedirs((target_dir/path).parent, exist_ok=True) + length, etag = await file_meta(repo_id, revision, path) + remote_hash = etag[:-5] if etag.endswith("-gzip") else etag + partial_path = target_dir/f"{path}.partial" + resume_byte_pos = (await aios.stat(partial_path)).st_size if (await aios.path.exists(partial_path)) else None + if resume_byte_pos != length: + url = urljoin(f"{get_hf_endpoint()}/{repo_id}/resolve/{revision}/", path) + headers = await get_auth_headers() + if resume_byte_pos: + headers['Range'] = f'bytes={resume_byte_pos}-' + n_read = resume_byte_pos or 0 + async with aiohttp.ClientSession(timeout=aiohttp.ClientTimeout(total=1800, connect=60, sock_read=1800, sock_connect=60)) as session, session.get(url, headers=headers, timeout=aiohttp.ClientTimeout(total=1800, connect=60, sock_read=1800, sock_connect=60)) as r: + if r.status == 404: + raise FileNotFoundError(f"File not found: {url}") + assert r.status in [200, 206], f"Failed to download {path} from {url}: {r.status}" + async with aiofiles.open(partial_path, 'ab' if resume_byte_pos else 'wb') as f: + while chunk := await r.content.read(8 * 1024 * 1024): + on_progress(n_read := n_read + await f.write(chunk), length) + + final_hash = await calc_hash(partial_path, hash_type="sha256" if len(remote_hash) == 64 else "sha1") + integrity = final_hash == remote_hash + if not integrity: + try: + await aios.remove(partial_path) + except Exception as e: + print(f"Error removing partial file {partial_path}: {e}") + raise Exception(f"Downloaded file {target_dir/path} has hash {final_hash} but remote hash is {remote_hash}") + await aios.rename(partial_path, target_dir/path) + return target_dir/path + + +def calculate_repo_progress(shard: ShardMetadata, repo_id: str, revision: str, file_progress: Dict[str, RepoFileDownloadProgress], all_start_time: float) -> RepoDownloadProgress: + all_total_bytes = sum(p.total for p in file_progress.values()) + all_downloaded_bytes = sum(p.downloaded for p in file_progress.values()) + all_downloaded_bytes_this_session = sum(p.downloaded_this_session for p in file_progress.values()) + elapsed_time = time.time() - all_start_time + all_speed = all_downloaded_bytes_this_session / elapsed_time if elapsed_time > 0 else 0 + all_eta = timedelta(seconds=(all_total_bytes - all_downloaded_bytes) / all_speed) if all_speed > 0 else timedelta(seconds=0) + status = ( + "complete" + if all(p.status == "complete" for p in file_progress.values()) + else "in_progress" if any(p.status == "in_progress" for p in file_progress.values()) else "not_started" + ) + return RepoDownloadProgress( + repo_id=repo_id, + repo_revision=revision, + shard=shard, + completed_files=len([p for p in file_progress.values() if p.downloaded == p.total]), + total_files=len(file_progress), + downloaded_bytes=all_downloaded_bytes, + downloaded_bytes_this_session=all_downloaded_bytes_this_session, + total_bytes=all_total_bytes, + overall_speed=all_speed, + overall_eta=all_eta, + status=status, + file_progress=file_progress, + ) + +async def get_weight_map(repo_id: str, revision: str = "main") -> Dict[str, str]: + target_dir = (await ensure_exo_tmp())/repo_id.replace("/", "--") + index_file = await download_file_with_retry(repo_id, revision, "model.safetensors.index.json", target_dir) + async with aiofiles.open(index_file, 'r') as f: + index_data = ModelSafetensorsIndex.model_validate_json(await f.read()) + return index_data.weight_map + +async def resolve_allow_patterns(shard: ShardMetadata) -> List[str]: + try: + weight_map = await get_weight_map(str(shard.model_id)) + return get_allow_patterns(weight_map, shard) + except Exception: + print(f"Error getting weight map for {shard.model_id=}") + traceback.print_exc() + return ["*"] + +async def get_downloaded_size(path: Path) -> int: + partial_path = path.with_suffix(path.suffix + ".partial") + if await aios.path.exists(path): + return (await aios.stat(path)).st_size + if await aios.path.exists(partial_path): + return (await aios.stat(partial_path)).st_size + return 0 + +async def download_progress_for_local_path(repo_id: str, shard: ShardMetadata, local_path: Path) -> RepoDownloadProgress: + # Scan local files for accurate progress reporting + file_progress: Dict[str, RepoFileDownloadProgress] = {} + total_files = 0 + total_bytes = 0 + + if await aios.path.isdir(local_path): + # Recursively count files and sizes + for root, _, files in os.walk(local_path): + for f in files: + if f.endswith(('.safetensors', '.bin', '.pt', '.gguf', '.json')): + file_path = Path(root) / f + size = (await aios.stat(file_path)).st_size + rel_path = str(file_path.relative_to(local_path)) + file_progress[rel_path] = RepoFileDownloadProgress( + repo_id=repo_id, + repo_revision="local", + file_path=rel_path, + downloaded=size, + downloaded_this_session=0, + total=size, + speed=0, + eta=timedelta(0), + status="complete", + start_time=time.time() + ) + total_files += 1 + total_bytes += size + else: + raise ValueError(f"Local path {local_path} is not a directory") + + return RepoDownloadProgress( + repo_id=repo_id, + repo_revision="local", + shard=shard, + completed_files=total_files, + total_files=total_files, + downloaded_bytes=total_bytes, + downloaded_bytes_this_session=0, + total_bytes=total_bytes, + overall_speed=0, + overall_eta=timedelta(0), + status="complete", + file_progress=file_progress, + ) + +async def download_shard(shard: ShardMetadata, + on_progress: Callable[[ShardMetadata, RepoDownloadProgress], None], + max_parallel_downloads: int = 8, + skip_download: bool = False, + allow_patterns: List[str] | None = None) -> tuple[Path, RepoDownloadProgress]: + if not skip_download: + print(f"Downloading {shard.model_id=}") + + # Handle local paths + if await aios.path.exists(str(shard.model_id)): + print(f"Using local model path {shard.model_id}") + local_path = Path(str(shard.model_id)) + return local_path, await download_progress_for_local_path(str(shard.model_id), shard, local_path) + + revision = "main" + target_dir = await ensure_models_dir()/str(shard.model_id).replace("/", "--") + if not skip_download: + await aios.makedirs(target_dir, exist_ok=True) + + if not allow_patterns: + allow_patterns = await resolve_allow_patterns(shard) + + print(f"Downloading {shard.model_id=} with {allow_patterns=}") + + all_start_time = time.time() + # TODO: currently not recursive. Some models might require subdirectories - thus this will need to be changed. + file_list = await fetch_file_list_with_cache(str(shard.model_id), revision, recursive=False) + filtered_file_list = list(filter_repo_objects(file_list, allow_patterns=allow_patterns, key=lambda x: x.path)) + file_progress: Dict[str, RepoFileDownloadProgress] = {} + def on_progress_wrapper(file: FileListEntry, curr_bytes: int, total_bytes: int): + start_time = file_progress[file.path].start_time if file.path in file_progress else time.time() + downloaded_this_session = file_progress[file.path].downloaded_this_session + (curr_bytes - file_progress[file.path].downloaded) if file.path in file_progress else curr_bytes + speed = downloaded_this_session / (time.time() - start_time) if time.time() - start_time > 0 else 0 + eta = timedelta(seconds=(total_bytes - curr_bytes) / speed) if speed > 0 else timedelta(seconds=0) + file_progress[file.path] = RepoFileDownloadProgress( + repo_id=str(shard.model_id), + repo_revision=revision, + file_path=file.path, + downloaded=curr_bytes, + downloaded_this_session=downloaded_this_session, + total=total_bytes, + speed=speed, + eta=eta, + status="complete" if curr_bytes == total_bytes else "in_progress", + start_time=start_time, + ) + on_progress(shard, calculate_repo_progress(shard, str(shard.model_id), revision, file_progress, all_start_time)) + for file in filtered_file_list: + downloaded_bytes = await get_downloaded_size(target_dir/file.path) + file_progress[file.path] = RepoFileDownloadProgress( + repo_id=str(shard.model_id), + repo_revision=revision, + file_path=file.path, + downloaded=downloaded_bytes, + downloaded_this_session=0, + total=file.size or 0, + speed=0, + eta=timedelta(0), + status="complete" if downloaded_bytes == file.size else "not_started", + start_time=time.time(), + ) + + semaphore = asyncio.Semaphore(max_parallel_downloads) + async def download_with_semaphore(file: FileListEntry): + async with semaphore: + await download_file_with_retry(str(shard.model_id), revision, file.path, target_dir, lambda curr_bytes, total_bytes: on_progress_wrapper(file, curr_bytes, total_bytes)) + if not skip_download: + await asyncio.gather(*[download_with_semaphore(file) for file in filtered_file_list]) + final_repo_progress = calculate_repo_progress(shard, str(shard.model_id), revision, file_progress, all_start_time) + on_progress(shard, final_repo_progress) + if gguf := next((f for f in filtered_file_list if f.path.endswith(".gguf")), None): + return target_dir/gguf.path, final_repo_progress + else: + return target_dir, final_repo_progress diff --git a/worker/download/huggingface_utils.py b/worker/download/huggingface_utils.py new file mode 100644 index 00000000..a3d8a781 --- /dev/null +++ b/worker/download/huggingface_utils.py @@ -0,0 +1,97 @@ +import os +from fnmatch import fnmatch +from pathlib import Path +from typing import Callable, Dict, Generator, Iterable, List, Optional, TypeVar, Union + +import aiofiles +import aiofiles.os as aios + +from shared.types.worker.shards import ShardMetadata + +T = TypeVar("T") + +def filter_repo_objects( + items: Iterable[T], + *, + allow_patterns: Optional[Union[List[str], str]] = None, + ignore_patterns: Optional[Union[List[str], str]] = None, + key: Optional[Callable[[T], str]] = None, +) -> Generator[T, None, None]: + if isinstance(allow_patterns, str): + allow_patterns = [allow_patterns] + if isinstance(ignore_patterns, str): + ignore_patterns = [ignore_patterns] + if allow_patterns is not None: + allow_patterns = [_add_wildcard_to_directories(p) for p in allow_patterns] + if ignore_patterns is not None: + ignore_patterns = [_add_wildcard_to_directories(p) for p in ignore_patterns] + + if key is None: + def _identity(item: T) -> str: + if isinstance(item, str): + return item + if isinstance(item, Path): + return str(item) + raise ValueError(f"Please provide `key` argument in `filter_repo_objects`: `{item}` is not a string.") + key = _identity + + for item in items: + path = key(item) + if allow_patterns is not None and not any(fnmatch(path, r) for r in allow_patterns): + continue + if ignore_patterns is not None and any(fnmatch(path, r) for r in ignore_patterns): + continue + yield item + +def _add_wildcard_to_directories(pattern: str) -> str: + if pattern[-1] == "/": + return pattern + "*" + return pattern + +def get_hf_endpoint() -> str: + return os.environ.get('HF_ENDPOINT', "https://huggingface.co") + +def get_hf_home() -> Path: + """Get the Hugging Face home directory.""" + return Path(os.environ.get("HF_HOME", Path.home()/".cache"/"huggingface")) + +async def get_hf_token() -> Optional[str]: + """Retrieve the Hugging Face token from the user's HF_HOME directory.""" + token_path = get_hf_home()/"token" + if await aios.path.exists(token_path): + async with aiofiles.open(token_path, 'r') as f: + return (await f.read()).strip() + return None + +async def get_auth_headers() -> dict[str, str]: + """Get authentication headers if a token is available.""" + token = await get_hf_token() + if token: + return {"Authorization": f"Bearer {token}"} + return {} + +def extract_layer_num(tensor_name: str) -> Optional[int]: + # This is a simple example and might need to be adjusted based on the actual naming convention + parts = tensor_name.split('.') + for part in parts: + if part.isdigit(): + return int(part) + return None + +def get_allow_patterns(weight_map: Dict[str, str], shard: ShardMetadata) -> List[str]: + default_patterns = set(["*.json", "*.py", "tokenizer.model", "*.tiktoken", "*.txt"]) + shard_specific_patterns: set[str] = set() + if weight_map: + for tensor_name, filename in weight_map.items(): + layer_num = extract_layer_num(tensor_name) + if layer_num is not None and shard.start_layer <= layer_num <= shard.end_layer: + shard_specific_patterns.add(filename) + sorted_file_names = sorted(weight_map.values()) + if shard.is_first_layer: + shard_specific_patterns.add(sorted_file_names[0]) + elif shard.is_last_layer: + shard_specific_patterns.add(sorted_file_names[-1]) + else: + shard_specific_patterns = set(["*.safetensors"]) + print(f"get_allow_patterns {shard=} {shard_specific_patterns=}") + return list(default_patterns | shard_specific_patterns) diff --git a/worker/download/impl_shard_downloader.py b/worker/download/impl_shard_downloader.py new file mode 100644 index 00000000..d8e329e3 --- /dev/null +++ b/worker/download/impl_shard_downloader.py @@ -0,0 +1,128 @@ +import asyncio +from pathlib import Path +from typing import AsyncIterator, Callable, Dict, List, Optional + +from shared.types.worker.shards import ( + PartitionStrategy, + PipelineShardMetadata, + ShardMetadata, +) +from worker.download.download_utils import RepoDownloadProgress, download_shard +from worker.download.model_cards import MODEL_CARDS +from worker.download.model_meta import get_model_meta +from worker.download.shard_downloader import ShardDownloader + + +def exo_shard_downloader(max_parallel_downloads: int = 8) -> ShardDownloader: + return SingletonShardDownloader(CachedShardDownloader(ResumableShardDownloader(max_parallel_downloads))) + +async def build_base_shard(model_id: str) -> Optional[ShardMetadata]: + model_meta = await get_model_meta(model_id) + # print(f"build_base_shard {model_id=} {model_meta=}") + return PipelineShardMetadata( + model_id=model_id, + partition_strategy=PartitionStrategy.pipeline, + device_rank=0, + world_size=1, + start_layer=0, + end_layer=model_meta.n_layers - 1, + n_layers=model_meta.n_layers, + ) + +async def build_full_shard(model_id: str) -> Optional[PipelineShardMetadata]: + base_shard = await build_base_shard(model_id) + if base_shard is None: + return None + return PipelineShardMetadata( + model_id=base_shard.model_id, + partition_strategy=base_shard.partition_strategy, + device_rank=base_shard.device_rank, + world_size=base_shard.world_size, + start_layer=base_shard.start_layer, + end_layer=base_shard.n_layers - 1, + n_layers=base_shard.n_layers, + ) + +class SingletonShardDownloader(ShardDownloader): + def __init__(self, shard_downloader: ShardDownloader): + self.shard_downloader = shard_downloader + self.active_downloads: Dict[ShardMetadata, asyncio.Task[Path]] = {} + + def on_progress(self, callback: Callable[[ShardMetadata, RepoDownloadProgress], None]) -> None: + self.shard_downloader.on_progress(callback) + + async def ensure_shard(self, shard: ShardMetadata, config_only: bool = False) -> Path: + if shard not in self.active_downloads: + self.active_downloads[shard] = asyncio.create_task(self.shard_downloader.ensure_shard(shard, config_only)) + try: + return await self.active_downloads[shard] + finally: + if shard in self.active_downloads and self.active_downloads[shard].done(): + del self.active_downloads[shard] + + async def get_shard_download_status(self) -> AsyncIterator[tuple[Path, RepoDownloadProgress]]: + async for path, status in self.shard_downloader.get_shard_download_status(): + yield path, status + +class CachedShardDownloader(ShardDownloader): + def __init__(self, shard_downloader: ShardDownloader): + self.shard_downloader = shard_downloader + self.cache: Dict[tuple[str, ShardMetadata], Path] = {} + + def on_progress(self, callback: Callable[[ShardMetadata, RepoDownloadProgress], None]) -> None: + self.shard_downloader.on_progress(callback) + + async def ensure_shard(self, shard: ShardMetadata, config_only: bool = False) -> Path: + if (shard.model_id, shard) in self.cache: + # print(f"ensure_shard cache hit {shard=}") + return self.cache[(shard.model_id, shard)] + + # print(f"ensure_shard cache miss {shard=}") + target_dir = await self.shard_downloader.ensure_shard(shard, config_only) + self.cache[(shard.model_id, shard)] = target_dir + return target_dir + + async def get_shard_download_status(self) -> AsyncIterator[tuple[Path, RepoDownloadProgress]]: + async for path, status in self.shard_downloader.get_shard_download_status(): + yield path, status + +class ResumableShardDownloader(ShardDownloader): + def __init__(self, max_parallel_downloads: int = 8): + self.max_parallel_downloads = max_parallel_downloads + self.on_progress_callbacks: List[Callable[[ShardMetadata, RepoDownloadProgress], None]] = [] + + def on_progress_wrapper(self, shard: ShardMetadata, progress: RepoDownloadProgress) -> None: + for callback in self.on_progress_callbacks: + callback(shard, progress) + + def on_progress(self, callback: Callable[[ShardMetadata, RepoDownloadProgress], None]) -> None: + self.on_progress_callbacks.append(callback) + + async def ensure_shard(self, shard: ShardMetadata, config_only: bool = False) -> Path: + allow_patterns = ["config.json"] if config_only else None + + # print(f"ensure_shard {shard=} {config_only=} {allow_patterns=}") + target_dir, _ = await download_shard(shard, self.on_progress_wrapper, max_parallel_downloads=self.max_parallel_downloads, allow_patterns=allow_patterns) + return target_dir + + async def get_shard_download_status(self) -> AsyncIterator[tuple[Path, RepoDownloadProgress]]: + # print("get_shard_download_status") + async def _status_for_model(model_id: str) -> Optional[tuple[Path, RepoDownloadProgress]]: + """Helper coroutine that builds the shard for a model and gets its download status.""" + shard = await build_full_shard(model_id) + if shard is None: + return None + return await download_shard(shard, self.on_progress_wrapper, skip_download=True) + + # Kick off download status coroutines concurrently + tasks = [asyncio.create_task(_status_for_model(model_id)) for model_id in MODEL_CARDS] + + for task in asyncio.as_completed(tasks): + try: + result = await task + if result is None: + continue + path, progress = result + yield (path, progress) + except Exception as e: + print("Error downloading shard:", e) diff --git a/worker/download/model_cards.py b/worker/download/model_cards.py new file mode 100644 index 00000000..b0ac69df --- /dev/null +++ b/worker/download/model_cards.py @@ -0,0 +1,133 @@ +from typing import List + +from pydantic import BaseModel + + +class ModelCard(BaseModel): + id: str + repo_id: str + name: str + description: str + tags: List[str] + +MODEL_CARDS = { + "llama-3.3": ModelCard( + id="llama-3.3", + repo_id="mlx-community/Llama-3.3-70B-Instruct-4bit", + name="Llama 3.3 70B", + description="The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)", + tags=[]), + "llama-3.3:70b": ModelCard( + id="llama-3.3:70b", + repo_id="mlx-community/Llama-3.3-70B-Instruct-4bit", + name="Llama 3.3 70B", + description="The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)", + tags=[]), + "llama-3.2": ModelCard( + id="llama-3.2", + repo_id="mlx-community/Llama-3.2-1B-Instruct-4bit", + name="Llama 3.2 1B", + description="Llama 3.2 is a large language model trained on the Llama 3.2 dataset.", + tags=[]), + "llama-3.2:1b": ModelCard( + id="llama-3.2:1b", + repo_id="mlx-community/Llama-3.2-1B-Instruct-4bit", + name="Llama 3.2 1B", + description="Llama 3.2 is a large language model trained on the Llama 3.2 dataset.", + tags=[]), + "llama-3.2:3b": ModelCard( + id="llama-3.2:3b", + repo_id="mlx-community/Llama-3.2-3B-Instruct-4bit", + name="Llama 3.2 3B", + description="Llama 3.2 is a large language model trained on the Llama 3.2 dataset.", + tags=[]), + "llama-3.1:8b": ModelCard( + id="llama-3.1:8b", + repo_id="mlx-community/Meta-Llama-3.1-8B-Instruct-4bit", + name="Llama 3.1 8B", + description="Llama 3.1 is a large language model trained on the Llama 3.1 dataset.", + tags=[]), + "llama-3.1-70b": ModelCard( + id="llama-3.1-70b", + repo_id="mlx-community/Meta-Llama-3.1-70B-Instruct-4bit", + name="Llama 3.1 70B", + description="Llama 3.1 is a large language model trained on the Llama 3.1 dataset.", + tags=[]), + "deepseek-r1": ModelCard( + id="deepseek-r1", + repo_id="mlx-community/DeepSeek-R1-4bit", + name="DeepSeek R1 671B (4-bit)", + description="DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.", + tags=[]), + "deepseek-r1:671b": ModelCard( + id="deepseek-r1:671b", # TODO: make sure model_id matches up for identical models + repo_id="mlx-community/DeepSeek-R1-4bit", + name="DeepSeek R1 671B", + description="DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.", + tags=[]), + "deepseek-v3": ModelCard( + id="deepseek-v3", + repo_id="mlx-community/DeepSeek-V3-0324-4bit", + name="DeepSeek V3 4B", + description="DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.", + tags=[]), + "deepseek-v3:671b": ModelCard( + id="deepseek-v3:671b", + repo_id="mlx-community/DeepSeek-V3-0324-4bit", + name="DeepSeek V3 671B", + description="DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.", + tags=[]), + "phi-3-mini": ModelCard( + id="phi-3-mini", + repo_id="mlx-community/Phi-3-mini-128k-instruct-4bit", + name="Phi 3 Mini 128k", + description="Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.", + tags=[]), + "phi-3-mini:128k": ModelCard( + id="phi-3-mini:128k", + repo_id="mlx-community/Phi-3-mini-128k-instruct-4bit", + name="Phi 3 Mini 128k", + description="Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.", + tags=[]), + "qwen3-0.6b": ModelCard( + id="qwen3-0.6b", + repo_id="mlx-community/Qwen3-0.6B-4bit", + name="Qwen3 0.6B", + description="Qwen3 0.6B is a large language model trained on the Qwen3 0.6B dataset.", + tags=[]), + "qwen3-30b": ModelCard( + id="qwen3-30b", + repo_id="mlx-community/Qwen3-30B-A3B-4bit", + name="Qwen3 30B (Active 3B)", + description="Qwen3 30B is a large language model trained on the Qwen3 30B dataset.", + tags=[]), + "granite-3.3-2b": ModelCard( + id="granite-3.3-2b", + repo_id="mlx-community/granite-3.3-2b-instruct-fp16", + name="Granite 3.3 2B", + description="Granite-3.3-2B-Instruct is a 2-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.", + tags=[]), + "granite-3.3-8b": ModelCard( + id="granite-3.3-8b", + repo_id="mlx-community/granite-3.3-8b-instruct-fp16", + name="Granite 3.3 8B", + description="Granite-3.3-8B-Instruct is a 8-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.", + tags=[]), + "smol-lm-135m": ModelCard( + id="smol-lm-135m", + repo_id="mlx-community/SmolLM-135M-4bit", + name="Smol LM 135M", + description="SmolLM is a series of state-of-the-art small language models available in three sizes: 135M, 360M, and 1.7B parameters. ", + tags=[]), +} + +def get_huggingface_id(model: str) -> str: + if "mlx-community/" in model: + return model + if model not in MODEL_CARDS: + raise ValueError(f"Model {model} not found") + return MODEL_CARDS[model].repo_id + +if __name__ == "__main__": + for model in MODEL_CARDS: + print(f"{model} -> {get_huggingface_id(model)}") diff --git a/worker/download/model_meta.py b/worker/download/model_meta.py new file mode 100644 index 00000000..f0022723 --- /dev/null +++ b/worker/download/model_meta.py @@ -0,0 +1,124 @@ +import json +from typing import Annotated, Dict, Optional + +import aiofiles +from huggingface_hub import model_info +from huggingface_hub.errors import EntryNotFoundError, HfHubHTTPError +from pydantic import BaseModel, Field + +from shared.types.models import ModelMetadata +from worker.download.download_utils import ( + ModelSafetensorsIndex, + download_file_with_retry, + ensure_exo_tmp, +) +from worker.download.model_cards import MODEL_CARDS + + +class ConfigData(BaseModel): + num_hidden_layers: Optional[Annotated[int, Field(ge=0)]] + num_layers: Optional[Annotated[int, Field(ge=0)]] + n_layer: Optional[Annotated[int, Field(ge=0)]] + +async def get_config_data(model_id: str) -> Optional[ConfigData]: + """Downloads and parses config.json for a model.""" + try: + model_card = MODEL_CARDS[model_id] + target_dir = (await ensure_exo_tmp())/model_card.repo_id.replace("/", "--") + config_path = await download_file_with_retry(model_card.repo_id, "main", "config.json", target_dir, lambda curr_bytes, total_bytes: print(f"Downloading config.json for {model_id}: {curr_bytes}/{total_bytes}")) + async with aiofiles.open(config_path, 'r') as f: + return ConfigData.model_validate_json(await f.read()) + except EntryNotFoundError: + print(f"Warning: config.json not found for {model_id}. Layers/type from config unavailable.") + except json.JSONDecodeError: + print(f"Error: Failed to parse config.json for {model_id}.") + except Exception as e: + print(f"Error: Error processing config.json for {model_id}: {e}") + return None + +def get_num_layers(config_data: Optional[ConfigData], model_id: str) -> Optional[int]: + """Extracts number of layers from config data.""" + if not config_data: + return None + + if config_data.num_hidden_layers is not None: + return config_data.num_hidden_layers + if config_data.num_layers is not None: + return config_data.num_layers + if config_data.n_layer is not None: + return config_data.n_layer + + print(f"Warning: No known layer key or valid number in config.json for {model_id}. Config: {config_data.model_dump_json()}") + return None + +async def get_safetensors_size(model_id: str) -> Optional[int]: + """Gets model size from safetensors index or falls back to HF API.""" + try: + model_card = MODEL_CARDS[model_id] + target_dir = (await ensure_exo_tmp())/model_card.repo_id.replace("/", "--") + index_path = await download_file_with_retry(model_card.repo_id, "main", "model.safetensors.index.json", target_dir, lambda curr_bytes, total_bytes: print(f"Downloading model.safetensors.index.json for {model_id}: {curr_bytes}/{total_bytes}")) + async with aiofiles.open(index_path, 'r') as f: + index_data = ModelSafetensorsIndex.model_validate_json(await f.read()) + + metadata = index_data.metadata + if metadata is not None: + return metadata.total_size + print(f"Warning: Could not extract total_size from safetensors index metadata for {model_id}. Metadata: {index_data.model_dump_json()}") + + except EntryNotFoundError: + print(f"Warning: model.safetensors.index.json not found for {model_id}.") + except json.JSONDecodeError: + print(f"Error: Failed to parse model.safetensors.index.json for {model_id}.") + except Exception as e: + print(f"Error: Error processing model.safetensors.index.json for {model_id}: {e}") + + print(f"Warning: Could not determine safetensors total size from index for {model_id}. Falling back to model_info API call.") + try: + info = model_info(model_id) + if info.safetensors is not None: + return info.safetensors.total + print(f"Warning: Could not get safetensors total size from model_info API for {model_id}. Safetensors info: {info}") + except HfHubHTTPError as e: + print(f"Error: HTTP Error while fetching model info from API for {model_id}: {e}") + except Exception as e: + print(f"Error: Error getting total size from huggingface info API for {model_id}: {e}") + return None + +_model_meta_cache: Dict[str, ModelMetadata] = {} +async def get_model_meta(model_id: str) -> ModelMetadata: + if model_id in _model_meta_cache: + return _model_meta_cache[model_id] + model_meta = await _get_model_meta(model_id) + _model_meta_cache[model_id] = model_meta + return model_meta + +async def _get_model_meta(model_id: str) -> ModelMetadata: + """Fetches storage size and number of layers for a Hugging Face model, returns Pydantic ModelMeta.""" + model_card = MODEL_CARDS[model_id] + num_layers_val: Optional[int] = None + mem_size_bytes_val: Optional[int] = None + try: + config_data = await get_config_data(model_id) + # get_num_layers is synchronous + num_layers_val = get_num_layers(config_data, model_id) + mem_size_bytes_val = await get_safetensors_size(model_id) + + except HfHubHTTPError as e: + print(f"Error: HTTP Error encountered for '{model_id}': {e}") + except Exception as e: + print(f"Error: Unexpected error during metadata fetching for '{model_id}': {e}") + + # Fallbacks for missing metadata + if mem_size_bytes_val is None: + print(f"Warning: Could not determine model size for {model_id}. Defaulting to 0 bytes.") + mem_size_bytes_val = 0 + if num_layers_val is None: + print(f"Warning: Could not determine number of layers for {model_id}. Defaulting to 0 layers.") + num_layers_val = 0 + + return ModelMetadata( + model_id=model_id, + pretty_name=model_card.name, + storage_size_kilobytes=mem_size_bytes_val // 1024, + n_layers=num_layers_val, + ) diff --git a/worker/download/shard_downloader.py b/worker/download/shard_downloader.py new file mode 100644 index 00000000..b76aa9ec --- /dev/null +++ b/worker/download/shard_downloader.py @@ -0,0 +1,96 @@ +from abc import ABC, abstractmethod +from datetime import timedelta +from pathlib import Path +from typing import AsyncIterator, Callable + +from shared.types.worker.shards import ( + PartitionStrategy, + PipelineShardMetadata, + ShardMetadata, +) +from worker.download.download_utils import RepoDownloadProgress + + +class ShardDownloader(ABC): + @abstractmethod + async def ensure_shard(self, shard: ShardMetadata, config_only: bool = False) -> Path: + """ + Ensures that the shard is downloaded. + Does not allow multiple overlapping downloads at once. + If you try to download a Shard which overlaps a Shard that is already being downloaded, + the download will be cancelled and a new download will start. + + Args: + shard (Shard): The shard to download. + inference_engine_name (str): The inference engine used on the node hosting the shard + """ + + @abstractmethod + def on_progress(self, callback: Callable[[ShardMetadata, RepoDownloadProgress], None]) -> None: + pass + + @abstractmethod + async def get_shard_download_status(self) -> AsyncIterator[tuple[Path, RepoDownloadProgress]]: + """Get the download status of shards. + + Yields: + tuple[Path, RepoDownloadProgress]: The path and progress of a shard download. + """ + yield ( + Path("/tmp/noop_shard"), + RepoDownloadProgress( + repo_id="noop", + repo_revision="noop", + shard=PipelineShardMetadata( + model_id="noop", + partition_strategy=PartitionStrategy.pipeline, + device_rank=0, + world_size=1, + start_layer=0, + end_layer=0, + n_layers=1, + ), + completed_files=0, + total_files=0, + downloaded_bytes=0, + downloaded_bytes_this_session=0, + total_bytes=0, + overall_speed=0, + overall_eta=timedelta(seconds=0), + status="complete", + ) + ) + + +class NoopShardDownloader(ShardDownloader): + async def ensure_shard(self, shard: ShardMetadata, config_only: bool = False) -> Path: + return Path("/tmp/noop_shard") + + def on_progress(self, callback: Callable[[ShardMetadata, RepoDownloadProgress], None]) -> None: + pass + + async def get_shard_download_status(self) -> AsyncIterator[tuple[Path, RepoDownloadProgress]]: + yield ( + Path("/tmp/noop_shard"), + RepoDownloadProgress( + repo_id="noop", + repo_revision="noop", + shard=PipelineShardMetadata( + model_id="noop", + partition_strategy=PartitionStrategy.pipeline, + device_rank=0, + world_size=1, + start_layer=0, + end_layer=0, + n_layers=1, + ), + completed_files=0, + total_files=0, + downloaded_bytes=0, + downloaded_bytes_this_session=0, + total_bytes=0, + overall_speed=0, + overall_eta=timedelta(seconds=0), + status="complete", + ) + ) diff --git a/worker/download/test_download.py b/worker/download/test_download.py new file mode 100644 index 00000000..db38313f --- /dev/null +++ b/worker/download/test_download.py @@ -0,0 +1,54 @@ +import time + +import pytest + +from shared.types.models import ModelId +from shared.types.worker.shards import PartitionStrategy, PipelineShardMetadata +from worker.download.impl_shard_downloader import exo_shard_downloader +from worker.download.shard_downloader import ShardDownloader + + +@pytest.mark.asyncio +async def test_shard_downloader(): + shard_downloader: ShardDownloader = exo_shard_downloader() + shard_downloader.on_progress( + lambda shard, progress: print(f"Download progress: {progress}") + ) + + shard_metadata = PipelineShardMetadata( + model_id=ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit"), + partition_strategy=PartitionStrategy.pipeline, + device_rank=0, + world_size=1, + start_layer=0, + end_layer=100, + n_layers=100, + ) + path = await shard_downloader.ensure_shard(shard_metadata) + assert path.exists() + + downloaded_model_path = path.parent / "mlx-community--Llama-3.2-1B-Instruct-4bit" + assert (downloaded_model_path / "config.json").exists() + assert (downloaded_model_path / "model.safetensors").exists() + assert (downloaded_model_path / "model.safetensors.index.json").exists() + assert (downloaded_model_path / "special_tokens_map.json").exists() + assert (downloaded_model_path / "tokenizer.json").exists() + assert (downloaded_model_path / "tokenizer_config.json").exists() + + expected_files_and_sizes = [ + ("config.json", 1121), + ("model.safetensors", 695283921), + ("model.safetensors.index.json", 26159), + ("special_tokens_map.json", 296), + ("tokenizer.json", 17209920), + ("tokenizer_config.json", 54558), + ] + for filename, expected_size in expected_files_and_sizes: + file_path = downloaded_model_path / filename + assert file_path.stat().st_size == expected_size, f"{filename} size mismatch" + + start_time = time.monotonic() + path_again = await shard_downloader.ensure_shard(shard_metadata) + duration = time.monotonic() - start_time + assert path_again == path + assert duration < 5, f"Second call to ensure_shard took too long: {duration:.2f}s" diff --git a/worker/main.py b/worker/main.py index 52094970..e7f7f21a 100644 --- a/worker/main.py +++ b/worker/main.py @@ -1,6 +1,6 @@ import asyncio import os -from asyncio.queues import Queue +from asyncio import Queue from functools import partial from logging import Logger from typing import AsyncGenerator, Optional @@ -39,6 +39,7 @@ from shared.types.worker.runners import ( RunningRunnerStatus, ) from shared.types.worker.shards import ShardMetadata +from worker.download.download_utils import build_model_path from worker.runner.runner_supervisor import RunnerSupervisor @@ -56,7 +57,7 @@ class AssignedRunner(BaseModel): @property def is_downloaded(self) -> bool: # TODO: Do this properly with huggingface validating each of the files. - return os.path.exists(self.shard_metadata.model_path) + return os.path.exists(build_model_path(self.shard_metadata.model_id)) def status_update_event(self) -> RunnerStatusUpdated: return RunnerStatusUpdated( @@ -334,7 +335,9 @@ class Worker: # Handle state updates async def _loop(self): while True: - state_copy = self.state.model_copy(deep=True) + state_copy = self.state.model_copy(deep=False) + state_copy.task_inbox = [] + state_copy.task_outbox = [] op: RunnerOp | None = self.plan(state_copy) diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index 4fae4868..f5d2f93b 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -30,7 +30,7 @@ from worker.main import Worker @pytest.fixture -def pipeline_shard_meta(): +def pipeline_shard_meta(tmp_path: Path): def _pipeline_shard_meta( num_nodes: int = 1, device_rank: int = 0 ) -> PipelineShardMetadata: @@ -46,9 +46,7 @@ def pipeline_shard_meta(): return PipelineShardMetadata( device_rank=device_rank, model_id=ModelId(uuid.uuid4()), - model_path=Path( - "~/.exo/models/mlx-community--Llama-3.2-1B-Instruct-4bit/" - ).expanduser(), + n_layers=total_layers, start_layer=start_layer, end_layer=end_layer, world_size=num_nodes, diff --git a/worker/tests/test_serdes.py b/worker/tests/test_serdes.py index a90552db..7ae81bf3 100644 --- a/worker/tests/test_serdes.py +++ b/worker/tests/test_serdes.py @@ -1,3 +1,4 @@ +from pathlib import Path from typing import Callable, TypeVar from pydantic import BaseModel, TypeAdapter @@ -26,6 +27,7 @@ def assert_equal_serdes(obj: T, typeadapter: TypeAdapter[T]): def test_supervisor_setup_message_serdes( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], + tmp_path: Path, ): setup_message = SetupMessage( model_shard_meta=pipeline_shard_meta(1, 0), diff --git a/worker/tests/test_supervisor.py b/worker/tests/test_supervisor.py index c5df37e9..686630e5 100644 --- a/worker/tests/test_supervisor.py +++ b/worker/tests/test_supervisor.py @@ -1,4 +1,5 @@ import asyncio +from pathlib import Path from typing import Callable import pytest @@ -26,6 +27,7 @@ async def test_supervisor_single_node_response( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], chat_task: Task, + tmp_path: Path, ): """Test that asking for the capital of France returns 'Paris' in the response""" model_shard_meta = pipeline_shard_meta(1, 0) @@ -62,6 +64,7 @@ async def test_supervisor_two_node_response( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], chat_task: Task, + tmp_path: Path, ): """Test that asking for the capital of France returns 'Paris' in the response""" supervisor_0 = await RunnerSupervisor.create( @@ -116,6 +119,7 @@ async def test_supervisor_early_stopping( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], chat_task: Task, + tmp_path: Path, ): """Test that asking for the capital of France returns 'Paris' in the response""" model_shard_meta = pipeline_shard_meta(1, 0) @@ -166,6 +170,7 @@ async def test_supervisor_handles_terminated_runner( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], chat_task: Task, + tmp_path: Path, ): """Test that the supervisor handles a terminated runner""" model_shard_meta = pipeline_shard_meta(1, 0) @@ -190,6 +195,7 @@ async def test_supervisor_handles_killed_runner( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], chat_task: Task, + tmp_path: Path, ): """Test that the supervisor handles a killed runner""" model_shard_meta = pipeline_shard_meta(1, 0) diff --git a/worker/tests/test_worker_handlers.py b/worker/tests/test_worker_handlers.py index e676cb3f..04390658 100644 --- a/worker/tests/test_worker_handlers.py +++ b/worker/tests/test_worker_handlers.py @@ -1,6 +1,7 @@ ## Tests for worker state handlers import asyncio +from pathlib import Path from typing import Callable import pytest @@ -35,7 +36,7 @@ def user_message(): return "What, according to Douglas Adams, is the meaning of life, the universe and everything?" @pytest.mark.asyncio -async def test_assign_op(worker: Worker, instance: Callable[[NodeId], Instance]): +async def test_assign_op(worker: Worker, instance: Callable[[NodeId], Instance], tmp_path: Path): await worker.start() await asyncio.sleep(0.01) @@ -67,7 +68,7 @@ async def test_assign_op(worker: Worker, instance: Callable[[NodeId], Instance]) assert isinstance(worker.assigned_runners[runner_id].status, ReadyRunnerStatus) @pytest.mark.asyncio -async def test_unassign_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance]): +async def test_unassign_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], tmp_path: Path): worker, runner_id, _ = worker_with_assigned_runner unassign_op = UnassignRunnerOp( @@ -84,7 +85,7 @@ async def test_unassign_op(worker_with_assigned_runner: tuple[Worker, RunnerId, assert len(events) == 0 @pytest.mark.asyncio -async def test_runner_up_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], chat_task: Task): +async def test_runner_up_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], chat_task: Task, tmp_path: Path): worker, runner_id, _ = worker_with_assigned_runner runner_up_op = RunnerUpOp(runner_id=runner_id) @@ -117,7 +118,7 @@ async def test_runner_up_op(worker_with_assigned_runner: tuple[Worker, RunnerId, await runner.astop() # Neat cleanup. @pytest.mark.asyncio -async def test_runner_down_op(worker_with_running_runner: tuple[Worker, RunnerId, Instance]): +async def test_runner_down_op(worker_with_running_runner: tuple[Worker, RunnerId, Instance], tmp_path: Path): worker, runner_id, _ = worker_with_running_runner runner_down_op = RunnerDownOp(runner_id=runner_id) @@ -130,7 +131,7 @@ async def test_runner_down_op(worker_with_running_runner: tuple[Worker, RunnerId assert isinstance(events[0].runner_status, ReadyRunnerStatus) @pytest.mark.asyncio -async def test_download_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance]): +async def test_download_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], tmp_path: Path): worker, runner_id, instance_obj = worker_with_assigned_runner print(f'{worker.assigned_runners=}') @@ -153,7 +154,7 @@ async def test_download_op(worker_with_assigned_runner: tuple[Worker, RunnerId, @pytest.mark.asyncio async def test_execute_task_op( worker_with_running_runner: tuple[Worker, RunnerId, Instance], - chat_task: Task): + chat_task: Task, tmp_path: Path): worker, runner_id, _ = worker_with_running_runner execute_task_op = ExecuteTaskOp( @@ -187,7 +188,7 @@ async def test_execute_task_op( @pytest.mark.asyncio async def test_execute_task_fails( worker_with_running_runner: tuple[Worker, RunnerId, Instance], - chat_task: Task): + chat_task: Task, tmp_path: Path): worker, runner_id, _ = worker_with_running_runner messages = chat_task.task_params.messages diff --git a/worker/tests/test_worker_plan.py b/worker/tests/test_worker_plan.py index cdc59623..c2c71508 100644 --- a/worker/tests/test_worker_plan.py +++ b/worker/tests/test_worker_plan.py @@ -23,6 +23,7 @@ from shared.types.worker.runners import ( ShardAssignments, ) from shared.types.worker.shards import PipelineShardMetadata +from worker.download.download_utils import build_model_path from worker.main import AssignedRunner, Worker @@ -148,9 +149,9 @@ def _build_worker_state( device_rank=0, world_size=1, model_id=model_id, - model_path=model_subdir, start_layer=0, end_layer=0, + n_layers=1, ) shard_assignments = ShardAssignments( @@ -233,7 +234,7 @@ def test_worker_plan(case: PlanTestCase, tmp_path: Path, monkeypatch: pytest.Mon ) worker.assigned_runners[ctx.runner_id] = assigned_runner - path_downloaded_map[str(ctx.shard_metadata.model_path)] = runner_case.downloaded + path_downloaded_map[str(build_model_path(ctx.shard_metadata.model_id))] = runner_case.downloaded # Stub filesystem existence check ------------------------------------------------------ from worker import main as worker_main # local import for module-scoped os From 108128b620eff8eb72a9cf95d83ff9ef40067f43 Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Mon, 21 Jul 2025 22:43:09 +0100 Subject: [PATCH 086/224] fix sqlite connector Co-authored-by: Gelu Vrabie --- shared/db/sqlite/connector.py | 25 ++++++---- shared/tests/test_sqlite_connector.py | 72 +++++++++++++++++++++++++++ shared/types/events/common.py | 12 ++++- shared/types/events/registry.py | 16 +++++- 4 files changed, 112 insertions(+), 13 deletions(-) diff --git a/shared/db/sqlite/connector.py b/shared/db/sqlite/connector.py index 199d2973..b0abff65 100644 --- a/shared/db/sqlite/connector.py +++ b/shared/db/sqlite/connector.py @@ -15,10 +15,9 @@ from sqlmodel import SQLModel from shared.types.events.common import ( BaseEvent, EventCategories, - EventFromEventLog, NodeId, ) -from shared.types.events.registry import EventParser +from shared.types.events.registry import Event, EventFromEventLogTyped, EventParser from .types import StoredEvent @@ -87,7 +86,7 @@ class AsyncSQLiteEventStorage: async def get_events_since( self, last_idx: int - ) -> Sequence[EventFromEventLog[EventCategories]]: + ) -> Sequence[EventFromEventLogTyped]: """Retrieve events after a specific index.""" if self._closed: raise RuntimeError("Storage is closed") @@ -102,7 +101,7 @@ class AsyncSQLiteEventStorage: ) rows = result.fetchall() - events: list[EventFromEventLog[EventCategories]] = [] + events: list[EventFromEventLogTyped] = [] for row in rows: rowid: int = cast(int, row[0]) origin: str = cast(str, row[1]) @@ -113,7 +112,7 @@ class AsyncSQLiteEventStorage: else: event_data = cast(dict[str, Any], raw_event_data) event = await self._deserialize_event(event_data) - events.append(EventFromEventLog( + events.append(EventFromEventLogTyped( event=event, origin=NodeId(uuid=UUID(origin)), idx_in_log=rowid # rowid becomes idx_in_log @@ -215,13 +214,13 @@ class AsyncSQLiteEventStorage: try: async with AsyncSession(self._engine) as session: - for event, origin in batch: + for event, origin in batch: stored_event = StoredEvent( origin=str(origin.uuid), - event_type=event.event_type.value, - event_category=next(iter(event.event_category)).value, + event_type=str(event.event_type), + event_category=str(next(iter(event.event_category))), event_id=str(event.event_id), - event_data=event.model_dump() # SQLModel handles JSON serialization automatically + event_data=event.model_dump(mode='json') # mode='json' ensures UUID conversion ) session.add(stored_event) @@ -233,9 +232,13 @@ class AsyncSQLiteEventStorage: self._logger.error(f"Failed to commit batch: {e}") raise - async def _deserialize_event(self, event_data: dict[str, Any]) -> BaseEvent[EventCategories]: + # TODO: This is a hack to get the event deserialization working. We need to find a better way to do this. + async def _deserialize_event(self, event_data: dict[str, Any]) -> Event: """Deserialize event data back to typed Event.""" - return EventParser.validate_python(event_data) + # EventParser expects the discriminator field for proper deserialization + result = EventParser.validate_python(event_data) + # EventParser returns BaseEvent but we know it's actually a specific Event type + return result # type: ignore[reportReturnType] async def _deserialize_event_raw(self, event_data: dict[str, Any]) -> dict[str, Any]: """Return raw event data for testing purposes.""" diff --git a/shared/tests/test_sqlite_connector.py b/shared/tests/test_sqlite_connector.py index 80e921ac..6d3ec13f 100644 --- a/shared/tests/test_sqlite_connector.py +++ b/shared/tests/test_sqlite_connector.py @@ -11,6 +11,13 @@ from sqlalchemy.ext.asyncio import AsyncSession from shared.db.sqlite import AsyncSQLiteEventStorage, EventLogConfig from shared.types.common import NodeId +from shared.types.events.chunks import ChunkType, TokenChunk, TokenChunkData +from shared.types.events.events import ( + ChunkGenerated, + EventCategoryEnum, + StreamingEventTypes, +) +from shared.types.tasks.common import TaskId # Type ignore comment for all protected member access in this test file # pyright: reportPrivateUsage=false @@ -393,4 +400,69 @@ class TestAsyncSQLiteEventStorage: for i, row in enumerate(rows): assert row[0] == i + 1 # rowid should be sequential + await storage.close() + + @pytest.mark.asyncio + async def test_chunk_generated_event_serialization(self, temp_db_path: Path, sample_node_id: NodeId) -> None: + """Test that ChunkGenerated event with nested types can be serialized and deserialized correctly.""" + default_config = EventLogConfig() + storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + await storage.start() + + # Create a ChunkGenerated event with nested TokenChunk + task_id = TaskId(uuid=uuid4()) + chunk_data = TokenChunkData( + text="Hello, world!", + token_id=42, + finish_reason="stop" + ) + token_chunk = TokenChunk( + chunk_data=chunk_data, + chunk_type=ChunkType.token, + task_id=task_id, + idx=0, + model="test-model" + ) + + chunk_generated_event = ChunkGenerated( + event_type=StreamingEventTypes.ChunkGenerated, + event_category=EventCategoryEnum.MutatesTaskState, + task_id=task_id, + chunk=token_chunk + ) + + # Store the event using the storage API + await storage.append_events([chunk_generated_event], sample_node_id) # type: ignore[reportArgumentType] + + # Wait for batch to be written + await asyncio.sleep(0.5) + + # Retrieve the event + events = await storage.get_events_since(0) + + # Verify we got the event back + assert len(events) == 1 + retrieved_event_wrapper = events[0] + assert retrieved_event_wrapper.origin == sample_node_id + + # Verify the event was deserialized correctly + retrieved_event = retrieved_event_wrapper.event + assert isinstance(retrieved_event, ChunkGenerated) + assert retrieved_event.event_type == StreamingEventTypes.ChunkGenerated + assert retrieved_event.event_category == EventCategoryEnum.MutatesTaskState + assert retrieved_event.task_id == task_id + + # Verify the nested chunk was deserialized correctly + retrieved_chunk = retrieved_event.chunk + assert isinstance(retrieved_chunk, TokenChunk) + assert retrieved_chunk.chunk_type == ChunkType.token + assert retrieved_chunk.task_id == task_id + assert retrieved_chunk.idx == 0 + assert retrieved_chunk.model == "test-model" + + # Verify the chunk data + assert retrieved_chunk.chunk_data.text == "Hello, world!" + assert retrieved_chunk.chunk_data.token_id == 42 + assert retrieved_chunk.chunk_data.finish_reason == "stop" + await storage.close() \ No newline at end of file diff --git a/shared/types/events/common.py b/shared/types/events/common.py index 5dcbd945..cdae35c9 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -1,5 +1,6 @@ from enum import Enum, StrEnum from typing import ( + TYPE_CHECKING, Any, Callable, FrozenSet, @@ -10,6 +11,9 @@ from typing import ( cast, ) +if TYPE_CHECKING: + pass + from pydantic import BaseModel, Field, model_validator from shared.types.common import NewUUID, NodeId @@ -138,7 +142,13 @@ class BaseEvent[ event_category: SetMembersT event_id: EventId = EventId() - def check_event_was_sent_by_correct_node(self, origin_id: NodeId) -> bool: ... + def check_event_was_sent_by_correct_node(self, origin_id: NodeId) -> bool: + """Check if the event was sent by the correct node. + + This is a placeholder implementation that always returns True. + Subclasses can override this method to implement specific validation logic. + """ + return True class EventFromEventLog[SetMembersT: EventCategories | EventCategory](BaseModel): diff --git a/shared/types/events/registry.py b/shared/types/events/registry.py index 5748d6a8..8ba17138 100644 --- a/shared/types/events/registry.py +++ b/shared/types/events/registry.py @@ -1,7 +1,7 @@ from types import UnionType from typing import Annotated, Any, Mapping, Type, get_args -from pydantic import Field, TypeAdapter +from pydantic import BaseModel, Field, TypeAdapter from shared.constants import get_error_reporting_message from shared.types.events.common import ( @@ -9,6 +9,7 @@ from shared.types.events.common import ( EventCategories, EventTypes, InstanceEventTypes, + NodeId, NodePerformanceEventTypes, RunnerStatusEventTypes, StreamingEventTypes, @@ -127,3 +128,16 @@ check_union_of_all_events_is_consistent_with_registry(EventRegistry, Event) _EventType = Annotated[Event, Field(discriminator="event_type")] EventParser: TypeAdapter[BaseEvent[EventCategories]] = TypeAdapter(_EventType) + + +# Define a properly typed EventFromEventLog that preserves specific event types + +class EventFromEventLogTyped(BaseModel): + """Properly typed EventFromEventLog that preserves specific event types.""" + event: _EventType + origin: NodeId + idx_in_log: int = Field(gt=0) + + def check_event_was_sent_by_correct_node(self) -> bool: + """Check if the event was sent by the correct node.""" + return self.event.check_event_was_sent_by_correct_node(self.origin) From 5adad08e09102f1ce12a9eb3fc19fca671bfe692 Mon Sep 17 00:00:00 2001 From: Matt Beton Date: Tue, 22 Jul 2025 15:16:06 +0100 Subject: [PATCH 087/224] New events --- master/idempotency.py | 32 ---- master/main.py | 17 +- master/placement.py | 4 +- master/sanity_checking.py | 13 -- master/state_manager/async.py | 125 ------------- master/state_manager/sync.py | 18 -- shared/db/sqlite/connector.py | 28 ++- shared/db/sqlite/types.py | 15 +- shared/event_loops/main.py | 42 ++--- shared/event_loops/router.py | 78 -------- shared/tests/test_sqlite_connector.py | 37 ++-- shared/types/events/categories.py | 10 + shared/types/events/commands.py | 38 ++++ shared/types/events/common.py | 246 +++---------------------- shared/types/events/components.py | 38 ++++ shared/types/events/events.py | 136 +++++--------- shared/types/events/registry.py | 124 +++++-------- shared/types/events/sanity_checking.py | 111 +++++------ shared/types/state.py | 3 + 19 files changed, 318 insertions(+), 797 deletions(-) delete mode 100644 master/idempotency.py delete mode 100644 master/sanity_checking.py delete mode 100644 master/state_manager/async.py delete mode 100644 master/state_manager/sync.py delete mode 100644 shared/event_loops/router.py create mode 100644 shared/types/events/categories.py create mode 100644 shared/types/events/commands.py create mode 100644 shared/types/events/components.py diff --git a/master/idempotency.py b/master/idempotency.py deleted file mode 100644 index 2216da1b..00000000 --- a/master/idempotency.py +++ /dev/null @@ -1,32 +0,0 @@ -from hashlib import sha3_224 as hasher -from typing import Sequence -from uuid import UUID - -from shared.types.events.common import EventCategory, EventId, IdemKeyGenerator, State - - -def get_idem_tag_generator[EventCategoryT: EventCategory]( - base: str, -) -> IdemKeyGenerator[EventCategoryT]: - """Generates idempotency keys for events. - - The keys are generated by hashing the state sequence number against a base string. - You can pick any base string, **so long as it's not used in any other function that generates idempotency keys**. - """ - - def get_idem_keys(state: State[EventCategoryT], num_keys: int) -> Sequence[EventId]: - def recurse(n: int, last: bytes) -> Sequence[EventId]: - if n == 0: - return [] - next_hash = hasher(last).digest() - return ( - EventId(UUID(bytes=next_hash, version=4)), - *recurse(n - 1, next_hash), - ) - - initial_bytes = state.last_event_applied_idx.to_bytes( - 8, byteorder="big", signed=False - ) - return recurse(num_keys, initial_bytes) - - return get_idem_keys diff --git a/master/main.py b/master/main.py index 9a131e0e..8e4dadeb 100644 --- a/master/main.py +++ b/master/main.py @@ -1,7 +1,6 @@ from contextlib import asynccontextmanager from logging import Logger, LogRecord from queue import Queue as PQueue -from typing import Literal from fastapi import FastAPI @@ -19,9 +18,6 @@ from shared.logger import ( create_queue_listener, log, ) -from shared.types.events.common import ( - EventCategoryEnum, -) from shared.types.models import ModelId, ModelMetadata from shared.types.state import State from shared.types.worker.common import InstanceId @@ -51,19 +47,8 @@ def get_state_dependency(data: object, logger: Logger) -> State: return data -# What The Master Cares About -MasterEventCategories = ( - Literal[EventCategoryEnum.MutatesTopologyState] - | Literal[EventCategoryEnum.MutatesTaskState] - | Literal[EventCategoryEnum.MutatesTaskSagaState] - | Literal[EventCategoryEnum.MutatesRunnerStatus] - | Literal[EventCategoryEnum.MutatesInstanceState] - | Literal[EventCategoryEnum.MutatesNodePerformanceState] -) - - # Takes Care Of All States And Events Related To The Master -class MasterEventLoopProtocol(NodeEventLoopProtocol[MasterEventCategories]): ... +class MasterEventLoopProtocol(NodeEventLoopProtocol): ... @asynccontextmanager diff --git a/master/placement.py b/master/placement.py index 2eaf9ad0..9803816f 100644 --- a/master/placement.py +++ b/master/placement.py @@ -1,7 +1,7 @@ from queue import Queue from typing import Mapping, Sequence -from shared.types.events.common import BaseEvent, EventCategory +from shared.types.events.registry import Event from shared.types.graphs.topology import Topology from shared.types.state import CachePolicy from shared.types.tasks.common import Task @@ -20,4 +20,4 @@ def get_instance_placement( def get_transition_events( current_instances: Mapping[InstanceId, InstanceParams], target_instances: Mapping[InstanceId, InstanceParams], -) -> Sequence[BaseEvent[EventCategory]]: ... +) -> Sequence[Event]: ... diff --git a/master/sanity_checking.py b/master/sanity_checking.py deleted file mode 100644 index b472b9be..00000000 --- a/master/sanity_checking.py +++ /dev/null @@ -1,13 +0,0 @@ -from enum import StrEnum -from typing import Any, Mapping, Type - - -def check_keys_in_map_match_enum_values[TEnum: StrEnum]( - mapping_type: Type[Mapping[Any, Any]], - enum: Type[TEnum], -) -> None: - mapping_keys = set(mapping_type.__annotations__.keys()) - category_values = set(e.value for e in enum) - assert mapping_keys == category_values, ( - f"StateDomainMapping keys {mapping_keys} do not match EventCategories values {category_values}" - ) diff --git a/master/state_manager/async.py b/master/state_manager/async.py deleted file mode 100644 index 4774d786..00000000 --- a/master/state_manager/async.py +++ /dev/null @@ -1,125 +0,0 @@ -from asyncio import Lock, Queue, Task, create_task -from logging import Logger -from typing import List, Literal, Protocol, TypedDict - -from master.logging import ( - StateUpdateEffectHandlerErrorLogEntry, - StateUpdateErrorLogEntry, - StateUpdateLoopAlreadyRunningLogEntry, - StateUpdateLoopNotRunningLogEntry, - StateUpdateLoopStartedLogEntry, - StateUpdateLoopStoppedLogEntry, -) -from master.sanity_checking import check_keys_in_map_match_enum_values -from shared.constants import get_error_reporting_message -from shared.logger import log -from shared.types.events.common import ( - Apply, - EffectHandler, - EventCategory, - EventCategoryEnum, - EventFromEventLog, - State, - StateAndEvent, -) - - -class AsyncStateManager[EventCategoryT: EventCategory](Protocol): - """Protocol for services that manage a specific state domain.""" - - _task: Task[None] | None - _logger: Logger - _apply: Apply[EventCategoryT] - _default_effects: List[EffectHandler[EventCategoryT]] - extra_effects: List[EffectHandler[EventCategoryT]] - state: State[EventCategoryT] - queue: Queue[EventFromEventLog[EventCategoryT]] - lock: Lock - - def __init__( - self, - state: State[EventCategoryT], - queue: Queue[EventFromEventLog[EventCategoryT]], - extra_effects: List[EffectHandler[EventCategoryT]], - logger: Logger, - ) -> None: - """Initialise the service with its event queue.""" - self.state = state - self.queue = queue - self.extra_effects = extra_effects - self._logger = logger - self._task = None - - async def read_state(self) -> State[EventCategoryT]: - """Get a thread-safe snapshot of this service's state domain.""" - return self.state.model_copy(deep=True) - - @property - def is_running(self) -> bool: - """Check if the service's event loop is running.""" - return self._task is not None and not self._task.done() - - async def start(self) -> None: - """Start the service's event loop.""" - if self.is_running: - log(self._logger, StateUpdateLoopAlreadyRunningLogEntry()) - raise RuntimeError("State Update Loop Already Running") - log(self._logger, StateUpdateLoopStartedLogEntry()) - self._task = create_task(self._event_loop()) - - async def stop(self) -> None: - """Stop the service's event loop.""" - if not self.is_running: - log(self._logger, StateUpdateLoopNotRunningLogEntry()) - raise RuntimeError("State Update Loop Not Running") - - assert self._task is not None, ( - f"{get_error_reporting_message()}" - "BUG: is_running is True but _task is None, this should never happen!" - ) - self._task.cancel() - log(self._logger, StateUpdateLoopStoppedLogEntry()) - - async def _event_loop(self) -> None: - """Event loop for the service.""" - while True: - event = await self.queue.get() - previous_state = self.state.model_copy(deep=True) - try: - async with self.lock: - updated_state = self._apply( - self.state, - event, - ) - self.state = updated_state - except Exception as e: - log(self._logger, StateUpdateErrorLogEntry(error=e)) - raise e - try: - for effect_handler in self._default_effects + self.extra_effects: - effect_handler(StateAndEvent(previous_state, event), updated_state) - except Exception as e: - log(self._logger, StateUpdateEffectHandlerErrorLogEntry(error=e)) - raise e - - -class AsyncStateManagerMapping(TypedDict): - MutatesTaskState: AsyncStateManager[Literal[EventCategoryEnum.MutatesTaskState]] - MutatesTaskSagaState: AsyncStateManager[ - Literal[EventCategoryEnum.MutatesTaskSagaState] - ] - MutatesTopologyState: AsyncStateManager[ - Literal[EventCategoryEnum.MutatesTopologyState] - ] - MutatesRunnerStatus: AsyncStateManager[ - Literal[EventCategoryEnum.MutatesRunnerStatus] - ] - MutatesInstanceState: AsyncStateManager[ - Literal[EventCategoryEnum.MutatesInstanceState] - ] - MutatesNodePerformanceState: AsyncStateManager[ - Literal[EventCategoryEnum.MutatesNodePerformanceState] - ] - - -check_keys_in_map_match_enum_values(AsyncStateManagerMapping, EventCategoryEnum) diff --git a/master/state_manager/sync.py b/master/state_manager/sync.py deleted file mode 100644 index 4c4c70ba..00000000 --- a/master/state_manager/sync.py +++ /dev/null @@ -1,18 +0,0 @@ -from typing import Literal, TypedDict - -from master.sanity_checking import check_keys_in_map_match_enum_values -from shared.types.events.common import EventCategoryEnum, State - - -class SyncStateManagerMapping(TypedDict): - MutatesTaskState: State[Literal[EventCategoryEnum.MutatesTaskState]] - MutatesTaskSagaState: State[Literal[EventCategoryEnum.MutatesTaskSagaState]] - MutatesTopologyState: State[Literal[EventCategoryEnum.MutatesTopologyState]] - MutatesRunnerStatus: State[Literal[EventCategoryEnum.MutatesRunnerStatus]] - MutatesInstanceState: State[Literal[EventCategoryEnum.MutatesInstanceState]] - MutatesNodePerformanceState: State[ - Literal[EventCategoryEnum.MutatesNodePerformanceState] - ] - - -check_keys_in_map_match_enum_values(SyncStateManagerMapping, EventCategoryEnum) diff --git a/shared/db/sqlite/connector.py b/shared/db/sqlite/connector.py index b0abff65..44de9efd 100644 --- a/shared/db/sqlite/connector.py +++ b/shared/db/sqlite/connector.py @@ -12,12 +12,9 @@ from sqlalchemy import text from sqlalchemy.ext.asyncio import AsyncSession, create_async_engine from sqlmodel import SQLModel -from shared.types.events.common import ( - BaseEvent, - EventCategories, - NodeId, -) -from shared.types.events.registry import Event, EventFromEventLogTyped, EventParser +from shared.types.events.common import NodeId +from shared.types.events.components import EventFromEventLog +from shared.types.events.registry import Event, EventParser from .types import StoredEvent @@ -53,7 +50,7 @@ class AsyncSQLiteEventStorage: self._max_age_s = max_age_ms / 1000.0 self._logger = logger or getLogger(__name__) - self._write_queue: Queue[tuple[BaseEvent[EventCategories], NodeId]] = Queue() + self._write_queue: Queue[tuple[Event, NodeId]] = Queue() self._batch_writer_task: Task[None] | None = None self._engine = None self._closed = False @@ -72,7 +69,7 @@ class AsyncSQLiteEventStorage: async def append_events( self, - events: Sequence[BaseEvent[EventCategories]], + events: Sequence[Event], origin: NodeId ) -> None: """Append events to the log (fire-and-forget). The writes are batched and committed @@ -86,7 +83,7 @@ class AsyncSQLiteEventStorage: async def get_events_since( self, last_idx: int - ) -> Sequence[EventFromEventLogTyped]: + ) -> Sequence[EventFromEventLog[Event]]: """Retrieve events after a specific index.""" if self._closed: raise RuntimeError("Storage is closed") @@ -101,7 +98,7 @@ class AsyncSQLiteEventStorage: ) rows = result.fetchall() - events: list[EventFromEventLogTyped] = [] + events: list[EventFromEventLog[Event]] = [] for row in rows: rowid: int = cast(int, row[0]) origin: str = cast(str, row[1]) @@ -112,7 +109,7 @@ class AsyncSQLiteEventStorage: else: event_data = cast(dict[str, Any], raw_event_data) event = await self._deserialize_event(event_data) - events.append(EventFromEventLogTyped( + events.append(EventFromEventLog( event=event, origin=NodeId(uuid=UUID(origin)), idx_in_log=rowid # rowid becomes idx_in_log @@ -170,7 +167,7 @@ class AsyncSQLiteEventStorage: loop = asyncio.get_event_loop() while not self._closed: - batch: list[tuple[BaseEvent[EventCategories], NodeId]] = [] + batch: list[tuple[Event, NodeId]] = [] try: # Block waiting for first item @@ -208,7 +205,7 @@ class AsyncSQLiteEventStorage: if batch: await self._commit_batch(batch) - async def _commit_batch(self, batch: list[tuple[BaseEvent[EventCategories], NodeId]]) -> None: + async def _commit_batch(self, batch: list[tuple[Event, NodeId]]) -> None: """Commit a batch of events to SQLite.""" assert self._engine is not None @@ -218,7 +215,6 @@ class AsyncSQLiteEventStorage: stored_event = StoredEvent( origin=str(origin.uuid), event_type=str(event.event_type), - event_category=str(next(iter(event.event_category))), event_id=str(event.event_id), event_data=event.model_dump(mode='json') # mode='json' ensures UUID conversion ) @@ -237,8 +233,8 @@ class AsyncSQLiteEventStorage: """Deserialize event data back to typed Event.""" # EventParser expects the discriminator field for proper deserialization result = EventParser.validate_python(event_data) - # EventParser returns BaseEvent but we know it's actually a specific Event type - return result # type: ignore[reportReturnType] + # EventParser returns Event type which is our union of all event types + return result async def _deserialize_event_raw(self, event_data: dict[str, Any]) -> dict[str, Any]: """Return raw event data for testing purposes.""" diff --git a/shared/db/sqlite/types.py b/shared/db/sqlite/types.py index 4b623e0c..880de7b3 100644 --- a/shared/db/sqlite/types.py +++ b/shared/db/sqlite/types.py @@ -4,12 +4,9 @@ from typing import Any, Protocol, Sequence from sqlalchemy import DateTime, Index from sqlmodel import JSON, Column, Field, SQLModel -from shared.types.events.common import ( - BaseEvent, - EventCategories, - EventFromEventLog, - NodeId, -) +from shared.types.common import NodeId +from shared.types.events.components import EventFromEventLog +from shared.types.events.registry import Event class StoredEvent(SQLModel, table=True): @@ -23,7 +20,6 @@ class StoredEvent(SQLModel, table=True): rowid: int | None = Field(default=None, primary_key=True, alias="rowid") origin: str = Field(index=True) event_type: str = Field(index=True) - event_category: str = Field(index=True) event_id: str = Field(index=True) event_data: dict[str, Any] = Field(sa_column=Column(JSON)) created_at: datetime = Field( @@ -33,7 +29,6 @@ class StoredEvent(SQLModel, table=True): __table_args__ = ( Index("idx_events_origin_created", "origin", "created_at"), - Index("idx_events_category_created", "event_category", "created_at"), ) class EventStorageProtocol(Protocol): @@ -41,7 +36,7 @@ class EventStorageProtocol(Protocol): async def append_events( self, - events: Sequence[BaseEvent[EventCategories]], + events: Sequence[Event], origin: NodeId ) -> None: """Append events to the log (fire-and-forget). @@ -54,7 +49,7 @@ class EventStorageProtocol(Protocol): async def get_events_since( self, last_idx: int - ) -> Sequence[EventFromEventLog[EventCategories]]: + ) -> Sequence[EventFromEventLog[Event]]: """Retrieve events after a specific index. Returns events in idx_in_log order. diff --git a/shared/event_loops/main.py b/shared/event_loops/main.py index c997028d..e89b4716 100644 --- a/shared/event_loops/main.py +++ b/shared/event_loops/main.py @@ -7,7 +7,10 @@ from typing import Any, Hashable, Mapping, Protocol, Sequence from fastapi.responses import Response, StreamingResponse from shared.event_loops.commands import ExternalCommand -from shared.types.events.common import Apply, EventCategory, EventFromEventLog, State +from shared.types.events.registry import Event +from shared.types.events.components import EventFromEventLog +from shared.types.state import State +from shared.types.events.components import Apply class ExhaustiveMapping[K: Hashable, V](MutableMapping[K, V]): @@ -38,17 +41,16 @@ class ExhaustiveMapping[K: Hashable, V](MutableMapping[K, V]): return len(self._store) -# Safety on Apply. -def safely_apply[T: EventCategory]( - state: State[T], apply_fn: Apply[T], events: Sequence[EventFromEventLog[T]] -) -> State[T]: +def apply_events( + state: State, apply_fn: Apply, events: Sequence[EventFromEventLog[Event]] +) -> State: sorted_events = sorted(events, key=lambda event: event.idx_in_log) state = state.model_copy() - for event in sorted_events: - if event.idx_in_log <= state.last_event_applied_idx: + for wrapped_event in sorted_events: + if wrapped_event.idx_in_log <= state.last_event_applied_idx: continue - state.last_event_applied_idx = event.idx_in_log - state = apply_fn(state, event) + state.last_event_applied_idx = wrapped_event.idx_in_log + state = apply_fn(state, wrapped_event.event) return state @@ -69,11 +71,9 @@ class NodeCommandLoopProtocol(Protocol): async def _handle_command(self, command: ExternalCommand) -> None: ... -class NodeEventGetterProtocol[EventCategoryT: EventCategory](Protocol): +class NodeEventGetterProtocol(Protocol): _event_fetcher: Task[Any] | None = None - _event_queues: ExhaustiveMapping[ - EventCategoryT, AsyncQueue[EventFromEventLog[EventCategory]] - ] + _event_queue: AsyncQueue[EventFromEventLog[Event]] _logger: Logger @property @@ -84,18 +84,18 @@ class NodeEventGetterProtocol[EventCategoryT: EventCategory](Protocol): async def stop_event_fetcher(self) -> None: ... -class NodeStateStorageProtocol[EventCategoryT: EventCategory](Protocol): - _state_managers: ExhaustiveMapping[EventCategoryT, State[EventCategoryT]] +class NodeStateStorageProtocol(Protocol): + _state: State _state_lock: Lock _logger: Logger async def _read_state( - self, event_category: EventCategoryT - ) -> State[EventCategoryT]: ... + self, + ) -> State: ... -class NodeStateManagerProtocol[EventCategoryT: EventCategory]( - NodeEventGetterProtocol[EventCategoryT], NodeStateStorageProtocol[EventCategoryT] +class NodeStateManagerProtocol( + NodeEventGetterProtocol, NodeStateStorageProtocol ): _state_manager: Task[Any] | None = None _logger: Logger @@ -116,6 +116,6 @@ class NodeStateManagerProtocol[EventCategoryT: EventCategory]( async def _apply_queued_events(self) -> None: ... -class NodeEventLoopProtocol[EventCategoryT: EventCategory]( - NodeCommandLoopProtocol, NodeStateManagerProtocol[EventCategoryT] +class NodeEventLoopProtocol( + NodeCommandLoopProtocol, NodeStateManagerProtocol ): ... diff --git a/shared/event_loops/router.py b/shared/event_loops/router.py deleted file mode 100644 index 3dc27efe..00000000 --- a/shared/event_loops/router.py +++ /dev/null @@ -1,78 +0,0 @@ -from asyncio.queues import Queue -from typing import Sequence, cast, get_args - -from shared.event_loops.main import ExhaustiveMapping -from shared.types.events.common import ( - EventCategories, - EventCategory, - EventCategoryEnum, - EventFromEventLog, - narrow_event_from_event_log_type, -) - -""" -from asyncio import gather -from logging import Logger -from typing import Literal, Protocol, Sequence, TypedDict - -from master.sanity_checking import check_keys_in_map_match_enum_values -from shared.types.events.common import EventCategoryEnum -""" - -""" -class EventQueues(TypedDict): - MutatesTaskState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesTaskState]] - ] - MutatesTaskSagaState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesTaskSagaState]] - ] - MutatesControlPlaneState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesControlPlaneState]] - ] - MutatesDataPlaneState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesDataPlaneState]] - ] - MutatesRunnerStatus: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesRunnerStatus]] - ] - MutatesInstanceState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesInstanceState]] - ] - MutatesNodePerformanceState: Queue[ - EventFromEventLog[Literal[EventCategoryEnum.MutatesNodePerformanceState]] - ] - - -check_keys_in_map_match_enum_values(EventQueues, EventCategoryEnum) -""" - - -async def route_events[UnionOfRelevantEvents: EventCategory]( - queue_map: ExhaustiveMapping[ - UnionOfRelevantEvents, Queue[EventFromEventLog[EventCategory]] - ], - events: Sequence[EventFromEventLog[EventCategory | EventCategories]], -) -> None: - """Route an event to the appropriate queue.""" - tuple_of_categories: tuple[EventCategoryEnum, ...] = get_args(UnionOfRelevantEvents) - print(tuple_of_categories) - for event in events: - if isinstance(event.event.event_category, EventCategoryEnum): - category: EventCategory = event.event.event_category - if category not in tuple_of_categories: - continue - narrowed_event = narrow_event_from_event_log_type(event, category) - q1: Queue[EventFromEventLog[EventCategory]] = queue_map[ - cast(UnionOfRelevantEvents, category) - ] # TODO: make casting unnecessary - await q1.put(narrowed_event) - else: - for category in event.event.event_category: - if category not in tuple_of_categories: - continue - narrow_event = narrow_event_from_event_log_type(event, category) - q2 = queue_map[ - cast(UnionOfRelevantEvents, category) - ] # TODO: make casting unnecessary - await q2.put(narrow_event) diff --git a/shared/tests/test_sqlite_connector.py b/shared/tests/test_sqlite_connector.py index 6d3ec13f..c78e51dc 100644 --- a/shared/tests/test_sqlite_connector.py +++ b/shared/tests/test_sqlite_connector.py @@ -14,8 +14,7 @@ from shared.types.common import NodeId from shared.types.events.chunks import ChunkType, TokenChunk, TokenChunkData from shared.types.events.events import ( ChunkGenerated, - EventCategoryEnum, - StreamingEventTypes, + EventType, ) from shared.types.tasks.common import TaskId @@ -91,11 +90,10 @@ class TestAsyncSQLiteEventStorage: async with AsyncSession(storage._engine) as session: await session.execute( - text("INSERT INTO events (origin, event_type, event_category, event_id, event_data) VALUES (:origin, :event_type, :event_category, :event_id, :event_data)"), + text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), { "origin": str(sample_node_id.uuid), "event_type": "test_event", - "event_category": "test_category", "event_id": str(uuid4()), "event_data": json.dumps(test_data) } @@ -137,11 +135,10 @@ class TestAsyncSQLiteEventStorage: async with AsyncSession(storage._engine) as session: for record in test_records: await session.execute( - text("INSERT INTO events (origin, event_type, event_category, event_id, event_data) VALUES (:origin, :event_type, :event_category, :event_id, :event_data)"), + text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), { "origin": str(sample_node_id.uuid), "event_type": record["event_type"], - "event_category": "test_category", "event_id": str(uuid4()), "event_data": json.dumps(record) } @@ -180,18 +177,18 @@ class TestAsyncSQLiteEventStorage: async with AsyncSession(storage._engine) as session: # Origin 1 - record 1 await session.execute( - text("INSERT INTO events (origin, event_type, event_category, event_id, event_data) VALUES (:origin, :event_type, :event_category, :event_id, :event_data)"), - {"origin": str(origin1.uuid), "event_type": "event_1", "event_category": "test", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin1", "seq": 1})} + text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), + {"origin": str(origin1.uuid), "event_type": "event_1", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin1", "seq": 1})} ) # Origin 2 - record 2 await session.execute( - text("INSERT INTO events (origin, event_type, event_category, event_id, event_data) VALUES (:origin, :event_type, :event_category, :event_id, :event_data)"), - {"origin": str(origin2.uuid), "event_type": "event_2", "event_category": "test", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin2", "seq": 2})} + text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), + {"origin": str(origin2.uuid), "event_type": "event_2", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin2", "seq": 2})} ) # Origin 1 - record 3 await session.execute( - text("INSERT INTO events (origin, event_type, event_category, event_id, event_data) VALUES (:origin, :event_type, :event_category, :event_id, :event_data)"), - {"origin": str(origin1.uuid), "event_type": "event_3", "event_category": "test", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin1", "seq": 3})} + text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), + {"origin": str(origin1.uuid), "event_type": "event_3", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin1", "seq": 3})} ) await session.commit() @@ -234,11 +231,10 @@ class TestAsyncSQLiteEventStorage: async with AsyncSession(storage._engine) as session: for i in range(10): await session.execute( - text("INSERT INTO events (origin, event_type, event_category, event_id, event_data) VALUES (:origin, :event_type, :event_category, :event_id, :event_data)"), + text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), { "origin": str(sample_node_id.uuid), "event_type": f"event_{i}", - "event_category": "test", "event_id": str(uuid4()), "event_data": json.dumps({"index": i}) } @@ -325,11 +321,10 @@ class TestAsyncSQLiteEventStorage: assert storage._engine is not None async with AsyncSession(storage._engine) as session: await session.execute( - text("INSERT INTO events (origin, event_type, event_category, event_id, event_data) VALUES (:origin, :event_type, :event_category, :event_id, :event_data)"), + text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), { "origin": str(sample_node_id.uuid), "event_type": "complex_event", - "event_category": "test", "event_id": str(uuid4()), "event_data": json.dumps(test_data) } @@ -364,11 +359,10 @@ class TestAsyncSQLiteEventStorage: async with AsyncSession(storage._engine) as session: for i in range(count): await session.execute( - text("INSERT INTO events (origin, event_type, event_category, event_id, event_data) VALUES (:origin, :event_type, :event_category, :event_id, :event_data)"), + text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), { "origin": origin_id, "event_type": f"batch_{batch_id}_event_{i}", - "event_category": "test", "event_id": str(uuid4()), "event_data": json.dumps({"batch": batch_id, "item": i}) } @@ -425,14 +419,12 @@ class TestAsyncSQLiteEventStorage: ) chunk_generated_event = ChunkGenerated( - event_type=StreamingEventTypes.ChunkGenerated, - event_category=EventCategoryEnum.MutatesTaskState, task_id=task_id, chunk=token_chunk ) # Store the event using the storage API - await storage.append_events([chunk_generated_event], sample_node_id) # type: ignore[reportArgumentType] + await storage.append_events([chunk_generated_event], sample_node_id) # Wait for batch to be written await asyncio.sleep(0.5) @@ -448,8 +440,7 @@ class TestAsyncSQLiteEventStorage: # Verify the event was deserialized correctly retrieved_event = retrieved_event_wrapper.event assert isinstance(retrieved_event, ChunkGenerated) - assert retrieved_event.event_type == StreamingEventTypes.ChunkGenerated - assert retrieved_event.event_category == EventCategoryEnum.MutatesTaskState + assert retrieved_event.event_type == EventType.ChunkGenerated assert retrieved_event.task_id == task_id # Verify the nested chunk was deserialized correctly diff --git a/shared/types/events/categories.py b/shared/types/events/categories.py new file mode 100644 index 00000000..0059348c --- /dev/null +++ b/shared/types/events/categories.py @@ -0,0 +1,10 @@ + +from shared.types.events.events import ( + MLXInferenceSagaPrepare, + MLXInferenceSagaStartPrepare, +) + +TaskSagaEvent = ( + MLXInferenceSagaPrepare + | MLXInferenceSagaStartPrepare +) \ No newline at end of file diff --git a/shared/types/events/commands.py b/shared/types/events/commands.py new file mode 100644 index 00000000..9d7cd1ff --- /dev/null +++ b/shared/types/events/commands.py @@ -0,0 +1,38 @@ +from enum import Enum +from typing import ( + TYPE_CHECKING, + Callable, + Sequence, +) + +if TYPE_CHECKING: + pass + +from pydantic import BaseModel + +from shared.types.common import NewUUID +from shared.types.events.registry import Event +from shared.types.state import State + + +class CommandId(NewUUID): + pass + + +class CommandTypes(str, Enum): + Create = "Create" + Update = "Update" + Delete = "Delete" + + +class Command[ + CommandType: CommandTypes, +](BaseModel): + command_type: CommandType + command_id: CommandId + + +type Decide[CommandTypeT: CommandTypes] = Callable[ + [State, Command[CommandTypeT]], + Sequence[Event], +] diff --git a/shared/types/events/common.py b/shared/types/events/common.py index cdae35c9..f19f17a4 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/common.py @@ -1,26 +1,16 @@ -from enum import Enum, StrEnum +from enum import Enum from typing import ( TYPE_CHECKING, - Any, - Callable, - FrozenSet, - Literal, - NamedTuple, - Protocol, - Sequence, - cast, + Generic, + TypeVar, ) if TYPE_CHECKING: pass -from pydantic import BaseModel, Field, model_validator +from pydantic import BaseModel from shared.types.common import NewUUID, NodeId -from shared.types.events.sanity_checking import ( - assert_literal_union_covers_enum, - check_event_type_union_is_consistent_with_registry, -) class EventId(NewUUID): @@ -32,114 +22,49 @@ class TimerId(NewUUID): # Here are all the unique kinds of events that can be sent over the network. -# I've defined them in different enums for clarity, but they're all part of the same set of possible events. -class TaskSagaEventTypes(str, Enum): +class EventType(str, Enum): + # Task Saga Events MLXInferenceSagaPrepare = "MLXInferenceSagaPrepare" MLXInferenceSagaStartPrepare = "MLXInferenceSagaStartPrepare" - - -class TaskEventTypes(str, Enum): + + # Task Events TaskCreated = "TaskCreated" TaskStateUpdated = "TaskStateUpdated" TaskDeleted = "TaskDeleted" - - -class StreamingEventTypes(str, Enum): + + # Streaming Events ChunkGenerated = "ChunkGenerated" - - -class InstanceEventTypes(str, Enum): + + # Instance Events InstanceCreated = "InstanceCreated" InstanceDeleted = "InstanceDeleted" InstanceActivated = "InstanceActivated" InstanceDeactivated = "InstanceDeactivated" InstanceReplacedAtomically = "InstanceReplacedAtomically" - - -class RunnerStatusEventTypes(str, Enum): + + # Runner Status Events RunnerStatusUpdated = "RunnerStatusUpdated" - - -class NodePerformanceEventTypes(str, Enum): + + # Node Performance Events NodePerformanceMeasured = "NodePerformanceMeasured" - - -class TopologyEventTypes(str, Enum): + + # Topology Events TopologyEdgeCreated = "TopologyEdgeCreated" TopologyEdgeReplacedAtomically = "TopologyEdgeReplacedAtomically" TopologyEdgeDeleted = "TopologyEdgeDeleted" WorkerConnected = "WorkerConnected" WorkerStatusUpdated = "WorkerStatusUpdated" WorkerDisconnected = "WorkerDisconnected" - - -class TimerEventTypes(str, Enum): + + # Timer Events TimerCreated = "TimerCreated" TimerFired = "TimerFired" - -# Registry of all event type enums -EVENT_TYPE_ENUMS = [ - TaskEventTypes, - StreamingEventTypes, - InstanceEventTypes, - RunnerStatusEventTypes, - NodePerformanceEventTypes, - TopologyEventTypes, - TimerEventTypes, - TaskSagaEventTypes, -] +EventTypeT = TypeVar("EventTypeT", bound=EventType) -# Here's the set of all possible events. -EventTypes = ( - TaskEventTypes - | StreamingEventTypes - | InstanceEventTypes - | RunnerStatusEventTypes - | NodePerformanceEventTypes - | TopologyEventTypes - | TimerEventTypes - | TaskSagaEventTypes -) - - -check_event_type_union_is_consistent_with_registry(EVENT_TYPE_ENUMS, EventTypes) - - -class EventCategoryEnum(StrEnum): - MutatesTaskState = "MutatesTaskState" - MutatesTaskSagaState = "MutatesTaskSagaState" - MutatesRunnerStatus = "MutatesRunnerStatus" - MutatesInstanceState = "MutatesInstanceState" - MutatesNodePerformanceState = "MutatesNodePerformanceState" - MutatesTopologyState = "MutatesTopologyState" - - -EventCategory = ( - Literal[EventCategoryEnum.MutatesTopologyState] - | Literal[EventCategoryEnum.MutatesTaskState] - | Literal[EventCategoryEnum.MutatesTaskSagaState] - | Literal[EventCategoryEnum.MutatesRunnerStatus] - | Literal[EventCategoryEnum.MutatesInstanceState] - | Literal[EventCategoryEnum.MutatesNodePerformanceState] - | Literal[EventCategoryEnum.MutatesTopologyState] -) - -EventCategories = FrozenSet[EventCategory] - -assert_literal_union_covers_enum(EventCategory, EventCategoryEnum) - - -EventTypeT = EventTypes # Type Alias placeholder; generic parameter will override - - -class BaseEvent[ - SetMembersT: EventCategories | EventCategory, - EventTypeLitT: EventTypes = EventTypes, -](BaseModel): - event_type: EventTypeLitT - event_category: SetMembersT +class BaseEvent(BaseModel, Generic[EventTypeT]): + event_type: EventTypeT event_id: EventId = EventId() def check_event_was_sent_by_correct_node(self, origin_id: NodeId) -> bool: @@ -151,129 +76,4 @@ class BaseEvent[ return True -class EventFromEventLog[SetMembersT: EventCategories | EventCategory](BaseModel): - event: BaseEvent[SetMembersT] - origin: NodeId - idx_in_log: int = Field(gt=0) - @model_validator(mode="after") - def check_event_was_sent_by_correct_node( - self, - ) -> "EventFromEventLog[SetMembersT]": - if self.event.check_event_was_sent_by_correct_node(self.origin): - return self - raise ValueError("Invalid Event: Origin ID Does Not Match") - - -def narrow_event_type[T: EventCategory, Q: EventCategories | EventCategory]( - event: BaseEvent[Q], - target_category: T, -) -> BaseEvent[T]: - if target_category not in event.event_category: - raise ValueError(f"Event Does Not Contain Target Category {target_category}") - - narrowed_event = event.model_copy(update={"event_category": {target_category}}) - return cast(BaseEvent[T], narrowed_event) - - -def narrow_event_from_event_log_type[ - T: EventCategory, - Q: EventCategories | EventCategory, -]( - event: EventFromEventLog[Q], - target_category: T, -) -> EventFromEventLog[T]: - if target_category not in event.event.event_category: - raise ValueError(f"Event Does Not Contain Target Category {target_category}") - narrowed_event = event.model_copy( - update={"event": narrow_event_type(event.event, target_category)} - ) - - return cast(EventFromEventLog[T], narrowed_event) - - -class State[EventCategoryT: EventCategory](BaseModel): - event_category: EventCategoryT - last_event_applied_idx: int = Field(default=0, ge=0) - - -# Definitions for Type Variables -type Saga[EventCategoryT: EventCategory] = Callable[ - [State[EventCategoryT], EventFromEventLog[EventCategoryT]], - Sequence[BaseEvent[EventCategories]], -] -type Apply[EventCategoryT: EventCategory] = Callable[ - [State[EventCategoryT], EventFromEventLog[EventCategoryT]], - State[EventCategoryT], -] - - -class StateAndEvent[EventCategoryT: EventCategory](NamedTuple): - state: State[EventCategoryT] - event: EventFromEventLog[EventCategoryT] - - -type EffectHandler[EventCategoryT: EventCategory] = Callable[ - [StateAndEvent[EventCategoryT], State[EventCategoryT]], None -] -type EventPublisher = Callable[[BaseEvent[Any]], None] - - -# A component that can publish events -class EventPublisherProtocol(Protocol): - def send(self, events: Sequence[BaseEvent[EventCategories]]) -> None: ... - - -# A component that can fetch events to apply -class EventFetcherProtocol[EventCategoryT: EventCategory](Protocol): - def get_events_to_apply( - self, state: State[EventCategoryT] - ) -> Sequence[BaseEvent[EventCategoryT]]: ... - - -# A component that can get the effect handler for a saga -def get_saga_effect_handler[EventCategoryT: EventCategory]( - saga: Saga[EventCategoryT], event_publisher: EventPublisher -) -> EffectHandler[EventCategoryT]: - def effect_handler(state_and_event: StateAndEvent[EventCategoryT]) -> None: - trigger_state, trigger_event = state_and_event - for event in saga(trigger_state, trigger_event): - event_publisher(event) - - return lambda state_and_event, _: effect_handler(state_and_event) - - -def get_effects_from_sagas[EventCategoryT: EventCategory]( - sagas: Sequence[Saga[EventCategoryT]], - event_publisher: EventPublisher, -) -> Sequence[EffectHandler[EventCategoryT]]: - return [get_saga_effect_handler(saga, event_publisher) for saga in sagas] - - -type IdemKeyGenerator[EventCategoryT: EventCategory] = Callable[ - [State[EventCategoryT], int], Sequence[EventId] -] - - -class CommandId(NewUUID): - pass - - -class CommandTypes(str, Enum): - Create = "Create" - Update = "Update" - Delete = "Delete" - - -class Command[ - EventCategoryT: EventCategories | EventCategory, - CommandType: CommandTypes, -](BaseModel): - command_type: CommandType - command_id: CommandId - - -type Decide[EventCategoryT: EventCategory, CommandTypeT: CommandTypes] = Callable[ - [State[EventCategoryT], Command[EventCategoryT, CommandTypeT]], - Sequence[BaseEvent[EventCategoryT]], -] diff --git a/shared/types/events/components.py b/shared/types/events/components.py new file mode 100644 index 00000000..0c5f90e1 --- /dev/null +++ b/shared/types/events/components.py @@ -0,0 +1,38 @@ +# components.py defines the small event functions, adapters etc. +# this name could probably be improved. + +from typing import ( + TYPE_CHECKING, +) + +if TYPE_CHECKING: + pass + +from pydantic import BaseModel, Field, model_validator + +from typing import Callable + +from shared.types.common import NodeId +from shared.types.state import State +from shared.types.events.registry import Event + + +class EventFromEventLog[T: Event](BaseModel): + event: T + origin: NodeId + idx_in_log: int = Field(gt=0) + + @model_validator(mode="after") + def check_event_was_sent_by_correct_node( + self, + ) -> "EventFromEventLog[T]": + if self.event.check_event_was_sent_by_correct_node(self.origin): + return self + raise ValueError("Invalid Event: Origin ID Does Not Match") + + + +type Apply = Callable[ + [State, Event], + State +] \ No newline at end of file diff --git a/shared/types/events/events.py b/shared/types/events/events.py index 8def7eff..478e82de 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -6,14 +6,8 @@ from shared.types.common import NodeId from shared.types.events.chunks import GenerationChunk from shared.types.events.common import ( BaseEvent, - EventCategoryEnum, - InstanceEventTypes, - NodePerformanceEventTypes, - RunnerStatusEventTypes, - StreamingEventTypes, - TaskEventTypes, - TaskSagaEventTypes, - TopologyEventTypes, + EventType, + TimerId, ) from shared.types.graphs.topology import ( TopologyEdge, @@ -27,156 +21,122 @@ from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import InstanceParams, TypeOfInstance from shared.types.worker.runners import RunnerId, RunnerStatus -TaskEvent = BaseEvent[EventCategoryEnum.MutatesTaskState] -InstanceEvent = BaseEvent[EventCategoryEnum.MutatesInstanceState] -TopologyEvent = BaseEvent[EventCategoryEnum.MutatesTopologyState] -NodePerformanceEvent = BaseEvent[EventCategoryEnum.MutatesNodePerformanceState] - -class TaskCreated(BaseEvent[EventCategoryEnum.MutatesTaskState, Literal[TaskEventTypes.TaskCreated]]): - event_type: Literal[TaskEventTypes.TaskCreated] = TaskEventTypes.TaskCreated - event_category: Literal[EventCategoryEnum.MutatesTaskState] = EventCategoryEnum.MutatesTaskState +class TaskCreated(BaseEvent[EventType.TaskCreated]): + event_type: Literal[EventType.TaskCreated] = EventType.TaskCreated task_id: TaskId task: Task -# Covers Cancellation Of Task, Non-Cancelled Tasks Perist -class TaskDeleted(BaseEvent[EventCategoryEnum.MutatesTaskState, Literal[TaskEventTypes.TaskDeleted]]): - event_type: Literal[TaskEventTypes.TaskDeleted] = TaskEventTypes.TaskDeleted - event_category: Literal[EventCategoryEnum.MutatesTaskState] = EventCategoryEnum.MutatesTaskState +class TaskDeleted(BaseEvent[EventType.TaskDeleted]): + event_type: Literal[EventType.TaskDeleted] = EventType.TaskDeleted task_id: TaskId -class TaskStateUpdated(BaseEvent[EventCategoryEnum.MutatesTaskState, Literal[TaskEventTypes.TaskStateUpdated]]): - event_type: Literal[TaskEventTypes.TaskStateUpdated] = TaskEventTypes.TaskStateUpdated - event_category: Literal[EventCategoryEnum.MutatesTaskState] = EventCategoryEnum.MutatesTaskState +class TaskStateUpdated(BaseEvent[EventType.TaskStateUpdated]): + event_type: Literal[EventType.TaskStateUpdated] = EventType.TaskStateUpdated task_id: TaskId task_status: TaskStatus -class InstanceCreated(BaseEvent[EventCategoryEnum.MutatesInstanceState, Literal[InstanceEventTypes.InstanceCreated]]): - event_type: Literal[InstanceEventTypes.InstanceCreated] = InstanceEventTypes.InstanceCreated - event_category: Literal[EventCategoryEnum.MutatesInstanceState] = EventCategoryEnum.MutatesInstanceState +class InstanceCreated(BaseEvent[EventType.InstanceCreated]): + event_type: Literal[EventType.InstanceCreated] = EventType.InstanceCreated instance_id: InstanceId instance_params: InstanceParams instance_type: TypeOfInstance -class InstanceActivated(BaseEvent[EventCategoryEnum.MutatesInstanceState, Literal[InstanceEventTypes.InstanceActivated]]): - event_type: Literal[InstanceEventTypes.InstanceActivated] = InstanceEventTypes.InstanceActivated - event_category: Literal[EventCategoryEnum.MutatesInstanceState] = EventCategoryEnum.MutatesInstanceState +class InstanceActivated(BaseEvent[EventType.InstanceActivated]): + event_type: Literal[EventType.InstanceActivated] = EventType.InstanceActivated instance_id: InstanceId -class InstanceDeactivated(BaseEvent[EventCategoryEnum.MutatesInstanceState, Literal[InstanceEventTypes.InstanceDeactivated]]): - event_type: Literal[InstanceEventTypes.InstanceDeactivated] = InstanceEventTypes.InstanceDeactivated - event_category: Literal[EventCategoryEnum.MutatesInstanceState] = EventCategoryEnum.MutatesInstanceState +class InstanceDeactivated(BaseEvent[EventType.InstanceDeactivated]): + event_type: Literal[EventType.InstanceDeactivated] = EventType.InstanceDeactivated instance_id: InstanceId -class InstanceDeleted(BaseEvent[EventCategoryEnum.MutatesInstanceState, Literal[InstanceEventTypes.InstanceDeleted]]): - event_type: Literal[InstanceEventTypes.InstanceDeleted] = InstanceEventTypes.InstanceDeleted - event_category: Literal[EventCategoryEnum.MutatesInstanceState] = EventCategoryEnum.MutatesInstanceState +class InstanceDeleted(BaseEvent[EventType.InstanceDeleted]): + event_type: Literal[EventType.InstanceDeleted] = EventType.InstanceDeleted instance_id: InstanceId transition: Tuple[InstanceId, InstanceId] -class InstanceReplacedAtomically(BaseEvent[EventCategoryEnum.MutatesInstanceState, Literal[InstanceEventTypes.InstanceReplacedAtomically]]): - event_type: Literal[InstanceEventTypes.InstanceReplacedAtomically] = InstanceEventTypes.InstanceReplacedAtomically - event_category: Literal[EventCategoryEnum.MutatesInstanceState] = EventCategoryEnum.MutatesInstanceState +class InstanceReplacedAtomically(BaseEvent[EventType.InstanceReplacedAtomically]): + event_type: Literal[EventType.InstanceReplacedAtomically] = EventType.InstanceReplacedAtomically instance_to_replace: InstanceId new_instance_id: InstanceId -class RunnerStatusUpdated(BaseEvent[EventCategoryEnum.MutatesRunnerStatus, Literal[RunnerStatusEventTypes.RunnerStatusUpdated]]): - event_type: Literal[RunnerStatusEventTypes.RunnerStatusUpdated] = RunnerStatusEventTypes.RunnerStatusUpdated - event_category: Literal[EventCategoryEnum.MutatesRunnerStatus] = EventCategoryEnum.MutatesRunnerStatus +class RunnerStatusUpdated(BaseEvent[EventType.RunnerStatusUpdated]): + event_type: Literal[EventType.RunnerStatusUpdated] = EventType.RunnerStatusUpdated runner_id: RunnerId runner_status: RunnerStatus -class MLXInferenceSagaPrepare(BaseEvent[EventCategoryEnum.MutatesTaskSagaState, Literal[TaskSagaEventTypes.MLXInferenceSagaPrepare]]): - event_type: Literal[TaskSagaEventTypes.MLXInferenceSagaPrepare] = TaskSagaEventTypes.MLXInferenceSagaPrepare - event_category: Literal[EventCategoryEnum.MutatesTaskSagaState] = EventCategoryEnum.MutatesTaskSagaState +class MLXInferenceSagaPrepare(BaseEvent[EventType.MLXInferenceSagaPrepare]): + event_type: Literal[EventType.MLXInferenceSagaPrepare] = EventType.MLXInferenceSagaPrepare task_id: TaskId instance_id: InstanceId -class MLXInferenceSagaStartPrepare(BaseEvent[EventCategoryEnum.MutatesTaskSagaState, Literal[TaskSagaEventTypes.MLXInferenceSagaStartPrepare]]): - event_type: Literal[TaskSagaEventTypes.MLXInferenceSagaStartPrepare] = TaskSagaEventTypes.MLXInferenceSagaStartPrepare - event_category: Literal[EventCategoryEnum.MutatesTaskSagaState] = EventCategoryEnum.MutatesTaskSagaState +class MLXInferenceSagaStartPrepare(BaseEvent[EventType.MLXInferenceSagaStartPrepare]): + event_type: Literal[EventType.MLXInferenceSagaStartPrepare] = EventType.MLXInferenceSagaStartPrepare task_id: TaskId instance_id: InstanceId -class NodePerformanceMeasured(BaseEvent[EventCategoryEnum.MutatesNodePerformanceState, Literal[NodePerformanceEventTypes.NodePerformanceMeasured]]): - event_type: Literal[NodePerformanceEventTypes.NodePerformanceMeasured] = NodePerformanceEventTypes.NodePerformanceMeasured - event_category: Literal[EventCategoryEnum.MutatesNodePerformanceState] = EventCategoryEnum.MutatesNodePerformanceState +class NodePerformanceMeasured(BaseEvent[EventType.NodePerformanceMeasured]): + event_type: Literal[EventType.NodePerformanceMeasured] = EventType.NodePerformanceMeasured node_id: NodeId node_profile: NodePerformanceProfile -class WorkerConnected(BaseEvent[EventCategoryEnum.MutatesTopologyState, Literal[TopologyEventTypes.WorkerConnected]]): - event_type: Literal[TopologyEventTypes.WorkerConnected] = TopologyEventTypes.WorkerConnected - event_category: Literal[EventCategoryEnum.MutatesTopologyState] = EventCategoryEnum.MutatesTopologyState +class WorkerConnected(BaseEvent[EventType.WorkerConnected]): + event_type: Literal[EventType.WorkerConnected] = EventType.WorkerConnected edge: TopologyEdge -class WorkerStatusUpdated(BaseEvent[EventCategoryEnum.MutatesTopologyState, Literal[TopologyEventTypes.WorkerStatusUpdated]]): - event_type: Literal[TopologyEventTypes.WorkerStatusUpdated] = TopologyEventTypes.WorkerStatusUpdated - event_category: Literal[EventCategoryEnum.MutatesTopologyState] = EventCategoryEnum.MutatesTopologyState +class WorkerStatusUpdated(BaseEvent[EventType.WorkerStatusUpdated]): + event_type: Literal[EventType.WorkerStatusUpdated] = EventType.WorkerStatusUpdated node_id: NodeId node_state: NodeStatus -class WorkerDisconnected(BaseEvent[EventCategoryEnum.MutatesTopologyState, Literal[TopologyEventTypes.WorkerDisconnected]]): - event_type: Literal[TopologyEventTypes.WorkerDisconnected] = TopologyEventTypes.WorkerDisconnected - event_category: Literal[EventCategoryEnum.MutatesTopologyState] = EventCategoryEnum.MutatesTopologyState +class WorkerDisconnected(BaseEvent[EventType.WorkerDisconnected]): + event_type: Literal[EventType.WorkerDisconnected] = EventType.WorkerDisconnected vertex_id: NodeId -class ChunkGenerated(BaseEvent[EventCategoryEnum.MutatesTaskState, Literal[StreamingEventTypes.ChunkGenerated]]): - event_type: Literal[StreamingEventTypes.ChunkGenerated] = StreamingEventTypes.ChunkGenerated - event_category: Literal[EventCategoryEnum.MutatesTaskState] = EventCategoryEnum.MutatesTaskState +class ChunkGenerated(BaseEvent[EventType.ChunkGenerated]): + event_type: Literal[EventType.ChunkGenerated] = EventType.ChunkGenerated task_id: TaskId chunk: GenerationChunk -class TopologyEdgeCreated(BaseEvent[EventCategoryEnum.MutatesTopologyState, Literal[TopologyEventTypes.TopologyEdgeCreated]]): - event_type: Literal[TopologyEventTypes.TopologyEdgeCreated] = TopologyEventTypes.TopologyEdgeCreated - event_category: Literal[EventCategoryEnum.MutatesTopologyState] = EventCategoryEnum.MutatesTopologyState +class TopologyEdgeCreated(BaseEvent[EventType.TopologyEdgeCreated]): + event_type: Literal[EventType.TopologyEdgeCreated] = EventType.TopologyEdgeCreated vertex: TopologyNode -class TopologyEdgeReplacedAtomically(BaseEvent[EventCategoryEnum.MutatesTopologyState, Literal[TopologyEventTypes.TopologyEdgeReplacedAtomically]]): - event_type: Literal[TopologyEventTypes.TopologyEdgeReplacedAtomically] = TopologyEventTypes.TopologyEdgeReplacedAtomically - event_category: Literal[EventCategoryEnum.MutatesTopologyState] = EventCategoryEnum.MutatesTopologyState +class TopologyEdgeReplacedAtomically(BaseEvent[EventType.TopologyEdgeReplacedAtomically]): + event_type: Literal[EventType.TopologyEdgeReplacedAtomically] = EventType.TopologyEdgeReplacedAtomically edge_id: TopologyEdgeId edge_profile: TopologyEdgeProfile -class TopologyEdgeDeleted(BaseEvent[EventCategoryEnum.MutatesTopologyState, Literal[TopologyEventTypes.TopologyEdgeDeleted]]): - event_type: Literal[TopologyEventTypes.TopologyEdgeDeleted] = TopologyEventTypes.TopologyEdgeDeleted - event_category: Literal[EventCategoryEnum.MutatesTopologyState] = EventCategoryEnum.MutatesTopologyState +class TopologyEdgeDeleted(BaseEvent[EventType.TopologyEdgeDeleted]): + event_type: Literal[EventType.TopologyEdgeDeleted] = EventType.TopologyEdgeDeleted edge_id: TopologyEdgeId -""" -TEST_EVENT_CATEGORIES_TYPE = FrozenSet[ - Literal[ - EventCategoryEnum.MutatesTaskState, - EventCategoryEnum.MutatesControlPlaneState, - ] -] -TEST_EVENT_CATEGORIES = frozenset( - ( - EventCategoryEnum.MutatesTaskState, - EventCategoryEnum.MutatesControlPlaneState, - ) -) + +class TimerCreated(BaseEvent[EventType.TimerCreated]): + event_type: Literal[EventType.TimerCreated] = EventType.TimerCreated + timer_id: TimerId + delay_seconds: float -class TestEvent(BaseEvent[TEST_EVENT_CATEGORIES_TYPE]): - event_category: TEST_EVENT_CATEGORIES_TYPE = TEST_EVENT_CATEGORIES - test_id: int -""" \ No newline at end of file +class TimerFired(BaseEvent[EventType.TimerFired]): + event_type: Literal[EventType.TimerFired] = EventType.TimerFired + timer_id: TimerId \ No newline at end of file diff --git a/shared/types/events/registry.py b/shared/types/events/registry.py index 8ba17138..959ada0f 100644 --- a/shared/types/events/registry.py +++ b/shared/types/events/registry.py @@ -1,25 +1,15 @@ -from types import UnionType -from typing import Annotated, Any, Mapping, Type, get_args +from typing import Annotated, Any, Mapping, Type, TypeAlias -from pydantic import BaseModel, Field, TypeAdapter +from pydantic import Field, TypeAdapter -from shared.constants import get_error_reporting_message from shared.types.events.common import ( - BaseEvent, - EventCategories, - EventTypes, - InstanceEventTypes, - NodeId, - NodePerformanceEventTypes, - RunnerStatusEventTypes, - StreamingEventTypes, - TaskEventTypes, - TaskSagaEventTypes, - TopologyEventTypes, + EventType, ) from shared.types.events.events import ( ChunkGenerated, + InstanceActivated, InstanceCreated, + InstanceDeactivated, InstanceDeleted, InstanceReplacedAtomically, MLXInferenceSagaPrepare, @@ -29,6 +19,8 @@ from shared.types.events.events import ( TaskCreated, TaskDeleted, TaskStateUpdated, + TimerCreated, + TimerFired, TopologyEdgeCreated, TopologyEdgeDeleted, TopologyEdgeReplacedAtomically, @@ -36,6 +28,11 @@ from shared.types.events.events import ( WorkerDisconnected, WorkerStatusUpdated, ) +from shared.types.events.sanity_checking import ( + assert_event_union_covers_registry, + check_registry_has_all_event_types, + check_union_of_all_events_is_consistent_with_registry, +) """ class EventTypeNames(StrEnum): @@ -50,63 +47,38 @@ class EventTypeNames(StrEnum): check_event_categories_are_defined_for_all_event_types(EVENT_TYPE_ENUMS, EventTypeNames) """ -EventRegistry: Mapping[EventTypes, Type[Any]] = { - TaskEventTypes.TaskCreated: TaskCreated, - TaskEventTypes.TaskStateUpdated: TaskStateUpdated, - TaskEventTypes.TaskDeleted: TaskDeleted, - InstanceEventTypes.InstanceCreated: InstanceCreated, - InstanceEventTypes.InstanceDeleted: InstanceDeleted, - InstanceEventTypes.InstanceReplacedAtomically: InstanceReplacedAtomically, - RunnerStatusEventTypes.RunnerStatusUpdated: RunnerStatusUpdated, - NodePerformanceEventTypes.NodePerformanceMeasured: NodePerformanceMeasured, - TopologyEventTypes.WorkerConnected: WorkerConnected, - TopologyEventTypes.WorkerStatusUpdated: WorkerStatusUpdated, - TopologyEventTypes.WorkerDisconnected: WorkerDisconnected, - StreamingEventTypes.ChunkGenerated: ChunkGenerated, - TopologyEventTypes.TopologyEdgeCreated: TopologyEdgeCreated, - TopologyEventTypes.TopologyEdgeReplacedAtomically: TopologyEdgeReplacedAtomically, - TopologyEventTypes.TopologyEdgeDeleted: TopologyEdgeDeleted, - TaskSagaEventTypes.MLXInferenceSagaPrepare: MLXInferenceSagaPrepare, - TaskSagaEventTypes.MLXInferenceSagaStartPrepare: MLXInferenceSagaStartPrepare, +EventRegistry: Mapping[EventType, Type[Any]] = { + EventType.TaskCreated: TaskCreated, + EventType.TaskStateUpdated: TaskStateUpdated, + EventType.TaskDeleted: TaskDeleted, + EventType.InstanceCreated: InstanceCreated, + EventType.InstanceActivated: InstanceActivated, + EventType.InstanceDeactivated: InstanceDeactivated, + EventType.InstanceDeleted: InstanceDeleted, + EventType.InstanceReplacedAtomically: InstanceReplacedAtomically, + EventType.RunnerStatusUpdated: RunnerStatusUpdated, + EventType.NodePerformanceMeasured: NodePerformanceMeasured, + EventType.WorkerConnected: WorkerConnected, + EventType.WorkerStatusUpdated: WorkerStatusUpdated, + EventType.WorkerDisconnected: WorkerDisconnected, + EventType.ChunkGenerated: ChunkGenerated, + EventType.TopologyEdgeCreated: TopologyEdgeCreated, + EventType.TopologyEdgeReplacedAtomically: TopologyEdgeReplacedAtomically, + EventType.TopologyEdgeDeleted: TopologyEdgeDeleted, + EventType.MLXInferenceSagaPrepare: MLXInferenceSagaPrepare, + EventType.MLXInferenceSagaStartPrepare: MLXInferenceSagaStartPrepare, + EventType.TimerCreated: TimerCreated, + EventType.TimerFired: TimerFired, } -# Sanity Check. -def check_registry_has_all_event_types() -> None: - event_types: tuple[EventTypes, ...] = get_args(EventTypes) - missing_event_types = set(event_types) - set(EventRegistry.keys()) - - assert not missing_event_types, ( - f"{get_error_reporting_message()}" - f"There's an event missing from the registry: {missing_event_types}" - ) - - -def check_union_of_all_events_is_consistent_with_registry( - registry: Mapping[EventTypes, Type[Any]], union_type: UnionType -) -> None: - type_of_each_registry_entry = set(registry.values()) - type_of_each_entry_in_union = set(get_args(union_type)) - missing_from_union = type_of_each_registry_entry - type_of_each_entry_in_union - - assert not missing_from_union, ( - f"{get_error_reporting_message()}" - f"Event classes in registry are missing from all_events union: {missing_from_union}" - ) - - extra_in_union = type_of_each_entry_in_union - type_of_each_registry_entry - - assert not extra_in_union, ( - f"{get_error_reporting_message()}" - f"Event classes in all_events union are missing from registry: {extra_in_union}" - ) - - -Event = ( +AllEventsUnion = ( TaskCreated | TaskStateUpdated | TaskDeleted | InstanceCreated + | InstanceActivated + | InstanceDeactivated | InstanceDeleted | InstanceReplacedAtomically | RunnerStatusUpdated @@ -120,24 +92,16 @@ Event = ( | TopologyEdgeDeleted | MLXInferenceSagaPrepare | MLXInferenceSagaStartPrepare + | TimerCreated + | TimerFired ) -# Run the sanity check -check_union_of_all_events_is_consistent_with_registry(EventRegistry, Event) +Event: TypeAlias = Annotated[AllEventsUnion, Field(discriminator="event_type")] +EventParser: TypeAdapter[Event] = TypeAdapter(Event) -_EventType = Annotated[Event, Field(discriminator="event_type")] -EventParser: TypeAdapter[BaseEvent[EventCategories]] = TypeAdapter(_EventType) -# Define a properly typed EventFromEventLog that preserves specific event types - -class EventFromEventLogTyped(BaseModel): - """Properly typed EventFromEventLog that preserves specific event types.""" - event: _EventType - origin: NodeId - idx_in_log: int = Field(gt=0) - - def check_event_was_sent_by_correct_node(self) -> bool: - """Check if the event was sent by the correct node.""" - return self.event.check_event_was_sent_by_correct_node(self.origin) +assert_event_union_covers_registry(AllEventsUnion) +check_union_of_all_events_is_consistent_with_registry(EventRegistry, AllEventsUnion) +check_registry_has_all_event_types(EventRegistry) \ No newline at end of file diff --git a/shared/types/events/sanity_checking.py b/shared/types/events/sanity_checking.py index ca489f23..def11557 100644 --- a/shared/types/events/sanity_checking.py +++ b/shared/types/events/sanity_checking.py @@ -1,68 +1,75 @@ -from enum import Enum, StrEnum +from enum import StrEnum from types import UnionType -from typing import Any, LiteralString, Sequence, Set, Type, get_args +from typing import Any, Mapping, Set, Type, cast, get_args + +from pydantic.fields import FieldInfo from shared.constants import get_error_reporting_message +from shared.types.events.common import EventType -def check_event_type_union_is_consistent_with_registry( - event_type_enums: Sequence[Type[Enum]], event_types: UnionType -) -> None: - """Assert that every enum value from _EVENT_TYPE_ENUMS satisfies EventTypes.""" - - event_types_inferred_from_union = set(get_args(event_types)) - - event_types_inferred_from_registry = [ - member for enum_class in event_type_enums for member in enum_class - ] - - # Check that each registry value belongs to one of the types in the union - for tag_of_event_type in event_types_inferred_from_registry: - event_type = type(tag_of_event_type) - assert event_type in event_types_inferred_from_union, ( - f"{get_error_reporting_message()}" - f"There's a mismatch between the registry of event types and the union of possible event types." - f"The enum value {tag_of_event_type} for type {event_type} is not covered by {event_types_inferred_from_union}." - ) - - -def check_event_categories_are_defined_for_all_event_types( - event_definitions: Sequence[Type[Enum]], event_categories: Type[StrEnum] -) -> None: - """Assert that the event category names are consistent with the event type enums.""" - - expected_category_tags: list[str] = [ - enum_class.__name__ for enum_class in event_definitions - ] - tag_of_event_categories: list[str] = list(event_categories.__members__.values()) - assert tag_of_event_categories == expected_category_tags, ( - f"{get_error_reporting_message()}" - f"The values of the enum EventCategories are not named after the event type enums." - f"These are the missing categories: {set(expected_category_tags) - set(tag_of_event_categories)}" - f"These are the extra categories: {set(tag_of_event_categories) - set(expected_category_tags)}" - ) - - -def assert_literal_union_covers_enum[TEnum: StrEnum]( +def assert_event_union_covers_registry[TEnum: StrEnum]( literal_union: UnionType, - enum_type: Type[TEnum], ) -> None: - enum_values: Set[Any] = {member.value for member in enum_type} + """ + Ensure that our union of events (AllEventsUnion) has one member per element of Enum + """ + enum_values: Set[str] = {member.value for member in EventType} - def _flatten(tp: UnionType) -> Set[Any]: - values: Set[Any] = set() - args: tuple[LiteralString, ...] = get_args(tp) - for arg in args: - payloads: tuple[TEnum, ...] = get_args(arg) - for payload in payloads: - values.add(payload.value) + def _flatten(tp: UnionType) -> Set[str]: + values: Set[str] = set() + args = get_args(tp) # Get event classes from the union + for arg in args: # type: ignore[reportAny] + # Cast to type since we know these are class types + event_class = cast(type[Any], arg) + # Each event class is a Pydantic model with model_fields + if hasattr(event_class, 'model_fields'): + model_fields = cast(dict[str, FieldInfo], event_class.model_fields) + if 'event_type' in model_fields: + # Get the default value of the event_type field + event_type_field: FieldInfo = model_fields['event_type'] + if hasattr(event_type_field, 'default'): + default_value = cast(EventType, event_type_field.default) + # The default is an EventType enum member, get its value + values.add(default_value.value) return values - literal_values: Set[Any] = _flatten(literal_union) + literal_values: Set[str] = _flatten(literal_union) assert enum_values == literal_values, ( f"{get_error_reporting_message()}" - f"The values of the enum {enum_type} are not covered by the literal union {literal_union}.\n" + f"The values of the enum {EventType} are not covered by the literal union {literal_union}.\n" f"These are the missing values: {enum_values - literal_values}\n" f"These are the extra values: {literal_values - enum_values}\n" ) + +def check_union_of_all_events_is_consistent_with_registry( + registry: Mapping[EventType, Type[Any]], union_type: UnionType +) -> None: + type_of_each_registry_entry = set(registry.values()) + type_of_each_entry_in_union = set(get_args(union_type)) + missing_from_union = type_of_each_registry_entry - type_of_each_entry_in_union + + assert not missing_from_union, ( + f"{get_error_reporting_message()}" + f"Event classes in registry are missing from all_events union: {missing_from_union}" + ) + + extra_in_union = type_of_each_entry_in_union - type_of_each_registry_entry + + assert not extra_in_union, ( + f"{get_error_reporting_message()}" + f"Event classes in all_events union are missing from registry: {extra_in_union}" + ) + +def check_registry_has_all_event_types(event_registry: Mapping[EventType, Type[Any]]) -> None: + event_types: tuple[EventType, ...] = get_args(EventType) + missing_event_types = set(event_types) - set(event_registry.keys()) + + assert not missing_event_types, ( + f"{get_error_reporting_message()}" + f"There's an event missing from the registry: {missing_event_types}" + ) + +# TODO: Check all events have an apply function. +# probably in a different place though. \ No newline at end of file diff --git a/shared/types/state.py b/shared/types/state.py index 59d51957..0712d525 100644 --- a/shared/types/state.py +++ b/shared/types/state.py @@ -39,3 +39,6 @@ class State(BaseModel): task_inbox: List[Task] = Field(default_factory=list) task_outbox: List[Task] = Field(default_factory=list) cache_policy: CachePolicy = CachePolicy.KeepAll + + # TODO: implement / use this? + last_event_applied_idx: int = Field(default=0, ge=0) From 53c652c307ba9212944f4a32554217dd7933412b Mon Sep 17 00:00:00 2001 From: Matt Beton Date: Tue, 22 Jul 2025 15:20:32 +0100 Subject: [PATCH 088/224] Fix tests! --- engines/mlx/utils_mlx.py | 37 ++++++++++---------- shared/event_loops/main.py | 3 +- shared/types/events/components.py | 6 ++-- shared/types/worker/shards.py | 19 +++-------- worker/download/conftest.py | 38 +++++++++++++++++++++ worker/download/download_utils.py | 30 ++++++++-------- worker/download/impl_shard_downloader.py | 10 +++--- worker/download/shard_downloader.py | 16 +++++++-- worker/main.py | 2 +- worker/runner/runner_supervisor.py | 2 +- worker/tests/conftest.py | 17 +++++++-- worker/{download => tests}/test_download.py | 16 +++------ worker/tests/test_worker_plan.py | 22 +++++------- worker/{ => tests}/test_worker_state.py | 0 14 files changed, 127 insertions(+), 91 deletions(-) create mode 100644 worker/download/conftest.py rename worker/{download => tests}/test_download.py (79%) rename worker/{ => tests}/test_worker_state.py (100%) diff --git a/engines/mlx/utils_mlx.py b/engines/mlx/utils_mlx.py index d61205e6..52777c53 100644 --- a/engines/mlx/utils_mlx.py +++ b/engines/mlx/utils_mlx.py @@ -1,28 +1,26 @@ -# type: ignore - - import asyncio import concurrent.futures import os from asyncio import AbstractEventLoop -from typing import Callable +from typing import Any, Callable import mlx.core as mx import mlx.nn as nn from mlx_lm.sample_utils import make_sampler -from mlx_lm.tokenizer_utils import TokenizerWrapper, load_tokenizer -from mlx_lm.utils import load_model +from mlx_lm.tokenizer_utils import TokenizerWrapper, load_tokenizer # type: ignore +from mlx_lm.utils import load_model # type: ignore from pydantic import RootModel from engines.mlx.auto_parallel import auto_parallel from shared.types.tasks.common import ChatCompletionTaskParams from shared.types.worker.mlx import Host -from shared.types.worker.shards import ShardMeta +from shared.types.worker.shards import ShardMetadata +from worker.download.download_utils import build_model_path from worker.runner.communication import runner_print def mx_barrier(): - mx.eval( + mx.eval( # type: ignore mx.distributed.all_sum( mx.array(1.0), stream=mx.default_stream(mx.Device(mx.cpu)) ) @@ -35,7 +33,7 @@ class HostList(RootModel[list[str]]): return cls(root=[str(host) for host in hosts]) -def mlx_distributed_init(rank: int, hosts: list[Host]) -> mx.distributed.Group: +def mlx_distributed_init(rank: int, hosts: list[Host]) -> mx.distributed.Group: # type: ignore """ Initialize the MLX distributed (runs in thread pool) """ @@ -62,7 +60,7 @@ def mlx_distributed_init(rank: int, hosts: list[Host]) -> mx.distributed.Group: def initialize_mlx( - model_shard_meta: ShardMeta, + model_shard_meta: ShardMetadata, hosts: list[Host], ) -> tuple[nn.Module, TokenizerWrapper, Callable[[mx.array], mx.array]]: """ @@ -71,19 +69,22 @@ def initialize_mlx( mx.random.seed(42) if len(hosts) > 1: mlx_distributed_init(model_shard_meta.device_rank, hosts) - sampler: Callable[[mx.array], mx.array] = make_sampler(temp=0.7) + sampler: Callable[[mx.array], mx.array] = make_sampler(temp=0.7) # type: ignore model, tokenizer = shard_and_load(model_shard_meta) return model, tokenizer, sampler -def shard_and_load(model_shard_meta: ShardMeta) -> tuple[nn.Module, TokenizerWrapper]: - runner_print(f"loading model from {model_shard_meta.model_path}") +def shard_and_load(model_shard_meta: ShardMetadata) -> tuple[nn.Module, TokenizerWrapper]: + model_path = build_model_path(model_shard_meta.model_meta.model_id) - model, config = load_model(model_shard_meta.model_path, lazy=True, strict=False) + runner_print(f"loading model from {model_path}") - tokenizer = load_tokenizer(model_shard_meta.model_path) + model, _ = load_model(model_path, lazy=True, strict=False) # type: ignore + assert isinstance(model, nn.Module) + + tokenizer = load_tokenizer(model_path) assert isinstance(tokenizer, TokenizerWrapper) model = auto_parallel(model, model_shard_meta) @@ -107,18 +108,18 @@ async def apply_chat_template( # Filter out None values, keeping only 'role' and 'content' keys formatted_messages = [] for message in messages_dicts: - filtered_message = {k: v for k, v in message.items() if v is not None} + filtered_message: dict[str, Any] = {k: v for k, v in message.items() if v is not None} # type: ignore # Verify we have exactly the expected keys assert set(filtered_message.keys()) == {"role", "content"}, ( f"Expected only 'role' and 'content' keys, got: {filtered_message.keys()}" ) - formatted_messages.append(filtered_message) + formatted_messages.append(filtered_message) # type: ignore messages_dicts = formatted_messages prompt: str = await loop.run_in_executor( executor=mlx_executor, - func=lambda: tokenizer.apply_chat_template( + func=lambda: tokenizer.apply_chat_template( # type: ignore messages_dicts, tokenize=False, add_generation_prompt=True, diff --git a/shared/event_loops/main.py b/shared/event_loops/main.py index e89b4716..d481b3f4 100644 --- a/shared/event_loops/main.py +++ b/shared/event_loops/main.py @@ -7,10 +7,9 @@ from typing import Any, Hashable, Mapping, Protocol, Sequence from fastapi.responses import Response, StreamingResponse from shared.event_loops.commands import ExternalCommand +from shared.types.events.components import Apply, EventFromEventLog from shared.types.events.registry import Event -from shared.types.events.components import EventFromEventLog from shared.types.state import State -from shared.types.events.components import Apply class ExhaustiveMapping[K: Hashable, V](MutableMapping[K, V]): diff --git a/shared/types/events/components.py b/shared/types/events/components.py index 0c5f90e1..2f6d5087 100644 --- a/shared/types/events/components.py +++ b/shared/types/events/components.py @@ -8,13 +8,13 @@ from typing import ( if TYPE_CHECKING: pass -from pydantic import BaseModel, Field, model_validator - from typing import Callable +from pydantic import BaseModel, Field, model_validator + from shared.types.common import NodeId -from shared.types.state import State from shared.types.events.registry import Event +from shared.types.state import State class EventFromEventLog[T: Event](BaseModel): diff --git a/shared/types/worker/shards.py b/shared/types/worker/shards.py index a8fe5526..3bc8b16d 100644 --- a/shared/types/worker/shards.py +++ b/shared/types/worker/shards.py @@ -1,10 +1,10 @@ from enum import Enum -from typing import Annotated, Generic, Literal, TypeAlias, TypeVar +from typing import Annotated, Generic, Literal, TypeVar from pydantic import BaseModel, Field, TypeAdapter from shared.types.common import NodeId -from shared.types.models import ModelId +from shared.types.models import ModelId, ModelMetadata class PartitionStrategy(str, Enum): @@ -20,10 +20,10 @@ class BaseShardMetadata(BaseModel, Generic[PartitionStrategyT]): Replaces previous `Shard` object. """ + model_meta: ModelMetadata partition_strategy: PartitionStrategyT device_rank: int world_size: int - model_id: ModelId class PipelineShardMetadata(BaseShardMetadata[Literal[PartitionStrategy.pipeline]]): @@ -47,7 +47,7 @@ class PipelineShardMetadata(BaseShardMetadata[Literal[PartitionStrategy.pipeline return self.end_layer == self.n_layers - 1 def __hash__(self) -> int: - return hash((self.model_id, self.start_layer, self.end_layer, self.n_layers)) + return hash((self.model_meta.model_id, self.start_layer, self.end_layer, self.n_layers)) ShardMetadata = Annotated[ @@ -57,17 +57,6 @@ ShardMetadataParser: TypeAdapter[ShardMetadata] = TypeAdapter( ShardMetadata ) -# --------------------------------------------------------------------------- -# Convenience aliases -# --------------------------------------------------------------------------- - -# "ShardMeta" is a widely-used alias for the concrete, fully-parameterised -# `ShardMetadata` type. Defining it here avoids repetitive generic -# parameters at call-sites and resolves unknown-import diagnostics in -# downstream modules. - -ShardMeta: TypeAlias = ShardMetadata - class ShardPlacement(BaseModel, Generic[PartitionStrategyT]): """ diff --git a/worker/download/conftest.py b/worker/download/conftest.py new file mode 100644 index 00000000..36cf6240 --- /dev/null +++ b/worker/download/conftest.py @@ -0,0 +1,38 @@ +from pathlib import Path + +import pytest + +from shared.types.models import ModelMetadata +from shared.types.worker.shards import PipelineShardMetadata +from worker.download.model_meta import _get_model_meta # type: ignore + + +@pytest.fixture +def model_meta() -> ModelMetadata: + return _get_model_meta('mlx-community/Llama-3.2-1B-Instruct-4bit') # type: ignore + + +@pytest.fixture +def pipeline_shard_meta(model_meta: ModelMetadata, tmp_path: Path): + def _pipeline_shard_meta( + num_nodes: int = 1, device_rank: int = 0 + ) -> PipelineShardMetadata: + total_layers = 16 + layers_per_node = total_layers // num_nodes + start_layer = device_rank * layers_per_node + end_layer = ( + start_layer + layers_per_node + if device_rank < num_nodes - 1 + else total_layers + ) + + return PipelineShardMetadata( + model_meta=model_meta, + device_rank=device_rank, + n_layers=total_layers, + start_layer=start_layer, + end_layer=end_layer, + world_size=num_nodes, + ) + + return _pipeline_shard_meta \ No newline at end of file diff --git a/worker/download/download_utils.py b/worker/download/download_utils.py index ce7f2090..cde8f056 100644 --- a/worker/download/download_utils.py +++ b/worker/download/download_utils.py @@ -293,10 +293,10 @@ async def get_weight_map(repo_id: str, revision: str = "main") -> Dict[str, str] async def resolve_allow_patterns(shard: ShardMetadata) -> List[str]: try: - weight_map = await get_weight_map(str(shard.model_id)) + weight_map = await get_weight_map(str(shard.model_meta.model_id)) return get_allow_patterns(weight_map, shard) except Exception: - print(f"Error getting weight map for {shard.model_id=}") + print(f"Error getting weight map for {shard.model_meta.model_id=}") traceback.print_exc() return ["*"] @@ -360,27 +360,27 @@ async def download_shard(shard: ShardMetadata, skip_download: bool = False, allow_patterns: List[str] | None = None) -> tuple[Path, RepoDownloadProgress]: if not skip_download: - print(f"Downloading {shard.model_id=}") + print(f"Downloading {shard.model_meta.model_id=}") # Handle local paths - if await aios.path.exists(str(shard.model_id)): - print(f"Using local model path {shard.model_id}") - local_path = Path(str(shard.model_id)) - return local_path, await download_progress_for_local_path(str(shard.model_id), shard, local_path) + if await aios.path.exists(str(shard.model_meta.model_id)): + print(f"Using local model path {shard.model_meta.model_id}") + local_path = Path(str(shard.model_meta.model_id)) + return local_path, await download_progress_for_local_path(str(shard.model_meta.model_id), shard, local_path) revision = "main" - target_dir = await ensure_models_dir()/str(shard.model_id).replace("/", "--") + target_dir = await ensure_models_dir()/str(shard.model_meta.model_id).replace("/", "--") if not skip_download: await aios.makedirs(target_dir, exist_ok=True) if not allow_patterns: allow_patterns = await resolve_allow_patterns(shard) - print(f"Downloading {shard.model_id=} with {allow_patterns=}") + print(f"Downloading {shard.model_meta.model_id=} with {allow_patterns=}") all_start_time = time.time() # TODO: currently not recursive. Some models might require subdirectories - thus this will need to be changed. - file_list = await fetch_file_list_with_cache(str(shard.model_id), revision, recursive=False) + file_list = await fetch_file_list_with_cache(str(shard.model_meta.model_id), revision, recursive=False) filtered_file_list = list(filter_repo_objects(file_list, allow_patterns=allow_patterns, key=lambda x: x.path)) file_progress: Dict[str, RepoFileDownloadProgress] = {} def on_progress_wrapper(file: FileListEntry, curr_bytes: int, total_bytes: int): @@ -389,7 +389,7 @@ async def download_shard(shard: ShardMetadata, speed = downloaded_this_session / (time.time() - start_time) if time.time() - start_time > 0 else 0 eta = timedelta(seconds=(total_bytes - curr_bytes) / speed) if speed > 0 else timedelta(seconds=0) file_progress[file.path] = RepoFileDownloadProgress( - repo_id=str(shard.model_id), + repo_id=str(shard.model_meta.model_id), repo_revision=revision, file_path=file.path, downloaded=curr_bytes, @@ -400,11 +400,11 @@ async def download_shard(shard: ShardMetadata, status="complete" if curr_bytes == total_bytes else "in_progress", start_time=start_time, ) - on_progress(shard, calculate_repo_progress(shard, str(shard.model_id), revision, file_progress, all_start_time)) + on_progress(shard, calculate_repo_progress(shard, str(shard.model_meta.model_id), revision, file_progress, all_start_time)) for file in filtered_file_list: downloaded_bytes = await get_downloaded_size(target_dir/file.path) file_progress[file.path] = RepoFileDownloadProgress( - repo_id=str(shard.model_id), + repo_id=str(shard.model_meta.model_id), repo_revision=revision, file_path=file.path, downloaded=downloaded_bytes, @@ -419,10 +419,10 @@ async def download_shard(shard: ShardMetadata, semaphore = asyncio.Semaphore(max_parallel_downloads) async def download_with_semaphore(file: FileListEntry): async with semaphore: - await download_file_with_retry(str(shard.model_id), revision, file.path, target_dir, lambda curr_bytes, total_bytes: on_progress_wrapper(file, curr_bytes, total_bytes)) + await download_file_with_retry(str(shard.model_meta.model_id), revision, file.path, target_dir, lambda curr_bytes, total_bytes: on_progress_wrapper(file, curr_bytes, total_bytes)) if not skip_download: await asyncio.gather(*[download_with_semaphore(file) for file in filtered_file_list]) - final_repo_progress = calculate_repo_progress(shard, str(shard.model_id), revision, file_progress, all_start_time) + final_repo_progress = calculate_repo_progress(shard, str(shard.model_meta.model_id), revision, file_progress, all_start_time) on_progress(shard, final_repo_progress) if gguf := next((f for f in filtered_file_list if f.path.endswith(".gguf")), None): return target_dir/gguf.path, final_repo_progress diff --git a/worker/download/impl_shard_downloader.py b/worker/download/impl_shard_downloader.py index d8e329e3..4989428b 100644 --- a/worker/download/impl_shard_downloader.py +++ b/worker/download/impl_shard_downloader.py @@ -20,7 +20,7 @@ async def build_base_shard(model_id: str) -> Optional[ShardMetadata]: model_meta = await get_model_meta(model_id) # print(f"build_base_shard {model_id=} {model_meta=}") return PipelineShardMetadata( - model_id=model_id, + model_meta=model_meta, partition_strategy=PartitionStrategy.pipeline, device_rank=0, world_size=1, @@ -34,7 +34,7 @@ async def build_full_shard(model_id: str) -> Optional[PipelineShardMetadata]: if base_shard is None: return None return PipelineShardMetadata( - model_id=base_shard.model_id, + model_meta=base_shard.model_meta, partition_strategy=base_shard.partition_strategy, device_rank=base_shard.device_rank, world_size=base_shard.world_size, @@ -73,13 +73,13 @@ class CachedShardDownloader(ShardDownloader): self.shard_downloader.on_progress(callback) async def ensure_shard(self, shard: ShardMetadata, config_only: bool = False) -> Path: - if (shard.model_id, shard) in self.cache: + if (shard.model_meta.model_id, shard) in self.cache: # print(f"ensure_shard cache hit {shard=}") - return self.cache[(shard.model_id, shard)] + return self.cache[(shard.model_meta.model_id, shard)] # print(f"ensure_shard cache miss {shard=}") target_dir = await self.shard_downloader.ensure_shard(shard, config_only) - self.cache[(shard.model_id, shard)] = target_dir + self.cache[(shard.model_meta.model_id, shard)] = target_dir return target_dir async def get_shard_download_status(self) -> AsyncIterator[tuple[Path, RepoDownloadProgress]]: diff --git a/worker/download/shard_downloader.py b/worker/download/shard_downloader.py index b76aa9ec..0fbab318 100644 --- a/worker/download/shard_downloader.py +++ b/worker/download/shard_downloader.py @@ -3,6 +3,7 @@ from datetime import timedelta from pathlib import Path from typing import AsyncIterator, Callable +from shared.types.models import ModelMetadata from shared.types.worker.shards import ( PartitionStrategy, PipelineShardMetadata, @@ -11,6 +12,7 @@ from shared.types.worker.shards import ( from worker.download.download_utils import RepoDownloadProgress +# TODO: the PipelineShardMetadata getting reinstantiated is a bit messy. Shoudl this be a classmethod? class ShardDownloader(ABC): @abstractmethod async def ensure_shard(self, shard: ShardMetadata, config_only: bool = False) -> Path: @@ -42,7 +44,12 @@ class ShardDownloader(ABC): repo_id="noop", repo_revision="noop", shard=PipelineShardMetadata( - model_id="noop", + model_meta=ModelMetadata( + model_id='noop', + pretty_name='noope', + storage_size_kilobytes=0, + n_layers=1 + ), partition_strategy=PartitionStrategy.pipeline, device_rank=0, world_size=1, @@ -76,7 +83,12 @@ class NoopShardDownloader(ShardDownloader): repo_id="noop", repo_revision="noop", shard=PipelineShardMetadata( - model_id="noop", + model_meta=ModelMetadata( + model_id='noop', + pretty_name='noope', + storage_size_kilobytes=0, + n_layers=1 + ), partition_strategy=PartitionStrategy.pipeline, device_rank=0, world_size=1, diff --git a/worker/main.py b/worker/main.py index e7f7f21a..e0295c1b 100644 --- a/worker/main.py +++ b/worker/main.py @@ -57,7 +57,7 @@ class AssignedRunner(BaseModel): @property def is_downloaded(self) -> bool: # TODO: Do this properly with huggingface validating each of the files. - return os.path.exists(build_model_path(self.shard_metadata.model_id)) + return os.path.exists(build_model_path(self.shard_metadata.model_meta.model_id)) def status_update_event(self) -> RunnerStatusUpdated: return RunnerStatusUpdated( diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py index 1720b3a0..1df40e47 100644 --- a/worker/runner/runner_supervisor.py +++ b/worker/runner/runner_supervisor.py @@ -185,7 +185,7 @@ class RunnerSupervisor: yield TokenChunk( task_id=task.task_id, idx=token, - model=self.model_shard_meta.model_id, + model=self.model_shard_meta.model_meta.model_id, chunk_data=TokenChunkData( text=text, token_id=token, diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index f5d2f93b..955fb81e 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -7,7 +7,7 @@ from typing import Callable import pytest from shared.types.common import NodeId -from shared.types.models import ModelId +from shared.types.models import ModelId, ModelMetadata from shared.types.state import State from shared.types.tasks.common import ( ChatCompletionMessage, @@ -30,7 +30,18 @@ from worker.main import Worker @pytest.fixture -def pipeline_shard_meta(tmp_path: Path): +def model_meta() -> ModelMetadata: + # return _get_model_meta('mlx-community/Llama-3.2-1B-Instruct-4bit') # we can't do this! as it's an async function :( + return ModelMetadata( + model_id='mlx-community/Llama-3.2-1B-Instruct-4bit', + pretty_name='llama3.2', + storage_size_kilobytes=10**6, + n_layers=16 + ) + + +@pytest.fixture +def pipeline_shard_meta(model_meta: ModelMetadata, tmp_path: Path) -> Callable[[int, int], PipelineShardMetadata]: def _pipeline_shard_meta( num_nodes: int = 1, device_rank: int = 0 ) -> PipelineShardMetadata: @@ -44,8 +55,8 @@ def pipeline_shard_meta(tmp_path: Path): ) return PipelineShardMetadata( + model_meta=model_meta, device_rank=device_rank, - model_id=ModelId(uuid.uuid4()), n_layers=total_layers, start_layer=start_layer, end_layer=end_layer, diff --git a/worker/download/test_download.py b/worker/tests/test_download.py similarity index 79% rename from worker/download/test_download.py rename to worker/tests/test_download.py index db38313f..a201f528 100644 --- a/worker/download/test_download.py +++ b/worker/tests/test_download.py @@ -1,29 +1,21 @@ import time +from typing import Callable import pytest -from shared.types.models import ModelId -from shared.types.worker.shards import PartitionStrategy, PipelineShardMetadata +from shared.types.worker.shards import PipelineShardMetadata from worker.download.impl_shard_downloader import exo_shard_downloader from worker.download.shard_downloader import ShardDownloader @pytest.mark.asyncio -async def test_shard_downloader(): +async def test_shard_downloader(pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata]): shard_downloader: ShardDownloader = exo_shard_downloader() shard_downloader.on_progress( lambda shard, progress: print(f"Download progress: {progress}") ) - shard_metadata = PipelineShardMetadata( - model_id=ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit"), - partition_strategy=PartitionStrategy.pipeline, - device_rank=0, - world_size=1, - start_layer=0, - end_layer=100, - n_layers=100, - ) + shard_metadata = pipeline_shard_meta(1, 0) path = await shard_downloader.ensure_shard(shard_metadata) assert path.exists() diff --git a/worker/tests/test_worker_plan.py b/worker/tests/test_worker_plan.py index c2c71508..953b0fab 100644 --- a/worker/tests/test_worker_plan.py +++ b/worker/tests/test_worker_plan.py @@ -3,7 +3,7 @@ from __future__ import annotations import logging from dataclasses import dataclass from pathlib import Path -from typing import Final, List, Optional, Type +from typing import Callable, Final, List, Optional, Type import pytest @@ -125,10 +125,12 @@ class RunnerContext: instance_params: InstanceParams +# TODO: generalize this it's in conftest. def _build_worker_state( *, tmp_path: Path, node_id: NodeId, + pipeline_shard_metadata: PipelineShardMetadata, runner_cases: List[RunnerCase], ) -> tuple[State, List[RunnerContext]]: """Construct a WorkerState plus per-runner context objects.""" @@ -145,18 +147,9 @@ def _build_worker_state( model_subdir = tmp_path / f"runner_{idx}" model_subdir.mkdir(exist_ok=True) - shard_metadata = PipelineShardMetadata( - device_rank=0, - world_size=1, - model_id=model_id, - start_layer=0, - end_layer=0, - n_layers=1, - ) - shard_assignments = ShardAssignments( model_id=model_id, - runner_to_shard={runner_id: shard_metadata}, + runner_to_shard={runner_id: pipeline_shard_metadata}, node_to_runner={node_id: runner_id}, ) @@ -177,7 +170,7 @@ def _build_worker_state( RunnerContext( runner_id=runner_id, instance_id=instance_id, - shard_metadata=shard_metadata, + shard_metadata=pipeline_shard_metadata, instance_params=instance_params, ) ) @@ -197,7 +190,7 @@ def _build_worker_state( # Pre-compute readable identifiers for each case to avoid lambda typing issues. @pytest.mark.parametrize("case", TEST_CASES, ids=[case.id() for case in TEST_CASES]) -def test_worker_plan(case: PlanTestCase, tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> None: +def test_worker_plan(case: PlanTestCase, tmp_path: Path, monkeypatch: pytest.MonkeyPatch, pipeline_shard_meta: Callable[..., PipelineShardMetadata]) -> None: """Exercise Worker.plan across declarative scenarios.""" # Fresh identifier for isolation of node @@ -207,6 +200,7 @@ def test_worker_plan(case: PlanTestCase, tmp_path: Path, monkeypatch: pytest.Mon worker_state, runner_contexts = _build_worker_state( tmp_path=tmp_path, node_id=node_id, + pipeline_shard_metadata=pipeline_shard_meta(1, 0), runner_cases=case.runners, ) @@ -234,7 +228,7 @@ def test_worker_plan(case: PlanTestCase, tmp_path: Path, monkeypatch: pytest.Mon ) worker.assigned_runners[ctx.runner_id] = assigned_runner - path_downloaded_map[str(build_model_path(ctx.shard_metadata.model_id))] = runner_case.downloaded + path_downloaded_map[str(build_model_path(ctx.shard_metadata.model_meta.model_id))] = runner_case.downloaded # Stub filesystem existence check ------------------------------------------------------ from worker import main as worker_main # local import for module-scoped os diff --git a/worker/test_worker_state.py b/worker/tests/test_worker_state.py similarity index 100% rename from worker/test_worker_state.py rename to worker/tests/test_worker_state.py From 596d9fc9d0147a86eaffe39f1fae0d2519661ded Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Tue, 22 Jul 2025 20:53:26 +0100 Subject: [PATCH 089/224] add forwarder service Co-authored-by: Gelu Vrabie --- .gitignore | 2 + flake.lock | 34 + flake.nix | 96 +-- networking/forwarder/benchmark.sh | 106 +++ networking/forwarder/go.mod | 127 ++++ networking/forwarder/go.sum | 555 +++++++++++++++ networking/forwarder/main.go | 59 ++ networking/forwarder/src/config.go | 91 +++ networking/forwarder/src/forwarder.go | 133 ++++ networking/forwarder/src/forwarder_test.go | 474 +++++++++++++ networking/forwarder/src/identity.go | 29 + networking/forwarder/src/libp2p.go | 414 +++++++++++ networking/forwarder/src/libp2p_test.go | 175 +++++ networking/forwarder/src/schema.go | 72 ++ networking/forwarder/src/sqlite.go | 649 ++++++++++++++++++ networking/forwarder/src/sqlite_test.go | 236 +++++++ networking/forwarder/src/state_store.go | 240 +++++++ networking/forwarder/src/state_store_test.go | 283 ++++++++ networking/{ => topology}/.gitignore | 0 networking/{ => topology}/Cargo.lock | 0 networking/{ => topology}/Cargo.toml | 0 networking/{ => topology}/pyproject.toml | 1 - networking/{ => topology}/src/lib.rs | 0 .../{ => topology}/src/networking/__init__.py | 0 .../{ => topology}/src/networking/_core.pyi | 0 pyproject.toml | 2 +- uv.lock | 48 +- worker/pyproject.toml | 2 +- 28 files changed, 3762 insertions(+), 66 deletions(-) create mode 100755 networking/forwarder/benchmark.sh create mode 100644 networking/forwarder/go.mod create mode 100644 networking/forwarder/go.sum create mode 100644 networking/forwarder/main.go create mode 100644 networking/forwarder/src/config.go create mode 100644 networking/forwarder/src/forwarder.go create mode 100644 networking/forwarder/src/forwarder_test.go create mode 100644 networking/forwarder/src/identity.go create mode 100644 networking/forwarder/src/libp2p.go create mode 100644 networking/forwarder/src/libp2p_test.go create mode 100644 networking/forwarder/src/schema.go create mode 100644 networking/forwarder/src/sqlite.go create mode 100644 networking/forwarder/src/sqlite_test.go create mode 100644 networking/forwarder/src/state_store.go create mode 100644 networking/forwarder/src/state_store_test.go rename networking/{ => topology}/.gitignore (100%) rename networking/{ => topology}/Cargo.lock (100%) rename networking/{ => topology}/Cargo.toml (100%) rename networking/{ => topology}/pyproject.toml (95%) rename networking/{ => topology}/src/lib.rs (100%) rename networking/{ => topology}/src/networking/__init__.py (100%) rename networking/{ => topology}/src/networking/_core.pyi (100%) diff --git a/.gitignore b/.gitignore index 8275d34c..e9a1c1ff 100644 --- a/.gitignore +++ b/.gitignore @@ -1,4 +1,6 @@ */__pycache__ __pycache__ +networking/target/* +*.so hosts_*.json \ No newline at end of file diff --git a/flake.lock b/flake.lock index 933a2f61..b2380393 100644 --- a/flake.lock +++ b/flake.lock @@ -1,5 +1,23 @@ { "nodes": { + "flake-utils": { + "inputs": { + "systems": "systems" + }, + "locked": { + "lastModified": 1731533236, + "narHash": "sha256-l0KFg5HjrsfsO/JpG+r7fRrqm12kzFHyUHqHCVpMMbI=", + "owner": "numtide", + "repo": "flake-utils", + "rev": "11707dc2f618dd54ca8739b309ec4fc024de578b", + "type": "github" + }, + "original": { + "owner": "numtide", + "repo": "flake-utils", + "type": "github" + } + }, "nixpkgs": { "locked": { "lastModified": 1749794982, @@ -18,8 +36,24 @@ }, "root": { "inputs": { + "flake-utils": "flake-utils", "nixpkgs": "nixpkgs" } + }, + "systems": { + "locked": { + "lastModified": 1681028828, + "narHash": "sha256-Vy1rq5AaRuLzOxct8nz4T6wlgyUR7zLU309k9mBC768=", + "owner": "nix-systems", + "repo": "default", + "rev": "da67096a3b9bf56a91d16901293e51ba5b49a27e", + "type": "github" + }, + "original": { + "owner": "nix-systems", + "repo": "default", + "type": "github" + } } }, "root": "root", diff --git a/flake.nix b/flake.nix index 006af63c..44f676ac 100644 --- a/flake.nix +++ b/flake.nix @@ -1,46 +1,64 @@ { - description = "The development environment for Exo"; + description = "Exo development flake"; inputs = { nixpkgs.url = "github:NixOS/nixpkgs/nixos-unstable"; + flake-utils.url = "github:numtide/flake-utils"; }; - outputs = { self, nixpkgs }: - let - supportedSystems = [ "x86_64-linux" "aarch64-linux" "x86_64-darwin" "aarch64-darwin" ]; - forAllSystems = nixpkgs.lib.genAttrs supportedSystems; - in - { - devShells = forAllSystems (system: - let - pkgs = import nixpkgs { inherit system; }; - in - { - default = pkgs.mkShell { - packages = [ - pkgs.python313 - pkgs.uv - pkgs.just - pkgs.protobuf - pkgs.rustc - pkgs.cargo - pkgs.basedpyright - pkgs.ruff - ]; - }; - } - ); - - apps = forAllSystems (system: - let - pkgs = import nixpkgs { inherit system; }; - in - { - python-lsp = { - type = "app"; - program = "${pkgs.basedpyright}/bin/basedpyright-langserver"; - }; - } - ); - }; + outputs = { self, nixpkgs, flake-utils }: + flake-utils.lib.eachDefaultSystem (system: + let + pkgs = import nixpkgs { inherit system; }; + + # Go 1.23 compiler – align with go.mod + go = pkgs.go_1_23; + + # Build the networking/forwarder Go utility. + forwarder = pkgs.buildGoModule { + pname = "exo-forwarder"; + version = "0.1.0"; + src = ./networking/forwarder; + + vendorHash = "sha256-BXIGg2QYqHDz2TNe8hLAGC6jVlffp9766H+WdkkuVgA="; + + # Only the main package at the repository root needs building. + subPackages = [ "." ]; + }; + in + { + packages = { + inherit forwarder; + default = forwarder; + }; + + apps.forwarder = { + type = "app"; + program = "${forwarder}/bin/forwarder"; + }; + apps.python-lsp = { + type = "app"; + program = "${pkgs.basedpyright}/bin/basedpyright-langserver"; + }; + apps.default = self.apps.${system}.forwarder; + + devShells.default = pkgs.mkShell { + packages = [ + pkgs.python313 + pkgs.uv + pkgs.just + pkgs.protobuf + pkgs.rustc + pkgs.cargo + pkgs.basedpyright + pkgs.ruff + go + ]; + + shellHook = '' + export GOPATH=$(mktemp -d) + ''; + }; + } + ); } \ No newline at end of file diff --git a/networking/forwarder/benchmark.sh b/networking/forwarder/benchmark.sh new file mode 100755 index 00000000..72f4682b --- /dev/null +++ b/networking/forwarder/benchmark.sh @@ -0,0 +1,106 @@ +#!/usr/bin/env bash +set -euo pipefail + +NUM_RECORDS="${1:-10000}" +BATCH_SIZE="${2:-100}" + +echo "Running burst benchmark with $NUM_RECORDS records in batches of $BATCH_SIZE..." + +# Build the forwarder binary +BIN_PATH="$(pwd)/forwarder_bin" +BUILD_TMPDIR="$(mktemp -d 2>/dev/null || mktemp -d -t forwarder-build)" +export TMPDIR="$BUILD_TMPDIR" + +pushd . >/dev/null +go build -o "$BIN_PATH" . +popd >/dev/null + +# Temporary workspace +TMP_DIR="$(mktemp -d 2>/dev/null || mktemp -d -t forwarder-burst)" +SRC_DB="$TMP_DIR/src.db" +DST_DB="$TMP_DIR/dst.db" +TABLE="records" +TOPIC="burst_topic_$$" + +# Cleanup function +cleanup() { + echo "Cleaning up…" + kill "${PID1:-}" "${PID2:-}" 2>/dev/null || true + wait "${PID1:-}" "${PID2:-}" 2>/dev/null || true + rm -rf "$TMP_DIR" "$BIN_PATH" "$BUILD_TMPDIR" +} +trap cleanup EXIT + +# Create databases with WAL mode +sqlite3 "$SRC_DB" <"$TMP_DIR/node1.log" 2>&1 & +PID1=$! + +"$BIN_PATH" -node-id node2 "libp2p:${TOPIC}|sqlite:${DST_DB}:${TABLE}" >"$TMP_DIR/node2.log" 2>&1 & +PID2=$! + +# Give nodes time to start +sleep 3 + +echo "Inserting $NUM_RECORDS records in batches of $BATCH_SIZE..." +START_NS=$(date +%s%N) + +# Insert records in batches for high throughput +for batch_start in $(seq 1 $BATCH_SIZE $NUM_RECORDS); do + batch_end=$((batch_start + BATCH_SIZE - 1)) + if [ $batch_end -gt $NUM_RECORDS ]; then + batch_end=$NUM_RECORDS + fi + + # Build values for batch insert + values="" + for i in $(seq $batch_start $batch_end); do + if [ -n "$values" ]; then + values="$values," + fi + values="$values('seednode','seedpath',$i,datetime('now'),'{}')" + done + + # Insert batch + sqlite3 -cmd ".timeout 5000" "$SRC_DB" \ + "INSERT INTO ${TABLE} (source_node_id, source_path, source_row_id, source_timestamp, data) VALUES $values;" + + # Small delay to prevent overwhelming + sleep 0.01 +done + +echo "Waiting for destination to catch up..." + +# Wait for completion +while true; do + dest_count=$(sqlite3 -cmd ".timeout 5000" "$DST_DB" "SELECT IFNULL(COUNT(*),0) FROM ${TABLE};" 2>/dev/null || echo 0) + if [[ "$dest_count" -ge "$NUM_RECORDS" ]]; then + break + fi + echo "Progress: $dest_count / $NUM_RECORDS" + sleep 1 +done + +END_NS=$(date +%s%N) +DURATION_NS=$((END_NS-START_NS)) +THROUGHPUT=$(echo "scale=2; $NUM_RECORDS*1000000000/$DURATION_NS" | bc) + +echo "Forwarded $NUM_RECORDS records in $(printf '%.2f' "$(echo "$DURATION_NS/1000000000" | bc -l)") seconds — $THROUGHPUT records/s" + +# Show some logs +echo "" +echo "=== Node1 Log (last 10 lines) ===" +tail -10 "$TMP_DIR/node1.log" +echo "" +echo "=== Node2 Log (last 10 lines) ===" +tail -10 "$TMP_DIR/node2.log" \ No newline at end of file diff --git a/networking/forwarder/go.mod b/networking/forwarder/go.mod new file mode 100644 index 00000000..b7100a6a --- /dev/null +++ b/networking/forwarder/go.mod @@ -0,0 +1,127 @@ +module forwarder + +go 1.23 + +toolchain go1.24.3 + +replace forwarder/src => ./src + +require ( + github.com/google/uuid v1.6.0 + github.com/libp2p/go-libp2p v0.39.1 + github.com/libp2p/go-libp2p-pubsub v0.14.2 + github.com/mattn/go-sqlite3 v1.14.28 + github.com/stretchr/testify v1.10.0 +) + +require ( + github.com/benbjohnson/clock v1.3.5 // indirect + github.com/beorn7/perks v1.0.1 // indirect + github.com/cespare/xxhash/v2 v2.3.0 // indirect + github.com/containerd/cgroups v1.1.0 // indirect + github.com/coreos/go-systemd/v22 v22.5.0 // indirect + github.com/davecgh/go-spew v1.1.1 // indirect + github.com/davidlazar/go-crypto v0.0.0-20200604182044-b73af7476f6c // indirect + github.com/decred/dcrd/dcrec/secp256k1/v4 v4.3.0 // indirect + github.com/docker/go-units v0.5.0 // indirect + github.com/elastic/gosigar v0.14.3 // indirect + github.com/flynn/noise v1.1.0 // indirect + github.com/francoispqt/gojay v1.2.13 // indirect + github.com/go-task/slim-sprig/v3 v3.0.0 // indirect + github.com/godbus/dbus/v5 v5.1.0 // indirect + github.com/gogo/protobuf v1.3.2 // indirect + github.com/google/gopacket v1.1.19 // indirect + github.com/google/pprof v0.0.0-20250202011525-fc3143867406 // indirect + github.com/gorilla/websocket v1.5.3 // indirect + github.com/hashicorp/golang-lru/v2 v2.0.7 // indirect + github.com/huin/goupnp v1.3.0 // indirect + github.com/ipfs/go-cid v0.5.0 // indirect + github.com/ipfs/go-log/v2 v2.5.1 // indirect + github.com/jackpal/go-nat-pmp v1.0.2 // indirect + github.com/jbenet/go-temp-err-catcher v0.1.0 // indirect + github.com/klauspost/compress v1.17.11 // indirect + github.com/klauspost/cpuid/v2 v2.2.9 // indirect + github.com/koron/go-ssdp v0.0.5 // indirect + github.com/libp2p/go-buffer-pool v0.1.0 // indirect + github.com/libp2p/go-flow-metrics v0.2.0 // indirect + github.com/libp2p/go-libp2p-asn-util v0.4.1 // indirect + github.com/libp2p/go-msgio v0.3.0 // indirect + github.com/libp2p/go-nat v0.2.0 // indirect + github.com/libp2p/go-netroute v0.2.2 // indirect + github.com/libp2p/go-reuseport v0.4.0 // indirect + github.com/libp2p/go-yamux/v4 v4.0.2 // indirect + github.com/libp2p/zeroconf/v2 v2.2.0 // indirect + github.com/marten-seemann/tcp v0.0.0-20210406111302-dfbc87cc63fd // indirect + github.com/mattn/go-isatty v0.0.20 // indirect + github.com/miekg/dns v1.1.63 // indirect + github.com/mikioh/tcpinfo v0.0.0-20190314235526-30a79bb1804b // indirect + github.com/mikioh/tcpopt v0.0.0-20190314235656-172688c1accc // indirect + github.com/minio/sha256-simd v1.0.1 // indirect + github.com/mr-tron/base58 v1.2.0 // indirect + github.com/multiformats/go-base32 v0.1.0 // indirect + github.com/multiformats/go-base36 v0.2.0 // indirect + github.com/multiformats/go-multiaddr v0.14.0 // indirect + github.com/multiformats/go-multiaddr-dns v0.4.1 // indirect + github.com/multiformats/go-multiaddr-fmt v0.1.0 // indirect + github.com/multiformats/go-multibase v0.2.0 // indirect + github.com/multiformats/go-multicodec v0.9.0 // indirect + github.com/multiformats/go-multihash v0.2.3 // indirect + github.com/multiformats/go-multistream v0.6.0 // indirect + github.com/multiformats/go-varint v0.0.7 // indirect + github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect + github.com/onsi/ginkgo/v2 v2.22.2 // indirect + github.com/opencontainers/runtime-spec v1.2.0 // indirect + github.com/pbnjay/memory v0.0.0-20210728143218-7b4eea64cf58 // indirect + github.com/pion/datachannel v1.5.10 // indirect + github.com/pion/dtls/v2 v2.2.12 // indirect + github.com/pion/dtls/v3 v3.0.4 // indirect + github.com/pion/ice/v2 v2.3.37 // indirect + github.com/pion/ice/v4 v4.0.6 // indirect + github.com/pion/interceptor v0.1.37 // indirect + github.com/pion/logging v0.2.3 // indirect + github.com/pion/mdns v0.0.12 // indirect + github.com/pion/mdns/v2 v2.0.7 // indirect + github.com/pion/randutil v0.1.0 // indirect + github.com/pion/rtcp v1.2.15 // indirect + github.com/pion/rtp v1.8.11 // indirect + github.com/pion/sctp v1.8.35 // indirect + github.com/pion/sdp/v3 v3.0.10 // indirect + github.com/pion/srtp/v3 v3.0.4 // indirect + github.com/pion/stun v0.6.1 // indirect + github.com/pion/stun/v3 v3.0.0 // indirect + github.com/pion/transport/v2 v2.2.10 // indirect + github.com/pion/transport/v3 v3.0.7 // indirect + github.com/pion/turn/v2 v2.1.6 // indirect + github.com/pion/turn/v4 v4.0.0 // indirect + github.com/pion/webrtc/v4 v4.0.8 // indirect + github.com/pkg/errors v0.9.1 // indirect + github.com/pmezard/go-difflib v1.0.0 // indirect + github.com/prometheus/client_golang v1.20.5 // indirect + github.com/prometheus/client_model v0.6.1 // indirect + github.com/prometheus/common v0.62.0 // indirect + github.com/prometheus/procfs v0.15.1 // indirect + github.com/quic-go/qpack v0.5.1 // indirect + github.com/quic-go/quic-go v0.49.0 // indirect + github.com/quic-go/webtransport-go v0.8.1-0.20241018022711-4ac2c9250e66 // indirect + github.com/raulk/go-watchdog v1.3.0 // indirect + github.com/spaolacci/murmur3 v1.1.0 // indirect + github.com/wlynxg/anet v0.0.5 // indirect + go.uber.org/dig v1.18.0 // indirect + go.uber.org/fx v1.23.0 // indirect + go.uber.org/mock v0.5.0 // indirect + go.uber.org/multierr v1.11.0 // indirect + go.uber.org/zap v1.27.0 // indirect + golang.org/x/crypto v0.32.0 // indirect + golang.org/x/exp v0.0.0-20250128182459-e0ece0dbea4c // indirect + golang.org/x/mod v0.23.0 // indirect + golang.org/x/net v0.34.0 // indirect + golang.org/x/sync v0.11.0 // indirect + golang.org/x/sys v0.30.0 // indirect + golang.org/x/text v0.22.0 // indirect + golang.org/x/tools v0.29.0 // indirect + google.golang.org/protobuf v1.36.4 // indirect + gopkg.in/yaml.v3 v3.0.1 // indirect + lukechampine.com/blake3 v1.3.0 // indirect +) + +// Remember to run `go mod tidy` after adding dependencies. diff --git a/networking/forwarder/go.sum b/networking/forwarder/go.sum new file mode 100644 index 00000000..75e179a9 --- /dev/null +++ b/networking/forwarder/go.sum @@ -0,0 +1,555 @@ +cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +cloud.google.com/go v0.31.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +cloud.google.com/go v0.37.0/go.mod h1:TS1dMSSfndXH133OKGwekG838Om/cQT0BUHV3HcBgoo= +dmitri.shuralyov.com/app/changes v0.0.0-20180602232624-0a106ad413e3/go.mod h1:Yl+fi1br7+Rr3LqpNJf1/uxUdtRUV+Tnj0o93V2B9MU= +dmitri.shuralyov.com/html/belt v0.0.0-20180602232347-f7d459c86be0/go.mod h1:JLBrvjyP0v+ecvNYvCpyZgu5/xkfAUhi6wJj28eUfSU= +dmitri.shuralyov.com/service/change v0.0.0-20181023043359-a85b471d5412/go.mod h1:a1inKt/atXimZ4Mv927x+r7UpyzRUf4emIoiiSC2TN4= +dmitri.shuralyov.com/state v0.0.0-20180228185332-28bcc343414c/go.mod h1:0PRwlb0D6DFvNNtx+9ybjezNCa8XF0xaYcETyp6rHWU= +git.apache.org/thrift.git v0.0.0-20180902110319-2566ecd5d999/go.mod h1:fPE2ZNJGynbRyZ4dJvy6G277gSllfV2HJqblrnkyeyg= +github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU= +github.com/anmitsu/go-shlex v0.0.0-20161002113705-648efa622239/go.mod h1:2FmKhYUyUczH0OGQWaF5ceTx0UBShxjsH6f8oGKYe2c= +github.com/benbjohnson/clock v1.1.0/go.mod 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v0.5.0/go.mod h1:kuch7UrkMzY0X+p9CRK03kfuPQ2zzQcaEFbx8wA8rck= +sourcegraph.com/sqs/pbtypes v0.0.0-20180604144634-d3ebe8f20ae4/go.mod h1:ketZ/q3QxT9HOBeFhu6RdvsftgpsbFHBF5Cas6cDKZ0= diff --git a/networking/forwarder/main.go b/networking/forwarder/main.go new file mode 100644 index 00000000..dd2a9ea4 --- /dev/null +++ b/networking/forwarder/main.go @@ -0,0 +1,59 @@ +package main + +import ( + "context" + "flag" + forwarder "forwarder/src" + "log" + "os" + "os/signal" + "syscall" +) + +var nodeID = flag.String("node-id", "", "Node ID (defaults to FORWARDER_NODE_ID env var or a new UUID)") + +func main() { + flag.Parse() + + id := *nodeID + if id != "" { + forwarder.SetNodeId(id) + } else { + id = forwarder.GetNodeId() + } + log.Printf("Starting forwarder with node ID: %s", id) + + args := flag.Args() + if len(args) == 0 { + log.Fatal("forwarding pairs argument is required as the first positional argument (of the form {source}|{sink}) where source and sink sqlite:db_file:table_name or libp2p:topic") + } + + ctx, cancel := context.WithCancel(context.Background()) + defer cancel() + + forwardingPairs := args[0] + connections, err := forwarder.ParseForwardingPairs(forwardingPairs, ctx, cancel) + if err != nil { + log.Fatalf("Failed to parse forwarding pairs: %v", err) + } + for _, conn := range connections { + log.Printf("Forwarding Pair %v", conn) + } + + for _, conn := range connections { + fwd, err := forwarder.NewForwarder(conn) + if err != nil { + log.Fatalf("Failed to create forwarder: %v", err) + } + fwd.Start(ctx) + } + sig := make(chan os.Signal, 1) + signal.Notify(sig, syscall.SIGINT, syscall.SIGTERM) + go func() { + <-sig + cancel() + }() + + <-ctx.Done() + log.Println("Forwarder is shutting down...") +} diff --git a/networking/forwarder/src/config.go b/networking/forwarder/src/config.go new file mode 100644 index 00000000..ad0a392e --- /dev/null +++ b/networking/forwarder/src/config.go @@ -0,0 +1,91 @@ +package forwarder + +import ( + "context" + "fmt" + "strings" +) + +func ParseForwardingPairs(pairsStr string, ctx context.Context, cancel context.CancelFunc) ([]ForwardingPair, error) { + if pairsStr == "" { + return nil, fmt.Errorf("forwarding pairs string is empty") + } + + pairStrs := strings.Split(pairsStr, ",") + var connections []ForwardingPair + + for _, pairStr := range pairStrs { + pairStr = strings.TrimSpace(pairStr) + if pairStr == "" { + continue + } + + parts := strings.Split(pairStr, "|") + if len(parts) != 2 { + return nil, fmt.Errorf("invalid forwarding pair format: %s", pairStr) + } + + sourceStr := strings.TrimSpace(parts[0]) + sinkStr := strings.TrimSpace(parts[1]) + + sourceType := strings.Split(sourceStr, ":")[0] + sinkType := strings.Split(sinkStr, ":")[0] + if sinkType == sourceType { + return nil, fmt.Errorf("source and sink types cannot be the same: %s", pairStr) + } + + sourceConn, err := parseEndpoint(sourceStr, ctx, cancel) + if err != nil { + return nil, fmt.Errorf("invalid source endpoint '%s': %w", sourceStr, err) + } + + sinkConn, err := parseEndpoint(sinkStr, ctx, cancel) + if err != nil { + return nil, fmt.Errorf("invalid sink endpoint '%s': %w", sinkStr, err) + } + + conn := ForwardingPair{ + source: sourceConn, + sink: sinkConn, + } + connections = append(connections, conn) + } + tables := make(map[string]bool) + for _, conn := range connections { + if conn.sink.getType() == "sqlite" { + tableName := conn.sink.(*sqliteConnector).tableName + if _, ok := tables[tableName]; ok { + return nil, fmt.Errorf("sink table '%s' already used in another connection", tableName) + } + tables[tableName] = true + } + } + + return connections, nil +} + +func parseEndpoint(endpointStr string, ctx context.Context, cancel context.CancelFunc) (connection, error) { + parts := strings.SplitN(endpointStr, ":", 2) + if len(parts) < 2 || parts[1] == "" { + return nil, fmt.Errorf("invalid endpoint format: %s", endpointStr) + } + + endpointType := parts[0] + endpointArgsStr := parts[1] + + switch endpointType { + case "sqlite": + args := strings.SplitN(endpointArgsStr, ":", 2) + if len(args) != 2 || args[0] == "" || args[1] == "" { + return nil, fmt.Errorf("invalid sqlite endpoint format: %s. Expected 'sqlite:db_file:table'", endpointStr) + } + return newSQLiteConnector(args[0], args[1]) + case "libp2p": + if strings.Contains(endpointArgsStr, ":") { + return nil, fmt.Errorf("invalid libp2p topic format: %s. Topic should not contain ':'", endpointStr) + } + return newLibP2PConnector(endpointArgsStr, ctx, cancel), nil + default: + return nil, fmt.Errorf("unknown endpoint type: %s", endpointType) + } +} diff --git a/networking/forwarder/src/forwarder.go b/networking/forwarder/src/forwarder.go new file mode 100644 index 00000000..8ad32b35 --- /dev/null +++ b/networking/forwarder/src/forwarder.go @@ -0,0 +1,133 @@ +package forwarder + +import ( + "context" + "fmt" + "log" + "time" +) + +type libP2PToSqliteForwarder struct { + source LibP2PConnection + sink SQLiteConnection + recordStore stateStoreInterface +} + +func newLibP2PToSqliteForwarder(source LibP2PConnection, sink SQLiteConnection) (*libP2PToSqliteForwarder, error) { + latestRowIds, err := sink.getLatestRowIds() + if err != nil { + return nil, fmt.Errorf("failed to get latest row IDs: %w", err) + } + return &libP2PToSqliteForwarder{ + source: source, + sink: sink, + recordStore: newStateStore(latestRowIds), + }, nil +} + +func (f *libP2PToSqliteForwarder) Start(ctx context.Context) error { + f.source.tail(func(record RecordData) error { + f.recordStore.onRecord(record) + return nil + }) + + go func() { + ticker := time.NewTicker(10 * time.Millisecond) + defer ticker.Stop() + for { + select { + case <-ctx.Done(): + return + case <-ticker.C: + msgs := f.recordStore.getWriteableMessages() + for _, msg := range msgs { + if err := f.sink.write(msg); err != nil { + log.Printf("Error writing to sink: %v", err) + } + } + } + } + }() + + // Resend handler with less frequent checks + go func() { + ticker := time.NewTicker(500 * time.Millisecond) // Less frequent than before + defer ticker.Stop() + for { + select { + case <-ctx.Done(): + return + case <-ticker.C: + reqs := f.recordStore.getResendRequests() + for _, req := range reqs { + if err := f.source.writeResend(req); err != nil { + log.Printf("Error writing resend request: %v", err) + } + } + } + } + }() + + return nil +} + +type sqliteToLibP2PForwarder struct { + source SQLiteConnection + sink LibP2PConnection +} + +func newSqliteToLibP2PForwarder(source SQLiteConnection, sink LibP2PConnection) (*sqliteToLibP2PForwarder, error) { + return &sqliteToLibP2PForwarder{ + source: source, + sink: sink, + }, nil +} + +func (f *sqliteToLibP2PForwarder) Start(ctx context.Context) error { + // Handle resend requests + f.sink.tailResend(func(req ResendRequest) error { + if req.SourceNodeID != f.source.getNodeId() { + return nil + } + if req.SourcePath != f.source.getTablePath() { + return nil + } + + // Process resends in a separate goroutine to not block + go func() { + for _, gap := range req.Gaps { + records, err := f.source.readRange(gap.Start, gap.End) + if err != nil { + log.Printf("Error getting records for resend: %v", err) + continue + } + // Send resend records - libp2p connector will handle batching + for _, rec := range records { + if err := f.sink.write(rec); err != nil { + log.Printf("Error writing resend record: %v", err) + } + } + } + }() + return nil + }) + + // Tail new records - libp2p connector handles async batching internally + f.source.tail(func(record RecordData) error { + if err := f.sink.write(record); err != nil { + log.Printf("Error writing record: %v", err) + } + return nil + }) + + return nil +} + +func NewForwarder(forwardingPair ForwardingPair) (Forwarder, error) { + if forwardingPair.source.getType() == "libp2p" && forwardingPair.sink.getType() == "sqlite" { + return newLibP2PToSqliteForwarder(forwardingPair.source.(*libP2PConnector), forwardingPair.sink.(*sqliteConnector)) + } else if forwardingPair.source.getType() == "sqlite" && forwardingPair.sink.getType() == "libp2p" { + return newSqliteToLibP2PForwarder(forwardingPair.source.(*sqliteConnector), forwardingPair.sink.(*libP2PConnector)) + } + return nil, fmt.Errorf("unsupported forwarding pair: %v", forwardingPair) +} diff --git a/networking/forwarder/src/forwarder_test.go b/networking/forwarder/src/forwarder_test.go new file mode 100644 index 00000000..82d78952 --- /dev/null +++ b/networking/forwarder/src/forwarder_test.go @@ -0,0 +1,474 @@ +package forwarder + +import ( + "context" + "fmt" + "reflect" + "testing" + "time" +) + +type mockLibP2PConnector struct { + tailHandler func(RecordData) error + tailResendHandler func(ResendRequest) error + writtenRecords []RecordData + writeErr error + resendRequests []ResendRequest + writeResendErr error +} + +func (m *mockLibP2PConnector) tail(handler func(record RecordData) error) { + m.tailHandler = handler +} + +func (m *mockLibP2PConnector) tailResend(handler func(req ResendRequest) error) { + m.tailResendHandler = handler +} + +func (m *mockLibP2PConnector) write(record RecordData) error { + m.writtenRecords = append(m.writtenRecords, record) + return m.writeErr +} + +func (m *mockLibP2PConnector) writeResend(req ResendRequest) error { + m.resendRequests = append(m.resendRequests, req) + return m.writeResendErr +} + +func (m *mockLibP2PConnector) close() error { + return nil +} + +func (m *mockLibP2PConnector) getType() string { + return "libp2p" +} + +func (m *mockLibP2PConnector) SendRecord(record RecordData) error { + if m.tailHandler == nil { + return fmt.Errorf("no tail handler registered") + } + return m.tailHandler(record) +} + +func (m *mockLibP2PConnector) SendResend(req ResendRequest) error { + if m.tailResendHandler == nil { + return fmt.Errorf("no tailResend handler registered") + } + return m.tailResendHandler(req) +} + +type mockSqliteConnector struct { + getLatestRowIdsRet map[SourceKey]int64 + getLatestRowIdsErr error + writtenRecords []RecordData + writeErr error + readRangeCalls []struct{ start, end int64 } + readRangeRet []RecordData + readRangeErr error + nodeId string + tablePath string + tailHandler func(RecordData) error +} + +func (m *mockSqliteConnector) getLatestRowIds() (map[SourceKey]int64, error) { + return m.getLatestRowIdsRet, m.getLatestRowIdsErr +} + +func (m *mockSqliteConnector) write(record RecordData) error { + m.writtenRecords = append(m.writtenRecords, record) + return m.writeErr +} + +func (m *mockSqliteConnector) readRange(start, end int64) ([]RecordData, error) { + m.readRangeCalls = append(m.readRangeCalls, struct{ start, end int64 }{start, end}) + return m.readRangeRet, m.readRangeErr +} + +func (m *mockSqliteConnector) tail(handler func(record RecordData) error) { + m.tailHandler = handler +} + +func (m *mockSqliteConnector) close() error { + return nil +} + +func (m *mockSqliteConnector) getType() string { + return "sqlite" +} + +func (m *mockSqliteConnector) SendRecord(record RecordData) error { + if m.tailHandler == nil { + return fmt.Errorf("no tail handler registered") + } + return m.tailHandler(record) +} + +func (m *mockSqliteConnector) getNodeId() string { + return m.nodeId +} + +func (m *mockSqliteConnector) getTablePath() string { + return m.tablePath +} + +func TestNewLibP2PToSqliteForwarder(t *testing.T) { + source := &mockLibP2PConnector{} + sink := &mockSqliteConnector{ + getLatestRowIdsRet: map[SourceKey]int64{}, + } + f, err := newLibP2PToSqliteForwarder(source, sink) + if err != nil { + t.Fatalf("unexpected error: %v", err) + } + if f == nil { + t.Fatal("expected non-nil forwarder") + } +} + +func TestLibP2PToSqliteForwarder_Start_InOrderRecords(t *testing.T) { + ctx, cancel := context.WithCancel(context.Background()) + defer cancel() + + source := &mockLibP2PConnector{} + sink := &mockSqliteConnector{ + getLatestRowIdsRet: map[SourceKey]int64{}, + } + + f, err := newLibP2PToSqliteForwarder(source, sink) + if err != nil { + t.Fatalf("unexpected error: %v", err) + } + + err = f.Start(ctx) + if err != nil { + t.Fatalf("unexpected error: %v", err) + } + + key := SourceKey{SourceNodeId: "node1", SourcePath: "path1"} + + rec1 := RecordData{TrackingData: TrackingData{SourceKey: key, SourceRowID: 1}} + source.SendRecord(rec1) + + time.Sleep(500 * time.Millisecond) + + if len(sink.writtenRecords) != 1 { + t.Fatalf("expected 1 written record, got %d", len(sink.writtenRecords)) + } + if !reflect.DeepEqual(sink.writtenRecords[0], rec1) { + t.Fatal("written record mismatch") + } + + rec2 := RecordData{TrackingData: TrackingData{SourceKey: key, SourceRowID: 2}} + source.SendRecord(rec2) + + time.Sleep(200 * time.Millisecond) + + if len(sink.writtenRecords) != 2 { + t.Fatalf("expected 2 written records, got %d", len(sink.writtenRecords)) + } + if !reflect.DeepEqual(sink.writtenRecords[1], rec2) { + t.Fatal("written record mismatch") + } +} + +func TestLibP2PToSqliteForwarder_Start_OutOfOrderRecords(t *testing.T) { + ctx, cancel := context.WithCancel(context.Background()) + defer cancel() + + source := &mockLibP2PConnector{} + sink := &mockSqliteConnector{ + getLatestRowIdsRet: map[SourceKey]int64{}, + } + + f, err := newLibP2PToSqliteForwarder(source, sink) + if err != nil { + t.Fatalf("unexpected error: %v", err) + } + + err = f.Start(ctx) + if err != nil { + t.Fatalf("unexpected error: %v", err) + } + + key := SourceKey{SourceNodeId: "node1", SourcePath: "path1"} + + rec1 := RecordData{TrackingData: TrackingData{SourceKey: key, SourceRowID: 1}} + source.SendRecord(rec1) + + time.Sleep(200 * time.Millisecond) + + if len(sink.writtenRecords) != 1 { + t.Fatalf("expected 1 written record, got %d", len(sink.writtenRecords)) + } + + rec3 := RecordData{TrackingData: TrackingData{SourceKey: key, SourceRowID: 3}} + source.SendRecord(rec3) + + time.Sleep(200 * time.Millisecond) + + if len(sink.writtenRecords) != 1 { + t.Fatalf("expected still 1 written record, got %d", len(sink.writtenRecords)) + } + + time.Sleep(5500 * time.Millisecond) // Wait for resend ticker + + if len(source.resendRequests) != 1 { + t.Fatalf("expected 1 resend request, got %d", len(source.resendRequests)) + } + + req := source.resendRequests[0] + if req.SourceNodeID != "node1" || req.SourcePath != "path1" { + t.Fatal("resend request mismatch") + } + if len(req.Gaps) != 1 || req.Gaps[0].Start != 2 || req.Gaps[0].End != 2 { + t.Fatal("gap mismatch") + } + + rec2 := RecordData{TrackingData: TrackingData{SourceKey: key, SourceRowID: 2}} + source.SendRecord(rec2) + + time.Sleep(200 * time.Millisecond) + + if len(sink.writtenRecords) != 3 { + t.Fatalf("expected 3 written records, got %d", len(sink.writtenRecords)) + } + // Check order: rec1, rec2, rec3 + if !reflect.DeepEqual(sink.writtenRecords[1], rec2) || !reflect.DeepEqual(sink.writtenRecords[2], rec3) { + t.Fatal("written records order mismatch") + } +} + +func TestLibP2PToSqliteForwarder_Start_MultipleSources(t *testing.T) { + ctx, cancel := context.WithCancel(context.Background()) + defer cancel() + + source := &mockLibP2PConnector{} + sink := &mockSqliteConnector{ + getLatestRowIdsRet: map[SourceKey]int64{}, + } + + f, err := newLibP2PToSqliteForwarder(source, sink) + if err != nil { + t.Fatalf("unexpected error: %v", err) + } + + err = f.Start(ctx) + if err != nil { + t.Fatalf("unexpected error: %v", err) + } + + key1 := SourceKey{SourceNodeId: "node1", SourcePath: "path1"} + key2 := SourceKey{SourceNodeId: "node2", SourcePath: "path2"} + + rec1_1 := RecordData{TrackingData: TrackingData{SourceKey: key1, SourceRowID: 1}} + source.SendRecord(rec1_1) + + rec2_1 := RecordData{TrackingData: TrackingData{SourceKey: key2, SourceRowID: 1}} + source.SendRecord(rec2_1) + + time.Sleep(200 * time.Millisecond) + + if len(sink.writtenRecords) != 2 { + t.Fatalf("expected 2 written records, got %d", len(sink.writtenRecords)) + } + + rec1_3 := RecordData{TrackingData: TrackingData{SourceKey: key1, SourceRowID: 3}} + source.SendRecord(rec1_3) + + time.Sleep(200 * time.Millisecond) + + if len(sink.writtenRecords) != 2 { + t.Fatalf("expected still 2 written records, got %d", len(sink.writtenRecords)) + } + + time.Sleep(5500 * time.Millisecond) + + if len(source.resendRequests) != 1 { + t.Fatalf("expected 1 resend request, got %d", len(source.resendRequests)) + } + if source.resendRequests[0].SourceNodeID != "node1" { + t.Fatal("resend for wrong source") + } +} + +func TestLibP2PToSqliteForwarder_Start_WithInitialLatest(t *testing.T) { + ctx, cancel := context.WithCancel(context.Background()) + defer cancel() + + key := SourceKey{SourceNodeId: "node1", SourcePath: "path1"} + + source := &mockLibP2PConnector{} + sink := &mockSqliteConnector{ + getLatestRowIdsRet: map[SourceKey]int64{key: 5}, + } + + f, err := newLibP2PToSqliteForwarder(source, sink) + if err != nil { + t.Fatalf("unexpected error: %v", err) + } + + err = f.Start(ctx) + if err != nil { + t.Fatalf("unexpected error: %v", err) + } + + rec6 := RecordData{TrackingData: TrackingData{SourceKey: key, SourceRowID: 6}} + source.SendRecord(rec6) + + time.Sleep(200 * time.Millisecond) + + if len(sink.writtenRecords) != 1 { + t.Fatalf("expected 1 written record, got %d", len(sink.writtenRecords)) + } + + rec7 := RecordData{TrackingData: TrackingData{SourceKey: key, SourceRowID: 7}} + source.SendRecord(rec7) + + time.Sleep(200 * time.Millisecond) + + if len(sink.writtenRecords) != 2 { + t.Fatalf("expected 2 written records, got %d", len(sink.writtenRecords)) + } +} + +func TestNewSqliteToLibP2PForwarder(t *testing.T) { + source := &mockSqliteConnector{} + sink := &mockLibP2PConnector{} + f, err := newSqliteToLibP2PForwarder(source, sink) + if err != nil { + t.Fatalf("unexpected error: %v", err) + } + if f == nil { + t.Fatal("expected non-nil forwarder") + } +} + +func TestSqliteToLibP2PForwarder_Start_TailRecords(t *testing.T) { + ctx, cancel := context.WithCancel(context.Background()) + defer cancel() + + source := &mockSqliteConnector{ + nodeId: "node1", + tablePath: "path1", + } + sink := &mockLibP2PConnector{} + + f, err := newSqliteToLibP2PForwarder(source, sink) + if err != nil { + t.Fatalf("unexpected error: %v", err) + } + + err = f.Start(ctx) + if err != nil { + t.Fatalf("unexpected error: %v", err) + } + + rec1 := RecordData{TrackingData: TrackingData{SourceRowID: 1}} + source.SendRecord(rec1) + + time.Sleep(100 * time.Millisecond) + + if len(sink.writtenRecords) != 1 { + t.Fatalf("expected 1 written record, got %d", len(sink.writtenRecords)) + } + if !reflect.DeepEqual(sink.writtenRecords[0], rec1) { + t.Fatal("written record mismatch") + } + + rec2 := RecordData{TrackingData: TrackingData{SourceRowID: 2}} + source.SendRecord(rec2) + + time.Sleep(100 * time.Millisecond) + + if len(sink.writtenRecords) != 2 { + t.Fatalf("expected 2 written records, got %d", len(sink.writtenRecords)) + } + if !reflect.DeepEqual(sink.writtenRecords[1], rec2) { + t.Fatal("written record mismatch") + } +} + +func TestSqliteToLibP2PForwarder_Start_ResendRequest_Matching(t *testing.T) { + ctx, cancel := context.WithCancel(context.Background()) + defer cancel() + + source := &mockSqliteConnector{ + nodeId: "node1", + tablePath: "path1", + readRangeRet: []RecordData{ + {TrackingData: TrackingData{SourceRowID: 5}}, + }, + } + sink := &mockLibP2PConnector{} + + f, err := newSqliteToLibP2PForwarder(source, sink) + if err != nil { + t.Fatalf("unexpected error: %v", err) + } + + err = f.Start(ctx) + if err != nil { + t.Fatalf("unexpected error: %v", err) + } + + req := ResendRequest{ + SourceNodeID: "node1", + SourcePath: "path1", + Gaps: []GapRange{{Start: 5, End: 6}}, + } + sink.SendResend(req) + + time.Sleep(100 * time.Millisecond) + + if len(source.readRangeCalls) != 1 { + t.Fatalf("expected 1 readRange call, got %d", len(source.readRangeCalls)) + } + if source.readRangeCalls[0].start != 5 || source.readRangeCalls[0].end != 6 { + t.Fatal("readRange args mismatch") + } + + if len(sink.writtenRecords) != 1 { + t.Fatalf("expected 1 written record from resend, got %d", len(sink.writtenRecords)) + } + if sink.writtenRecords[0].SourceRowID != 5 { + t.Fatal("resend record mismatch") + } +} + +func TestSqliteToLibP2PForwarder_Start_ResendRequest_NotMatching(t *testing.T) { + ctx, cancel := context.WithCancel(context.Background()) + defer cancel() + + source := &mockSqliteConnector{ + nodeId: "node1", + tablePath: "path1", + } + sink := &mockLibP2PConnector{} + + f, err := newSqliteToLibP2PForwarder(source, sink) + if err != nil { + t.Fatalf("unexpected error: %v", err) + } + + err = f.Start(ctx) + if err != nil { + t.Fatalf("unexpected error: %v", err) + } + + req := ResendRequest{ + SourceNodeID: "node2", + SourcePath: "path2", + Gaps: []GapRange{{Start: 5, End: 5}}, + } + sink.SendResend(req) + + time.Sleep(100 * time.Millisecond) + + if len(source.readRangeCalls) != 0 { + t.Fatalf("expected 0 readRange calls, got %d", len(source.readRangeCalls)) + } + + if len(sink.writtenRecords) != 0 { + t.Fatalf("expected 0 written records, got %d", len(sink.writtenRecords)) + } +} diff --git a/networking/forwarder/src/identity.go b/networking/forwarder/src/identity.go new file mode 100644 index 00000000..5bf32351 --- /dev/null +++ b/networking/forwarder/src/identity.go @@ -0,0 +1,29 @@ +package forwarder + +import ( + "os" + "sync" + + "github.com/google/uuid" +) + +var ( + generatedNodeID string + nodeIDOnce sync.Once +) + +func GetNodeId() string { + if id := os.Getenv("FORWARDER_NODE_ID"); id != "" { + return id + } + + nodeIDOnce.Do(func() { + generatedNodeID = uuid.New().String() + }) + + return generatedNodeID +} + +func SetNodeId(id string) { + os.Setenv("FORWARDER_NODE_ID", id) +} diff --git a/networking/forwarder/src/libp2p.go b/networking/forwarder/src/libp2p.go new file mode 100644 index 00000000..584e2b04 --- /dev/null +++ b/networking/forwarder/src/libp2p.go @@ -0,0 +1,414 @@ +package forwarder + +import ( + "bytes" + "context" + "crypto/sha256" + "encoding/json" + "log" + "sync" + "time" + + "github.com/libp2p/go-libp2p" + pubsub "github.com/libp2p/go-libp2p-pubsub" + "github.com/libp2p/go-libp2p/core/crypto" + "github.com/libp2p/go-libp2p/core/host" + "github.com/libp2p/go-libp2p/core/network" + "github.com/libp2p/go-libp2p/core/peer" + "github.com/libp2p/go-libp2p/core/pnet" + mdns "github.com/libp2p/go-libp2p/p2p/discovery/mdns" + "github.com/libp2p/go-libp2p/p2p/security/noise" +) + +var node host.Host +var ps *pubsub.PubSub +var mdnsSer mdns.Service +var once sync.Once +var mu sync.Mutex +var refCount int +var topicsMap = make(map[string]*pubsub.Topic) + +type discoveryNotifee struct { + h host.Host +} + +func (n *discoveryNotifee) HandlePeerFound(pi peer.AddrInfo) { + if n.h.ID() >= pi.ID { + return + } + if n.h.Network().Connectedness(pi.ID) == network.Connected { + return + } + ctx := context.Background() + if err := n.h.Connect(ctx, pi); err != nil { + log.Printf("Failed to connect to %s: %v", pi.ID.String(), err) + } else { + log.Printf("Connected to %s", pi.ID.String()) + } +} + +func getPrivKey(nodeId string) (crypto.PrivKey, error) { + seed := sha256.Sum256([]byte(nodeId)) + priv, _, err := crypto.GenerateEd25519Key(bytes.NewReader(seed[:])) + if err != nil { + return nil, err + } + return priv, nil +} + +func getNode(ctx context.Context) { + once.Do(func() { + nodeId := GetNodeId() + var opts []libp2p.Option + priv, err := getPrivKey(nodeId) + if err != nil { + log.Fatalf("failed to generate key: %v", err) + } + opts = append(opts, libp2p.Identity(priv)) + opts = append(opts, libp2p.Security(noise.ID, noise.New)) + + pskHash := sha256.Sum256([]byte("forwarder_network")) + psk := pnet.PSK(pskHash[:]) + opts = append(opts, libp2p.PrivateNetwork(psk)) + + // Performance optimizations + opts = append(opts, libp2p.ConnectionManager(nil)) // No connection limits + opts = append(opts, libp2p.EnableHolePunching()) // Better NAT traversal + opts = append(opts, libp2p.EnableRelay()) // Allow relaying + + node, err = libp2p.New(opts...) + if err != nil { + log.Fatalf("failed to create host: %v", err) + } + + // Configure GossipSub for better performance + gossipOpts := []pubsub.Option{ + pubsub.WithMessageSigning(false), // Disable message signing for speed + pubsub.WithStrictSignatureVerification(false), // Disable signature verification + pubsub.WithMaxMessageSize(1024 * 1024), // 1MB max message size for batches + pubsub.WithValidateQueueSize(1000), // Larger validation queue + pubsub.WithPeerOutboundQueueSize(1000), // Larger peer queues + } + + ps, err = pubsub.NewGossipSub(ctx, node, gossipOpts...) + if err != nil { + node.Close() + log.Fatalf("failed to create pubsub: %v", err) + } + + rendezvous := "forwarder_network" + notifee := &discoveryNotifee{h: node} + mdnsSer = mdns.NewMdnsService(node, rendezvous, notifee) + if err := mdnsSer.Start(); err != nil { + node.Close() + log.Fatalf("failed to start mdns service: %v", err) + } + }) +} + +type libP2PConnector struct { + topic string + sub *pubsub.Subscription + subResend *pubsub.Subscription + top *pubsub.Topic + topResend *pubsub.Topic + ctx context.Context + cancel context.CancelFunc + + // Async publishing + writeChan chan RecordData + batchSize int + batchTimeout time.Duration + workerPool int +} + +func newLibP2PConnector(topic string, ctx context.Context, cancel context.CancelFunc) *libP2PConnector { + getNode(ctx) + mu.Lock() + var err error + t, ok := topicsMap[topic] + if !ok { + t, err = ps.Join(topic) + if err != nil { + mu.Unlock() + log.Fatalf("failed to join topic %s: %v", topic, err) + } + topicsMap[topic] = t + } + + t2, okResend := topicsMap[topic+"/resend"] + if !okResend { + t2, err = ps.Join(topic + "/resend") + if err != nil { + mu.Unlock() + log.Fatalf("failed to join topic %s: %v", topic+"/resend", err) + } + topicsMap[topic+"/resend"] = t2 + } + + refCount++ + mu.Unlock() + + connector := &libP2PConnector{ + topic: topic, + top: t, + topResend: t2, + ctx: ctx, + cancel: cancel, + writeChan: make(chan RecordData, 2000), + batchSize: 100, + batchTimeout: 10 * time.Millisecond, + workerPool: 5, + } + + connector.startAsyncPublishers() + + return connector +} + +func (c *libP2PConnector) tail(handler func(record RecordData) error) { + sub, err := c.top.Subscribe() + if err != nil { + log.Fatalf("failed to subscribe to topic %s: %v", c.topic, err) + } + c.sub = sub + go handleRecordSub(c.sub, c.ctx, handler) +} + +func (c *libP2PConnector) tailResend(handler func(data ResendRequest) error) { + sub, err := c.topResend.Subscribe() + if err != nil { + log.Fatalf("failed to subscribe to topic %s: %v", c.topic, err) + } + c.subResend = sub + go handleSub(c.subResend, c.ctx, handler) +} + +func handleSub[T any](sub *pubsub.Subscription, ctx context.Context, handler func(data T) error) { + for { + msg, err := sub.Next(ctx) + if err != nil { + if err == context.Canceled { + return + } + log.Printf("subscription error for topic %s: %v", sub.Topic(), err) + return + } + var rec T + err = json.Unmarshal(msg.Data, &rec) + if err != nil { + log.Printf("unmarshal error for topic %s: %v", sub.Topic(), err) + continue + } + if handler != nil { + if err := handler(rec); err != nil { + log.Printf("handler error for topic %s: %v", sub.Topic(), err) + } + } + } +} + +func handleRecordSub(sub *pubsub.Subscription, ctx context.Context, handler func(record RecordData) error) { + for { + msg, err := sub.Next(ctx) + if err != nil { + if err == context.Canceled { + return + } + log.Printf("subscription error for topic %s: %v", sub.Topic(), err) + return + } + + // Try to unmarshal as batch first + var batch BatchRecord + if err := json.Unmarshal(msg.Data, &batch); err == nil && len(batch.Records) > 0 { + // Handle batched records + for _, record := range batch.Records { + if handler != nil { + if err := handler(record); err != nil { + log.Printf("handler error for batched record: %v", err) + } + } + } + continue + } + + // Try to unmarshal as single record (backwards compatibility) + var record RecordData + if err := json.Unmarshal(msg.Data, &record); err == nil { + if handler != nil { + if err := handler(record); err != nil { + log.Printf("handler error for single record: %v", err) + } + } + continue + } + + log.Printf("failed to unmarshal message as batch or single record for topic %s", sub.Topic()) + } +} + +func (c *libP2PConnector) startAsyncPublishers() { + // Start worker pool for batched async publishing + for i := 0; i < c.workerPool; i++ { + go c.publishWorker() + } +} + +func (c *libP2PConnector) publishWorker() { + batch := make([]RecordData, 0, c.batchSize) + timer := time.NewTimer(c.batchTimeout) + timer.Stop() + + for { + select { + case <-c.ctx.Done(): + // Flush final batch + if len(batch) > 0 { + err := c.publishBatch(batch) + if err != nil { + log.Printf("Error publishing batch: %v", err) + } + } + return + + case record := <-c.writeChan: + batch = append(batch, record) + + // Check if we should flush + if len(batch) >= c.batchSize { + err := c.publishBatch(batch) + if err != nil { + log.Printf("Error publishing batch: %v", err) + } + batch = batch[:0] + timer.Stop() + } else if len(batch) == 1 { + // First record in batch, start timer + timer.Reset(c.batchTimeout) + } + + case <-timer.C: + // Timer expired, flush whatever we have + if len(batch) > 0 { + err := c.publishBatch(batch) + if err != nil { + log.Printf("Error publishing batch: %v", err) + } + batch = batch[:0] + } + } + } +} + +func (c *libP2PConnector) publishBatch(records []RecordData) error { + if len(records) == 0 { + return nil + } + + // Create batch record + batchRecord := BatchRecord{Records: records} + + data, err := json.Marshal(batchRecord) + if err != nil { + return err + } + + // Publish with timeout to prevent blocking + go func() { + pubCtx, pubCancel := context.WithTimeout(c.ctx, 100*time.Millisecond) + defer pubCancel() + + if err := c.top.Publish(pubCtx, data); err != nil { + if err != context.DeadlineExceeded { + log.Printf("Error publishing batch of %d records: %v", len(records), err) + } + } + }() + return nil +} + +func (c *libP2PConnector) write(record RecordData) error { + select { + case c.writeChan <- record: + return nil + case <-c.ctx.Done(): + return c.ctx.Err() + default: + // Channel full, try to publish directly + return c.publishSingle(record) + } +} + +func (c *libP2PConnector) publishSingle(record RecordData) error { + if c.top == nil { + return context.Canceled + } + data, err := json.Marshal(record) + if err != nil { + return err + } + return c.top.Publish(c.ctx, data) +} + +func (c *libP2PConnector) writeResend(req ResendRequest) error { + if c.topResend == nil { + return context.Canceled + } + data, err := json.Marshal(req) + if err != nil { + return err + } + return c.topResend.Publish(c.ctx, data) +} + +func (c *libP2PConnector) close() error { + mu.Lock() + refCount-- + closeHost := refCount == 0 + mu.Unlock() + + if c.cancel != nil { + c.cancel() + } + if c.sub != nil { + c.sub.Cancel() + } + if c.subResend != nil { + c.subResend.Cancel() + } + if closeHost { + // close all topics when shutting down host + for _, top := range topicsMap { + _ = top.Close() + } + topicsMap = make(map[string]*pubsub.Topic) + } + + c.top = nil + + if !closeHost { + return nil + } + + if mdnsSer != nil { + _ = mdnsSer.Close() + mdnsSer = nil + } + + var err error + if node != nil { + err = node.Close() + } + + node = nil + ps = nil + refCount = 0 + once = sync.Once{} + + return err +} + +func (c *libP2PConnector) getType() string { + return "libp2p" +} diff --git a/networking/forwarder/src/libp2p_test.go b/networking/forwarder/src/libp2p_test.go new file mode 100644 index 00000000..3cbbb3fc --- /dev/null +++ b/networking/forwarder/src/libp2p_test.go @@ -0,0 +1,175 @@ +package forwarder + +import ( + "context" + "testing" + "time" + + "github.com/stretchr/testify/assert" + "github.com/stretchr/testify/require" +) + +func TestLibP2PConnectorCreation(t *testing.T) { + ctx, cancel := context.WithCancel(context.Background()) + conn := newLibP2PConnector("test_topic", ctx, cancel) + assert.NotNil(t, conn) + assert.Equal(t, "test_topic", conn.topic) + assert.NotNil(t, conn.top) + assert.Nil(t, conn.sub) + err := conn.close() + assert.NoError(t, err) +} + +func TestLibP2PConnectorGetType(t *testing.T) { + ctx, cancel := context.WithCancel(context.Background()) + conn := newLibP2PConnector("test_topic", ctx, cancel) + assert.Equal(t, "libp2p", conn.getType()) + err := conn.close() + assert.NoError(t, err) +} + +func TestLibP2PConnectorTailAndWriteSameTopic(t *testing.T) { + ctx, cancel := context.WithCancel(context.Background()) + conn := newLibP2PConnector("test_topic_tail_and_write", ctx, cancel) + + received := make(chan RecordData, 1) + errChan := make(chan error, 1) + + conn.tail(func(rec RecordData) error { + received <- rec + return nil + }) + + time.Sleep(100 * time.Millisecond) + + rec := RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{ + SourceNodeId: "test_node_id", + SourcePath: "test_path", + }, + SourceRowID: 1, + SourceTimestamp: time.Now(), + }, + Data: map[string]interface{}{"test_key": "test_value"}, + } + err := conn.write(rec) + require.NoError(t, err) + + select { + case got := <-received: + assert.Equal(t, rec.SourceKey.SourceNodeId, got.SourceKey.SourceNodeId) + assert.Equal(t, rec.SourceKey.SourcePath, got.SourceKey.SourcePath) + assert.Equal(t, rec.SourceRowID, got.SourceRowID) + assert.Equal(t, rec.Data, got.Data) + assert.WithinDuration(t, rec.SourceTimestamp, got.SourceTimestamp, time.Second) + case err := <-errChan: + t.Fatalf("handler error: %v", err) + case <-time.After(2 * time.Second): + t.Fatal("timeout waiting for message") + } + + err = conn.close() + assert.NoError(t, err) +} + +func TestLibP2PConnectorTailAndWriteDifferentTopic(t *testing.T) { + ctx, cancel := context.WithCancel(context.Background()) + conn1 := newLibP2PConnector("test_topic_tail_and_write1", ctx, cancel) + conn2 := newLibP2PConnector("test_topic_tail_and_write2", ctx, cancel) + + received := make(chan RecordData, 1) + + conn1.tail(func(rec RecordData) error { + received <- rec + return nil + }) + + time.Sleep(100 * time.Millisecond) + + rec := RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{ + SourceNodeId: "test_node_id", + SourcePath: "test_path", + }, + SourceRowID: 1, + SourceTimestamp: time.Now(), + }, + Data: map[string]interface{}{"test_key": "test_value"}, + } + err := conn2.write(rec) + require.NoError(t, err) + + select { + case <-received: + t.Fatal("should not receive message from different topic") + case <-time.After(500 * time.Millisecond): + } + + err = conn1.close() + assert.NoError(t, err) + err = conn2.close() + assert.NoError(t, err) +} + +func TestLibP2PConnectorMultipleSubscriptionsSameTopic(t *testing.T) { + ctx, cancel := context.WithCancel(context.Background()) + conn1 := newLibP2PConnector("test_topic_multiple_subscriptions", ctx, cancel) + conn2 := newLibP2PConnector("test_topic_multiple_subscriptions", ctx, cancel) + + received1 := make(chan RecordData, 1) + received2 := make(chan RecordData, 1) + + conn1.tail(func(rec RecordData) error { + received1 <- rec + return nil + }) + conn2.tail(func(rec RecordData) error { + received2 <- rec + return nil + }) + + time.Sleep(100 * time.Millisecond) + + rec := RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{ + SourceNodeId: "test_node_id", + SourcePath: "test_path", + }, + SourceRowID: 1, + SourceTimestamp: time.Now(), + }, + Data: map[string]interface{}{"test_key": "test_value"}, + } + err := conn1.write(rec) + require.NoError(t, err) + + select { + case got := <-received1: + assert.Equal(t, rec.SourceKey.SourceNodeId, got.SourceKey.SourceNodeId) + assert.Equal(t, rec.SourceKey.SourcePath, got.SourceKey.SourcePath) + assert.Equal(t, rec.SourceRowID, got.SourceRowID) + assert.Equal(t, rec.Data, got.Data) + assert.WithinDuration(t, rec.SourceTimestamp, got.SourceTimestamp, time.Second) + case <-time.After(2 * time.Second): + t.Fatal("timeout waiting for message on conn1") + } + + select { + case got := <-received2: + assert.Equal(t, rec.SourceKey.SourceNodeId, got.SourceKey.SourceNodeId) + assert.Equal(t, rec.SourceKey.SourcePath, got.SourceKey.SourcePath) + assert.Equal(t, rec.SourceRowID, got.SourceRowID) + assert.Equal(t, rec.Data, got.Data) + assert.WithinDuration(t, rec.SourceTimestamp, got.SourceTimestamp, time.Second) + case <-time.After(2 * time.Second): + t.Fatal("timeout waiting for message on conn2") + } + + err = conn1.close() + assert.NoError(t, err) + err = conn2.close() + assert.NoError(t, err) +} diff --git a/networking/forwarder/src/schema.go b/networking/forwarder/src/schema.go new file mode 100644 index 00000000..5022468d --- /dev/null +++ b/networking/forwarder/src/schema.go @@ -0,0 +1,72 @@ +package forwarder + +import ( + "context" + "time" +) + +type SourceKey struct { + SourceNodeId string `json:"source_node_id"` + SourcePath string `json:"source_path"` // db:table +} + +type TrackingData struct { + SourceKey + SourceRowID int64 `json:"source_row_id"` + SourceTimestamp time.Time `json:"source_timestamp"` +} +type RecordData struct { + TrackingData + Data map[string]interface{} `json:"data"` +} + +type BatchRecord struct { + Records []RecordData `json:"records"` +} + +type ForwardingPair struct { + source connection + sink connection +} + +type connection interface { + tail(handler func(record RecordData) error) + write(record RecordData) error + close() error + getType() string +} + +type LibP2PConnection interface { + connection + tailResend(handler func(record ResendRequest) error) + writeResend(record ResendRequest) error +} + +type SQLiteConnection interface { + connection + getLatestRowIds() (map[SourceKey]int64, error) + readRange(start, end int64) ([]RecordData, error) + getNodeId() string + getTablePath() string +} + +type GapRange struct { + Start int64 `json:"start"` + End int64 `json:"end"` +} +type ResendRequest struct { + SourceNodeID string `json:"source_node_id"` + SourcePath string `json:"source_path"` + Gaps []GapRange `json:"gaps"` +} + +type stateStoreInterface interface { + onRecord(record RecordData) + getWriteableMessages() []RecordData + getResendRequests() []ResendRequest + getCurrentGaps() map[SourceKey][]gap +} + +type Forwarder interface { + Start(ctx context.Context) error +} diff --git a/networking/forwarder/src/sqlite.go b/networking/forwarder/src/sqlite.go new file mode 100644 index 00000000..7a449f61 --- /dev/null +++ b/networking/forwarder/src/sqlite.go @@ -0,0 +1,649 @@ +package forwarder + +import ( + "database/sql" + "errors" + "fmt" + "log" + "reflect" + "sort" + "strconv" + "strings" + "sync" + "time" + + _ "github.com/mattn/go-sqlite3" +) + +type sqliteConnector struct { + db *sql.DB + tableName string + stop chan struct{} + wg sync.WaitGroup + pendingWrites []RecordData + mu sync.Mutex + nodeId string + tablePath string + // Cache the original columns (non-tracking columns) + originalColumns []string + columnTypes map[string]string +} + +func newSQLiteConnector(dbPath, tableName string) (*sqliteConnector, error) { + if tableName == "" { + return nil, errors.New("table name cannot be empty") + } + db, err := sql.Open("sqlite3", dbPath) + if err != nil { + return nil, err + } + _, err = db.Exec("PRAGMA journal_mode = WAL; PRAGMA synchronous = NORMAL; PRAGMA busy_timeout = 500; PRAGMA cache_size = -64000;") + if err != nil { + db.Close() + return nil, fmt.Errorf("failed to apply PRAGMA settings: %w", err) + } + + // Increase connection pool for better concurrency + db.SetMaxOpenConns(25) + db.SetMaxIdleConns(10) + db.SetConnMaxLifetime(5 * time.Minute) + + c := &sqliteConnector{ + db: db, + tableName: tableName, + stop: make(chan struct{}), + pendingWrites: []RecordData{}, + nodeId: GetNodeId(), + tablePath: dbPath + ":" + tableName, + columnTypes: make(map[string]string), + } + + // Get the table schema before adding tracking columns + err = c.loadTableSchema() + if err != nil && !strings.Contains(err.Error(), "no such table") { + db.Close() + return nil, err + } + + err = c.ensureTrackingColumns() + if err != nil { + db.Close() + return nil, err + } + + // Reload schema after ensuring tracking columns + err = c.loadTableSchema() + if err != nil { + db.Close() + return nil, err + } + + c.wg.Add(1) + go func() { + defer c.wg.Done() + c.writerLoop() + }() + return c, nil +} + +func (c *sqliteConnector) loadTableSchema() error { + rows, err := c.db.Query(fmt.Sprintf(`PRAGMA table_info("%s")`, c.tableName)) + if err != nil { + return err + } + defer rows.Close() + + trackingCols := make(map[string]bool) + for _, col := range []string{"source_node_id", "source_path", "source_row_id", "source_timestamp"} { + trackingCols[col] = true + } + + c.originalColumns = []string{} + c.columnTypes = make(map[string]string) + + for rows.Next() { + var cid int + var name string + var typ string + var notnull int + var dflt interface{} + var pk int + if err := rows.Scan(&cid, &name, &typ, ¬null, &dflt, &pk); err != nil { + return err + } + + c.columnTypes[name] = typ + + // Only include non-tracking columns in originalColumns + if !trackingCols[name] { + c.originalColumns = append(c.originalColumns, name) + } + } + + return nil +} + +func (c *sqliteConnector) getNodeId() string { + return c.nodeId +} + +func (c *sqliteConnector) getTablePath() string { + return c.tablePath +} + +func (c *sqliteConnector) writerLoop() { + ticker := time.NewTicker(50 * time.Millisecond) + defer ticker.Stop() + for { + select { + case <-ticker.C: + c.mu.Lock() + batch := c.pendingWrites + c.pendingWrites = nil + c.mu.Unlock() + if len(batch) > 0 { + if err := c.writeBatch(batch); err != nil { + log.Printf("Error writing batch: %v", err) + } + } + case <-c.stop: + c.mu.Lock() + batch := c.pendingWrites + c.pendingWrites = nil + c.mu.Unlock() + if len(batch) > 0 { + if err := c.writeBatch(batch); err != nil { + log.Printf("Error writing final batch: %v", err) + } + } + return + } + } +} + +func (c *sqliteConnector) writeBatch(records []RecordData) error { + if len(records) == 0 { + return nil + } + tx, err := c.db.Begin() + if err != nil { + return err + } + defer tx.Rollback() + + // Build column list: tracking columns + original columns + trackingCols := []string{"source_node_id", "source_path", "source_row_id", "source_timestamp"} + cols := append(trackingCols, c.originalColumns...) + colStr := strings.Join(cols, `", "`) + + places := make([]string, len(cols)) + for i := range places { + places[i] = "?" + } + singlePlace := "(" + strings.Join(places, ", ") + ")" + rowPlaces := make([]string, len(records)) + for i := range rowPlaces { + rowPlaces[i] = singlePlace + } + valuesStr := strings.Join(rowPlaces, ", ") + + query := fmt.Sprintf(`INSERT INTO "%s" ("%s") VALUES %s`, c.tableName, colStr, valuesStr) + + vals := make([]interface{}, 0, len(records)*len(cols)) + for _, rec := range records { + // Add tracking columns + vals = append(vals, rec.SourceNodeId, rec.SourcePath, rec.SourceRowID, rec.SourceTimestamp) + + // Add original column values from Data map + for _, col := range c.originalColumns { + if val, ok := rec.Data[col]; ok { + vals = append(vals, val) + } else { + vals = append(vals, nil) + } + } + } + + _, err = tx.Exec(query, vals...) + if err != nil { + return err + } + return tx.Commit() +} + +func (c *sqliteConnector) ensureTrackingColumns() error { + // Wrap table creation and alterations in a transaction for atomicity + tx, err := c.db.Begin() + if err != nil { + return err + } + defer tx.Rollback() + + // Check if table exists + var count int + err = tx.QueryRow(`SELECT count(*) FROM sqlite_master WHERE type = 'table' AND name = ?`, c.tableName).Scan(&count) + if err != nil { + return err + } + if count == 0 { + // Create table with only tracking columns initially + // The original schema should be defined by the first records written + typePairs := getJsonTagsWithSqliteTypes(reflect.TypeOf(TrackingData{})) + colDefs := make([]string, 0, len(typePairs)) + for _, pair := range typePairs { + colDefs = append(colDefs, fmt.Sprintf("%s %s", pair.name, pair.typeStr)) + } + createQuery := fmt.Sprintf(`CREATE TABLE "%s" (%s)`, c.tableName, strings.Join(colDefs, ", ")) + _, err := tx.Exec(createQuery) + if err != nil { + return err + } + } else { + // Table exists, ensure tracking columns + existing := make(map[string]bool) + rows, err := tx.Query(fmt.Sprintf(`PRAGMA table_info("%s")`, c.tableName)) + if err != nil { + return err + } + defer rows.Close() + for rows.Next() { + var cid int + var name string + var typ string + var notnull int + var dflt interface{} + var pk int + if err := rows.Scan(&cid, &name, &typ, ¬null, &dflt, &pk); err != nil { + return err + } + existing[name] = true + } + + typePairs := getJsonTagsWithSqliteTypes(reflect.TypeOf(TrackingData{})) + for _, pair := range typePairs { + if !existing[pair.name] { + if _, err := tx.Exec(fmt.Sprintf(`ALTER TABLE "%s" ADD COLUMN %s %s`, c.tableName, pair.name, pair.typeStr)); err != nil { + return err + } + } + } + } + + return tx.Commit() +} + +func (c *sqliteConnector) getLatestRowIds() (map[SourceKey]int64, error) { + keyCols := getJsonTagNames(reflect.TypeOf(SourceKey{})) + rowIdField := "SourceRowID" + rowIDCol := getFieldJsonTag(reflect.TypeOf(TrackingData{}), rowIdField) + if rowIDCol == "" { + return nil, fmt.Errorf("could not find field %s in TrackingData struct", rowIdField) + } + + selectCols := strings.Join(keyCols, ", ") + query := fmt.Sprintf(`SELECT %s, MAX(%s) FROM "%s" GROUP BY %s`, selectCols, rowIDCol, c.tableName, selectCols) + + rows, err := c.db.Query(query) + if err != nil { + return nil, err + } + defer rows.Close() + + m := make(map[SourceKey]int64) + for rows.Next() { + strPtrs := make([]*string, len(keyCols)) + scanArgs := make([]interface{}, 0, len(keyCols)+1) + for i := range keyCols { + var s string + strPtrs[i] = &s + scanArgs = append(scanArgs, &s) + } + var maxPtr int64 + scanArgs = append(scanArgs, &maxPtr) + if err := rows.Scan(scanArgs...); err != nil { + return nil, err + } + var key SourceKey + val := reflect.ValueOf(&key).Elem() + keyType := reflect.TypeOf(key) + for i, colName := range keyCols { + // find field with json tag = colName + for f := 0; f < keyType.NumField(); f++ { + field := keyType.Field(f) + tag := strings.Split(field.Tag.Get("json"), ",")[0] + if tag == "" { + tag = strings.ToLower(field.Name) + } + if tag == colName { + if strPtrs[i] != nil { + val.FieldByName(field.Name).SetString(*strPtrs[i]) + } + break + } + } + } + m[key] = maxPtr + } + return m, nil +} + +func (c *sqliteConnector) scanToRecord(rows *sql.Rows) (RecordData, int64, error) { + // Get column names from the result set + columns, err := rows.Columns() + if err != nil { + return RecordData{}, 0, err + } + + // Create scan destinations + scanArgs := make([]interface{}, len(columns)) + values := make([]interface{}, len(columns)) + for i := range values { + scanArgs[i] = &values[i] + } + + err = rows.Scan(scanArgs...) + if err != nil { + return RecordData{}, 0, err + } + + var rec RecordData + rec.Data = make(map[string]interface{}) + var rowID int64 + + // Process each column + for i, col := range columns { + val := values[i] + + // Handle NULL values + if val == nil { + continue + } + + // Convert []byte to appropriate type + if b, ok := val.([]byte); ok { + val = string(b) + } + + switch col { + case "source_node_id": + if s, ok := val.(string); ok { + rec.SourceNodeId = s + } + case "source_path": + if s, ok := val.(string); ok { + rec.SourcePath = s + } + case "source_row_id": + switch v := val.(type) { + case int64: + rec.SourceRowID = v + case int: + rec.SourceRowID = int64(v) + case string: + if parsed, err := strconv.ParseInt(v, 10, 64); err == nil { + rec.SourceRowID = parsed + } + } + case "source_timestamp": + switch v := val.(type) { + case time.Time: + rec.SourceTimestamp = v + case string: + if parsed, err := time.Parse(time.RFC3339Nano, v); err == nil { + rec.SourceTimestamp = parsed + } else if parsed, err := time.Parse("2006-01-02 15:04:05", v); err == nil { + rec.SourceTimestamp = parsed + } + } + case "rowid": + switch v := val.(type) { + case int64: + rowID = v + case int: + rowID = int64(v) + } + default: + // All other columns go into the Data map + rec.Data[col] = val + } + } + + return rec, rowID, nil +} + +func (c *sqliteConnector) readRange(start, end int64) ([]RecordData, error) { + // Select all columns plus rowid + query := fmt.Sprintf(`SELECT *, rowid FROM "%s" WHERE rowid >= ? AND rowid <= ? ORDER BY rowid`, c.tableName) + rows, err := c.db.Query(query, start, end) + if err != nil { + return nil, err + } + defer rows.Close() + + var records []RecordData + for rows.Next() { + rec, rowID, err := c.scanToRecord(rows) + if err != nil { + return nil, err + } + // Override tracking data so that this table is treated as the new source + rec.SourceNodeId = c.nodeId + rec.SourcePath = c.tablePath + rec.SourceRowID = rowID + rec.SourceTimestamp = time.Now() + records = append(records, rec) + } + return records, nil +} + +func (c *sqliteConnector) tail(handler func(record RecordData) error) { + c.wg.Add(1) + go func() { + defer c.wg.Done() + var last int64 + err := c.db.QueryRow(fmt.Sprintf(`SELECT IFNULL(MAX(rowid), 0) FROM "%s"`, c.tableName)).Scan(&last) + if err != nil { + last = 0 + } + // Prepare the statement outside the loop for efficiency + query := fmt.Sprintf(`SELECT *, rowid FROM "%s" WHERE rowid > ? ORDER BY rowid LIMIT ?`, c.tableName) + stmt, err := c.db.Prepare(query) + if err != nil { + log.Printf("Error preparing tail statement: %v", err) + return + } + defer stmt.Close() + + // Adaptive polling: start fast, slow down when idle + minPollInterval := 1 * time.Millisecond + maxPollInterval := 50 * time.Millisecond + currentInterval := minPollInterval + batchSize := 500 // Process records in larger batches for better throughput + + for { + select { + case <-c.stop: + return + default: + } + rows, err := stmt.Query(last, batchSize) + if err != nil { + time.Sleep(currentInterval) + continue + } + hadNew := false + recordCount := 0 + for rows.Next() { + rec, rowID, err := c.scanToRecord(rows) + if err != nil { + log.Printf("Error scanning record: %v", err) + break + } + // Override tracking data so that this table is treated as the new source + rec.SourceNodeId = c.nodeId + rec.SourcePath = c.tablePath + rec.SourceRowID = rowID + rec.SourceTimestamp = time.Now() + last = rowID + err = handler(rec) + if err != nil { + log.Printf("Error handling record: %v", err) + } + hadNew = true + recordCount++ + } + rows.Close() + + // Adaptive interval adjustment + if hadNew { + // Had records, speed up polling + currentInterval = minPollInterval + if recordCount == batchSize { + // Full batch, poll immediately + continue + } + } else { + // No records, slow down gradually + currentInterval = time.Duration(float64(currentInterval) * 1.5) + if currentInterval > maxPollInterval { + currentInterval = maxPollInterval + } + } + time.Sleep(currentInterval) + } + }() +} + +func (c *sqliteConnector) write(record RecordData) error { + // If we don't know the schema yet, try to infer it from the first record + if len(c.originalColumns) == 0 && len(record.Data) > 0 { + c.mu.Lock() + if len(c.originalColumns) == 0 { + // Infer columns from the data + for col := range record.Data { + c.originalColumns = append(c.originalColumns, col) + } + // Sort for consistency + sort.Strings(c.originalColumns) + + // Add columns to table if they don't exist + tx, err := c.db.Begin() + if err == nil { + defer tx.Rollback() + for col := range record.Data { + // Infer SQL type from Go type + sqlType := "TEXT" // default + switch record.Data[col].(type) { + case int, int32, int64: + sqlType = "INTEGER" + case float32, float64: + sqlType = "REAL" + case bool: + sqlType = "INTEGER" + } + + // Try to add column (will fail silently if it exists) + tx.Exec(fmt.Sprintf(`ALTER TABLE "%s" ADD COLUMN "%s" %s`, c.tableName, col, sqlType)) + } + tx.Commit() + } + } + c.mu.Unlock() + } + + c.mu.Lock() + c.pendingWrites = append(c.pendingWrites, record) + c.mu.Unlock() + return nil +} + +func (c *sqliteConnector) close() error { + close(c.stop) + c.wg.Wait() + return c.db.Close() +} + +func (c *sqliteConnector) getType() string { + return "sqlite" +} + +type typedPair struct { + name string + typeStr string +} + +func getJsonTagsWithSqliteTypes(t reflect.Type) []typedPair { + typePairs := []typedPair{} + for i := 0; i < t.NumField(); i++ { + f := t.Field(i) + if f.Anonymous { + typePairs = append(typePairs, getJsonTagsWithSqliteTypes(f.Type)...) + continue + } + tag := f.Tag.Get("json") + if tag == "-" { + continue + } + if tag != "" { + tag = strings.Split(tag, ",")[0] + } + if tag == "" { + tag = strings.ToLower(f.Name) + } + var sqlType string + switch f.Type.Kind() { + case reflect.String: + sqlType = "TEXT" + case reflect.Int, reflect.Int32, reflect.Int64: + sqlType = "INTEGER" + default: + if f.Type == reflect.TypeOf(time.Time{}) { + sqlType = "DATETIME" + } else { + sqlType = "BLOB" + } + } + typePairs = append(typePairs, typedPair{tag, sqlType}) + } + return typePairs +} + +func getJsonTagNames(t reflect.Type) []string { + cols := []string{} + for i := 0; i < t.NumField(); i++ { + f := t.Field(i) + if f.Anonymous { + cols = append(cols, getJsonTagNames(f.Type)...) + continue + } + tag := strings.Split(f.Tag.Get("json"), ",")[0] + if tag == "-" { + continue + } + if tag == "" { + tag = strings.ToLower(f.Name) + } + cols = append(cols, tag) + } + return cols +} + +func getFieldJsonTag(t reflect.Type, fieldName string) string { + for i := 0; i < t.NumField(); i++ { + f := t.Field(i) + if f.Anonymous { + if tag := getFieldJsonTag(f.Type, fieldName); tag != "" { + return tag + } + continue + } + if f.Name == fieldName { + tag := strings.Split(f.Tag.Get("json"), ",")[0] + if tag == "" { + return strings.ToLower(f.Name) + } + return tag + } + } + return "" +} diff --git a/networking/forwarder/src/sqlite_test.go b/networking/forwarder/src/sqlite_test.go new file mode 100644 index 00000000..12913948 --- /dev/null +++ b/networking/forwarder/src/sqlite_test.go @@ -0,0 +1,236 @@ +package forwarder + +import ( + "fmt" + "os" + "reflect" + "testing" + "time" + + "database/sql" + + _ "github.com/mattn/go-sqlite3" +) + +func TestNewSQLiteConnectorCreatesTable(t *testing.T) { + c, err := newSQLiteConnector(":memory:", "test_table") + if err != nil { + t.Fatalf("failed to create connector: %v", err) + } + defer c.close() + + rows, err := c.db.Query(`PRAGMA table_info("test_table")`) + if err != nil { + t.Fatalf("failed to query table info: %v", err) + } + defer rows.Close() + + expectedCols := map[string]string{ + "source_node_id": "TEXT", + "source_path": "TEXT", + "source_row_id": "INTEGER", + "source_timestamp": "DATETIME", + } + foundCols := make(map[string]string) + for rows.Next() { + var cid int + var name, typ string + var notnull int + var dflt interface{} + var pk int + if err := rows.Scan(&cid, &name, &typ, ¬null, &dflt, &pk); err != nil { + t.Fatalf("failed to scan: %v", err) + } + foundCols[name] = typ + } + if !reflect.DeepEqual(expectedCols, foundCols) { + t.Errorf("expected columns %v, got %v", expectedCols, foundCols) + } +} + +func TestEnsureTrackingColumnsAddsMissing(t *testing.T) { + db, err := sql.Open("sqlite3", ":memory:") + if err != nil { + t.Fatalf("failed to open db: %v", err) + } + _, err = db.Exec(`CREATE TABLE test_table (source_node_id TEXT, data TEXT)`) + if err != nil { + t.Fatalf("failed to create partial table: %v", err) + } + db.Close() + + tempDB := t.TempDir() + "/test.db" + db, err = sql.Open("sqlite3", tempDB) + if err != nil { + t.Fatalf("failed to open db: %v", err) + } + _, err = db.Exec(`CREATE TABLE test_table (source_node_id TEXT, data TEXT)`) + if err != nil { + t.Fatalf("failed to create partial table: %v", err) + } + db.Close() + + c, err := newSQLiteConnector(tempDB, "test_table") + if err != nil { + t.Fatalf("failed to create connector: %v", err) + } + defer c.close() + + rows, err := c.db.Query(`PRAGMA table_info("test_table")`) + if err != nil { + t.Fatalf("failed to query table info: %v", err) + } + defer rows.Close() + + expectedCols := []string{"source_node_id", "data", "source_path", "source_row_id", "source_timestamp"} + foundCols := []string{} + for rows.Next() { + var cid int + var name string + var typ string + var notnull int + var dflt interface{} + var pk int + if err := rows.Scan(&cid, &name, &typ, ¬null, &dflt, &pk); err != nil { + t.Fatalf("failed to scan: %v", err) + } + foundCols = append(foundCols, name) + } + if len(foundCols) != len(expectedCols) { + t.Errorf("expected %d columns, got %d: %v", len(expectedCols), len(foundCols), foundCols) + } +} + +func TestWriteAndReadRecord(t *testing.T) { + SetNodeId("node1") + c, err := newSQLiteConnector("test_write_and_read_db1", "table") + if err != nil { + t.Fatalf("failed to create connector: %v", err) + } + defer func() { + c.close() + os.Remove("test_write_and_read_db1") + }() + + rec := RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{ + SourceNodeId: "node1", + SourcePath: "test_write_and_read_db1:table", + }, + SourceRowID: 42, + SourceTimestamp: time.Now().UTC(), + }, + Data: map[string]interface{}{ + "key": "value", + "num": 123.45, + }, + } + if err := c.write(rec); err != nil { + t.Fatalf("failed to write: %v", err) + } + time.Sleep(200 * time.Millisecond) // Wait for flush + + records, err := c.readRange(1, 999) + if err != nil { + t.Fatalf("failed to read: %v", err) + } + if len(records) != 1 { + t.Fatalf("expected 1 record, got %d", len(records)) + } + got := records[0] + if got.SourceNodeId != rec.SourceNodeId || got.SourcePath != rec.SourcePath || got.SourceRowID != 1 { + t.Errorf("tracking data mismatch: got %+v, want %+v", got.TrackingData, rec.TrackingData) + } + if !reflect.DeepEqual(got.Data, rec.Data) { + t.Errorf("data mismatch: got %v, want %v", got.Data, rec.Data) + } +} + +func TestTailDetectsWrites(t *testing.T) { + SetNodeId("node2") + db, errDb := sql.Open("sqlite3", "tail_detects_writes_db2") + if errDb != nil { + t.Fatalf("failed to open db for alter: %v", errDb) + } + + _, errExec := db.Exec("CREATE TABLE table2 (test BOOLEAN)") + if errExec != nil { + t.Fatalf("failed to create table: %v", errExec) + } + db.Close() + + c, err := newSQLiteConnector("tail_detects_writes_db2", "table2") + if err != nil { + t.Fatalf("failed to create connector: %v", err) + } + defer c.close() + + ch := make(chan RecordData, 1) + c.tail(func(r RecordData) error { + ch <- r + return nil + }) + time.Sleep(100 * time.Millisecond) // Let tail start + + rec := RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node2", SourcePath: "tail_detects_writes_db2:table2"}, + SourceRowID: 100, + SourceTimestamp: time.Now().UTC(), + }, + Data: map[string]interface{}{"test": true}, + } + if err := c.write(rec); err != nil { + t.Fatalf("failed to write: %v", err) + } + time.Sleep(200 * time.Millisecond) // Wait for flush and tail poll + + select { + case got := <-ch: + if !reflect.DeepEqual(got.Data, rec.Data) { + t.Errorf("got %v, want %v", got, rec) + } + if got.SourceNodeId != rec.SourceNodeId || got.SourcePath != rec.SourcePath || got.SourceRowID != 1 { + t.Errorf("tracking data mismatch: got %+v, want %+v", got.TrackingData, rec.TrackingData) + } + case <-time.After(2 * time.Second): + t.Fatal("timeout waiting for tail handler") + } + os.Remove("tail_detects_writes_db2") + os.Remove("tail_detects_writes_db2-wal") + os.Remove("tail_detects_writes_db2-shm") + +} + +func TestBatchWriteMultipleEdge(t *testing.T) { + c, err := newSQLiteConnector(":memory:", "test_table") + if err != nil { + t.Fatalf("failed to create connector: %v", err) + } + defer c.close() + + for i := 0; i < 3; i++ { + rec := RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: fmt.Sprintf("node%d", i), SourcePath: ""}, + SourceRowID: int64(i), + SourceTimestamp: time.Time{}, + }, + Data: nil, // Edge: nil Data + } + if err := c.write(rec); err != nil { + t.Fatalf("failed to write: %v", err) + } + } + time.Sleep(200 * time.Millisecond) + + var count int + err = c.db.QueryRow(`SELECT COUNT(*) FROM "test_table"`).Scan(&count) + if err != nil { + t.Fatalf("failed to count: %v", err) + } + if count != 3 { + t.Errorf("expected 3 rows, got %d", count) + } +} diff --git a/networking/forwarder/src/state_store.go b/networking/forwarder/src/state_store.go new file mode 100644 index 00000000..f4dc960c --- /dev/null +++ b/networking/forwarder/src/state_store.go @@ -0,0 +1,240 @@ +package forwarder + +import ( + "sort" + "sync" + "time" +) + +const gracePeriod = 5 * time.Second + +type gap struct { + GapRange + firstSeen time.Time + lastRequestSent time.Time + timesRequestSent int +} + +type pendingRecordsRange struct { + start int64 + end int64 + records map[int64]RecordData +} + +func (g gap) isResendable() bool { + currentTime := time.Now() + if currentTime.Before(g.firstSeen.Add(gracePeriod)) { + return false + } + backoff := gracePeriod * (1 << g.timesRequestSent) + return currentTime.After(g.lastRequestSent.Add(backoff)) +} + +type stateStore struct { + mu sync.RWMutex + sourceKeyMu map[SourceKey]*sync.Mutex + lastContiguousRowId map[SourceKey]int64 + recordsToWrite []RecordData + gaps map[SourceKey][]gap + pending map[SourceKey][]pendingRecordsRange +} + +func newStateStore(lastWrittenRowId map[SourceKey]int64) *stateStore { + return &stateStore{ + lastContiguousRowId: lastWrittenRowId, + recordsToWrite: []RecordData{}, + gaps: make(map[SourceKey][]gap), + pending: make(map[SourceKey][]pendingRecordsRange), + sourceKeyMu: make(map[SourceKey]*sync.Mutex), + } +} + +func (s *stateStore) onRecord(record RecordData) { + sk := SourceKey{SourceNodeId: record.SourceNodeId, SourcePath: record.SourcePath} + + s.mu.Lock() + if _, ok := s.sourceKeyMu[sk]; !ok { + s.sourceKeyMu[sk] = &sync.Mutex{} + if _, ok := s.lastContiguousRowId[sk]; !ok { + s.lastContiguousRowId[sk] = 0 + } + s.gaps[sk] = []gap{} + s.pending[sk] = []pendingRecordsRange{} + } + s.mu.Unlock() + s.sourceKeyMu[sk].Lock() + defer s.sourceKeyMu[sk].Unlock() + l := s.lastContiguousRowId[sk] + r := record.SourceRowID + if r <= l { + return + } + + for _, ru := range s.pending[sk] { + if _, has := ru.records[r]; has { + return + } + } + + currentHighest := l + for _, ru := range s.pending[sk] { + if ru.end > currentHighest { + currentHighest = ru.end + } + } + + gaps := s.gaps[sk] + newGaps := []gap{} + filled := false + for _, g := range gaps { + if g.Start <= r && r <= g.End { + filled = true + if g.Start < r { + newGaps = append(newGaps, gap{GapRange: GapRange{Start: g.Start, End: r - 1}, firstSeen: g.firstSeen, lastRequestSent: g.lastRequestSent, timesRequestSent: g.timesRequestSent}) + } + if r < g.End { + newGaps = append(newGaps, gap{GapRange: GapRange{Start: r + 1, End: g.End}, firstSeen: g.firstSeen, lastRequestSent: g.lastRequestSent, timesRequestSent: g.timesRequestSent}) + } + } else { + newGaps = append(newGaps, g) + } + } + s.gaps[sk] = mergeGaps(newGaps) + + if !filled && r > currentHighest+1 { + gr := GapRange{Start: currentHighest + 1, End: r - 1} + if gr.Start <= gr.End { + newG := gap{GapRange: gr, firstSeen: time.Now(), lastRequestSent: time.Time{}, timesRequestSent: 0} + s.gaps[sk] = append(s.gaps[sk], newG) + s.gaps[sk] = mergeGaps(s.gaps[sk]) + } + } + newRun := pendingRecordsRange{start: r, end: r, records: map[int64]RecordData{r: record}} + s.pending[sk] = addPending(s.pending[sk], newRun) + + var toWrite []RecordData + runs := s.pending[sk] + for len(runs) > 0 && runs[0].start == s.lastContiguousRowId[sk]+1 { + ru := runs[0] + for id := ru.start; id <= ru.end; id++ { + toWrite = append(toWrite, ru.records[id]) + } + s.lastContiguousRowId[sk] = ru.end + s.pending[sk] = runs[1:] + runs = s.pending[sk] + } + + if len(toWrite) > 0 { + s.mu.Lock() + s.recordsToWrite = append(s.recordsToWrite, toWrite...) + s.mu.Unlock() + } +} + +func (s *stateStore) getWriteableMessages() []RecordData { + s.mu.Lock() + defer s.mu.Unlock() + records := s.recordsToWrite[:] + s.recordsToWrite = []RecordData{} + return records +} + +func (s *stateStore) getResendRequests() []ResendRequest { + s.mu.RLock() + keys := make([]SourceKey, 0, len(s.gaps)) + for k := range s.gaps { + keys = append(keys, k) + } + s.mu.RUnlock() + + resendRequests := []ResendRequest{} + for _, sk := range keys { + if _, ok := s.sourceKeyMu[sk]; !ok { + continue + } + s.sourceKeyMu[sk].Lock() + gaps, ok := s.gaps[sk] + if !ok { + s.sourceKeyMu[sk].Unlock() + continue + } + gapRanges := []GapRange{} + for i := range gaps { + if gaps[i].isResendable() { + gapRanges = append(gapRanges, gaps[i].GapRange) + gaps[i].lastRequestSent = time.Now() + gaps[i].timesRequestSent++ + } + } + if len(gapRanges) > 0 { + resendRequests = append(resendRequests, ResendRequest{ + SourceNodeID: sk.SourceNodeId, + SourcePath: sk.SourcePath, + Gaps: gapRanges, + }) + } + s.sourceKeyMu[sk].Unlock() + } + return resendRequests +} + +func (s *stateStore) getCurrentGaps() map[SourceKey][]gap { + s.mu.RLock() + defer s.mu.RUnlock() + copied := make(map[SourceKey][]gap, len(s.gaps)) + for k, v := range s.gaps { + gapCopy := make([]gap, len(v)) + copy(gapCopy, v) + copied[k] = gapCopy + } + return copied +} + +func addPending(pending []pendingRecordsRange, newPending pendingRecordsRange) []pendingRecordsRange { + temp := append(append([]pendingRecordsRange{}, pending...), newPending) + sort.Slice(temp, func(i, j int) bool { return temp[i].start < temp[j].start }) + merged := []pendingRecordsRange{} + for _, p := range temp { + if len(merged) == 0 || merged[len(merged)-1].end+1 < p.start { + merged = append(merged, p) + continue + } + lastIdx := len(merged) - 1 + if merged[lastIdx].end < p.end { + merged[lastIdx].end = p.end + } + for k, v := range p.records { + merged[lastIdx].records[k] = v + } + } + return merged +} + +func mergeGaps(gaps []gap) []gap { + if len(gaps) == 0 { + return gaps + } + sort.Slice(gaps, func(i, j int) bool { return gaps[i].Start < gaps[j].Start }) + merged := []gap{gaps[0]} + for _, g := range gaps[1:] { + lastIdx := len(merged) - 1 + last := merged[lastIdx] + if last.End+1 >= g.Start { + if last.End < g.End { + merged[lastIdx].End = g.End + } + if g.firstSeen.Before(last.firstSeen) { + merged[lastIdx].firstSeen = g.firstSeen + } + if g.lastRequestSent.After(last.lastRequestSent) { + merged[lastIdx].lastRequestSent = g.lastRequestSent + } + if g.timesRequestSent > last.timesRequestSent { + merged[lastIdx].timesRequestSent = g.timesRequestSent + } + } else { + merged = append(merged, g) + } + } + return merged +} diff --git a/networking/forwarder/src/state_store_test.go b/networking/forwarder/src/state_store_test.go new file mode 100644 index 00000000..c0a050f3 --- /dev/null +++ b/networking/forwarder/src/state_store_test.go @@ -0,0 +1,283 @@ +package forwarder + +import ( + "testing" + "time" +) + +func TestInOrderMessages_SingleSource(t *testing.T) { + store := newStateStore(make(map[SourceKey]int64)) + sk := SourceKey{"node1", "path1"} + + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: 1, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: 2, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: 3, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + + writeable := store.getWriteableMessages() + if len(writeable) != 3 || writeable[0].SourceRowID != 1 || writeable[1].SourceRowID != 2 || writeable[2].SourceRowID != 3 { + t.Errorf("Expected 3 contiguous messages, got %v", writeable) + } + + gaps := store.getCurrentGaps()[sk] + if len(gaps) != 0 { + t.Errorf("Expected no gaps, got %v", gaps) + } + + if store.lastContiguousRowId[sk] != 3 { + t.Errorf("Expected lastContiguous=3, got %d", store.lastContiguousRowId[sk]) + } +} + +func TestOutOfOrder_CreateGapThenFill(t *testing.T) { + store := newStateStore(make(map[SourceKey]int64)) + sk := SourceKey{"node1", "path1"} + + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: 1, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: 3, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + + gaps := store.getCurrentGaps()[sk] + if len(gaps) != 1 || gaps[0].Start != 2 || gaps[0].End != 2 { + t.Errorf("Expected gap [2,2], got %v", gaps) + } + + writeable := store.getWriteableMessages() + if len(writeable) != 1 || writeable[0].SourceRowID != 1 { + t.Errorf("Expected only 1 written, got %v", writeable) + } + + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: 2, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + + writeable = store.getWriteableMessages() + if len(writeable) != 2 || writeable[0].SourceRowID != 2 || writeable[1].SourceRowID != 3 { + t.Errorf("Expected 1 and 2 written, got %v", writeable) + } + + gaps = store.getCurrentGaps()[sk] + if len(gaps) != 0 { + t.Errorf("Expected no gaps after fill, got %v", gaps) + } + + if store.lastContiguousRowId[sk] != 3 { + t.Errorf("Expected lastContiguous=3, got %d", store.lastContiguousRowId[sk]) + } +} + +func TestFillMiddleOfGap_Split(t *testing.T) { + store := newStateStore(make(map[SourceKey]int64)) + sk := SourceKey{"node1", "path1"} + + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: 1, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: 5, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + + gaps := store.getCurrentGaps()[sk] + if len(gaps) != 1 || gaps[0].Start != 2 || gaps[0].End != 4 { + t.Errorf("Expected gap [1,4], got %v", gaps) + } + + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: 3, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + + gaps = store.getCurrentGaps()[sk] + if len(gaps) != 2 || gaps[0].Start != 2 || gaps[0].End != 2 || gaps[1].Start != 4 || gaps[1].End != 4 { + t.Errorf("Expected gaps [1,1] and [3,4], got %v", gaps) + } + + writeable := store.getWriteableMessages() + if len(writeable) != 1 || writeable[0].SourceRowID != 1 { + t.Errorf("Expected only 0 written, got %v", writeable) + } + + if len(store.pending[sk]) != 2 { + t.Errorf("Expected 2 pending runs, got %d", len(store.pending[sk])) + } +} + +func TestMultipleRuns_FillConnectingGap_MergeAndPartialAdvance(t *testing.T) { + store := newStateStore(make(map[SourceKey]int64)) + sk := SourceKey{"node1", "path1"} + + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: 1, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: 2, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: 4, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: 5, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: 7, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + + gaps := store.getCurrentGaps()[sk] + if len(gaps) != 2 || gaps[0].Start != 3 || gaps[0].End != 3 || gaps[1].Start != 6 || gaps[1].End != 6 { + t.Errorf("Expected gaps [3,3],[6,6], got %v", gaps) + } + + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: 3, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + + writeable := store.getWriteableMessages() + if len(writeable) != 5 || writeable[4].SourceRowID != 5 { + t.Errorf("Expected 1-5 written, got %v", writeable) + } + + gaps = store.getCurrentGaps()[sk] + if len(gaps) != 1 || gaps[0].Start != 6 || gaps[0].End != 6 { + t.Errorf("Expected gap [6,6], got %v", gaps) + } + + if store.lastContiguousRowId[sk] != 5 { + t.Errorf("Expected lastContiguous=5, got %d", store.lastContiguousRowId[sk]) + } + + if len(store.pending[sk]) != 1 || store.pending[sk][0].start != 7 { + t.Errorf("Expected pending [7,7], got %v", store.pending[sk]) + } +} + +func TestInitialHighRowID_CreateGap_IgnoreDuplicateAndOld(t *testing.T) { + store := newStateStore(make(map[SourceKey]int64)) + sk := SourceKey{"node1", "path1"} + + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: 3, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + + gaps := store.getCurrentGaps()[sk] + if len(gaps) != 1 || gaps[0].Start != 1 || gaps[0].End != 2 { + t.Errorf("Expected gap [1,2], got %v", gaps) + } + + writeable := store.getWriteableMessages() + if len(writeable) != 0 { + t.Errorf("Expected no writeable, got %v", writeable) + } + + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: 3, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + + if len(store.pending[sk]) != 1 || len(store.pending[sk][0].records) != 1 { + t.Errorf("Duplicate added unexpectedly") + } + + store.onRecord(RecordData{ + TrackingData: TrackingData{ + SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, + SourceRowID: -1, + SourceTimestamp: time.Now(), + }, + Data: nil, + }) + + if store.lastContiguousRowId[sk] != 0 { + t.Errorf("Old message affected lastContiguous") + } +} diff --git a/networking/.gitignore b/networking/topology/.gitignore similarity index 100% rename from networking/.gitignore rename to networking/topology/.gitignore diff --git a/networking/Cargo.lock b/networking/topology/Cargo.lock similarity index 100% rename from networking/Cargo.lock rename to networking/topology/Cargo.lock diff --git a/networking/Cargo.toml b/networking/topology/Cargo.toml similarity index 100% rename from networking/Cargo.toml rename to networking/topology/Cargo.toml diff --git a/networking/pyproject.toml b/networking/topology/pyproject.toml similarity index 95% rename from networking/pyproject.toml rename to networking/topology/pyproject.toml index b2f433b7..f2e82e89 100644 --- a/networking/pyproject.toml +++ b/networking/topology/pyproject.toml @@ -2,7 +2,6 @@ name = "exo-networking" version = "0.1.0" description = "Add your description here" -readme = "README.md" authors = [ { name = "Arbion Halili", email = "99731180+ToxicPine@users.noreply.github.com" } ] diff --git a/networking/src/lib.rs b/networking/topology/src/lib.rs similarity index 100% rename from networking/src/lib.rs rename to networking/topology/src/lib.rs diff --git a/networking/src/networking/__init__.py b/networking/topology/src/networking/__init__.py similarity index 100% rename from networking/src/networking/__init__.py rename to networking/topology/src/networking/__init__.py diff --git a/networking/src/networking/_core.pyi b/networking/topology/src/networking/_core.pyi similarity index 100% rename from networking/src/networking/_core.pyi rename to networking/topology/src/networking/_core.pyi diff --git a/pyproject.toml b/pyproject.toml index 6b3c4719..d4573c85 100644 --- 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shared/tests/test_sqlite_connector.py | 62 +++++-- shared/types/api.py | 35 +++- shared/types/events/chunks.py | 35 +--- shared/types/events/events.py | 3 +- shared/types/tasks/common.py | 38 +--- shared/types/tasks/request.py | 12 ++ uv.lock | 24 +++ worker/main.py | 5 +- worker/runner/runner_supervisor.py | 13 +- worker/tests/conftest.py | 3 +- worker/tests/test_supervisor.py | 16 +- worker/tests/test_worker_handlers.py | 6 +- 18 files changed, 527 insertions(+), 284 deletions(-) create mode 100644 master/tests/api_utils_test.py create mode 100644 master/tests/test_api.py create mode 100644 shared/types/tasks/request.py diff --git a/master/api.py b/master/api.py index 2751f2df..219b5f57 100644 --- a/master/api.py +++ b/master/api.py @@ -1,25 +1,157 @@ -from typing import Protocol +import asyncio +import time +from asyncio.queues import Queue +from collections.abc import AsyncGenerator +from typing import List, Optional, Sequence, final -from shared.types.graphs.topology import Topology -from shared.types.models import ModelId, ModelMetadata -from shared.types.worker.common import InstanceId -from shared.types.worker.downloads import DownloadProgress -from shared.types.worker.instances import Instance +import uvicorn +from fastapi import FastAPI +from fastapi.responses import StreamingResponse +from pydantic import BaseModel + +from shared.db.sqlite.connector import AsyncSQLiteEventStorage +from shared.types.events.chunks import TokenChunk +from shared.types.events.components import EventFromEventLog +from shared.types.events.events import ChunkGenerated +from shared.types.events.registry import Event +from shared.types.tasks.common import ChatCompletionTaskParams +from shared.types.tasks.request import APIRequest, RequestId -class ClusterAPI(Protocol): - def get_topology(self) -> Topology: ... +class Message(BaseModel): + role: str + content: str - def list_instances(self) -> list[Instance]: ... +class StreamingChoiceResponse(BaseModel): + index: int + delta: Message + finish_reason: Optional[str] = None - def get_instance(self, instance_id: InstanceId) -> Instance: ... - def create_instance(self, model_id: ModelId) -> InstanceId: ... +class ChatCompletionResponse(BaseModel): + id: str + object: str = "chat.completion" + created: int + model: str + choices: List[StreamingChoiceResponse] - def remove_instance(self, instance_id: InstanceId) -> None: ... +def chunk_to_response(chunk: TokenChunk) -> ChatCompletionResponse: + return ChatCompletionResponse( + id='abc', + created=int(time.time()), + model='idk', + choices=[ + StreamingChoiceResponse( + index=0, + delta=Message( + role='assistant', + content=chunk.text + ), + finish_reason=chunk.finish_reason + ) + ] + ) - def get_model_metadata(self, model_id: ModelId) -> ModelMetadata: ... - def download_model(self, model_id: ModelId) -> None: ... +@final +class API: + def __init__(self, command_queue: Queue[APIRequest], global_events: AsyncSQLiteEventStorage) -> None: + self._app = FastAPI() + self._setup_routes() - def get_download_progress(self, model_id: ModelId) -> DownloadProgress: ... + self.command_queue = command_queue + self.global_events = global_events + + def _setup_routes(self) -> None: + # self._app.get("/topology/control_plane")(self.get_control_plane_topology) + # self._app.get("/topology/data_plane")(self.get_data_plane_topology) + # self._app.get("/instances/list")(self.list_instances) + # self._app.post("/instances/create")(self.create_instance) + # self._app.get("/instance/{instance_id}/read")(self.get_instance) + # self._app.delete("/instance/{instance_id}/delete")(self.remove_instance) + # self._app.get("/model/{model_id}/metadata")(self.get_model_data) + # self._app.post("/model/{model_id}/instances")(self.get_instances_by_model) + self._app.post("/v1/chat/completions")(self.chat_completions) + + @property + def app(self) -> FastAPI: + return self._app + + # def get_control_plane_topology(self): + # return {"message": "Hello, World!"} + + # def get_data_plane_topology(self): + # return {"message": "Hello, World!"} + + # def get_model_metadata(self, model_id: ModelId) -> ModelMetadata: ... + + # def download_model(self, model_id: ModelId) -> None: ... + + # def list_instances(self): + # return {"message": "Hello, World!"} + + # def create_instance(self, model_id: ModelId) -> InstanceId: ... + + # def get_instance(self, instance_id: InstanceId) -> Instance: ... + + # def remove_instance(self, instance_id: InstanceId) -> None: ... + + # def get_model_data(self, model_id: ModelId) -> ModelInfo: ... + + # def get_instances_by_model(self, model_id: ModelId) -> list[Instance]: ... + + async def _generate_chat_stream(self, payload: ChatCompletionTaskParams) -> AsyncGenerator[str, None]: + """Generate chat completion stream as JSON strings.""" + events = await self.global_events.get_events_since(0) + prev_idx = await self.global_events.get_last_idx() + + # At the moment, we just create the task in the API. + # In the future, a `Request` will be created here and they will be bundled into `Task` objects by the master. + request_id=RequestId() + + request = APIRequest( + request_id=request_id, + request_params=payload, + ) + await self.command_queue.put(request) + + finished = False + while not finished: + await asyncio.sleep(0.01) + + events: Sequence[EventFromEventLog[Event]] = await self.global_events.get_events_since(prev_idx) + # TODO: Can do this with some better functionality to tail event log into an AsyncGenerator. + prev_idx = events[-1].idx_in_log if events else prev_idx + + for wrapped_event in events: + event = wrapped_event.event + if isinstance(event, ChunkGenerated) and event.request_id == request_id: + assert isinstance(event.chunk, TokenChunk) + chunk_response: ChatCompletionResponse = chunk_to_response(event.chunk) + print(chunk_response) + yield f"data: {chunk_response.model_dump_json()}\n\n" + + if event.chunk.finish_reason is not None: + yield "data: [DONE]" + finished = True + + return + + async def chat_completions(self, payload: ChatCompletionTaskParams) -> StreamingResponse: + """Handle chat completions with proper streaming response.""" + return StreamingResponse( + self._generate_chat_stream(payload), + media_type="text/plain" + ) + + + +def start_fastapi_server( + command_queue: Queue[APIRequest], + global_events: AsyncSQLiteEventStorage, + host: str = "0.0.0.0", + port: int = 8000, +): + api = API(command_queue, global_events) + + uvicorn.run(api.app, host=host, port=port) \ No newline at end of file diff --git a/master/main.py b/master/main.py index 8e4dadeb..37949c27 100644 --- a/master/main.py +++ b/master/main.py @@ -1,171 +1,97 @@ -from contextlib import asynccontextmanager -from logging import Logger, LogRecord -from queue import Queue as PQueue +import asyncio +import threading +from asyncio.queues import Queue +from logging import Logger -from fastapi import FastAPI - -from master.env import MasterEnvironmentSchema -from master.logging import ( - MasterUninitializedLogEntry, -) -from shared.constants import EXO_MASTER_STATE -from shared.event_loops.main import NodeEventLoopProtocol -from shared.logger import ( - FilterLogByType, - LogEntryType, - attach_to_queue, - configure_logger, - create_queue_listener, - log, -) -from shared.types.models import ModelId, ModelMetadata -from shared.types.state import State -from shared.types.worker.common import InstanceId -from shared.types.worker.instances import Instance +from master.api import start_fastapi_server +from shared.db.sqlite.config import EventLogConfig +from shared.db.sqlite.connector import AsyncSQLiteEventStorage +from shared.db.sqlite.event_log_manager import EventLogManager +from shared.types.common import NodeId +from shared.types.events.chunks import TokenChunk +from shared.types.events.events import ChunkGenerated +from shared.types.tasks.request import APIRequest, RequestId -# Restore State -def get_state(logger: Logger) -> State: - if EXO_MASTER_STATE.exists(): - with open(EXO_MASTER_STATE, "r") as f: - return State.model_validate_json(f.read()) - else: - log(logger, MasterUninitializedLogEntry()) - return State() +## TODO: Hook this up properly +async def fake_tokens_task(events_log: AsyncSQLiteEventStorage, request_id: RequestId): + model_id = "testmodelabc" + + for i in range(10): + await asyncio.sleep(0.1) + + # Create the event with proper types and consistent IDs + chunk_event = ChunkGenerated( + request_id=request_id, + chunk=TokenChunk( + request_id=request_id, # Use the same task_id + idx=i, + model=model_id, # Use the same model_id + text=f'text{i}', + token_id=i + ) + ) + + # ChunkGenerated needs to be cast to the expected BaseEvent type + await events_log.append_events( + [chunk_event], + origin=NodeId() + ) + await asyncio.sleep(0.1) -# FastAPI Dependencies -def check_env_vars_defined(data: object, logger: Logger) -> MasterEnvironmentSchema: - if not isinstance(data, MasterEnvironmentSchema): - raise RuntimeError("Environment Variables Not Found") - return data + # Create the event with proper types and consistent IDs + chunk_event = ChunkGenerated( + request_id=request_id, + chunk=TokenChunk( + request_id=request_id, # Use the same task_id + idx=11, + model=model_id, # Use the same model_id + text=f'text{11}', + token_id=11, + finish_reason='stop' + ) + ) - -def get_state_dependency(data: object, logger: Logger) -> State: - if not isinstance(data, State): - raise RuntimeError("Master State Not Found") - return data - - -# Takes Care Of All States And Events Related To The Master -class MasterEventLoopProtocol(NodeEventLoopProtocol): ... - - -@asynccontextmanager -async def lifespan(app: FastAPI): - logger = configure_logger("master") - - telemetry_queue: PQueue[LogRecord] = PQueue() - metrics_queue: PQueue[LogRecord] = PQueue() - cluster_queue: PQueue[LogRecord] = PQueue() - - attach_to_queue( - logger, - [ - FilterLogByType(log_types={LogEntryType.telemetry}), - ], - telemetry_queue, - ) - attach_to_queue( - logger, - [ - FilterLogByType(log_types={LogEntryType.metrics}), - ], - metrics_queue, - ) - attach_to_queue( - logger, - [ - FilterLogByType(log_types={LogEntryType.cluster}), - ], - cluster_queue, + # ChunkGenerated needs to be cast to the expected BaseEvent type + await events_log.append_events( + [chunk_event], + origin=NodeId() ) - # TODO: Add Handlers For Pushing Logs To Remote Services - telemetry_listener = create_queue_listener(telemetry_queue, []) - metrics_listener = create_queue_listener(metrics_queue, []) - cluster_listener = create_queue_listener(cluster_queue, []) - - telemetry_listener.start() - metrics_listener.start() - cluster_listener.start() - - # # Get validated environment - # env = get_validated_env(MasterEnvironmentSchema, logger) - - # # Initialize event log manager (creates both worker and global event DBs) - # event_log_config = EventLogConfig() # Uses default config - # event_log_manager = EventLogManager( - # config=event_log_config, - # logger=logger - # ) - # await event_log_manager.initialize() - - # # Store for use in API handlers - # app.state.event_log_manager = event_log_manager - - # # Initialize forwarder if configured - # if env.FORWARDER_BINARY_PATH: - # forwarder_supervisor = ForwarderSupervisor( - # forwarder_binary_path=env.FORWARDER_BINARY_PATH, - # logger=logger - # ) - # # Start as replica by default (until elected) - # await forwarder_supervisor.start_as_replica() - - # # Create election callbacks for Rust election system - # election_callbacks = ElectionCallbacks( - # forwarder_supervisor=forwarder_supervisor, - # logger=logger - # ) - - # # Make callbacks available for Rust code to invoke - # app.state.election_callbacks = election_callbacks - - # # Log status - # logger.info( - # f"Forwarder supervisor initialized. Running: {forwarder_supervisor.is_running}" - # ) - # else: - # logger.warning("No forwarder binary path configured") - # forwarder_supervisor = None - # initial_state = get_master_state(logger) - # app.state.master_event_loop = MasterEventLoop() - # await app.state.master_event_loop.start() - - yield - - # await app.state.master_event_loop.stop() -app = FastAPI(lifespan=lifespan) +async def main(): + logger = Logger(name='master_logger') + + event_log_manager = EventLogManager(EventLogConfig(), logger=logger) + await event_log_manager.initialize() + global_events: AsyncSQLiteEventStorage = event_log_manager.global_events + + command_queue: Queue[APIRequest] = asyncio.Queue() + + api_thread = threading.Thread( + target=start_fastapi_server, + args=( + command_queue, + global_events, + ), + daemon=True + ) + api_thread.start() + print('Running FastAPI server in a separate thread. Listening on port 8000.') + + while True: + # master loop + if not command_queue.empty(): + command = await command_queue.get() + + print(command) + + await fake_tokens_task(global_events, request_id=command.request_id) + + await asyncio.sleep(0.01) -@app.get("/topology") -def get_topology(): - return {"message": "Hello, World!"} - - -@app.get("/instances/list") -def list_instances(): - return {"message": "Hello, World!"} - - -@app.post("/instances/create") -def create_instance(model_id: ModelId) -> InstanceId: ... - - -@app.get("/instance/{instance_id}/read") -def get_instance(instance_id: InstanceId) -> Instance: ... - - -@app.delete("/instance/{instance_id}/delete") -def remove_instance(instance_id: InstanceId) -> None: ... - - -@app.get("/model/{model_id}/metadata") -def get_model_metadata(model_id: ModelId) -> ModelMetadata: ... - - -@app.post("/model/{model_id}/instances") -def get_instances_by_model(model_id: ModelId) -> list[Instance]: ... +if __name__ == "__main__": + asyncio.run(main()) \ No newline at end of file diff --git a/master/pyproject.toml b/master/pyproject.toml index b8912679..d1343631 100644 --- a/master/pyproject.toml +++ b/master/pyproject.toml @@ -7,6 +7,7 @@ requires-python = ">=3.13" dependencies = [ "exo-shared", "fastapi>=0.116.0", + "uvicorn>=0.35.0", ] [build-system] diff --git a/master/tests/api_utils_test.py b/master/tests/api_utils_test.py new file mode 100644 index 00000000..a51622d1 --- /dev/null +++ b/master/tests/api_utils_test.py @@ -0,0 +1,78 @@ +import asyncio +import functools +from typing import ( + Any, + AsyncGenerator, + Awaitable, + Callable, + Coroutine, + ParamSpec, + TypeVar, + final, +) + +import openai +import pytest +from openai._streaming import AsyncStream +from openai.types.chat import ( + ChatCompletionMessageParam, +) +from openai.types.chat.chat_completion_chunk import ChatCompletionChunk, Choice + +from master.main import main as master_main + +_P = ParamSpec("_P") +_R = TypeVar("_R") + +OPENAI_API_KEY: str = "" +OPENAI_API_URL: str = "http://0.0.0.0:8000/v1" + +def with_master_main( + func: Callable[_P, Awaitable[_R]] +) -> Callable[_P, Coroutine[Any, Any, _R]]: + @pytest.mark.asyncio + @functools.wraps(func) + async def wrapper(*args: _P.args, **kwargs: _P.kwargs) -> _R: + master_task = asyncio.create_task(master_main()) + try: + return await func(*args, **kwargs) + finally: + master_task.cancel() + with pytest.raises(asyncio.CancelledError): + await master_task + return wrapper + +@final +class ChatMessage: + """Strictly-typed chat message for OpenAI API.""" + def __init__(self, role: str, content: str) -> None: + self.role = role + self.content = content + + def to_openai(self) -> ChatCompletionMessageParam: + if self.role == "user": + return {"role": "user", "content": self.content} # type: ChatCompletionUserMessageParam + elif self.role == "assistant": + return {"role": "assistant", "content": self.content} # type: ChatCompletionAssistantMessageParam + elif self.role == "system": + return {"role": "system", "content": self.content} # type: ChatCompletionSystemMessageParam + else: + raise ValueError(f"Unsupported role: {self.role}") + +async def stream_chatgpt_response( + messages: list[ChatMessage], + model: str = "gpt-3.5-turbo", +) -> AsyncGenerator[Choice, None]: + client = openai.AsyncOpenAI( + api_key=OPENAI_API_KEY, + base_url=OPENAI_API_URL, + ) + openai_messages: list[ChatCompletionMessageParam] = [m.to_openai() for m in messages] + stream: AsyncStream[ChatCompletionChunk] = await client.chat.completions.create( + model=model, + messages=openai_messages, + stream=True, + ) + async for chunk in stream: + for choice in chunk.choices: + yield choice diff --git a/master/tests/test_api.py b/master/tests/test_api.py new file mode 100644 index 00000000..7fd01916 --- /dev/null +++ b/master/tests/test_api.py @@ -0,0 +1,47 @@ +import asyncio + +import pytest + +from master.tests.api_utils_test import ( + ChatMessage, + stream_chatgpt_response, + with_master_main, +) + + +@with_master_main +@pytest.mark.asyncio +async def test_master_api_multiple_response_sequential() -> None: + messages = [ + ChatMessage(role="user", content="Hello, who are you?") + ] + token_count = 0 + text: str = "" + async for choice in stream_chatgpt_response(messages): + print(choice, flush=True) + if choice.delta and choice.delta.content: + text += choice.delta.content + token_count += 1 + if choice.finish_reason: + break + + assert token_count >= 3, f"Expected at least 3 tokens, got {token_count}" + assert len(text) > 0, "Expected non-empty response text" + + await asyncio.sleep(0.1) + + messages = [ + ChatMessage(role="user", content="What time is it in France?") + ] + token_count = 0 + text = "" # re-initialize, do not redeclare type + async for choice in stream_chatgpt_response(messages): + print(choice, flush=True) + if choice.delta and choice.delta.content: + text += choice.delta.content + token_count += 1 + if choice.finish_reason: + break + + assert token_count >= 3, f"Expected at least 3 tokens, got {token_count}" + assert len(text) > 0, "Expected non-empty response text" diff --git a/shared/db/sqlite/connector.py b/shared/db/sqlite/connector.py index 44de9efd..4b40cf9b 100644 --- a/shared/db/sqlite/connector.py +++ b/shared/db/sqlite/connector.py @@ -116,6 +116,27 @@ class AsyncSQLiteEventStorage: )) return events + + async def get_last_idx(self) -> int: + if self._closed: + raise RuntimeError("Storaged is closed") + + assert self._engine is not None + + async with AsyncSession(self._engine) as session: + result = await session.execute( + text("SELECT rowid, origin, event_data FROM events ORDER BY rowid DESC LIMIT 1"), + {} + ) + rows = result.fetchall() + + if len(rows) == 0: + return 0 + if len(rows) == 1: + row = rows[0] + return cast(int, row[0]) + else: + raise AssertionError("There should have been at most 1 row returned from this SQL query.") async def close(self) -> None: """Close the storage connection and cleanup resources.""" @@ -211,12 +232,12 @@ class AsyncSQLiteEventStorage: try: async with AsyncSession(self._engine) as session: - for event, origin in batch: + for event, origin in batch: stored_event = StoredEvent( origin=str(origin.uuid), - event_type=str(event.event_type), + event_type=event.event_type, event_id=str(event.event_id), - event_data=event.model_dump(mode='json') # mode='json' ensures UUID conversion + event_data=event.model_dump(mode='json') # Serialize UUIDs and other objects to JSON-compatible strings ) session.add(stored_event) diff --git a/shared/tests/test_sqlite_connector.py b/shared/tests/test_sqlite_connector.py index c78e51dc..7bd98b40 100644 --- a/shared/tests/test_sqlite_connector.py +++ b/shared/tests/test_sqlite_connector.py @@ -11,12 +11,12 @@ from sqlalchemy.ext.asyncio import AsyncSession from shared.db.sqlite import AsyncSQLiteEventStorage, EventLogConfig from shared.types.common import NodeId -from shared.types.events.chunks import ChunkType, TokenChunk, TokenChunkData +from shared.types.events.chunks import ChunkType, TokenChunk from shared.types.events.events import ( ChunkGenerated, EventType, ) -from shared.types.tasks.common import TaskId +from shared.types.tasks.request import RequestId # Type ignore comment for all protected member access in this test file # pyright: reportPrivateUsage=false @@ -162,6 +162,41 @@ class TestAsyncSQLiteEventStorage: await storage.close() + + + @pytest.mark.asyncio + async def test_get_last_idx(self, temp_db_path: Path, sample_node_id: NodeId) -> None: + """Test that rowid returns correctly from db.""" + default_config = EventLogConfig() + storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + await storage.start() + + # Insert multiple records + test_records = [ + {"event_type": "test_event_1", "data": "first"}, + {"event_type": "test_event_2", "data": "second"}, + {"event_type": "test_event_3", "data": "third"} + ] + + assert storage._engine is not None + async with AsyncSession(storage._engine) as session: + for record in test_records: + await session.execute( + text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), + { + "origin": str(sample_node_id.uuid), + "event_type": record["event_type"], + "event_id": str(uuid4()), + "event_data": json.dumps(record) + } + ) + await session.commit() + + last_idx = await storage.get_last_idx() + assert last_idx == 3 + + await storage.close() + @pytest.mark.asyncio async def test_rowid_with_multiple_origins(self, temp_db_path: Path) -> None: """Test rowid sequence across multiple origins.""" @@ -404,22 +439,19 @@ class TestAsyncSQLiteEventStorage: await storage.start() # Create a ChunkGenerated event with nested TokenChunk - task_id = TaskId(uuid=uuid4()) - chunk_data = TokenChunkData( + request_id = RequestId(uuid=uuid4()) + token_chunk = TokenChunk( text="Hello, world!", token_id=42, - finish_reason="stop" - ) - token_chunk = TokenChunk( - chunk_data=chunk_data, + finish_reason="stop", chunk_type=ChunkType.token, - task_id=task_id, + request_id=request_id, idx=0, model="test-model" ) chunk_generated_event = ChunkGenerated( - task_id=task_id, + request_id=request_id, chunk=token_chunk ) @@ -441,19 +473,19 @@ class TestAsyncSQLiteEventStorage: retrieved_event = retrieved_event_wrapper.event assert isinstance(retrieved_event, ChunkGenerated) assert retrieved_event.event_type == EventType.ChunkGenerated - assert retrieved_event.task_id == task_id + assert retrieved_event.request_id == request_id # Verify the nested chunk was deserialized correctly retrieved_chunk = retrieved_event.chunk assert isinstance(retrieved_chunk, TokenChunk) assert retrieved_chunk.chunk_type == ChunkType.token - assert retrieved_chunk.task_id == task_id + assert retrieved_chunk.request_id == request_id assert retrieved_chunk.idx == 0 assert retrieved_chunk.model == "test-model" # Verify the chunk data - assert retrieved_chunk.chunk_data.text == "Hello, world!" - assert retrieved_chunk.chunk_data.token_id == 42 - assert retrieved_chunk.chunk_data.finish_reason == "stop" + assert retrieved_chunk.text == "Hello, world!" + assert retrieved_chunk.token_id == 42 + assert retrieved_chunk.finish_reason == "stop" await storage.close() \ No newline at end of file diff --git a/shared/types/api.py b/shared/types/api.py index 8c581c41..37f1a74e 100644 --- a/shared/types/api.py +++ b/shared/types/api.py @@ -1,11 +1,34 @@ -from typing import Literal +from typing import Any, Literal from pydantic import BaseModel -from shared.types.tasks.common import ChatCompletionTaskParams, TaskId + +class ChatCompletionMessage(BaseModel): + role: Literal["system", "user", "assistant", "developer", "tool", "function"] + content: str | None = None + name: str | None = None + tool_calls: list[dict[str, Any]] | None = None + tool_call_id: str | None = None + function_call: dict[str, Any] | None = None -class ChatTask(BaseModel): - task_id: TaskId - kind: Literal["chat"] = "chat" - task_data: ChatCompletionTaskParams +class ChatCompletionTaskParams(BaseModel): + model: str + frequency_penalty: float | None = None + messages: list[ChatCompletionMessage] + logit_bias: dict[str, int] | None = None + logprobs: bool | None = None + top_logprobs: int | None = None + max_tokens: int | None = None + n: int | None = None + presence_penalty: float | None = None + response_format: dict[str, Any] | None = None + seed: int | None = None + stop: str | list[str] | None = None + stream: bool = False + temperature: float | None = None + top_p: float | None = None + tools: list[dict[str, Any]] | None = None + tool_choice: str | dict[str, Any] | None = None + parallel_tool_calls: bool | None = None + user: str | None = None \ No newline at end of file diff --git a/shared/types/events/chunks.py b/shared/types/events/chunks.py index 8db92f51..860633e1 100644 --- a/shared/types/events/chunks.py +++ b/shared/types/events/chunks.py @@ -1,13 +1,11 @@ from enum import Enum from typing import Annotated, Literal -# from openai.types.chat.chat_completion import ChatCompletion -# from openai.types.chat.chat_completion_chunk import ChatCompletionChunk from pydantic import BaseModel, Field, TypeAdapter from shared.openai_compat import FinishReason from shared.types.models import ModelId -from shared.types.tasks.common import TaskId +from shared.types.tasks.request import RequestId class ChunkType(str, Enum): @@ -17,38 +15,21 @@ class ChunkType(str, Enum): class BaseChunk[ChunkTypeT: ChunkType](BaseModel): chunk_type: ChunkTypeT - task_id: TaskId + request_id: RequestId idx: int model: ModelId -### - - -class TokenChunkData(BaseModel): +class TokenChunk(BaseChunk[ChunkType.token]): + chunk_type: Literal[ChunkType.token] = Field(default=ChunkType.token, frozen=True) text: str token_id: int finish_reason: FinishReason | None = None -class ImageChunkData(BaseModel): - data: bytes - - -### - - -class TokenChunk(BaseChunk[ChunkType.token]): - chunk_data: TokenChunkData - chunk_type: Literal[ChunkType.token] = Field(default=ChunkType.token, frozen=True) - - class ImageChunk(BaseChunk[ChunkType.image]): - chunk_data: ImageChunkData chunk_type: Literal[ChunkType.image] = Field(default=ChunkType.image, frozen=True) - - -### + data: bytes GenerationChunk = Annotated[TokenChunk | ImageChunk, Field(discriminator="chunk_type")] GenerationChunkTypeAdapter: TypeAdapter[GenerationChunk] = TypeAdapter(GenerationChunk) @@ -60,10 +41,8 @@ GenerationChunkTypeAdapter: TypeAdapter[GenerationChunk] = TypeAdapter(Generatio # my_chunk: dict[str, Any] = TokenChunk( # task_id=TaskId('nicerid'), # idx=0, -# chunk_data=TokenChunkData( -# text='hello', -# token_id=12, -# ), + # text='hello', + # token_id=12, # chunk_type=ChunkType.token, # model='llama-3.1', # ).model_dump() diff --git a/shared/types/events/events.py b/shared/types/events/events.py index 478e82de..dd9a1d5c 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -17,6 +17,7 @@ from shared.types.graphs.topology import ( ) from shared.types.profiling.common import NodePerformanceProfile from shared.types.tasks.common import Task, TaskId, TaskStatus +from shared.types.tasks.request import RequestId from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import InstanceParams, TypeOfInstance from shared.types.worker.runners import RunnerId, RunnerStatus @@ -111,7 +112,7 @@ class WorkerDisconnected(BaseEvent[EventType.WorkerDisconnected]): class ChunkGenerated(BaseEvent[EventType.ChunkGenerated]): event_type: Literal[EventType.ChunkGenerated] = EventType.ChunkGenerated - task_id: TaskId + request_id: RequestId chunk: GenerationChunk diff --git a/shared/types/tasks/common.py b/shared/types/tasks/common.py index 8710c5f7..c324c42d 100644 --- a/shared/types/tasks/common.py +++ b/shared/types/tasks/common.py @@ -1,8 +1,8 @@ from enum import Enum -from typing import Any, Literal from pydantic import BaseModel +from shared.types.api import ChatCompletionTaskParams from shared.types.common import NewUUID from shared.types.worker.common import InstanceId @@ -10,11 +10,9 @@ from shared.types.worker.common import InstanceId class TaskId(NewUUID): pass - class TaskType(str, Enum): ChatCompletion = "ChatCompletion" - class TaskStatus(str, Enum): Pending = "Pending" Running = "Running" @@ -22,42 +20,10 @@ class TaskStatus(str, Enum): Failed = "Failed" -class ChatCompletionMessage(BaseModel): - role: Literal["system", "user", "assistant", "developer", "tool", "function"] - content: str | None = None - name: str | None = None - tool_calls: list[dict[str, Any]] | None = None - tool_call_id: str | None = None - function_call: dict[str, Any] | None = None - - -class ChatCompletionTaskParams(BaseModel): - task_type: Literal[TaskType.ChatCompletion] = TaskType.ChatCompletion - model: str - frequency_penalty: float | None = None - messages: list[ChatCompletionMessage] - logit_bias: dict[str, int] | None = None - logprobs: bool | None = None - top_logprobs: int | None = None - max_tokens: int | None = None - n: int | None = None - presence_penalty: float | None = None - response_format: dict[str, Any] | None = None - seed: int | None = None - stop: str | list[str] | None = None - stream: bool = False - temperature: float | None = None - top_p: float | None = None - tools: list[dict[str, Any]] | None = None - tool_choice: str | dict[str, Any] | None = None - parallel_tool_calls: bool | None = None - user: str | None = None - - class Task(BaseModel): task_id: TaskId + task_type: TaskType # redundant atm as we only have 1 task type. instance_id: InstanceId - task_type: TaskType task_status: TaskStatus task_params: ChatCompletionTaskParams diff --git a/shared/types/tasks/request.py b/shared/types/tasks/request.py new file mode 100644 index 00000000..a9a267a8 --- /dev/null +++ b/shared/types/tasks/request.py @@ -0,0 +1,12 @@ +from pydantic import BaseModel + +from shared.types.api import ChatCompletionTaskParams +from shared.types.common import NewUUID + + +class RequestId(NewUUID): + pass + +class APIRequest(BaseModel): + request_id: RequestId + request_params: ChatCompletionTaskParams \ No newline at end of file diff --git a/uv.lock b/uv.lock index e91fab50..d1fc02fc 100644 --- a/uv.lock +++ b/uv.lock @@ -154,6 +154,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/20/94/c5790835a017658cbfabd07f3bfb549140c3ac458cfc196323996b10095a/charset_normalizer-3.4.2-py3-none-any.whl", hash = "sha256:7f56930ab0abd1c45cd15be65cc741c28b1c9a34876ce8c17a2fa107810c0af0", size = 52626, upload-time = "2025-05-02T08:34:40.053Z" }, ] +[[package]] +name = "click" +version = "8.2.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/60/6c/8ca2efa64cf75a977a0d7fac081354553ebe483345c734fb6b6515d96bbc/click-8.2.1.tar.gz", hash = "sha256:27c491cc05d968d271d5a1db13e3b5a184636d9d930f148c50b038f0d0646202", size = 286342, upload-time = "2025-05-20T23:19:49.832Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/85/32/10bb5764d90a8eee674e9dc6f4db6a0ab47c8c4d0d83c27f7c39ac415a4d/click-8.2.1-py3-none-any.whl", hash = "sha256:61a3265b914e850b85317d0b3109c7f8cd35a670f963866005d6ef1d5175a12b", size = 102215, upload-time = "2025-05-20T23:19:47.796Z" }, +] + [[package]] name = "distro" version = "1.9.0" @@ -219,12 +228,14 @@ source = { editable = "master" } dependencies = [ { name = "exo-shared", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "fastapi", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "uvicorn", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] [package.metadata] requires-dist = [ { name = "exo-shared", editable = "shared" }, { name = "fastapi", specifier = ">=0.116.0" }, + { name = "uvicorn", specifier = ">=0.35.0" }, ] [[package]] @@ -1129,6 +1140,19 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc", size = 129795, upload-time = "2025-06-18T14:07:40.39Z" }, ] +[[package]] +name = "uvicorn" +version = "0.35.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "click", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "h11", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/5e/42/e0e305207bb88c6b8d3061399c6a961ffe5fbb7e2aa63c9234df7259e9cd/uvicorn-0.35.0.tar.gz", hash = "sha256:bc662f087f7cf2ce11a1d7fd70b90c9f98ef2e2831556dd078d131b96cc94a01", size = 78473, upload-time = "2025-06-28T16:15:46.058Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d2/e2/dc81b1bd1dcfe91735810265e9d26bc8ec5da45b4c0f6237e286819194c3/uvicorn-0.35.0-py3-none-any.whl", hash = "sha256:197535216b25ff9b785e29a0b79199f55222193d47f820816e7da751e9bc8d4a", size = 66406, upload-time = "2025-06-28T16:15:44.816Z" }, +] + [[package]] name = "yarl" version = "1.20.1" diff --git a/worker/main.py b/worker/main.py index e0295c1b..9bb6121e 100644 --- a/worker/main.py +++ b/worker/main.py @@ -236,12 +236,15 @@ class Worker: assigned_runner.status = RunningRunnerStatus() await queue.put(assigned_runner.status_update_event()) + try: async for chunk in assigned_runner.runner.stream_response( task=op.task, request_started_callback=partial(running_callback, queue)): await queue.put(ChunkGenerated( - task_id=op.task.task_id, + # todo: at some point we will no longer have a bijection between task_id and row_id. + # So we probably want to store a mapping between these two in our Worker object. + request_id=chunk.request_id, chunk=chunk )) diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py index 1df40e47..de527932 100644 --- a/worker/runner/runner_supervisor.py +++ b/worker/runner/runner_supervisor.py @@ -5,11 +5,12 @@ from collections.abc import AsyncGenerator from types import CoroutineType from typing import Any, Callable -from shared.types.events.chunks import GenerationChunk, TokenChunk, TokenChunkData +from shared.types.events.chunks import GenerationChunk, TokenChunk from shared.types.tasks.common import ( ChatCompletionTaskParams, Task, ) +from shared.types.tasks.request import RequestId from shared.types.worker.commands_runner import ( ChatTaskMessage, ErrorResponse, @@ -183,14 +184,12 @@ class RunnerSupervisor: text=text, token=token, finish_reason=finish_reason ): yield TokenChunk( - task_id=task.task_id, + request_id=RequestId(uuid=task.task_id.uuid), idx=token, model=self.model_shard_meta.model_meta.model_id, - chunk_data=TokenChunkData( - text=text, - token_id=token, - finish_reason=finish_reason, - ), + text=text, + token_id=token, + finish_reason=finish_reason, ) case FinishedResponse(): break diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index 955fb81e..25e226c7 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -6,12 +6,11 @@ from typing import Callable import pytest +from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams from shared.types.common import NodeId from shared.types.models import ModelId, ModelMetadata from shared.types.state import State from shared.types.tasks.common import ( - ChatCompletionMessage, - ChatCompletionTaskParams, Task, TaskId, TaskStatus, diff --git a/worker/tests/test_supervisor.py b/worker/tests/test_supervisor.py index 686630e5..4fd1dfeb 100644 --- a/worker/tests/test_supervisor.py +++ b/worker/tests/test_supervisor.py @@ -45,9 +45,9 @@ async def test_supervisor_single_node_response( async for chunk in supervisor.stream_response(task=chat_task): if isinstance(chunk, TokenChunk): - full_response += chunk.chunk_data.text - if chunk.chunk_data.finish_reason: - stop_reason = chunk.chunk_data.finish_reason + full_response += chunk.text + if chunk.finish_reason: + stop_reason = chunk.finish_reason # Case-insensitive check for Paris in the response assert "paris" in full_response.lower(), ( @@ -87,13 +87,13 @@ async def test_supervisor_two_node_response( nonlocal full_response_0 async for chunk in supervisor_0.stream_response(task=chat_task): if isinstance(chunk, TokenChunk): - full_response_0 += chunk.chunk_data.text + full_response_0 += chunk.text async def collect_response_1(): nonlocal full_response_1 async for chunk in supervisor_1.stream_response(task=chat_task): if isinstance(chunk, TokenChunk): - full_response_1 += chunk.chunk_data.text + full_response_1 += chunk.text # Run both stream responses simultaneously _ = await asyncio.gather(collect_response_0(), collect_response_1()) @@ -148,10 +148,10 @@ async def test_supervisor_early_stopping( async for chunk in supervisor.stream_response(task=chat_task): if isinstance(chunk, TokenChunk): - full_response += chunk.chunk_data.text + full_response += chunk.text count += 1 - if chunk.chunk_data.finish_reason: - stop_reason = chunk.chunk_data.finish_reason + if chunk.finish_reason: + stop_reason = chunk.finish_reason print(f"full_response: {full_response}") diff --git a/worker/tests/test_worker_handlers.py b/worker/tests/test_worker_handlers.py index 04390658..d70c1ed5 100644 --- a/worker/tests/test_worker_handlers.py +++ b/worker/tests/test_worker_handlers.py @@ -7,7 +7,7 @@ from typing import Callable import pytest from shared.types.common import NodeId -from shared.types.events.chunks import TokenChunk, TokenChunkData +from shared.types.events.chunks import TokenChunk from shared.types.events.events import ChunkGenerated, RunnerStatusUpdated from shared.types.events.registry import Event from shared.types.tasks.common import Task @@ -107,7 +107,7 @@ async def test_runner_up_op(worker_with_assigned_runner: tuple[Worker, RunnerId, async for chunk in supervisor.stream_response(task=chat_task): if isinstance(chunk, TokenChunk): - full_response += chunk.chunk_data.text + full_response += chunk.text assert "42" in full_response.lower(), ( f"Expected '42' in response, but got: {full_response}" @@ -175,7 +175,7 @@ async def test_execute_task_op( assert isinstance(events[-1].runner_status, LoadedRunnerStatus) # It should not have failed. gen_events: list[ChunkGenerated] = [x for x in events if isinstance(x, ChunkGenerated)] - text_chunks: list[TokenChunkData] = [x.chunk.chunk_data for x in gen_events if isinstance(x.chunk.chunk_data, TokenChunkData)] + text_chunks: list[TokenChunk] = [x.chunk for x in gen_events if isinstance(x.chunk, TokenChunk)] assert len(text_chunks) == len(events) - 2 output_text = ''.join([x.text for x in text_chunks]) From cd9a1a9192580b458e73f1dec40c382d541586ba Mon Sep 17 00:00:00 2001 From: Seth Howes <71157822+sethhowes@users.noreply.github.com> Date: Tue, 22 Jul 2025 22:29:17 +0100 Subject: [PATCH 091/224] Topology update --- engines/mlx/utils_mlx.py | 2 +- master/api.py | 4 +- master/main.py | 2 +- master/placement.py | 7 +- master/tests/test_topology.py | 170 ++++++++++++++ shared/graphs.py | 261 --------------------- shared/tests/test_sqlite_connector.py | 2 +- shared/topology.py | 109 +++++++++ shared/types/events/chunks.py | 2 +- shared/types/events/events.py | 22 +- shared/types/graphs/common.py | 172 -------------- shared/types/graphs/topology.py | 48 ---- shared/types/profiling.py | 32 +++ shared/types/profiling/common.py | 54 ----- shared/types/{tasks => }/request.py | 0 shared/types/state.py | 26 +- shared/types/{tasks/common.py => tasks.py} | 5 +- shared/types/topology.py | 68 ++++++ shared/types/worker/commands_runner.py | 2 +- shared/types/worker/ops.py | 2 +- shared/types/worker/resource_monitor.py | 29 +-- worker/runner/runner.py | 2 +- worker/runner/runner_supervisor.py | 7 +- worker/tests/conftest.py | 6 +- worker/tests/test_serdes.py | 2 +- worker/tests/test_supervisor.py | 4 +- worker/tests/test_worker_handlers.py | 2 +- 27 files changed, 426 insertions(+), 616 deletions(-) create mode 100644 master/tests/test_topology.py delete mode 100644 shared/graphs.py create mode 100644 shared/topology.py delete mode 100644 shared/types/graphs/common.py delete mode 100644 shared/types/graphs/topology.py create mode 100644 shared/types/profiling.py delete mode 100644 shared/types/profiling/common.py rename shared/types/{tasks => }/request.py (100%) rename shared/types/{tasks/common.py => tasks.py} (85%) create mode 100644 shared/types/topology.py diff --git a/engines/mlx/utils_mlx.py b/engines/mlx/utils_mlx.py index 52777c53..781c76f9 100644 --- a/engines/mlx/utils_mlx.py +++ b/engines/mlx/utils_mlx.py @@ -12,7 +12,7 @@ from mlx_lm.utils import load_model # type: ignore from pydantic import RootModel from engines.mlx.auto_parallel import auto_parallel -from shared.types.tasks.common import ChatCompletionTaskParams +from shared.types.tasks import ChatCompletionTaskParams from shared.types.worker.mlx import Host from shared.types.worker.shards import ShardMetadata from worker.download.download_utils import build_model_path diff --git a/master/api.py b/master/api.py index 219b5f57..28c78e48 100644 --- a/master/api.py +++ b/master/api.py @@ -14,8 +14,8 @@ from shared.types.events.chunks import TokenChunk from shared.types.events.components import EventFromEventLog from shared.types.events.events import ChunkGenerated from shared.types.events.registry import Event -from shared.types.tasks.common import ChatCompletionTaskParams -from shared.types.tasks.request import APIRequest, RequestId +from shared.types.request import APIRequest, RequestId +from shared.types.tasks import ChatCompletionTaskParams class Message(BaseModel): diff --git a/master/main.py b/master/main.py index 37949c27..cb59ec45 100644 --- a/master/main.py +++ b/master/main.py @@ -10,7 +10,7 @@ from shared.db.sqlite.event_log_manager import EventLogManager from shared.types.common import NodeId from shared.types.events.chunks import TokenChunk from shared.types.events.events import ChunkGenerated -from shared.types.tasks.request import APIRequest, RequestId +from shared.types.request import APIRequest, RequestId ## TODO: Hook this up properly diff --git a/master/placement.py b/master/placement.py index 9803816f..be0d8f41 100644 --- a/master/placement.py +++ b/master/placement.py @@ -1,14 +1,14 @@ from queue import Queue from typing import Mapping, Sequence +from shared.topology import Topology from shared.types.events.registry import Event -from shared.types.graphs.topology import Topology from shared.types.state import CachePolicy -from shared.types.tasks.common import Task +from shared.types.tasks import Task from shared.types.worker.instances import InstanceId, InstanceParams -def get_instance_placement( +def get_instance_placements( inbox: Queue[Task], outbox: Queue[Task], topology: Topology, @@ -17,6 +17,7 @@ def get_instance_placement( ) -> Mapping[InstanceId, InstanceParams]: ... + def get_transition_events( current_instances: Mapping[InstanceId, InstanceParams], target_instances: Mapping[InstanceId, InstanceParams], diff --git a/master/tests/test_topology.py b/master/tests/test_topology.py new file mode 100644 index 00000000..5eaca934 --- /dev/null +++ b/master/tests/test_topology.py @@ -0,0 +1,170 @@ +import pytest + +from shared.topology import Topology +from shared.types.profiling import ( + MemoryPerformanceProfile, + NodePerformanceProfile, + SystemPerformanceProfile, +) +from shared.types.topology import Connection, ConnectionProfile, Node, NodeId + + +@pytest.fixture +def topology() -> Topology: + return Topology() + +@pytest.fixture +def connection() -> Connection: + return Connection(source_node_id=NodeId(), sink_node_id=NodeId(), source_multiaddr="/ip4/127.0.0.1/tcp/1234", sink_multiaddr="/ip4/127.0.0.1/tcp/1235", connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000)) + +@pytest.fixture +def node_profile() -> NodePerformanceProfile: + memory_profile = MemoryPerformanceProfile(ram_total=1000, ram_used=0, swap_total=1000, swap_used=0) + system_profile = SystemPerformanceProfile(flops_fp16=1000) + return NodePerformanceProfile(model_id="test", chip_id="test", memory=memory_profile, network_interfaces=[], system=system_profile) + +@pytest.fixture +def connection_profile() -> ConnectionProfile: + return ConnectionProfile(throughput=1000, latency=1000, jitter=1000) + +def test_add_node(topology: Topology, node_profile: NodePerformanceProfile): + # arrange + node_id = NodeId() + + # act + topology.add_node(Node(node_id=node_id, node_profile=node_profile), node_id=node_id) + + # assert + data = topology.get_node_profile(node_id) + assert data == node_profile + + +def test_add_connection(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): + # arrange + topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile), node_id=connection.source_node_id) + topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile), node_id=connection.sink_node_id) + topology.add_connection(connection) + + # act + data = topology.get_connection_profile(connection) + + # assert + assert data == connection.connection_profile + +def test_update_node_profile(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): + # arrange + topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile), node_id=connection.source_node_id) + topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile), node_id=connection.sink_node_id) + topology.add_connection(connection) + + new_node_profile = NodePerformanceProfile(model_id="test", chip_id="test", memory=MemoryPerformanceProfile(ram_total=1000, ram_used=0, swap_total=1000, swap_used=0), network_interfaces=[], system=SystemPerformanceProfile(flops_fp16=1000)) + + # act + topology.update_node_profile(connection.source_node_id, node_profile=new_node_profile) + + # assert + data = topology.get_node_profile(connection.source_node_id) + assert data == new_node_profile + +def test_update_connection_profile(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): + # arrange + topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile), node_id=connection.source_node_id) + topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile), node_id=connection.sink_node_id) + topology.add_connection(connection) + + new_connection_profile = ConnectionProfile(throughput=2000, latency=2000, jitter=2000) + connection = Connection(source_node_id=connection.source_node_id, sink_node_id=connection.sink_node_id, source_multiaddr=connection.source_multiaddr, sink_multiaddr=connection.sink_multiaddr, connection_profile=new_connection_profile) + + # act + topology.update_connection_profile(connection) + + # assert + data = topology.get_connection_profile(connection) + assert data == new_connection_profile + +def test_remove_connection_still_connected(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): + # arrange + topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile), node_id=connection.source_node_id) + topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile), node_id=connection.sink_node_id) + topology.add_connection(connection) + + # act + topology.remove_connection(connection) + + # assert + with pytest.raises(IndexError): + topology.get_connection_profile(connection) + +def test_remove_connection_bridge(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): + """Create a bridge scenario: master -> node_a -> node_b + and remove the bridge connection (master -> node_a)""" + # arrange + master_id = NodeId() + node_a_id = NodeId() + node_b_id = NodeId() + + topology.add_node(Node(node_id=master_id, node_profile=node_profile), node_id=master_id) + topology.add_node(Node(node_id=node_a_id, node_profile=node_profile), node_id=node_a_id) + topology.add_node(Node(node_id=node_b_id, node_profile=node_profile), node_id=node_b_id) + + connection_master_to_a = Connection( + source_node_id=master_id, + sink_node_id=node_a_id, + source_multiaddr="/ip4/127.0.0.1/tcp/1234", + sink_multiaddr="/ip4/127.0.0.1/tcp/1235", + connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000) + ) + + connection_a_to_b = Connection( + source_node_id=node_a_id, + sink_node_id=node_b_id, + source_multiaddr="/ip4/127.0.0.1/tcp/1236", + sink_multiaddr="/ip4/127.0.0.1/tcp/1237", + connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000) + ) + + topology.add_connection(connection_master_to_a) + topology.add_connection(connection_a_to_b) + + assert len(list(topology.list_nodes())) == 3 + + topology.remove_connection(connection_master_to_a) + + remaining_nodes = list(topology.list_nodes()) + assert len(remaining_nodes) == 1 + assert remaining_nodes[0].node_id == master_id + + with pytest.raises(KeyError): + topology.get_node_profile(node_a_id) + + with pytest.raises(KeyError): + topology.get_node_profile(node_b_id) + + +def test_remove_node_still_connected(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): + # arrange + topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile), node_id=connection.source_node_id) + topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile), node_id=connection.sink_node_id) + topology.add_connection(connection) + + # act + topology.remove_node(connection.source_node_id) + + # assert + with pytest.raises(KeyError): + topology.get_node_profile(connection.source_node_id) + + +def test_list_nodes(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): + # arrange + topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile), node_id=connection.source_node_id) + topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile), node_id=connection.sink_node_id) + topology.add_connection(connection) + + # act + nodes = list(topology.list_nodes()) + + # assert + assert len(nodes) == 2 + assert all(isinstance(node, Node) for node in nodes) + assert {node.node_id for node in nodes} == {connection.source_node_id, connection.sink_node_id} diff --git a/shared/graphs.py b/shared/graphs.py deleted file mode 100644 index a48474da..00000000 --- a/shared/graphs.py +++ /dev/null @@ -1,261 +0,0 @@ -from dataclasses import dataclass -from typing import Any, Callable, Mapping, Set - -import rustworkx as rx -from pydantic import TypeAdapter -from pydantic_core import core_schema - -from shared.types.graphs.common import ( - Edge, - EdgeData, - EdgeIdT, - EdgeTypeT, - MutableGraphProtocol, - Vertex, - VertexData, - VertexIdT, - VertexTypeT, -) -from shared.types.graphs.pydantic import PydanticGraph - - -@dataclass(frozen=True) -class _VertexWrapper[VertexTypeT, VertexIdT]: - """Internal wrapper to store vertex ID alongside vertex data.""" - - vertex_id: VertexIdT - vertex_data: VertexData[VertexTypeT] - - -@dataclass(frozen=True) -class _EdgeWrapper[EdgeTypeT, EdgeIdT]: - """Internal wrapper to store edge ID alongside edge data.""" - - edge_id: EdgeIdT - edge_data: EdgeData[EdgeTypeT] - - -class Graph(MutableGraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): - edge_base: TypeAdapter[EdgeTypeT] - vertex_base: TypeAdapter[VertexTypeT] - - _graph: rx.PyDiGraph[ - _VertexWrapper[VertexTypeT, VertexIdT], _EdgeWrapper[EdgeTypeT, EdgeIdT] - ] - _vertex_id_to_index: dict[VertexIdT, int] - _edge_id_to_endpoints: dict[EdgeIdT, tuple[int, int]] - - def __init__( - self, edge_base: TypeAdapter[EdgeTypeT], vertex_base: TypeAdapter[VertexTypeT] - ) -> None: - self.edge_base = edge_base - self.vertex_base = vertex_base - self._graph = rx.PyDiGraph() - self._vertex_id_to_index = {} - self._edge_id_to_endpoints = {} - - # TODO: I'm not sure if this is the right thing, but we'll simplify the graph stuff anyway so fine for now. - @classmethod - def __get_pydantic_core_schema__( - cls, - _source: type[Any], - handler: Callable[[Any], core_schema.CoreSchema], - ) -> core_schema.CoreSchema: - pydantic_graph_schema = handler(PydanticGraph) - - def serializer( - instance: "Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]", - ) -> dict[str, Any]: - return { - "vertices": list(instance.get_vertex_data(instance.list_vertices())), - "edges": list(instance.get_edge_data(instance.list_edges())), - } - - return core_schema.json_or_python_schema( - json_schema=pydantic_graph_schema, - python_schema=core_schema.no_info_plain_validator_function(cls.validate), - serialization=core_schema.plain_serializer_function_ser_schema(serializer), - ) - - @classmethod - def validate( - cls, value: Any # type: ignore - ) -> "Graph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]": - if isinstance(value, cls): - return value - - if isinstance(value, dict): - raise NotImplementedError( - "Deserializing a Graph from a dictionary is not yet supported. " - "Please initialize the Graph object directly." - ) - - raise TypeError("Unsupported type for Graph validation") - - ### - # GraphProtocol methods - ### - - def list_edges(self) -> Set[EdgeIdT]: - return {edge.edge_id for edge in self._graph.edges()} - - def list_vertices(self) -> Set[VertexIdT]: - return {node.vertex_id for node in self._graph.nodes()} - - def get_vertices_from_edges( - self, edges: Set[EdgeIdT] - ) -> Mapping[EdgeIdT, Set[VertexIdT]]: - result: dict[EdgeIdT, Set[VertexIdT]] = {} - - for edge_id in edges: - if edge_id in self._edge_id_to_endpoints: - u_idx, v_idx = self._edge_id_to_endpoints[edge_id] - u_data = self._graph.get_node_data(u_idx) - v_data = self._graph.get_node_data(v_idx) - result[edge_id] = {u_data.vertex_id, v_data.vertex_id} - - return result - - def get_edges_from_vertices( - self, vertices: Set[VertexIdT] - ) -> Mapping[VertexIdT, Set[EdgeIdT]]: - result: dict[VertexIdT, Set[EdgeIdT]] = {} - - for vertex_id in vertices: - if vertex_id in self._vertex_id_to_index: - vertex_idx = self._vertex_id_to_index[vertex_id] - edge_ids: Set[EdgeIdT] = set() - - # Get outgoing edges - for _, _, edge_data in self._graph.out_edges(vertex_idx): - edge_ids.add(edge_data.edge_id) - - # Get incoming edges - for _, _, edge_data in self._graph.in_edges(vertex_idx): - edge_ids.add(edge_data.edge_id) - - result[vertex_id] = edge_ids - - return result - - def get_edge_data( - self, edges: Set[EdgeIdT] - ) -> Mapping[EdgeIdT, EdgeData[EdgeTypeT]]: - result: dict[EdgeIdT, EdgeData[EdgeTypeT]] = {} - - for edge_id in edges: - if edge_id in self._edge_id_to_endpoints: - u_idx, v_idx = self._edge_id_to_endpoints[edge_id] - edge_wrapper = self._graph.get_edge_data(u_idx, v_idx) - result[edge_id] = edge_wrapper.edge_data - - return result - - def get_vertex_data( - self, vertices: Set[VertexIdT] - ) -> Mapping[VertexIdT, VertexData[VertexTypeT]]: - result: dict[VertexIdT, VertexData[VertexTypeT]] = {} - - for vertex_id in vertices: - if vertex_id in self._vertex_id_to_index: - vertex_idx = self._vertex_id_to_index[vertex_id] - vertex_wrapper = self._graph.get_node_data(vertex_idx) - result[vertex_id] = vertex_wrapper.vertex_data - - return result - - ### - # MutableGraphProtocol methods - ### - - def check_edges_exists(self, edge_id: EdgeIdT) -> bool: - return edge_id in self._edge_id_to_endpoints - - def check_vertex_exists(self, vertex_id: VertexIdT) -> bool: - return vertex_id in self._vertex_id_to_index - - def _add_edge(self, edge_id: EdgeIdT, edge_data: EdgeData[EdgeTypeT]) -> None: - # This internal method is not used in favor of a safer `attach_edge` implementation. - raise NotImplementedError( - "Use attach_edge to add edges. The internal _add_edge protocol method is flawed." - ) - - def _add_vertex( - self, vertex_id: VertexIdT, vertex_data: VertexData[VertexTypeT] - ) -> None: - if vertex_id not in self._vertex_id_to_index: - wrapper = _VertexWrapper(vertex_id=vertex_id, vertex_data=vertex_data) - idx = self._graph.add_node(wrapper) - self._vertex_id_to_index[vertex_id] = idx - - def _remove_edge(self, edge_id: EdgeIdT) -> None: - if edge_id in self._edge_id_to_endpoints: - u_idx, v_idx = self._edge_id_to_endpoints[edge_id] - self._graph.remove_edge(u_idx, v_idx) - del self._edge_id_to_endpoints[edge_id] - else: - raise ValueError(f"Edge with id {edge_id} not found.") - - def _remove_vertex(self, vertex_id: VertexIdT) -> None: - if vertex_id in self._vertex_id_to_index: - vertex_idx = self._vertex_id_to_index[vertex_id] - - # Remove any edges connected to this vertex from our mapping - edges_to_remove: list[EdgeIdT] = [] - for edge_id, (u_idx, v_idx) in self._edge_id_to_endpoints.items(): - if u_idx == vertex_idx or v_idx == vertex_idx: - edges_to_remove.append(edge_id) - - for edge_id in edges_to_remove: - del self._edge_id_to_endpoints[edge_id] - - # Remove the vertex from the graph - self._graph.remove_node(vertex_idx) - del self._vertex_id_to_index[vertex_id] - else: - raise ValueError(f"Vertex with id {vertex_id} not found.") - - def attach_edge( - self, - edge: Edge[EdgeTypeT, EdgeIdT, VertexIdT], - extra_vertex: Vertex[VertexTypeT, EdgeIdT, VertexIdT] | None = None, - ) -> None: - """ - Attaches an edge to the graph, overriding the default protocol implementation. - - This implementation corrects a flaw in the protocol's `_add_edge` - signature and provides more intuitive behavior when connecting existing vertices. - """ - base_vertex_id, target_vertex_id = edge.edge_vertices - - if not self.check_vertex_exists(base_vertex_id): - raise ValueError(f"Base vertex {base_vertex_id} does not exist.") - - target_vertex_exists = self.check_vertex_exists(target_vertex_id) - - if not target_vertex_exists: - if extra_vertex is None: - raise ValueError( - f"Target vertex {target_vertex_id} does not exist and no `extra_vertex` was provided." - ) - if extra_vertex.vertex_id != target_vertex_id: - raise ValueError( - f"The ID of `extra_vertex` ({extra_vertex.vertex_id}) does not match " - f"the target vertex ID of the edge ({target_vertex_id})." - ) - self._add_vertex(extra_vertex.vertex_id, extra_vertex.vertex_data) - elif extra_vertex is not None: - raise ValueError( - f"Target vertex {target_vertex_id} already exists, but `extra_vertex` was provided." - ) - - # Get the internal indices - base_idx = self._vertex_id_to_index[base_vertex_id] - target_idx = self._vertex_id_to_index[target_vertex_id] - - # Create edge wrapper and add to graph - edge_wrapper = _EdgeWrapper(edge_id=edge.edge_id, edge_data=edge.edge_data) - self._graph.add_edge(base_idx, target_idx, edge_wrapper) - - # Store the mapping - self._edge_id_to_endpoints[edge.edge_id] = (base_idx, target_idx) diff --git a/shared/tests/test_sqlite_connector.py b/shared/tests/test_sqlite_connector.py index 7bd98b40..32e9ea8c 100644 --- a/shared/tests/test_sqlite_connector.py +++ b/shared/tests/test_sqlite_connector.py @@ -16,7 +16,7 @@ from shared.types.events.events import ( ChunkGenerated, EventType, ) -from shared.types.tasks.request import RequestId +from shared.types.request import RequestId # Type ignore comment for all protected member access in this test file # pyright: reportPrivateUsage=false diff --git a/shared/topology.py b/shared/topology.py new file mode 100644 index 00000000..289912f3 --- /dev/null +++ b/shared/topology.py @@ -0,0 +1,109 @@ +from typing import Iterable + +import rustworkx as rx + +from shared.types.common import NodeId +from shared.types.profiling import ConnectionProfile, NodePerformanceProfile +from shared.types.topology import Connection, Node, TopologyProto + + +class Topology(TopologyProto): + def __init__(self) -> None: + self._graph: rx.PyDiGraph[Node, Connection] = rx.PyDiGraph() + self._node_id_to_rx_id_map: dict[NodeId, int] = dict() + self._rx_id_to_node_id_map: dict[int, NodeId] = dict() + self._edge_id_to_rx_id_map: dict[Connection, int] = dict() + self.master_node_id: NodeId | None = None + + # TODO: implement serialization + deserialization method + + def add_node(self, node: Node, node_id: NodeId) -> None: + if node_id in self._node_id_to_rx_id_map: + raise ValueError("Node already exists") + rx_id = self._graph.add_node(node) + self._node_id_to_rx_id_map[node_id] = rx_id + self._rx_id_to_node_id_map[rx_id] = node_id + + + def add_connection( + self, + connection: Connection, + ) -> None: + if connection.source_node_id not in self._node_id_to_rx_id_map: + self.add_node(Node(node_id=connection.source_node_id), node_id=connection.source_node_id) + if connection.sink_node_id not in self._node_id_to_rx_id_map: + self.add_node(Node(node_id=connection.sink_node_id), node_id=connection.sink_node_id) + + src_id = self._node_id_to_rx_id_map[connection.source_node_id] + sink_id = self._node_id_to_rx_id_map[connection.sink_node_id] + + rx_id = self._graph.add_edge(src_id, sink_id, connection) + self._edge_id_to_rx_id_map[connection] = rx_id + + def list_nodes(self) -> Iterable[Node]: + yield from (self._graph[i] for i in self._graph.node_indices()) + + def list_connections(self) -> Iterable[Connection]: + for (_, _, connection) in self._graph.weighted_edge_list(): + yield connection + + def get_node_profile(self, node_id: NodeId) -> NodePerformanceProfile | None: + rx_idx = self._node_id_to_rx_id_map[node_id] + return self._graph.get_node_data(rx_idx).node_profile + + def update_node_profile(self, node_id: NodeId, node_profile: NodePerformanceProfile) -> None: + rx_idx = self._node_id_to_rx_id_map[node_id] + self._graph[rx_idx].node_profile = node_profile + + def update_connection_profile(self, connection: Connection) -> None: + rx_idx = self._edge_id_to_rx_id_map[connection] + self._graph.update_edge_by_index(rx_idx, connection) + + def get_connection_profile(self, connection: Connection) -> ConnectionProfile | None: + rx_idx = self._edge_id_to_rx_id_map[connection] + return self._graph.get_edge_data_by_index(rx_idx).connection_profile + + def remove_node(self, node_id: NodeId) -> None: + rx_idx = self._node_id_to_rx_id_map[node_id] + self._graph.remove_node(rx_idx) + + del self._node_id_to_rx_id_map[node_id] + del self._rx_id_to_node_id_map[rx_idx] + + def remove_connection(self, connection: Connection) -> None: + rx_idx = self._edge_id_to_rx_id_map[connection] + if self._is_bridge(connection): + orphan_node_ids = self._get_orphan_node_ids(connection.source_node_id, connection) + for orphan_node_id in orphan_node_ids: + orphan_node_rx_id = self._node_id_to_rx_id_map[orphan_node_id] + self._graph.remove_node(orphan_node_rx_id) + del self._node_id_to_rx_id_map[orphan_node_id] + del self._rx_id_to_node_id_map[orphan_node_rx_id] + else: + self._graph.remove_edge_from_index(rx_idx) + del self._edge_id_to_rx_id_map[connection] + del self._rx_id_to_node_id_map[rx_idx] + + def _is_bridge(self, connection: Connection) -> bool: + edge_idx = self._edge_id_to_rx_id_map[connection] + graph_copy = self._graph.copy().to_undirected() + components_before = rx.number_connected_components(graph_copy) + + graph_copy.remove_edge_from_index(edge_idx) + components_after = rx.number_connected_components(graph_copy) + + return components_after > components_before + + def _get_orphan_node_ids(self, master_node_id: NodeId, connection: Connection) -> list[NodeId]: + edge_idx = self._edge_id_to_rx_id_map[connection] + graph_copy = self._graph.copy().to_undirected() + graph_copy.remove_edge_from_index(edge_idx) + components = rx.connected_components(graph_copy) + + orphan_node_rx_ids: set[int] = set() + master_node_rx_id = self._node_id_to_rx_id_map[master_node_id] + for component in components: + if master_node_rx_id not in component: + orphan_node_rx_ids.update(component) + + return [self._rx_id_to_node_id_map[rx_id] for rx_id in orphan_node_rx_ids] diff --git a/shared/types/events/chunks.py b/shared/types/events/chunks.py index 860633e1..9504496a 100644 --- a/shared/types/events/chunks.py +++ b/shared/types/events/chunks.py @@ -5,7 +5,7 @@ from pydantic import BaseModel, Field, TypeAdapter from shared.openai_compat import FinishReason from shared.types.models import ModelId -from shared.types.tasks.request import RequestId +from shared.types.request import RequestId class ChunkType(str, Enum): diff --git a/shared/types/events/events.py b/shared/types/events/events.py index dd9a1d5c..90c98a27 100644 --- a/shared/types/events/events.py +++ b/shared/types/events/events.py @@ -2,6 +2,7 @@ from __future__ import annotations from typing import Literal, Tuple +from shared.topology import Connection, ConnectionProfile, Node, NodePerformanceProfile from shared.types.common import NodeId from shared.types.events.chunks import GenerationChunk from shared.types.events.common import ( @@ -9,15 +10,8 @@ from shared.types.events.common import ( EventType, TimerId, ) -from shared.types.graphs.topology import ( - TopologyEdge, - TopologyEdgeId, - TopologyEdgeProfile, - TopologyNode, -) -from shared.types.profiling.common import NodePerformanceProfile -from shared.types.tasks.common import Task, TaskId, TaskStatus -from shared.types.tasks.request import RequestId +from shared.types.request import RequestId +from shared.types.tasks import Task, TaskId, TaskStatus from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import InstanceParams, TypeOfInstance from shared.types.worker.runners import RunnerId, RunnerStatus @@ -96,7 +90,7 @@ class NodePerformanceMeasured(BaseEvent[EventType.NodePerformanceMeasured]): class WorkerConnected(BaseEvent[EventType.WorkerConnected]): event_type: Literal[EventType.WorkerConnected] = EventType.WorkerConnected - edge: TopologyEdge + edge: Connection class WorkerStatusUpdated(BaseEvent[EventType.WorkerStatusUpdated]): @@ -118,18 +112,18 @@ class ChunkGenerated(BaseEvent[EventType.ChunkGenerated]): class TopologyEdgeCreated(BaseEvent[EventType.TopologyEdgeCreated]): event_type: Literal[EventType.TopologyEdgeCreated] = EventType.TopologyEdgeCreated - vertex: TopologyNode + vertex: Node class TopologyEdgeReplacedAtomically(BaseEvent[EventType.TopologyEdgeReplacedAtomically]): event_type: Literal[EventType.TopologyEdgeReplacedAtomically] = EventType.TopologyEdgeReplacedAtomically - edge_id: TopologyEdgeId - edge_profile: TopologyEdgeProfile + edge: Connection + edge_profile: ConnectionProfile class TopologyEdgeDeleted(BaseEvent[EventType.TopologyEdgeDeleted]): event_type: Literal[EventType.TopologyEdgeDeleted] = EventType.TopologyEdgeDeleted - edge_id: TopologyEdgeId + edge: Connection class TimerCreated(BaseEvent[EventType.TimerCreated]): diff --git a/shared/types/graphs/common.py b/shared/types/graphs/common.py deleted file mode 100644 index 301315af..00000000 --- a/shared/types/graphs/common.py +++ /dev/null @@ -1,172 +0,0 @@ -from collections.abc import Mapping -from typing import Callable, Generic, Protocol, Set, Tuple, TypeVar, overload - -from pydantic import BaseModel - -from shared.types.common import NewUUID - -EdgeTypeT = TypeVar("EdgeTypeT", covariant=True) -VertexTypeT = TypeVar("VertexTypeT", covariant=True) -EdgeIdT = TypeVar("EdgeIdT", bound=NewUUID) -VertexIdT = TypeVar("VertexIdT", bound=NewUUID) - - -class VertexData(BaseModel, Generic[VertexTypeT]): - vertex_type: VertexTypeT - - -class EdgeData(BaseModel, Generic[EdgeTypeT]): - edge_type: EdgeTypeT - - -class BaseEdge(BaseModel, Generic[EdgeTypeT, EdgeIdT, VertexIdT]): - edge_vertices: Tuple[VertexIdT, VertexIdT] - edge_data: EdgeData[EdgeTypeT] - - -class BaseVertex(BaseModel, Generic[VertexTypeT, EdgeIdT]): - vertex_data: VertexData[VertexTypeT] - - -class Vertex( - BaseVertex[VertexTypeT, EdgeIdT], Generic[VertexTypeT, EdgeIdT, VertexIdT] -): - vertex_id: VertexIdT - - -class Edge( - BaseEdge[EdgeTypeT, EdgeIdT, VertexIdT], Generic[EdgeTypeT, EdgeIdT, VertexIdT] -): - edge_id: EdgeIdT - - -class GraphData(BaseModel, Generic[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): - edges: Mapping[EdgeIdT, EdgeData[EdgeTypeT]] = {} - vertices: Mapping[VertexIdT, VertexData[VertexTypeT]] = {} - - -class GraphProtocol(Protocol, Generic[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): - def list_edges(self) -> Set[EdgeIdT]: ... - def list_vertices(self) -> Set[VertexIdT]: ... - def get_vertices_from_edges( - self, edges: Set[EdgeIdT] - ) -> Mapping[EdgeIdT, Set[VertexIdT]]: ... - def get_edges_from_vertices( - self, vertices: Set[VertexIdT] - ) -> Mapping[VertexIdT, Set[EdgeIdT]]: ... - def get_edge_data( - self, edges: Set[EdgeIdT] - ) -> Mapping[EdgeIdT, EdgeData[EdgeTypeT]]: ... - def get_vertex_data( - self, vertices: Set[VertexIdT] - ) -> Mapping[VertexIdT, VertexData[VertexTypeT]]: ... - - -class MutableGraphProtocol(GraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]): - def check_edges_exists(self, edge_id: EdgeIdT) -> bool: ... - def check_vertex_exists(self, vertex_id: VertexIdT) -> bool: ... - def _add_edge(self, edge_id: EdgeIdT, edge_data: EdgeData[EdgeTypeT]) -> None: ... - def _add_vertex( - self, vertex_id: VertexIdT, vertex_data: VertexData[VertexTypeT] - ) -> None: ... - def _remove_edge(self, edge_id: EdgeIdT) -> None: ... - def _remove_vertex(self, vertex_id: VertexIdT) -> None: ... - ### - @overload - def attach_edge(self, edge: Edge[EdgeTypeT, EdgeIdT, VertexIdT]) -> None: ... - @overload - def attach_edge( - self, - edge: Edge[EdgeTypeT, EdgeIdT, VertexIdT], - extra_vertex: Vertex[VertexTypeT, EdgeIdT, VertexIdT], - ) -> None: ... - def attach_edge( - self, - edge: Edge[EdgeTypeT, EdgeIdT, VertexIdT], - extra_vertex: Vertex[VertexTypeT, EdgeIdT, VertexIdT] | None = None, - ) -> None: - base_vertex = edge.edge_vertices[0] - target_vertex = edge.edge_vertices[1] - base_vertex_exists = self.check_vertex_exists(base_vertex) - target_vertex_exists = self.check_vertex_exists(target_vertex) - - if not base_vertex_exists: - raise ValueError("Base Vertex Does Not Exist") - - match (target_vertex_exists, extra_vertex is not None): - case (True, False): - raise ValueError("New Vertex Already Exists") - case (False, True): - if extra_vertex is None: - raise ValueError("BUG: Extra Vertex Must Be Provided") - self._add_vertex(extra_vertex.vertex_id, extra_vertex.vertex_data) - case (False, False): - raise ValueError( - "New Vertex Must Be Provided For Non-Existent Target Vertex" - ) - case (True, True): - raise ValueError("New Vertex Already Exists") - - self._add_edge(edge.edge_id, edge.edge_data) - - -class BaseGraph( - Generic[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], - MutableGraphProtocol[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], -): - graph_data: GraphData[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT] = GraphData[ - EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT - ]() - - -# the first element in the return value is the filtered graph; the second is the -# (possibly empty) set of sub-graphs that were detached during filtering. -def filter_by_edge_data( - graph: BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], - keep: VertexIdT, - predicate: Callable[[EdgeData[EdgeTypeT]], bool], -) -> Tuple[ - BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], - Set[BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], -]: ... - - -# the first element in the return value is the filtered graph; the second is the -# (possibly empty) set of sub-graphs that were detached during filtering. -def filter_by_vertex_data( - graph: BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], - keep: VertexIdT, - predicate: Callable[[VertexData[VertexTypeT]], bool], -) -> Tuple[ - BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], - Set[BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], -]: ... - - -def map_vertices_onto_graph( - vertices: Mapping[VertexIdT, VertexData[VertexTypeT]], - graph: BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], -) -> Tuple[BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], Set[VertexIdT]]: ... - - -def map_edges_onto_graph( - edges: Mapping[EdgeIdT, EdgeData[EdgeTypeT]], - graph: BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], -) -> Tuple[BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], Set[EdgeIdT]]: ... - - -def split_graph_by_edge( - graph: BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], - edge: EdgeIdT, - keep: VertexIdT, -) -> Tuple[ - BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], - Set[BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], -]: ... - - -def merge_graphs_by_edge( - graphs: Set[BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT]], - edge: EdgeIdT, - keep: VertexIdT, -) -> Tuple[BaseGraph[EdgeTypeT, VertexTypeT, EdgeIdT, VertexIdT], Set[EdgeIdT]]: ... diff --git a/shared/types/graphs/topology.py b/shared/types/graphs/topology.py deleted file mode 100644 index 75e2ecbc..00000000 --- a/shared/types/graphs/topology.py +++ /dev/null @@ -1,48 +0,0 @@ -from pydantic import BaseModel, IPvAnyAddress - -from shared.graphs import Graph -from shared.types.common import NewUUID, NodeId -from shared.types.profiling.common import NodePerformanceProfile - - -class TopologyEdgeId(NewUUID): - pass - - -class TopologyEdgeProfile(BaseModel): - throughput: float - latency: float - jitter: float - - -class TopologyEdge(BaseModel): - source_ip: IPvAnyAddress - sink_ip: IPvAnyAddress - edge_profile: TopologyEdgeProfile - - -class TopologyNode(BaseModel): - node_id: NodeId - node_profile: NodePerformanceProfile - - -class Topology( - Graph[ - TopologyEdge, - TopologyNode, - TopologyEdgeId, - NodeId, - ] -): - pass - - -class OrphanedPartOfTopology( - Graph[ - TopologyEdge, - TopologyNode, - TopologyEdgeId, - NodeId, - ] -): - pass diff --git a/shared/types/profiling.py b/shared/types/profiling.py new file mode 100644 index 00000000..ff1af45d --- /dev/null +++ b/shared/types/profiling.py @@ -0,0 +1,32 @@ +from pydantic import BaseModel, Field + + +class MemoryPerformanceProfile(BaseModel): + ram_total: int + ram_used: int + swap_total: int + swap_used: int + + +class SystemPerformanceProfile(BaseModel): + flops_fp16: float + + +class NetworkInterfaceInfo(BaseModel): + name: str + ip_address: str + type: str + + +class NodePerformanceProfile(BaseModel): + model_id: str + chip_id: str + memory: MemoryPerformanceProfile + network_interfaces: list[NetworkInterfaceInfo] = Field(default_factory=list) + system: SystemPerformanceProfile + + +class ConnectionProfile(BaseModel): + throughput: float + latency: float + jitter: float diff --git a/shared/types/profiling/common.py b/shared/types/profiling/common.py deleted file mode 100644 index 1b318cc7..00000000 --- a/shared/types/profiling/common.py +++ /dev/null @@ -1,54 +0,0 @@ -from enum import Enum -from typing import Annotated, Generic, Literal, TypeVar - -from pydantic import BaseModel, Field, TypeAdapter - - -class ProfiledResourceName(str, Enum): - memory = "memory" - system = "system" - - -ProfiledResourceT = TypeVar(name="ProfiledResourceT", bound=ProfiledResourceName) - - -class BasePerformanceProfile(BaseModel, Generic[ProfiledResourceT]): - """ - Details a single resource (or resource type) that is being monitored by the resource monitor. - """ - - -class MemoryPerformanceProfile(BasePerformanceProfile[ProfiledResourceName.memory]): - resource_name: Literal[ProfiledResourceName.memory] = Field( - default=ProfiledResourceName.memory, frozen=True - ) - ram_total: int - ram_used: int - swap_total: int - swap_used: int - - -class NetworkInterfaceInfo(BaseModel): - name: str - ip_address: str - type: str - - -class SystemPerformanceProfile(BasePerformanceProfile[ProfiledResourceName.system]): - resource_name: Literal[ProfiledResourceName.system] = Field( - default=ProfiledResourceName.system, frozen=True - ) - model_id: str - chip_id: str - memory: int - network_interfaces: list[NetworkInterfaceInfo] = Field(default_factory=list) - - -NodePerformanceProfile = Annotated[ - MemoryPerformanceProfile | SystemPerformanceProfile, - Field(discriminator="resource_name"), -] - -NodePerformanceProfileTypeAdapter: TypeAdapter[NodePerformanceProfile] = TypeAdapter( - NodePerformanceProfile -) diff --git a/shared/types/tasks/request.py b/shared/types/request.py similarity index 100% rename from shared/types/tasks/request.py rename to shared/types/request.py diff --git a/shared/types/state.py b/shared/types/state.py index 0712d525..5851034c 100644 --- a/shared/types/state.py +++ b/shared/types/state.py @@ -2,17 +2,12 @@ from collections.abc import Mapping, Sequence from enum import Enum from typing import List -from pydantic import BaseModel, Field, TypeAdapter +from pydantic import BaseModel, ConfigDict, Field +from shared.topology import Topology from shared.types.common import NodeId -from shared.types.graphs.topology import ( - OrphanedPartOfTopology, - Topology, - TopologyEdge, - TopologyNode, -) -from shared.types.profiling.common import NodePerformanceProfile -from shared.types.tasks.common import Task, TaskId, TaskSagaEntry +from shared.types.profiling import NodePerformanceProfile +from shared.types.tasks import Task, TaskId, TaskSagaEntry from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import BaseInstance from shared.types.worker.runners import RunnerId, RunnerStatus @@ -22,23 +17,20 @@ class ExternalCommand(BaseModel): ... class CachePolicy(str, Enum): - KeepAll = "KeepAll" + KEEP_ALL = "KEEP_ALL" class State(BaseModel): + model_config = ConfigDict(arbitrary_types_allowed=True) node_status: Mapping[NodeId, NodeStatus] = {} instances: Mapping[InstanceId, BaseInstance] = {} runners: Mapping[RunnerId, RunnerStatus] = {} tasks: Mapping[TaskId, Task] = {} task_sagas: Mapping[TaskId, Sequence[TaskSagaEntry]] = {} node_profiles: Mapping[NodeId, NodePerformanceProfile] = {} - topology: Topology = Topology( - edge_base=TypeAdapter(TopologyEdge), vertex_base=TypeAdapter(TopologyNode) - ) - history: Sequence[OrphanedPartOfTopology] = [] + topology: Topology = Topology() + history: Sequence[Topology] = [] task_inbox: List[Task] = Field(default_factory=list) task_outbox: List[Task] = Field(default_factory=list) - cache_policy: CachePolicy = CachePolicy.KeepAll - - # TODO: implement / use this? + cache_policy: CachePolicy = CachePolicy.KEEP_ALL last_event_applied_idx: int = Field(default=0, ge=0) diff --git a/shared/types/tasks/common.py b/shared/types/tasks.py similarity index 85% rename from shared/types/tasks/common.py rename to shared/types/tasks.py index c324c42d..2d865f57 100644 --- a/shared/types/tasks/common.py +++ b/shared/types/tasks.py @@ -11,7 +11,7 @@ class TaskId(NewUUID): pass class TaskType(str, Enum): - ChatCompletion = "ChatCompletion" + CHAT_COMPLETION = "CHAT_COMPLETION" class TaskStatus(str, Enum): Pending = "Pending" @@ -22,12 +22,13 @@ class TaskStatus(str, Enum): class Task(BaseModel): task_id: TaskId - task_type: TaskType # redundant atm as we only have 1 task type. + task_type: TaskType instance_id: InstanceId task_status: TaskStatus task_params: ChatCompletionTaskParams + class TaskSagaEntry(BaseModel): task_id: TaskId instance_id: InstanceId diff --git a/shared/types/topology.py b/shared/types/topology.py new file mode 100644 index 00000000..ce1d97ce --- /dev/null +++ b/shared/types/topology.py @@ -0,0 +1,68 @@ +from typing import Iterable, Protocol + +from pydantic import BaseModel, ConfigDict + +from shared.types.common import NewUUID, NodeId +from shared.types.profiling import ConnectionProfile, NodePerformanceProfile + + +class ConnectionId(NewUUID): + pass + +class Connection(BaseModel): + source_node_id: NodeId + sink_node_id: NodeId + source_multiaddr: str + sink_multiaddr: str + connection_profile: ConnectionProfile | None = None + + # required for Connection to be used as a key + model_config = ConfigDict(frozen=True, extra="forbid", strict=True) + def __hash__(self) -> int: + return hash( + ( + self.source_node_id, + self.sink_node_id, + self.source_multiaddr, + self.sink_multiaddr, + ) + ) + def __eq__(self, other: object) -> bool: + if not isinstance(other, Connection): + raise ValueError("Cannot compare Connection with non-Connection") + return ( + self.source_node_id == other.source_node_id + and self.sink_node_id == other.sink_node_id + and self.source_multiaddr == other.source_multiaddr + and self.sink_multiaddr == other.sink_multiaddr + ) + + +class Node(BaseModel): + node_id: NodeId + node_profile: NodePerformanceProfile | None = None + + +class TopologyProto(Protocol): + def add_node(self, node: Node, node_id: NodeId) -> None: ... + + def add_connection( + self, + connection: Connection, + ) -> None: ... + + def list_nodes(self) -> Iterable[Node]: ... + + def list_connections(self) -> Iterable[Connection]: ... + + def update_node_profile(self, node_id: NodeId, node_profile: NodePerformanceProfile) -> None: ... + + def update_connection_profile(self, connection: Connection) -> None: ... + + def remove_connection(self, connection: Connection) -> None: ... + + def remove_node(self, node_id: NodeId) -> None: ... + + def get_node_profile(self, node_id: NodeId) -> NodePerformanceProfile | None: ... + + def get_connection_profile(self, connection: Connection) -> ConnectionProfile | None: ... diff --git a/shared/types/worker/commands_runner.py b/shared/types/worker/commands_runner.py index 7f439ddd..4432b6d7 100644 --- a/shared/types/worker/commands_runner.py +++ b/shared/types/worker/commands_runner.py @@ -4,7 +4,7 @@ from typing import Annotated, Generic, Literal, TypeVar from pydantic import BaseModel, Field, TypeAdapter from shared.openai_compat import FinishReason -from shared.types.tasks.common import ChatCompletionTaskParams +from shared.types.tasks import ChatCompletionTaskParams from shared.types.worker.mlx import Host from shared.types.worker.shards import ShardMetadata diff --git a/shared/types/worker/ops.py b/shared/types/worker/ops.py index 869289ff..f956a32c 100644 --- a/shared/types/worker/ops.py +++ b/shared/types/worker/ops.py @@ -4,7 +4,7 @@ from typing import Annotated, Generic, Literal, TypeVar, Union from pydantic import BaseModel, Field from shared.types.events.events import InstanceId -from shared.types.tasks.common import Task +from shared.types.tasks import Task from shared.types.worker.common import RunnerId from shared.types.worker.mlx import Host from shared.types.worker.shards import ShardMetadata diff --git a/shared/types/worker/resource_monitor.py b/shared/types/worker/resource_monitor.py index f45d943a..ee5267fc 100644 --- a/shared/types/worker/resource_monitor.py +++ b/shared/types/worker/resource_monitor.py @@ -3,50 +3,31 @@ from abc import ABC, abstractmethod from collections.abc import Coroutine from typing import Callable, List, Set -from shared.types.profiling.common import ( +from shared.types.profiling import ( MemoryPerformanceProfile, - NodePerformanceProfile, SystemPerformanceProfile, ) class ResourceCollector(ABC): - """ - Details a single resource (or resource type) that is being monitored by the resource monitor. - """ - - name = str - @abstractmethod - async def collect(self) -> NodePerformanceProfile: ... + async def collect(self) -> SystemPerformanceProfile | MemoryPerformanceProfile: ... class SystemResourceCollector(ResourceCollector): - name = "system" - - @abstractmethod async def collect(self) -> SystemPerformanceProfile: ... class MemoryResourceCollector(ResourceCollector): - name = "memory" - - @abstractmethod async def collect(self) -> MemoryPerformanceProfile: ... class ResourceMonitor: data_collectors: List[ResourceCollector] - effect_handlers: Set[Callable[[NodePerformanceProfile], None]] + effect_handlers: Set[Callable[[SystemPerformanceProfile | MemoryPerformanceProfile], None]] - # Since there's no implementation, this breaks the typechecker. - # self.collectors: list[ResourceCollector] = [ - # SystemResourceCollector(), - # MemoryResourceCollector(), - # ] - - async def _collect(self) -> list[NodePerformanceProfile]: - tasks: list[Coroutine[None, None, NodePerformanceProfile]] = [ + async def _collect(self) -> list[SystemPerformanceProfile | MemoryPerformanceProfile]: + tasks: list[Coroutine[None, None, SystemPerformanceProfile | MemoryPerformanceProfile]] = [ collector.collect() for collector in self.data_collectors ] return await asyncio.gather(*tasks) diff --git a/worker/runner/runner.py b/worker/runner/runner.py index 102acfca..eebb9a5b 100644 --- a/worker/runner/runner.py +++ b/worker/runner/runner.py @@ -11,7 +11,7 @@ from mlx_lm.tokenizer_utils import TokenizerWrapper from engines.mlx.utils_mlx import apply_chat_template, initialize_mlx from shared.openai_compat import FinishReason -from shared.types.tasks.common import ChatCompletionTaskParams +from shared.types.tasks import ChatCompletionTaskParams from shared.types.worker.commands_runner import ( ChatTaskMessage, ExitMessage, diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py index de527932..b889be4b 100644 --- a/worker/runner/runner_supervisor.py +++ b/worker/runner/runner_supervisor.py @@ -6,11 +6,8 @@ from types import CoroutineType from typing import Any, Callable from shared.types.events.chunks import GenerationChunk, TokenChunk -from shared.types.tasks.common import ( - ChatCompletionTaskParams, - Task, -) -from shared.types.tasks.request import RequestId +from shared.types.request import RequestId +from shared.types.tasks import ChatCompletionTaskParams, Task from shared.types.worker.commands_runner import ( ChatTaskMessage, ErrorResponse, diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index 25e226c7..b101a853 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -10,7 +10,7 @@ from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams from shared.types.common import NodeId from shared.types.models import ModelId, ModelMetadata from shared.types.state import State -from shared.types.tasks.common import ( +from shared.types.tasks import ( Task, TaskId, TaskStatus, @@ -107,7 +107,7 @@ def completion_create_params(user_message: str) -> ChatCompletionTaskParams: @pytest.fixture def chat_completion_task(completion_create_params: ChatCompletionTaskParams) -> Task: """Creates a ChatCompletionTask directly for serdes testing""" - return Task(task_id=TaskId(), instance_id=InstanceId(), task_type=TaskType.ChatCompletion, task_status=TaskStatus.Pending, task_params=completion_create_params) + return Task(task_id=TaskId(), instance_id=InstanceId(), task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.Pending, task_params=completion_create_params) @pytest.fixture def chat_task( @@ -117,7 +117,7 @@ def chat_task( return Task( task_id=TaskId(), instance_id=InstanceId(), - task_type=TaskType.ChatCompletion, + task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.Pending, task_params=completion_create_params, ) diff --git a/worker/tests/test_serdes.py b/worker/tests/test_serdes.py index 7ae81bf3..6e54178b 100644 --- a/worker/tests/test_serdes.py +++ b/worker/tests/test_serdes.py @@ -3,7 +3,7 @@ from typing import Callable, TypeVar from pydantic import BaseModel, TypeAdapter -from shared.types.tasks.common import Task +from shared.types.tasks import Task from shared.types.worker.commands_runner import ( ChatTaskMessage, RunnerMessageTypeAdapter, diff --git a/worker/tests/test_supervisor.py b/worker/tests/test_supervisor.py index 4fd1dfeb..40f4ba02 100644 --- a/worker/tests/test_supervisor.py +++ b/worker/tests/test_supervisor.py @@ -6,7 +6,7 @@ import pytest from shared.openai_compat import FinishReason from shared.types.events.chunks import TokenChunk -from shared.types.tasks.common import ( +from shared.types.tasks import ( ChatCompletionTaskParams, Task, TaskType, @@ -130,7 +130,7 @@ async def test_supervisor_early_stopping( ) max_tokens = 50 - assert chat_task.task_type == TaskType.ChatCompletion + assert chat_task.task_type == TaskType.CHAT_COMPLETION print(f'chat_task.task_params: {chat_task.task_params}') assert isinstance(chat_task.task_params, ChatCompletionTaskParams) task_params: ChatCompletionTaskParams = chat_task.task_params diff --git a/worker/tests/test_worker_handlers.py b/worker/tests/test_worker_handlers.py index d70c1ed5..0812622c 100644 --- a/worker/tests/test_worker_handlers.py +++ b/worker/tests/test_worker_handlers.py @@ -10,7 +10,7 @@ from shared.types.common import NodeId from shared.types.events.chunks import TokenChunk from shared.types.events.events import ChunkGenerated, RunnerStatusUpdated from shared.types.events.registry import Event -from shared.types.tasks.common import Task +from shared.types.tasks import Task from shared.types.worker.common import RunnerId from shared.types.worker.instances import Instance from shared.types.worker.ops import ( From 76f903504c3e4f8583cefc828b6c3c9569788406 Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Tue, 22 Jul 2025 22:29:35 +0100 Subject: [PATCH 092/224] fix Co-authored-by: Gelu Vrabie --- shared/db/sqlite/connector.py | 11 +---------- 1 file changed, 1 insertion(+), 10 deletions(-) diff --git a/shared/db/sqlite/connector.py b/shared/db/sqlite/connector.py index 4b40cf9b..bdf34948 100644 --- a/shared/db/sqlite/connector.py +++ b/shared/db/sqlite/connector.py @@ -108,9 +108,8 @@ class AsyncSQLiteEventStorage: event_data: dict[str, Any] = cast(dict[str, Any], json.loads(raw_event_data)) else: event_data = cast(dict[str, Any], raw_event_data) - event = await self._deserialize_event(event_data) events.append(EventFromEventLog( - event=event, + event=EventParser.validate_python(event_data), origin=NodeId(uuid=UUID(origin)), idx_in_log=rowid # rowid becomes idx_in_log )) @@ -249,14 +248,6 @@ class AsyncSQLiteEventStorage: self._logger.error(f"Failed to commit batch: {e}") raise - # TODO: This is a hack to get the event deserialization working. We need to find a better way to do this. - async def _deserialize_event(self, event_data: dict[str, Any]) -> Event: - """Deserialize event data back to typed Event.""" - # EventParser expects the discriminator field for proper deserialization - result = EventParser.validate_python(event_data) - # EventParser returns Event type which is our union of all event types - return result - async def _deserialize_event_raw(self, event_data: dict[str, Any]) -> dict[str, Any]: """Return raw event data for testing purposes.""" return event_data From 8d2536d92635d00d15b24284dd5d70304d09b036 Mon Sep 17 00:00:00 2001 From: Andrei Cravtov Date: Wed, 23 Jul 2025 13:11:29 +0100 Subject: [PATCH 093/224] Implemented basic discovery library in Rust + python bindings Co-authored-by: Gelu Vrabie Co-authored-by: Seth Howes Co-authored-by: Matt Beton --- .gitignore | 1 - .idea/.gitignore | 8 + .idea/LanguageServersSettings.xml | 16 + .idea/exo-v2.iml | 20 + .idea/externalDependencies.xml | 6 + .idea/inspectionProfiles/Project_Default.xml | 15 + .idea/misc.xml | 10 + .idea/modules.xml | 8 + .idea/pyright-overrides.xml | 17 + .idea/pyright.xml | 11 + .idea/vcs.xml | 6 + flake.lock | 29 +- flake.nix | 105 ++++-- justfile | 9 +- master/api.py | 3 +- master/main.py | 2 +- master/placement.py | 2 +- networking/README.md | 0 networking/topology/.gitignore | 1 - networking/topology/Cargo.lock | 171 --------- networking/topology/Cargo.toml | 14 - networking/topology/pyproject.toml | 21 -- networking/topology/src/lib.rs | 15 - .../topology/src/networking/__init__.py | 5 - networking/topology/src/networking/_core.pyi | 0 pyproject.toml | 16 +- rust/.gitignore | 11 + rust/Cargo.toml | 166 ++++++++ rust/clippy.toml | 2 + rust/discovery/Cargo.toml | 38 ++ rust/discovery/src/behaviour.rs | 61 +++ rust/discovery/src/lib.rs | 137 +++++++ rust/discovery/src/transport.rs | 80 ++++ rust/discovery/tests/dummy.rs | 8 + rust/exo_pyo3_bindings/Cargo.toml | 76 ++++ rust/exo_pyo3_bindings/README.md | 1 + rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi | 148 ++++++++ rust/exo_pyo3_bindings/pyproject.toml | 35 ++ rust/exo_pyo3_bindings/src/bin/stub_gen.rs | 32 ++ rust/exo_pyo3_bindings/src/discovery.rs | 353 ++++++++++++++++++ rust/exo_pyo3_bindings/src/lib.rs | 101 +++++ .../src/pylibp2p/connection.rs | 36 ++ rust/exo_pyo3_bindings/src/pylibp2p/ident.rs | 130 +++++++ rust/exo_pyo3_bindings/src/pylibp2p/mod.rs | 3 + .../src/pylibp2p/multiaddr.rs | 59 +++ rust/exo_pyo3_bindings/tests/dummy.rs | 54 +++ rust/exo_pyo3_bindings/tests/test_python.py | 72 ++++ rust/master_election/Cargo.toml | 41 ++ rust/master_election/src/cel/centrality.rs | 36 ++ rust/master_election/src/cel/messaging.rs | 57 +++ rust/master_election/src/cel/mod.rs | 333 +++++++++++++++++ rust/master_election/src/communicator.rs | 35 ++ rust/master_election/src/lib.rs | 44 +++ rust/master_election/src/participant.rs | 203 ++++++++++ rust/master_election/tests/dummy.rs | 8 + rust/rust-toolchain.toml | 2 + rust/util/Cargo.toml | 26 ++ rust/util/fn_pipe/Cargo.toml | 16 + rust/util/fn_pipe/proc/Cargo.toml | 20 + rust/util/fn_pipe/proc/src/lib.rs | 201 ++++++++++ rust/util/fn_pipe/src/lib.rs | 35 ++ rust/util/src/lib.rs | 53 +++ rust/util/src/nonempty.rs | 145 +++++++ shared/db/sqlite/connector.py | 3 +- shared/db/sqlite/types.py | 2 +- shared/event_loops/main.py | 2 +- shared/pyproject.toml | 3 + shared/tests/test_sqlite_connector.py | 8 +- shared/types/events/__init__.py | 99 +++++ shared/types/events/{common.py => _common.py} | 55 +-- shared/types/events/_events.py | 132 +++++++ shared/types/events/categories.py | 9 +- shared/types/events/commands.py | 3 +- shared/types/events/components.py | 2 +- shared/types/events/events.py | 137 ------- shared/types/events/registry.py | 107 ------ shared/types/events/sanity_checking.py | 75 ---- shared/types/worker/ops.py | 2 +- throwaway_tests/segfault_multiprocess.py | 31 ++ uv.lock | 56 ++- worker/main.py | 3 +- worker/pyproject.toml | 2 + worker/tests/test_worker_handlers.py | 3 +- 83 files changed, 3448 insertions(+), 655 deletions(-) create mode 100644 .idea/.gitignore create mode 100644 .idea/LanguageServersSettings.xml create mode 100644 .idea/exo-v2.iml create mode 100644 .idea/externalDependencies.xml create mode 100644 .idea/inspectionProfiles/Project_Default.xml create mode 100644 .idea/misc.xml create mode 100644 .idea/modules.xml create mode 100644 .idea/pyright-overrides.xml create mode 100644 .idea/pyright.xml create mode 100644 .idea/vcs.xml delete mode 100644 networking/README.md delete mode 100644 networking/topology/.gitignore delete mode 100644 networking/topology/Cargo.lock delete mode 100644 networking/topology/Cargo.toml delete mode 100644 networking/topology/pyproject.toml delete mode 100644 networking/topology/src/lib.rs delete mode 100644 networking/topology/src/networking/__init__.py delete mode 100644 networking/topology/src/networking/_core.pyi create mode 100644 rust/.gitignore create mode 100644 rust/Cargo.toml create mode 100644 rust/clippy.toml create mode 100644 rust/discovery/Cargo.toml create mode 100644 rust/discovery/src/behaviour.rs create mode 100644 rust/discovery/src/lib.rs create mode 100644 rust/discovery/src/transport.rs create mode 100644 rust/discovery/tests/dummy.rs create mode 100644 rust/exo_pyo3_bindings/Cargo.toml create mode 100644 rust/exo_pyo3_bindings/README.md create mode 100644 rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi create mode 100644 rust/exo_pyo3_bindings/pyproject.toml create mode 100644 rust/exo_pyo3_bindings/src/bin/stub_gen.rs create mode 100644 rust/exo_pyo3_bindings/src/discovery.rs create mode 100644 rust/exo_pyo3_bindings/src/lib.rs create mode 100644 rust/exo_pyo3_bindings/src/pylibp2p/connection.rs create mode 100644 rust/exo_pyo3_bindings/src/pylibp2p/ident.rs create mode 100644 rust/exo_pyo3_bindings/src/pylibp2p/mod.rs create mode 100644 rust/exo_pyo3_bindings/src/pylibp2p/multiaddr.rs create mode 100644 rust/exo_pyo3_bindings/tests/dummy.rs create mode 100644 rust/exo_pyo3_bindings/tests/test_python.py create mode 100644 rust/master_election/Cargo.toml create mode 100644 rust/master_election/src/cel/centrality.rs create mode 100644 rust/master_election/src/cel/messaging.rs create mode 100644 rust/master_election/src/cel/mod.rs create mode 100644 rust/master_election/src/communicator.rs create mode 100644 rust/master_election/src/lib.rs create mode 100644 rust/master_election/src/participant.rs create mode 100644 rust/master_election/tests/dummy.rs create mode 100644 rust/rust-toolchain.toml create mode 100644 rust/util/Cargo.toml create mode 100644 rust/util/fn_pipe/Cargo.toml create mode 100644 rust/util/fn_pipe/proc/Cargo.toml create mode 100644 rust/util/fn_pipe/proc/src/lib.rs create mode 100644 rust/util/fn_pipe/src/lib.rs create mode 100644 rust/util/src/lib.rs create mode 100644 rust/util/src/nonempty.rs create mode 100644 shared/types/events/__init__.py rename shared/types/events/{common.py => _common.py} (67%) create mode 100644 shared/types/events/_events.py delete mode 100644 shared/types/events/events.py delete mode 100644 shared/types/events/registry.py delete mode 100644 shared/types/events/sanity_checking.py create mode 100644 throwaway_tests/segfault_multiprocess.py diff --git a/.gitignore b/.gitignore index e9a1c1ff..4cf7c64f 100644 --- a/.gitignore +++ b/.gitignore @@ -1,6 +1,5 @@ */__pycache__ __pycache__ -networking/target/* *.so hosts_*.json \ No newline at end of file diff --git a/.idea/.gitignore b/.idea/.gitignore new file mode 100644 index 00000000..13566b81 --- /dev/null +++ b/.idea/.gitignore @@ -0,0 +1,8 @@ +# Default ignored files +/shelf/ +/workspace.xml +# Editor-based HTTP Client requests +/httpRequests/ +# Datasource local storage ignored files +/dataSources/ +/dataSources.local.xml diff --git a/.idea/LanguageServersSettings.xml b/.idea/LanguageServersSettings.xml new file mode 100644 index 00000000..7d92ce2f --- /dev/null +++ b/.idea/LanguageServersSettings.xml @@ -0,0 +1,16 @@ + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/.idea/exo-v2.iml b/.idea/exo-v2.iml new file mode 100644 index 00000000..01e49642 --- /dev/null +++ b/.idea/exo-v2.iml @@ -0,0 +1,20 @@ + + + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/.idea/externalDependencies.xml b/.idea/externalDependencies.xml new file mode 100644 index 00000000..c16deb13 --- /dev/null +++ b/.idea/externalDependencies.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml new file mode 100644 index 00000000..84212658 --- /dev/null +++ b/.idea/inspectionProfiles/Project_Default.xml @@ -0,0 +1,15 @@ + + + + \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml new file mode 100644 index 00000000..4c4cf56c --- /dev/null +++ b/.idea/misc.xml @@ -0,0 +1,10 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml new file mode 100644 index 00000000..0ccec085 --- /dev/null +++ b/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/pyright-overrides.xml b/.idea/pyright-overrides.xml new file mode 100644 index 00000000..6fa46f1d --- /dev/null +++ b/.idea/pyright-overrides.xml @@ -0,0 +1,17 @@ + + + + + + \ No newline at end of file diff --git a/.idea/pyright.xml b/.idea/pyright.xml new file mode 100644 index 00000000..f3d73271 --- /dev/null +++ b/.idea/pyright.xml @@ -0,0 +1,11 @@ + + + + + \ No newline at end of file diff --git a/.idea/vcs.xml b/.idea/vcs.xml new file mode 100644 index 00000000..94a25f7f --- /dev/null +++ b/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/flake.lock b/flake.lock index b2380393..e4210f4f 100644 --- a/flake.lock +++ b/flake.lock @@ -20,11 +20,11 @@ }, "nixpkgs": { "locked": { - "lastModified": 1749794982, - "narHash": "sha256-Kh9K4taXbVuaLC0IL+9HcfvxsSUx8dPB5s5weJcc9pc=", + "lastModified": 1752950548, + "narHash": "sha256-NS6BLD0lxOrnCiEOcvQCDVPXafX1/ek1dfJHX1nUIzc=", "owner": "NixOS", "repo": "nixpkgs", - "rev": "ee930f9755f58096ac6e8ca94a1887e0534e2d81", + "rev": "c87b95e25065c028d31a94f06a62927d18763fdf", "type": "github" }, "original": { @@ -37,7 +37,28 @@ "root": { "inputs": { "flake-utils": "flake-utils", - "nixpkgs": "nixpkgs" + "nixpkgs": "nixpkgs", + "rust-overlay": "rust-overlay" + } + }, + "rust-overlay": { + "inputs": { + "nixpkgs": [ + "nixpkgs" + ] + }, + "locked": { + "lastModified": 1753156081, + "narHash": "sha256-N+8LM+zvS6cP+VG2vxgEEDCyX1T9EUq9wXTSvGwX9TM=", + "owner": "oxalica", + "repo": "rust-overlay", + "rev": "8610c0f3801fc8dec7eb4b79c95fb39d16f38a80", + "type": "github" + }, + "original": { + "owner": "oxalica", + "repo": "rust-overlay", + "type": "github" } }, "systems": { diff --git a/flake.nix b/flake.nix index 44f676ac..ae20e4e2 100644 --- a/flake.nix +++ b/flake.nix @@ -1,19 +1,28 @@ { - description = "Exo development flake"; + description = "The development environment for Exo"; inputs = { nixpkgs.url = "github:NixOS/nixpkgs/nixos-unstable"; - flake-utils.url = "github:numtide/flake-utils"; + flake-utils = { + url = "github:numtide/flake-utils"; + inputs.nixpkgs.follows = "nixpkgs"; + }; + rust-overlay = { + url = "github:oxalica/rust-overlay"; + inputs.nixpkgs.follows = "nixpkgs"; + }; }; - outputs = { self, nixpkgs, flake-utils }: + outputs = { self, nixpkgs, rust-overlay, flake-utils }: flake-utils.lib.eachDefaultSystem (system: let - pkgs = import nixpkgs { inherit system; }; + overlays = [ (import rust-overlay) ]; + pkgs = (import nixpkgs) { + inherit system overlays; + }; # Go 1.23 compiler – align with go.mod go = pkgs.go_1_23; - # Build the networking/forwarder Go utility. forwarder = pkgs.buildGoModule { pname = "exo-forwarder"; @@ -25,40 +34,64 @@ # Only the main package at the repository root needs building. subPackages = [ "." ]; }; + + buildInputs = with pkgs; [ + ]; + nativeBuildInputs = with pkgs; [ + # This sets up the rust suite, automatically selecting the latest nightly version + (rust-bin.selectLatestNightlyWith + (toolchain: toolchain.default.override { + extensions = [ "rust-src" "clippy" ]; + })) + ]; in - { - packages = { - inherit forwarder; - default = forwarder; - }; + { + packages = { + inherit forwarder; + default = forwarder; + }; - apps.forwarder = { - type = "app"; - program = "${forwarder}/bin/forwarder"; - }; - apps.python-lsp = { - type = "app"; - program = "${pkgs.basedpyright}/bin/basedpyright-langserver"; - }; - apps.default = self.apps.${system}.forwarder; + apps = { + forwarder = { + type = "app"; + program = "${forwarder}/bin/forwarder"; + }; + python-lsp = { + type = "app"; + program = "${pkgs.basedpyright}/bin/basedpyright-langserver"; + }; + default = self.apps.${system}.forwarder; + }; - devShells.default = pkgs.mkShell { - packages = [ - pkgs.python313 - pkgs.uv - pkgs.just - pkgs.protobuf - pkgs.rustc - pkgs.cargo - pkgs.basedpyright - pkgs.ruff - go - ]; + devShells.default = pkgs.mkShell { + packages = [ + pkgs.python313 + pkgs.uv + pkgs.just + pkgs.protobuf + pkgs.basedpyright + pkgs.ruff + go + ]; - shellHook = '' - export GOPATH=$(mktemp -d) - ''; - }; - } + # TODO: change this into exported env via nix directly??? + shellHook = '' + export GOPATH=$(mktemp -d) + ''; + + nativeBuildInputs = with pkgs; [ + cargo-expand + nixpkgs-fmt + cmake + ] ++ buildInputs ++ nativeBuildInputs; + + # fixes libstdc++.so issues and libgl.so issues +# LD_LIBRARY_PATH = "${pkgs.stdenv.cc.cc.lib}/lib:$LD_LIBRARY_PATH"; + LD_LIBRARY_PATH = "${pkgs.stdenv.cc.cc.lib}/lib"; + + # exports basedpyright path so tools can discover it + BASEDPYRIGHT_BIN_PATH = "${pkgs.basedpyright}/bin/"; + }; + } ); } \ No newline at end of file diff --git a/justfile b/justfile index 6cb6fc86..5865b22e 100644 --- a/justfile +++ b/justfile @@ -17,13 +17,16 @@ lint-check: uv run ruff check master worker shared engines/* test: - uv run pytest master worker shared engines/* + uv run pytest master worker shared engines/* rust/exo_pyo3_bindings/tests check: - basedpyright --project pyproject.toml + uv run basedpyright --project pyproject.toml sync: - uv sync --all-packages --reinstall + uv sync --all-packages + +sync-clean: + uv sync --all-packages --force-reinstall protobufs: just regenerate-protobufs diff --git a/master/api.py b/master/api.py index 28c78e48..f07e81f5 100644 --- a/master/api.py +++ b/master/api.py @@ -10,10 +10,9 @@ from fastapi.responses import StreamingResponse from pydantic import BaseModel from shared.db.sqlite.connector import AsyncSQLiteEventStorage +from shared.types.events import ChunkGenerated, Event from shared.types.events.chunks import TokenChunk from shared.types.events.components import EventFromEventLog -from shared.types.events.events import ChunkGenerated -from shared.types.events.registry import Event from shared.types.request import APIRequest, RequestId from shared.types.tasks import ChatCompletionTaskParams diff --git a/master/main.py b/master/main.py index cb59ec45..3e99f808 100644 --- a/master/main.py +++ b/master/main.py @@ -8,8 +8,8 @@ from shared.db.sqlite.config import EventLogConfig from shared.db.sqlite.connector import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogManager from shared.types.common import NodeId +from shared.types.events import ChunkGenerated from shared.types.events.chunks import TokenChunk -from shared.types.events.events import ChunkGenerated from shared.types.request import APIRequest, RequestId diff --git a/master/placement.py b/master/placement.py index be0d8f41..b9eb7d70 100644 --- a/master/placement.py +++ b/master/placement.py @@ -2,7 +2,7 @@ from queue import Queue from typing import Mapping, Sequence from shared.topology import Topology -from shared.types.events.registry import Event +from shared.types.events import Event from shared.types.state import CachePolicy from shared.types.tasks import Task from shared.types.worker.instances import InstanceId, InstanceParams diff --git a/networking/README.md b/networking/README.md deleted file mode 100644 index e69de29b..00000000 diff --git a/networking/topology/.gitignore b/networking/topology/.gitignore deleted file mode 100644 index 9f970225..00000000 --- a/networking/topology/.gitignore +++ /dev/null @@ -1 +0,0 @@ -target/ \ No newline at end of file diff --git a/networking/topology/Cargo.lock b/networking/topology/Cargo.lock deleted file mode 100644 index 328ad73a..00000000 --- a/networking/topology/Cargo.lock +++ /dev/null @@ -1,171 +0,0 @@ -# This file is automatically @generated by Cargo. -# It is not intended for manual editing. -version = 4 - -[[package]] -name = "autocfg" -version = "1.5.0" -source = "registry+https://github.com/rust-lang/crates.io-index" -checksum = "c08606f8c3cbf4ce6ec8e28fb0014a2c086708fe954eaa885384a6165172e7e8" - -[[package]] -name = "cfg-if" -version 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["extension-module", "abi3-py39"] } diff --git a/networking/topology/pyproject.toml b/networking/topology/pyproject.toml deleted file mode 100644 index f2e82e89..00000000 --- a/networking/topology/pyproject.toml +++ /dev/null @@ -1,21 +0,0 @@ -[project] -name = "exo-networking" -version = "0.1.0" -description = "Add your description here" -authors = [ - { name = "Arbion Halili", email = "99731180+ToxicPine@users.noreply.github.com" } -] -requires-python = ">=3.13" -dependencies = [] - -[project.scripts] -networking = "networking:main" - -[tool.maturin] -module-name = "networking._core" -python-packages = ["networking"] -python-source = "src" - -[build-system] -requires = ["maturin>=1.0,<2.0"] -build-backend = "maturin" diff --git a/networking/topology/src/lib.rs b/networking/topology/src/lib.rs deleted file mode 100644 index 915d8a39..00000000 --- a/networking/topology/src/lib.rs +++ /dev/null @@ -1,15 +0,0 @@ -use pyo3::prelude::*; - -#[pyfunction] -fn hello_from_bin() -> String { - "Hello from networking!".to_string() -} - -/// A Python module implemented in Rust. The name of this function must match -/// the `lib.name` setting in the `Cargo.toml`, else Python will not be able to -/// import the module. -#[pymodule] -fn _core(m: &Bound<'_, PyModule>) -> PyResult<()> { - m.add_function(wrap_pyfunction!(hello_from_bin, m)?)?; - Ok(()) -} diff --git a/networking/topology/src/networking/__init__.py b/networking/topology/src/networking/__init__.py deleted file mode 100644 index e357cd98..00000000 --- a/networking/topology/src/networking/__init__.py +++ /dev/null @@ -1,5 +0,0 @@ -from networking._core import hello_from_bin - - -def main() -> None: - print(hello_from_bin()) diff --git a/networking/topology/src/networking/_core.pyi b/networking/topology/src/networking/_core.pyi deleted file mode 100644 index e69de29b..00000000 diff --git a/pyproject.toml b/pyproject.toml index d4573c85..7d8aad79 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -10,6 +10,8 @@ dependencies = [ "exo-master", "exo-worker", "types-aiofiles>=24.1.0.20250708", + "typeguard>=4.4.4", + "pydantic>=2.11.7" ] # dependencies only required for development @@ -37,7 +39,7 @@ members = [ "worker", "shared", "engines/*", - "networking/topology", + "rust/exo_pyo3_bindings", ] [tool.uv.sources] @@ -45,7 +47,7 @@ exo-shared = { workspace = true } exo-master = { workspace = true } exo-worker = { workspace = true } exo-engine-mlx = { workspace = true } -exo-networking = { workspace = true } +exo-pyo3-bindings = { workspace = true } [build-system] requires = ["hatchling"] @@ -66,9 +68,9 @@ only-include = ["pyproject.toml", "README.md"] # type-checker configuration ### -[tool.basedpyright] +[tool.basedpyright] typeCheckingMode = "strict" -failOnWarnings = true +failOnWarnings = true reportAny = "error" reportUnknownVariableType = "error" @@ -80,11 +82,11 @@ reportUnnecessaryCast = "error" reportUnnecessaryTypeIgnoreComment = "error" include = ["master", "worker", "shared", "engines/*"] -pythonVersion = "3.13" +pythonVersion = "3.13" pythonPlatform = "Darwin" stubPath = "shared/protobufs/types" -ignore = [ +ignore = [ "shared/protobufs/types/**/*", ] @@ -111,4 +113,4 @@ extend-select = ["I", "N", "B", "A", "PIE", "SIM"] [tool.pytest.ini_options] pythonpath = "." -asyncio_mode = "auto" +asyncio_mode = "auto" \ No newline at end of file diff --git a/rust/.gitignore b/rust/.gitignore new file mode 100644 index 00000000..e9c71ef3 --- /dev/null +++ b/rust/.gitignore @@ -0,0 +1,11 @@ +/target +compile +.* +./*.wacc +*.s +*.core +.wacc +*.png +*.dot + +Cargo.lock \ No newline at end of file diff --git a/rust/Cargo.toml b/rust/Cargo.toml new file mode 100644 index 00000000..97c472da --- /dev/null +++ b/rust/Cargo.toml @@ -0,0 +1,166 @@ +[workspace] +resolver = "3" +members = [ + "discovery", + "exo_pyo3_bindings", + "master_election", + "util", + "util/fn_pipe", + "util/fn_pipe/proc", +] + +[workspace.package] +version = "0.0.1" +edition = "2024" + +[profile.dev] +opt-level = 1 +debug = true + +[profile.release] +opt-level = 3 + +# Common shared dependendencies configured once at the workspace +# level, to be re-used more easily across workspace member crates. +# +# Common configurations include versions, paths, features, etc. +[workspace.dependencies] +## Crate members as common dependencies +discovery = { path = "discovery" } +master_election = { path = "master_election" } +util = { path = "util" } +exo_pyo3_bindings = { path = "exo_pyo3_bindings" } +fn_pipe = { path = "util/fn_pipe" } +fn_pipe_proc = { path = "util/fn_pipe/proc" } + + +# Proc-macro authoring tools +syn = "2.0" +quote = "1.0" +proc-macro2 = "1.0" +darling = "0.20" +# Macro dependecies +extend = "1.2" +delegate = "0.13" +impl-trait-for-tuples = "0.2" +clap = "4.5" +derive_more = { version = "2.0.1", features = ["display"] } +# Utility dependencies +itertools = "0.14" +thiserror = "2" +internment = "0.8" +recursion = "0.5" +regex = "1.11" +once_cell = "1.21" +thread_local = "1.1" +bon = "3.4" +generativity = "1.1" +anyhow = "1.0" +keccak-const = "0.2" +# Functional generics/lenses frameworks +frunk_core = "0.4" +frunk = "0.4" +frunk_utils = "0.2" +frunk-enum-core = "0.3" +# Async dependencies +tokio = "1.46" +futures = "0.3" +futures-util = "0.3" +# Data structures +either = "1.15" +ordered-float = "5.0" +ahash = "0.8" +# networking +libp2p = "0.56" +libp2p-tcp = "0.44" +# interop +pyo3 = "0.25" +#pyo3-stub-gen = { git = "https://github.com/Jij-Inc/pyo3-stub-gen.git", rev = "d2626600e52452e71095c57e721514de748d419d" } # v0.11 not yet published to crates +pyo3-stub-gen = { git = "https://github.com/cstruct/pyo3-stub-gen.git", rev = "2efddde7dcffc462868aa0e4bbc46877c657a0fe" } # This fork adds support for type overrides => not merged yet!!! +pyo3-async-runtimes = "0.25" + +[workspace.lints.rust] +static_mut_refs = "warn" # Or use "warn" instead of deny +incomplete_features = "allow" + +# Clippy's lint category level configurations; +# every member crate needs to inherit these by adding +# +# ```toml +# [lints] +# workspace = true +# ``` +# +# to their `Cargo.toml` files +[workspace.lints.clippy] +# Clippy lint categories meant to be enabled all at once +correctness = { level = "deny", priority = -1 } +suspicious = { level = "warn", priority = -1 } +style = { level = "warn", priority = -1 } +complexity = { level = "warn", priority = -1 } +perf = { level = "warn", priority = -1 } +pedantic = { level = "warn", priority = -1 } +nursery = { level = "warn", priority = -1 } +cargo = { level = "warn", priority = -1 } + +# Individual Clippy lints from the `restriction` category +arithmetic_side_effects = "warn" +as_conversions = "warn" +assertions_on_result_states = "warn" +clone_on_ref_ptr = "warn" +decimal_literal_representation = "warn" +default_union_representation = "warn" +deref_by_slicing = "warn" +disallowed_script_idents = "deny" +else_if_without_else = "warn" +empty_enum_variants_with_brackets = "warn" +empty_structs_with_brackets = "warn" +error_impl_error = "warn" +exit = "deny" +expect_used = "warn" +float_cmp_const = "warn" +get_unwrap = "warn" +if_then_some_else_none = "warn" +impl_trait_in_params = "warn" +indexing_slicing = "warn" +infinite_loop = "warn" +let_underscore_must_use = "warn" +let_underscore_untyped = "warn" +lossy_float_literal = "warn" +mem_forget = "warn" +missing_inline_in_public_items = "warn" +multiple_inherent_impl = "warn" +multiple_unsafe_ops_per_block = "warn" +mutex_atomic = "warn" +non_zero_suggestions = "warn" +panic = "warn" +partial_pub_fields = "warn" +pattern_type_mismatch = "warn" +pub_without_shorthand = "warn" +rc_buffer = "warn" +rc_mutex = "warn" +redundant_type_annotations = "warn" +renamed_function_params = "warn" +rest_pat_in_fully_bound_structs = "warn" +same_name_method = "warn" +self_named_module_files = "deny" +semicolon_inside_block = "warn" +shadow_same = "warn" +shadow_unrelated = "warn" +str_to_string = "warn" +string_add = "warn" +string_lit_chars_any = "warn" +string_to_string = "warn" +tests_outside_test_module = "warn" +todo = "warn" +try_err = "warn" +undocumented_unsafe_blocks = "warn" +unnecessary_safety_comment = "warn" +unnecessary_safety_doc = "warn" +unneeded_field_pattern = "warn" +unseparated_literal_suffix = "warn" +unused_result_ok = "warn" +unused_trait_names = "warn" +unwrap_used = "warn" +verbose_file_reads = "warn" +static_mut_refs = "warn" \ No newline at end of file diff --git a/rust/clippy.toml b/rust/clippy.toml new file mode 100644 index 00000000..6d5a6187 --- /dev/null +++ b/rust/clippy.toml @@ -0,0 +1,2 @@ +# we can manually exclude false-positive lint errors for dual packages (if in dependencies) +#allowed-duplicate-crates = ["hashbrown"] \ No newline at end of file diff --git a/rust/discovery/Cargo.toml b/rust/discovery/Cargo.toml new file mode 100644 index 00000000..6ca9ef17 --- /dev/null +++ b/rust/discovery/Cargo.toml @@ -0,0 +1,38 @@ +[package] +name = "discovery" +version = { workspace = true } +edition = { workspace = true } +publish = false + +[lib] +doctest = false +name = "discovery" +path = "src/lib.rs" + +[lints] +workspace = true + +[dependencies] +# macro dependencies +extend = { workspace = true } +delegate = { workspace = true } +impl-trait-for-tuples = { workspace = true } +derive_more = { workspace = true } + +# Async +tokio = { workspace = true, features = ["full"] } +futures = { workspace = true } + +# utility dependencies +#util = { workspace = true } +#fn_pipe = { workspace = true } +thiserror = { workspace = true } +#internment = { workspace = true } +#recursion = { workspace = true } +#generativity = { workspace = true } +#itertools = { workspace = true } +tracing-subscriber = { version = "0.3.19", features = ["default", "env-filter"] } +keccak-const = { workspace = true } + +# Networking +libp2p = { workspace = true, features = ["full"] } \ No newline at end of file diff --git a/rust/discovery/src/behaviour.rs b/rust/discovery/src/behaviour.rs new file mode 100644 index 00000000..52a7032e --- /dev/null +++ b/rust/discovery/src/behaviour.rs @@ -0,0 +1,61 @@ +use crate::alias::AnyResult; +use libp2p::swarm::NetworkBehaviour; +use libp2p::{gossipsub, identity, mdns}; +use std::hash::{DefaultHasher, Hash, Hasher}; +use std::time::Duration; + +/// Custom network behavior for `discovery` network; it combines [`mdns::tokio::Behaviour`] for +/// the actual mDNS discovery, and [`gossipsub::Behaviour`] for PubSub functionality. +#[derive(NetworkBehaviour)] +pub struct DiscoveryBehaviour { + pub mdns: mdns::tokio::Behaviour, + pub gossipsub: gossipsub::Behaviour, +} + +fn mdns_behaviour(keypair: &identity::Keypair) -> AnyResult { + use mdns::{tokio, Config}; + + // mDNS config => enable IPv6 + let mdns_config = Config { + // enable_ipv6: true, // TODO: for some reason, TCP+mDNS don't work well with ipv6?? figure out how to make work + ..Default::default() + }; + + let mdns_behaviour = tokio::Behaviour::new(mdns_config, keypair.public().to_peer_id()); + Ok(mdns_behaviour?) +} + +fn gossipsub_behaviour(keypair: &identity::Keypair) -> AnyResult { + use gossipsub::ConfigBuilder; + + // To content-address message, we can take the hash of message and use it as an ID. + let message_id_fn = |message: &gossipsub::Message| { + let mut s = DefaultHasher::new(); + message.data.hash(&mut s); + gossipsub::MessageId::from(s.finish().to_string()) + }; + + let gossipsub_config = ConfigBuilder::default() + // .mesh_n_low(1 + .mesh_n(1) // this is for debugging!!! change to 6 + // .mesh_n_for_topic(1, topic.hash()) // this is for debugging!!! change to 6 + // .mesh_n_high(1) + .heartbeat_interval(Duration::from_secs(10)) // This is set to aid debugging by not cluttering the log space + .validation_mode(gossipsub::ValidationMode::None) // This sets the kind of message validation. Skip signing for speed. + .message_id_fn(message_id_fn) // content-address messages. No two messages of the same content will be propagated. + .build()?; // Temporary hack because `build` does not return a proper `std::error::Error`. + + // build a gossipsub network behaviour + let gossipsub_behavior = gossipsub::Behaviour::new( + gossipsub::MessageAuthenticity::Signed(keypair.clone()), + gossipsub_config, + )?; + Ok(gossipsub_behavior) +} + +pub fn discovery_behaviour(keypair: &identity::Keypair) -> AnyResult { + Ok(DiscoveryBehaviour { + gossipsub: gossipsub_behaviour(keypair)?, + mdns: mdns_behaviour(keypair)?, + }) +} diff --git a/rust/discovery/src/lib.rs b/rust/discovery/src/lib.rs new file mode 100644 index 00000000..17cb78ca --- /dev/null +++ b/rust/discovery/src/lib.rs @@ -0,0 +1,137 @@ +//! TODO: crate documentation +//! +//! this is here as a placeholder documentation +//! +//! + +// enable Rust-unstable features for convenience +#![feature(trait_alias)] +// #![feature(stmt_expr_attributes)] +// #![feature(unboxed_closures)] +// #![feature(assert_matches)] +// #![feature(async_fn_in_dyn_trait)] +// #![feature(async_for_loop)] +// #![feature(auto_traits)] +// #![feature(negative_impls)] + +use crate::behaviour::{discovery_behaviour, DiscoveryBehaviour}; +use crate::transport::discovery_transport; +use libp2p::{identity, Swarm, SwarmBuilder}; + +pub mod behaviour; +pub mod transport; + +/// Namespace for all the type/trait aliases used by this crate. +pub(crate) mod alias { + use std::error::Error; + + pub type AnyError = Box; + pub type AnyResult = Result; +} + +/// Namespace for crate-wide extension traits/methods +pub(crate) mod ext {} + +pub(crate) mod private { + /// Sealed traits support + pub trait Sealed {} + impl Sealed for T {} +} + +/// Create and configure a swarm, and start listening to all ports/OS. +#[inline] +pub fn discovery_swarm(keypair: identity::Keypair) -> alias::AnyResult> { + let mut swarm = SwarmBuilder::with_existing_identity(keypair) + .with_tokio() + .with_other_transport(discovery_transport)? + .with_behaviour(discovery_behaviour)? + .build(); + + // Listen on all interfaces and whatever port the OS assigns + // swarm.listen_on("/ip4/0.0.0.0/udp/0/quic-v1".parse()?)?; // TODO: make this + swarm.listen_on("/ip4/0.0.0.0/tcp/0".parse()?)?; + + Ok(swarm) +} + +// TODO: - ensure that all changes to connections means a Disconnect/Reconnect event fired, i.e. if it switched IPs slighty or something +// - ensure that all links are unique, i.e. each connection has some kind of uniquely identifiable hash/multiaddress/whatever => temporally unique??? +// - need pnet config, so that forwarder & discovery don't interfere with each-other +// - discovery network needs persistence, so swarm created from existing identity (passed as arg) +// - connect/disconnect events etc. should be handled with callbacks +// - DON'T need gossipsub JUST yet, only mDNS for discovery => potentially use something else instead of gossipsub + +#[cfg(test)] +mod tests { + use crate::alias::AnyResult; + use crate::behaviour::DiscoveryBehaviourEvent; + use crate::discovery_swarm; + use futures::stream::StreamExt as _; + use libp2p::{gossipsub, identity, mdns, swarm::SwarmEvent}; + use std::hash::Hash; + use tokio::{io, io::AsyncBufReadExt as _, select}; + use tracing_subscriber::filter::LevelFilter; + use tracing_subscriber::util::SubscriberInitExt as _; + use tracing_subscriber::EnvFilter; + + #[tokio::test] + async fn chatroom_test() -> AnyResult<()> { + let _ = tracing_subscriber::fmt() + .with_env_filter(EnvFilter::from_default_env().add_directive(LevelFilter::DEBUG.into())) + .try_init(); + + // Configure swarm + let mut swarm = discovery_swarm(identity::Keypair::generate_ed25519())?; + + // Create a Gossipsub topic & subscribe + let topic = gossipsub::IdentTopic::new("test-net"); + swarm.behaviour_mut().gossipsub.subscribe(&topic)?; + + // Read full lines from stdin + let mut stdin = io::BufReader::new(io::stdin()).lines(); + println!( + "Enter messages via STDIN and they will be sent to connected peers using Gossipsub" + ); + + // Kick it off + loop { + select! { + Ok(Some(line)) = stdin.next_line() => { + if let Err(e) = swarm + .behaviour_mut().gossipsub + .publish(topic.clone(), line.as_bytes()) { + println!("Publish error: {e:?}"); + } + } + event = swarm.select_next_some() => match event { + SwarmEvent::Behaviour(DiscoveryBehaviourEvent::Mdns(mdns::Event::Discovered(list))) => { + for (peer_id, multiaddr) in list { + println!("mDNS discovered a new peer: {peer_id} on {multiaddr}"); + swarm.behaviour_mut().gossipsub.add_explicit_peer(&peer_id); + } + }, + SwarmEvent::Behaviour(DiscoveryBehaviourEvent::Mdns(mdns::Event::Expired(list))) => { + for (peer_id, multiaddr) in list { + println!("mDNS discover peer has expired: {peer_id} on {multiaddr}"); + swarm.behaviour_mut().gossipsub.remove_explicit_peer(&peer_id); + } + }, + SwarmEvent::Behaviour(DiscoveryBehaviourEvent::Gossipsub(gossipsub::Event::Message { + propagation_source: peer_id, + message_id: id, + message, + })) => println!( + "\n\nGot message: '{}' with id: {id} from peer: {peer_id}\n\n", + String::from_utf8_lossy(&message.data), + ), + SwarmEvent::NewListenAddr { address, .. } => { + println!("Local node is listening on {address}"); + } + e => { + println!("Other event {e:?}"); + } + } + } + } + } +} diff --git a/rust/discovery/src/transport.rs b/rust/discovery/src/transport.rs new file mode 100644 index 00000000..ee7213d8 --- /dev/null +++ b/rust/discovery/src/transport.rs @@ -0,0 +1,80 @@ +use crate::alias::AnyResult; +use futures::{AsyncRead, AsyncWrite}; +use keccak_const::Sha3_256; +use libp2p::{ + core::{muxing, transport::Boxed}, identity, + noise, + pnet, quic, yamux, PeerId, Transport as _, +}; +use std::any::Any; + +/// Key used for discovery's private network. See [`pnet_upgrade`] for more. +const PNET_PRESHARED_KEY: [u8; 32] = Sha3_256::new().update(b"exo_discovery_network").finalize(); + +/// Make `discovery` run on a private network, as to not clash with the `forwarder` network. +/// This is implemented as an additional "upgrade" ontop of existing [`libp2p::Transport`] layers. +fn pnet_upgrade( + socket: Socket, + _ignored: impl Any, +) -> impl Future, pnet::PnetError>> +where + Socket: AsyncRead + AsyncWrite + Send + Unpin + 'static, +{ + pnet::PnetConfig::new(pnet::PreSharedKey::new(PNET_PRESHARED_KEY)).handshake(socket) +} + +/// TCP/IP transport layer configuration. +fn tcp_transport( + keypair: &identity::Keypair, +) -> AnyResult> { + use libp2p::{ + core::upgrade::Version, + tcp::{tokio, Config}, + }; + + // `TCP_NODELAY` enabled => avoid latency + let tcp_config = Config::default().nodelay(true); + + // V1 + lazy flushing => 0-RTT negotiation + let upgrade_version = Version::V1Lazy; + + // Noise is faster than TLS + we don't care much for security + let noise_config = noise::Config::new(keypair)?; + //let tls_config = tls::Config::new(keypair)?; // TODO: add this in if needed?? => look into how `.with_tcp` does it... + + // Use default Yamux config for multiplexing + let yamux_config = yamux::Config::default(); + + // Create new Tokio-driven TCP/IP transport layer + let base_transport = tokio::Transport::new(tcp_config) + .and_then(pnet_upgrade) + .upgrade(upgrade_version) + .authenticate(noise_config) + .multiplex(yamux_config); + + // Return boxed transport (to flatten complex type) + Ok(base_transport.boxed()) +} + +/// QUIC transport layer configuration. +fn quic_transport(keypair: &identity::Keypair) -> Boxed<(PeerId, quic::Connection)> { + use libp2p::quic::{tokio, Config}; + + let quic_config = Config::new(keypair); + let base_transport = tokio::Transport::new(quic_config).boxed(); + //.and_then(); // As of now, QUIC doesn't support PNet's.., ;( TODO: figure out in future how to do + unimplemented!("you cannot use this yet !!!"); + base_transport +} + +/// Overall composed transport-layer configuration for the `discovery` network. +pub fn discovery_transport( + keypair: &identity::Keypair, +) -> AnyResult> { + // TODO: when QUIC is figured out with PNET, re-enable this + // Ok(tcp_transport(keypair)? + // .or_transport(quic_transport(keypair)) + // .boxed()) + + tcp_transport(keypair) +} diff --git a/rust/discovery/tests/dummy.rs b/rust/discovery/tests/dummy.rs new file mode 100644 index 00000000..d82c6eb1 --- /dev/null +++ b/rust/discovery/tests/dummy.rs @@ -0,0 +1,8 @@ +// maybe this will hold test in the future...?? + +#[cfg(test)] +mod tests { + #[test] + fn does_nothing() { + } +} \ No newline at end of file diff --git a/rust/exo_pyo3_bindings/Cargo.toml b/rust/exo_pyo3_bindings/Cargo.toml new file mode 100644 index 00000000..db37d027 --- /dev/null +++ b/rust/exo_pyo3_bindings/Cargo.toml @@ -0,0 +1,76 @@ +[package] +name = "exo_pyo3_bindings" +version = { workspace = true } +edition = { workspace = true } +publish = false + +[lib] +doctest = false +path = "src/lib.rs" +name = "exo_pyo3_bindings" + +# "cdylib" needed to produce shared library for Python to import +# "rlib" needed for stub-gen to run +crate-type = ["cdylib", "rlib"] + +[[bin]] +path = "src/bin/stub_gen.rs" +name = "stub_gen" +doc = false + +[lints] +workspace = true + +[dependencies] +discovery = { workspace = true } + +# interop +pyo3 = { workspace = true, features = [ + "abi3-py311", # tells pyo3 (and maturin) to build using the stable ABI with minimum Python version 3.11 + "nightly", # enables better-supported GIL integration + "experimental-async", # async support in #[pyfunction] & #[pymethods] + #"experimental-inspect", # inspection of generated binary => easier to automate type-hint generation + #"py-clone", # adding Clone-ing of `Py` without GIL (may cause panics - remove if panics happen) + "multiple-pymethods", # allows multiple #[pymethods] sections per class + + # integrations with other libraries + "arc_lock", "bigdecimal", "either", "hashbrown", "indexmap", "num-bigint", "num-complex", "num-rational", + "ordered-float", "rust_decimal", "smallvec", + # "anyhow", "chrono", "chrono-local", "chrono-tz", "eyre", "jiff-02", "lock_api", "parking-lot", "time", "serde", +] } +pyo3-stub-gen = { workspace = true } +pyo3-async-runtimes = { workspace = true, features = ["attributes", "tokio-runtime", "testing"] } + +# macro dependencies +extend = { workspace = true } +delegate = { workspace = true } +impl-trait-for-tuples = { workspace = true } +derive_more = { workspace = true } + +# async runtime +tokio = { workspace = true, features = ["full", "tracing"] } + +# utility dependencies +once_cell = "1.21.3" +thread_local = "1.1.9" +#util = { workspace = true } +#fn_pipe = { workspace = true } +thiserror = { workspace = true } +#internment = { workspace = true } +#recursion = { workspace = true } +#generativity = { workspace = true } +#itertools = { workspace = true } + + +# Tracing +#tracing = "0.1" +#tracing-subscriber = "0.3" +#console-subscriber = "0.1.5" +#tracing-log = "0.2.0" +env_logger = "0.11" +log = "0.4" +pyo3-log = "0.12" + + +# Networking +libp2p = { workspace = true, features = ["full"] } diff --git a/rust/exo_pyo3_bindings/README.md b/rust/exo_pyo3_bindings/README.md new file mode 100644 index 00000000..e739dd89 --- /dev/null +++ b/rust/exo_pyo3_bindings/README.md @@ -0,0 +1 @@ +TODO: do something here.... diff --git a/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi b/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi new file mode 100644 index 00000000..0cb78c74 --- /dev/null +++ b/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi @@ -0,0 +1,148 @@ +# This file is automatically generated by pyo3_stub_gen +# ruff: noqa: E501, F401 + +import builtins +import collections.abc + +class ConnectionId: + r""" + TODO: documentation... + """ + @staticmethod + def new_unchecked(id:builtins.int) -> ConnectionId: + r""" + TODO: documentation + """ + def __repr__(self) -> builtins.str: ... + def __str__(self) -> builtins.str: ... + +class ConnectionUpdate: + @property + def peer_id(self) -> PeerId: + r""" + Identity of the peer that we have connected to. + """ + @property + def connection_id(self) -> ConnectionId: + r""" + Identifier of the connection. + """ + @property + def local_addr(self) -> Multiaddr: + r""" + Local connection address. + """ + @property + def send_back_addr(self) -> Multiaddr: + r""" + Address used to send back data to the remote. + """ + +class DiscoveryService: + def __new__(cls, identity:Keypair) -> DiscoveryService: ... + def add_connected_callback(self, callback:collections.abc.Callable[[ConnectionUpdate], None]) -> None: ... + def add_disconnected_callback(self, callback:collections.abc.Callable[[ConnectionUpdate], None]) -> None: ... + +class Keypair: + r""" + TODO: documentation... + """ + @staticmethod + def generate_ed25519() -> Keypair: + r""" + TODO: documentation + """ + @staticmethod + def generate_ecdsa() -> Keypair: + r""" + TODO: documentation + """ + @staticmethod + def generate_secp256k1() -> Keypair: + r""" + TODO: documentation + """ + @staticmethod + def from_protobuf_encoding(bytes:bytes) -> Keypair: + r""" + TODO: documentation + """ + @staticmethod + def rsa_from_pkcs8(bytes:bytes) -> Keypair: + r""" + TODO: documentation + """ + @staticmethod + def secp256k1_from_der(bytes:bytes) -> Keypair: + r""" + TODO: documentation + """ + @staticmethod + def ed25519_from_bytes(bytes:bytes) -> Keypair: + r""" + TODO: documentation + """ + @staticmethod + def ecdsa_from_bytes(bytes:bytes) -> Keypair: + r""" + TODO: documentation + """ + def to_protobuf_encoding(self) -> bytes: + r""" + TODO: documentation + """ + +class Multiaddr: + r""" + TODO: documentation... + """ + @staticmethod + def empty() -> Multiaddr: + r""" + TODO: documentation + """ + @staticmethod + def with_capacity(n:builtins.int) -> Multiaddr: + r""" + TODO: documentation + """ + def len(self) -> builtins.int: + r""" + TODO: documentation + """ + def is_empty(self) -> builtins.bool: + r""" + TODO: documentation + """ + def to_bytes(self) -> bytes: + r""" + TODO: documentation + """ + def __repr__(self) -> builtins.str: ... + def __str__(self) -> builtins.str: ... + +class PeerId: + r""" + TODO: documentation... + """ + @staticmethod + def random() -> PeerId: + r""" + TODO: documentation + """ + @staticmethod + def from_bytes(bytes:bytes) -> PeerId: + r""" + TODO: documentation + """ + def to_bytes(self) -> bytes: + r""" + TODO: documentation + """ + def to_base58(self) -> builtins.str: + r""" + TODO: documentation + """ + def __repr__(self) -> builtins.str: ... + def __str__(self) -> builtins.str: ... + diff --git a/rust/exo_pyo3_bindings/pyproject.toml b/rust/exo_pyo3_bindings/pyproject.toml new file mode 100644 index 00000000..1adf83a1 --- /dev/null +++ b/rust/exo_pyo3_bindings/pyproject.toml @@ -0,0 +1,35 @@ +[build-system] +requires = ["maturin>=1.0,<2.0"] +build-backend = "maturin" + +[project] +name = "exo_pyo3_bindings" +version = "0.1.0" +description = "Add your description here" +readme = "README.md" +authors = [ + { name = "Andrei Cravtov", email = "the.andrei.cravtov@gmail.com" } +] +requires-python = ">=3.13" +dependencies = [] + +[dependency-groups] +dev = [ + "exo_pyo3_bindings", + "pytest>=8.4.0", + "pytest-asyncio>=1.0.0", +] + +#[project.scripts] +#networking = "rust-bindings:main" + +[tool.maturin] +#purelib = true +#python-source = "python" +module-name = "exo_pyo3_bindings" +features = ["pyo3/extension-module", "pyo3/experimental-async"] + +[tool.pytest.ini_options] +log_cli = true +log_cli_level = "INFO" +asyncio_mode = "auto" \ No newline at end of file diff --git a/rust/exo_pyo3_bindings/src/bin/stub_gen.rs b/rust/exo_pyo3_bindings/src/bin/stub_gen.rs new file mode 100644 index 00000000..ac979ea5 --- /dev/null +++ b/rust/exo_pyo3_bindings/src/bin/stub_gen.rs @@ -0,0 +1,32 @@ +use pyo3_stub_gen::Result; + +fn main() -> Result<()> { + let body = async { + env_logger::Builder::from_env(env_logger::Env::default().filter_or("RUST_LOG", "info")) + .init(); + let stub = exo_pyo3_bindings::stub_info()?; + stub.generate()?; + Ok(()) + }; + #[allow( + clippy::expect_used, + clippy::diverging_sub_expression, + clippy::needless_return + )] + { + let runtime = tokio::runtime::Builder::new_multi_thread() + .enable_all() + .build() + .expect("Failed building the Runtime"); + + let a = runtime.handle(); + + return runtime.block_on(body); + } +} + +// fn main() -> Result<()> { +// let stub = python_bindings::stub_info()?; +// stub.generate()?; +// Ok(()) +// } diff --git a/rust/exo_pyo3_bindings/src/discovery.rs b/rust/exo_pyo3_bindings/src/discovery.rs new file mode 100644 index 00000000..fc3dfa6c --- /dev/null +++ b/rust/exo_pyo3_bindings/src/discovery.rs @@ -0,0 +1,353 @@ +#![allow( + clippy::multiple_inherent_impl, + clippy::unnecessary_wraps, + clippy::unused_self, + clippy::needless_pass_by_value +)] + +use crate::ext::ResultExt; +use crate::pylibp2p::connection::PyConnectionId; +use crate::pylibp2p::ident::{PyKeypair, PyPeerId}; +use crate::pylibp2p::multiaddr::PyMultiaddr; +use crate::{alias, pyclass, MPSC_CHANNEL_SIZE}; +use discovery::behaviour::{DiscoveryBehaviour, DiscoveryBehaviourEvent}; +use discovery::discovery_swarm; +use libp2p::core::ConnectedPoint; +use libp2p::futures::StreamExt; +use libp2p::multiaddr::multiaddr; +use libp2p::swarm::dial_opts::DialOpts; +use libp2p::swarm::{ConnectionId, SwarmEvent, ToSwarm}; +use libp2p::{gossipsub, mdns, Multiaddr, PeerId, Swarm}; +use pyo3::prelude::{PyModule, PyModuleMethods as _}; +use pyo3::{pymethods, Bound, Py, PyObject, PyResult, PyTraverseError, PyVisit, Python}; +use pyo3_stub_gen::derive::{gen_stub_pyclass, gen_stub_pymethods}; +use std::convert::identity; +use std::error::Error; +use tokio::sync::mpsc; + +struct ConnectionUpdate { + /// Identity of the peer that we have connected to. + peer_id: PeerId, + /// Identifier of the connection. + connection_id: ConnectionId, + /// Local connection address. + local_addr: Multiaddr, + /// Address used to send back data to the remote. + send_back_addr: Multiaddr, +} + +#[gen_stub_pyclass] +#[pyclass(frozen, name = "ConnectionUpdate")] +#[derive(Debug, Clone)] +struct PyConnectionUpdate { + /// Identity of the peer that we have connected to. + #[pyo3(get)] + peer_id: PyPeerId, + /// Identifier of the connection. + #[pyo3(get)] + connection_id: PyConnectionId, + /// Local connection address. + #[pyo3(get)] + local_addr: PyMultiaddr, + /// Address used to send back data to the remote. + #[pyo3(get)] + send_back_addr: PyMultiaddr, +} + +impl PyConnectionUpdate { + fn from_connection_event( + ConnectionUpdate { + peer_id, + connection_id, + local_addr, + send_back_addr, + }: ConnectionUpdate, + ) -> Self { + Self { + peer_id: PyPeerId(peer_id), + connection_id: PyConnectionId(connection_id), + local_addr: PyMultiaddr(local_addr), + send_back_addr: PyMultiaddr(send_back_addr), + } + } +} + +enum IncomingDiscoveryMessage { + AddConnectedCallback(Box>), + AddDisconnectedCallback(Box>), +} + +#[allow(clippy::enum_glob_use)] +async fn discovery_task( + mut receiver: mpsc::Receiver, + mut swarm: Swarm, +) { + use DiscoveryBehaviourEvent::*; + use IncomingDiscoveryMessage::*; + use SwarmEvent::*; + use gossipsub::Event::*; + use mdns::Event::*; + + log::info!("RUST: discovery task started"); + + // create callbacks list + let mut connected_callbacks: Vec>> = vec![]; + let mut disconnected_callbacks: Vec>> = vec![]; + + loop { + tokio::select! { + message = receiver.recv() => { + // handle closed channel + let Some(message) = message else { + log::info!("RUST: channel closed"); + break; + }; + + // attach callbacks for event types + match message { + AddConnectedCallback(callback) => { + log::info!("RUST: received connected callback"); + connected_callbacks.push(callback); + } + AddDisconnectedCallback(callback) => { + log::info!("RUST: received disconnected callback"); + disconnected_callbacks.push(callback); + } + } + } + swarm_event = swarm.select_next_some() => { + match swarm_event { + Behaviour(Mdns(Discovered(list))) => { + for (peer_id, multiaddr) in list { + log::info!("RUST: mDNS discovered a new peer: {peer_id} on {multiaddr}"); + // TODO: this does the job of (actually) creating & maintaining connection + // but its coupled to gossipsub & also the connection isn't configured + // for setting "connection keep alive" in NetworkBehavior's ConnectionHandler + // >in future, make own small NetworkBehavior impl just to track this state + swarm.behaviour_mut().gossipsub.add_explicit_peer(&peer_id); + } + } + Behaviour(Mdns(Expired(list))) => { + for (peer_id, multiaddr) in list { + log::info!("RUST: mDNS discover peer has expired: {peer_id} on {multiaddr}"); + swarm.behaviour_mut().gossipsub.remove_explicit_peer(&peer_id); + } + }, + Behaviour(Gossipsub(Message { + propagation_source: peer_id, + message_id: id, + message, + })) => log::info!( + "RUST: Got message: '{}' with id: {id} from peer: {peer_id}", + String::from_utf8_lossy(&message.data), + ), + ConnectionEstablished { + peer_id, + connection_id, + endpoint, + num_established: _num_established, + concurrent_dial_errors, + established_in: _established_in, + } => { + // log any connection errors + if let Some(concurrent_dial_errors) = concurrent_dial_errors { + for (multiaddr, error) in concurrent_dial_errors { + log::error!("Connection error: multiaddr={multiaddr}, error={error:?}"); + } + } + + // TODO: right now we assume we are using TCP/IP which treats all nodes + // as both dialers AND listeners. This means for each connection you will actually + // see TWO duplicate Connected events => Dialer & Listener + // SO ignore the Dialer & extract the info we need from Listener + // HOWEVER this makes the swarm implicitly rely on TCP/IP, so is brittle to changes + // e.g. adding QUIC protocol or something + // >As soon as we add anything other than TCP/IP, this must be updated or there will be broken code + let ConnectedPoint::Listener { local_addr, send_back_addr } = endpoint else { + log::warn!("Ignoring `ConnectedPoint::Dialer` event because for TCP/IP it has a dual `ConnectedPoint::Listener` event: {endpoint:?}"); + continue; + }; + + + // trigger callback on connected peer + for connected_callback in &connected_callbacks { + connected_callback(ConnectionUpdate { + peer_id, + connection_id, + local_addr: local_addr.clone(), + send_back_addr: send_back_addr.clone(), + }); + } + }, + ConnectionClosed { peer_id, connection_id, endpoint, num_established, cause } => { + // log any connection errors + if let Some(cause) = cause { + log::error!("Connection error: cause={cause:?}"); + } + + // TODO: right now we assume we are using TCP/IP which treats all nodes + // as both dialers AND listeners. This means for each connection you will actually + // see TWO duplicate Connected events => Dialer & Listener + // SO ignore the Dialer & extract the info we need from Listener + // HOWEVER this makes the swarm implicitly rely on TCP/IP, so is brittle to changes + // e.g. adding QUIC protocol or something + // >As soon as we add anything other than TCP/IP, this must be updated or there will be broken code + let ConnectedPoint::Listener { local_addr, send_back_addr } = endpoint else { + log::warn!("Ignoring `ConnectedPoint::Dialer` event because for TCP/IP it has a dual `ConnectedPoint::Listener` event: {endpoint:?}"); + continue; + }; + + // trigger callback on connected peer + for disconnected_callback in &disconnected_callbacks { + disconnected_callback(ConnectionUpdate { + peer_id, + connection_id, + local_addr: local_addr.clone(), + send_back_addr: send_back_addr.clone(), + }); + } + } + e => { + log::info!("RUST: Other event {e:?}"); + } + } + } + } + } + + log::info!("RUST: discovery task stopped"); +} + +#[gen_stub_pyclass] +#[pyclass(name = "DiscoveryService")] +#[derive(Debug, Clone)] +struct PyDiscoveryService { + sender: Option>, +} + +#[allow(clippy::expect_used)] +impl PyDiscoveryService { + const fn sender(&self) -> &mpsc::Sender { + self.sender + .as_ref() + .expect("The sender should only be None after de-initialization.") + } + + const fn sender_mut(&mut self) -> &mut mpsc::Sender { + self.sender + .as_mut() + .expect("The sender should only be None after de-initialization.") + } + + const fn new(sender: mpsc::Sender) -> Self { + Self { + sender: Some(sender), + } + } +} + +#[gen_stub_pymethods] +#[pymethods] +impl PyDiscoveryService { + #[new] + fn py_new<'py>(identity: Bound<'py, PyKeypair>) -> PyResult { + use pyo3_async_runtimes::tokio::get_runtime; + + // create communication channel + let (sender, receiver) = mpsc::channel::(MPSC_CHANNEL_SIZE); + + // get identity + let identity = identity.borrow().0.clone(); + + // create discovery swarm (within tokio context!! or it crashes) + let swarm = get_runtime() + .block_on(async { discovery_swarm(identity) }) + .pyerr()?; + + // spawn tokio task + get_runtime().spawn(async move { + discovery_task(receiver, swarm).await; + }); + Ok(Self::new(sender)) + } + + #[allow(clippy::expect_used)] + fn add_connected_callback<'py>( + &self, + #[override_type(type_repr="collections.abc.Callable[[ConnectionUpdate], None]", imports=("collections.abc"))] + callback: PyObject, + ) -> PyResult<()> { + use pyo3_async_runtimes::tokio::get_runtime; + + get_runtime() + .block_on( + self.sender() + .send(IncomingDiscoveryMessage::AddConnectedCallback(Box::new( + move |connection_event| { + Python::with_gil(|py| { + callback + .call1( + py, + (PyConnectionUpdate::from_connection_event( + connection_event, + ),), + ) + .expect("Callback should always work..."); + }); + }, + ))), + ) + .pyerr()?; + Ok(()) + } + + #[allow(clippy::expect_used)] + fn add_disconnected_callback<'py>( + &self, + #[override_type(type_repr="collections.abc.Callable[[ConnectionUpdate], None]", imports=("collections.abc"))] + callback: PyObject, + ) -> PyResult<()> { + use pyo3_async_runtimes::tokio::get_runtime; + + get_runtime() + .block_on( + self.sender() + .send(IncomingDiscoveryMessage::AddDisconnectedCallback(Box::new( + move |connection_event| { + Python::with_gil(|py| { + callback + .call1( + py, + (PyConnectionUpdate::from_connection_event( + connection_event, + ),), + ) + .expect("Callback should always work..."); + }); + }, + ))), + ) + .pyerr()?; + Ok(()) + } + + #[gen_stub(skip)] + const fn __traverse__(&self, visit: PyVisit<'_>) -> Result<(), PyTraverseError> { + Ok(()) // This is needed purely so `__clear__` can work + } + + #[gen_stub(skip)] + fn __clear__(&mut self) { + // TODO: may or may not need to await a "kill-signal" oneshot channel message, + // to ensure that the discovery task is done BEFORE exiting the clear function... + // but this may require GIL?? and it may not be safe to call GIL here?? + self.sender = None; // Using Option as a trick to force `sender` channel to be dropped + } +} + +pub fn discovery_submodule(m: &Bound<'_, PyModule>) -> PyResult<()> { + m.add_class::()?; + m.add_class::()?; + + Ok(()) +} diff --git a/rust/exo_pyo3_bindings/src/lib.rs b/rust/exo_pyo3_bindings/src/lib.rs new file mode 100644 index 00000000..f1eed2c7 --- /dev/null +++ b/rust/exo_pyo3_bindings/src/lib.rs @@ -0,0 +1,101 @@ +//! TODO: crate documentation +//! +//! this is here as a placeholder documentation +//! +//! + +// enable Rust-unstable features for convenience +#![feature(trait_alias)] +#![feature(tuple_trait)] +#![feature(unboxed_closures)] +// #![feature(stmt_expr_attributes)] +// #![feature(assert_matches)] +// #![feature(async_fn_in_dyn_trait)] +// #![feature(async_for_loop)] +// #![feature(auto_traits)] +// #![feature(negative_impls)] + +extern crate core; +pub(crate) mod discovery; +pub(crate) mod pylibp2p; + +use crate::discovery::discovery_submodule; +use crate::pylibp2p::connection::connection_submodule; +use crate::pylibp2p::ident::ident_submodule; +use crate::pylibp2p::multiaddr::multiaddr_submodule; +use pyo3::prelude::{PyModule, PyModuleMethods}; +use pyo3::{prelude::*, types::*}; +use pyo3::{pyclass, pymodule, Bound, PyResult}; +use pyo3_stub_gen::define_stub_info_gatherer; + +/// Namespace for all the type/trait aliases used by this crate. +pub(crate) mod alias { + use std::error::Error; + use std::marker::Tuple; + + pub trait SendFn = + Fn + Send + 'static; + + pub type AnyError = Box; + pub type AnyResult = Result; +} + +/// Namespace for crate-wide extension traits/methods +pub(crate) mod ext { + use extend::ext; + use pyo3::exceptions::PyRuntimeError; + use pyo3::PyErr; + + #[ext(pub, name = ResultExt)] + impl Result + where + E: ToString, + { + fn pyerr(self) -> Result { + self.map_err(|e| PyRuntimeError::new_err(e.to_string())) + } + } +} + +pub(crate) mod private { + use std::marker::Sized; + + /// Sealed traits support + pub trait Sealed {} + impl Sealed for T {} +} + +pub(crate) const MPSC_CHANNEL_SIZE: usize = 8; + +/// A Python module implemented in Rust. The name of this function must match +/// the `lib.name` setting in the `Cargo.toml`, else Python will not be able to +/// import the module. +#[pymodule(name = "exo_pyo3_bindings")] +fn main_module(m: &Bound<'_, PyModule>) -> PyResult<()> { + // install logger + pyo3_log::init(); + + // TODO: for now this is all NOT a submodule, but figure out how to make the submodule system + // work with maturin, where the types generate correctly, in the right folder, without + // too many importing issues... + connection_submodule(m)?; + ident_submodule(m)?; + multiaddr_submodule(m)?; + discovery_submodule(m)?; + + // top-level constructs + // TODO: ... + + Ok(()) +} + +define_stub_info_gatherer!(stub_info); + +/// Test of unit test for testing link problem +#[cfg(test)] +mod tests { + #[test] + fn test() { + assert_eq!(2 + 2, 4); + } +} diff --git a/rust/exo_pyo3_bindings/src/pylibp2p/connection.rs b/rust/exo_pyo3_bindings/src/pylibp2p/connection.rs new file mode 100644 index 00000000..ac6c0125 --- /dev/null +++ b/rust/exo_pyo3_bindings/src/pylibp2p/connection.rs @@ -0,0 +1,36 @@ +use libp2p::swarm::ConnectionId; +use pyo3::prelude::{PyModule, PyModuleMethods}; +use pyo3::{pyclass, pymethods, Bound, PyResult}; +use pyo3_stub_gen::derive::{gen_stub_pyclass, gen_stub_pymethods}; + +/// TODO: documentation... +#[gen_stub_pyclass] +#[pyclass(name = "ConnectionId")] +#[derive(Debug, Clone)] +#[repr(transparent)] +pub struct PyConnectionId(pub ConnectionId); + +#[gen_stub_pymethods] +#[pymethods] +#[allow(clippy::needless_pass_by_value)] +impl PyConnectionId { + /// TODO: documentation + #[staticmethod] + fn new_unchecked(id: usize) -> Self { + Self(ConnectionId::new_unchecked(id)) + } + + fn __repr__(&self) -> String { + format!("ConnectionId({})", self.0) + } + + fn __str__(&self) -> String { + self.0.to_string() + } +} + +pub fn connection_submodule(m: &Bound<'_, PyModule>) -> PyResult<()> { + m.add_class::()?; + + Ok(()) +} diff --git a/rust/exo_pyo3_bindings/src/pylibp2p/ident.rs b/rust/exo_pyo3_bindings/src/pylibp2p/ident.rs new file mode 100644 index 00000000..73239cca --- /dev/null +++ b/rust/exo_pyo3_bindings/src/pylibp2p/ident.rs @@ -0,0 +1,130 @@ +use crate::ext::ResultExt; +use libp2p::identity::{ecdsa, Keypair}; +use libp2p::PeerId; +use pyo3::prelude::{PyBytesMethods, PyModule, PyModuleMethods}; +use pyo3::types::PyBytes; +use pyo3::{pyclass, pymethods, Bound, PyResult, Python}; +use pyo3_stub_gen::derive::{gen_stub_pyclass, gen_stub_pymethods}; + +/// TODO: documentation... +#[gen_stub_pyclass] +#[pyclass(name = "Keypair")] +#[repr(transparent)] +pub struct PyKeypair(pub Keypair); + +#[gen_stub_pymethods] +#[pymethods] +#[allow(clippy::needless_pass_by_value)] +impl PyKeypair { + /// TODO: documentation + #[staticmethod] + fn generate_ed25519() -> Self { + Self(Keypair::generate_ed25519()) + } + + /// TODO: documentation + #[staticmethod] + fn generate_ecdsa() -> Self { + Self(Keypair::generate_ecdsa()) + } + + /// TODO: documentation + #[staticmethod] + fn generate_secp256k1() -> Self { + Self(Keypair::generate_secp256k1()) + } + + /// TODO: documentation + #[staticmethod] + fn from_protobuf_encoding(bytes: Bound<'_, PyBytes>) -> PyResult { + let bytes = Vec::from(bytes.as_bytes()); + Ok(Self(Keypair::from_protobuf_encoding(&bytes).pyerr()?)) + } + + /// TODO: documentation + #[staticmethod] + fn rsa_from_pkcs8(bytes: Bound<'_, PyBytes>) -> PyResult { + let mut bytes = Vec::from(bytes.as_bytes()); + Ok(Self(Keypair::rsa_from_pkcs8(&mut bytes).pyerr()?)) + } + + /// TODO: documentation + #[staticmethod] + fn secp256k1_from_der(bytes: Bound<'_, PyBytes>) -> PyResult { + let mut bytes = Vec::from(bytes.as_bytes()); + Ok(Self(Keypair::secp256k1_from_der(&mut bytes).pyerr()?)) + } + + /// TODO: documentation + #[staticmethod] + fn ed25519_from_bytes(bytes: Bound<'_, PyBytes>) -> PyResult { + let mut bytes = Vec::from(bytes.as_bytes()); + Ok(Self(Keypair::ed25519_from_bytes(&mut bytes).pyerr()?)) + } + + /// TODO: documentation + #[staticmethod] + fn ecdsa_from_bytes(bytes: Bound<'_, PyBytes>) -> PyResult { + let bytes = Vec::from(bytes.as_bytes()); + Ok(Self(Keypair::from(ecdsa::Keypair::from( + ecdsa::SecretKey::try_from_bytes(bytes).pyerr()?, + )))) + } + + /// TODO: documentation + fn to_protobuf_encoding<'py>(&self, py: Python<'py>) -> PyResult> { + let bytes = self.0.to_protobuf_encoding().pyerr()?; + Ok(PyBytes::new(py, &bytes)) + } +} + +/// TODO: documentation... +#[gen_stub_pyclass] +#[pyclass(name = "PeerId")] +#[derive(Debug, Clone)] +#[repr(transparent)] +pub struct PyPeerId(pub PeerId); + +#[gen_stub_pymethods] +#[pymethods] +#[allow(clippy::needless_pass_by_value)] +impl PyPeerId { + /// TODO: documentation + #[staticmethod] + fn random() -> Self { + Self(PeerId::random()) + } + + /// TODO: documentation + #[staticmethod] + fn from_bytes(bytes: Bound<'_, PyBytes>) -> PyResult { + let bytes = Vec::from(bytes.as_bytes()); + Ok(Self(PeerId::from_bytes(&bytes).pyerr()?)) + } + + /// TODO: documentation + fn to_bytes<'py>(&self, py: Python<'py>) -> Bound<'py, PyBytes> { + let bytes = self.0.to_bytes(); + PyBytes::new(py, &bytes) + } + + /// TODO: documentation + fn to_base58(&self) -> String { + self.0.to_base58() + } + + fn __repr__(&self) -> String { + format!("PeerId({})", self.to_base58()) + } + + fn __str__(&self) -> String { + self.to_base58() + } +} + +pub fn ident_submodule(m: &Bound<'_, PyModule>) -> PyResult<()> { + m.add_class::()?; + m.add_class::()?; + + Ok(()) +} diff --git a/rust/exo_pyo3_bindings/src/pylibp2p/mod.rs b/rust/exo_pyo3_bindings/src/pylibp2p/mod.rs new file mode 100644 index 00000000..ba8e358d --- /dev/null +++ b/rust/exo_pyo3_bindings/src/pylibp2p/mod.rs @@ -0,0 +1,3 @@ +pub mod connection; +pub mod ident; +pub mod multiaddr; diff --git a/rust/exo_pyo3_bindings/src/pylibp2p/multiaddr.rs b/rust/exo_pyo3_bindings/src/pylibp2p/multiaddr.rs new file mode 100644 index 00000000..38f555f4 --- /dev/null +++ b/rust/exo_pyo3_bindings/src/pylibp2p/multiaddr.rs @@ -0,0 +1,59 @@ +use libp2p::Multiaddr; +use pyo3::prelude::{PyModule, PyModuleMethods}; +use pyo3::types::PyBytes; +use pyo3::{pyclass, pymethods, Bound, PyResult, Python}; +use pyo3_stub_gen::derive::{gen_stub_pyclass, gen_stub_pymethods}; + +/// TODO: documentation... +#[gen_stub_pyclass] +#[pyclass(name = "Multiaddr")] +#[derive(Debug, Clone)] +#[repr(transparent)] +pub struct PyMultiaddr(pub Multiaddr); + +#[gen_stub_pymethods] +#[pymethods] +#[allow(clippy::needless_pass_by_value)] +impl PyMultiaddr { + /// TODO: documentation + #[staticmethod] + fn empty() -> Self { + Self(Multiaddr::empty()) + } + + /// TODO: documentation + #[staticmethod] + fn with_capacity(n: usize) -> Self { + Self(Multiaddr::with_capacity(n)) + } + + /// TODO: documentation + fn len(&self) -> usize { + self.0.len() + } + + /// TODO: documentation + fn is_empty(&self) -> bool { + self.0.is_empty() + } + + /// TODO: documentation + fn to_bytes<'py>(&self, py: Python<'py>) -> Bound<'py, PyBytes> { + let bytes = self.0.to_vec(); + PyBytes::new(py, &bytes) + } + + fn __repr__(&self) -> String { + format!("Multiaddr({})", self.0) + } + + fn __str__(&self) -> String { + self.0.to_string() + } +} + +pub fn multiaddr_submodule(m: &Bound<'_, PyModule>) -> PyResult<()> { + m.add_class::()?; + + Ok(()) +} diff --git a/rust/exo_pyo3_bindings/tests/dummy.rs b/rust/exo_pyo3_bindings/tests/dummy.rs new file mode 100644 index 00000000..7d1ce0e4 --- /dev/null +++ b/rust/exo_pyo3_bindings/tests/dummy.rs @@ -0,0 +1,54 @@ +#[cfg(test)] +mod tests { + use core::mem::drop; + use core::option::Option::Some; + use core::time::Duration; + use tokio; + use tokio::sync::mpsc; + + #[tokio::test] + async fn test_drop_channel() { + struct Ping; + + let (tx, mut rx) = mpsc::channel::(10); + + let _ = tokio::spawn(async move { + println!("TASK: entered"); + + loop { + tokio::select! { + result = rx.recv() => { + match result { + Some(_) => { + println!("TASK: pinged"); + } + None => { + println!("TASK: closing channel"); + break; + } + } + } + _ = tokio::time::sleep(Duration::from_secs_f32(0.1)) => { + println!("TASK: heartbeat"); + } + } + } + + println!("TASK: exited"); + }); + + let tx2 = tx.clone(); + + tokio::time::sleep(Duration::from_secs_f32(0.11)).await; + + tx.send(Ping).await.expect("Should not fail"); + drop(tx); + + tokio::time::sleep(Duration::from_secs_f32(0.11)).await; + + tx2.send(Ping).await.expect("Should not fail"); + drop(tx2); + + tokio::time::sleep(Duration::from_secs_f32(0.11)).await; + } +} diff --git a/rust/exo_pyo3_bindings/tests/test_python.py b/rust/exo_pyo3_bindings/tests/test_python.py new file mode 100644 index 00000000..d1408f45 --- /dev/null +++ b/rust/exo_pyo3_bindings/tests/test_python.py @@ -0,0 +1,72 @@ +import time +from collections.abc import Awaitable +from typing import Callable + +import pytest +from exo_pyo3_bindings import ConnectionUpdate, Keypair, DiscoveryService + + +# # => `tokio::mpsc` channels are closed when all `Sender` are dropped, or when `Receiver::close` is called +# # => the only sender is `KillableTaskHandle.sender: Option>>` +# # => integrate with https://pyo3.rs/v0.25.1/class/protocols.html#garbage-collector-integration +# # => set `sender` to `None` to drop the `Sender` & therefore trigger an automatic cleanup +# # => TODO: there could be a bug where dropping `Sender` won't close the channel in time bc of unprocessed events +# # so the handle drops and asyncio loop closes BEFORE the task dies... +# # might wanna figure out some kind of `oneshot` "shutdown confirmed" blocking mechanism or something...?? +# # => also there is "cancellable futures" stuff ?? => https://pyo3.rs/main/async-await.html +# # +# # For now, always explicitly call cleanup functions to avoid crashes +# # in the future research tighter integration for automatic cleanup and safety!!! +# # also look into `pyo3_async_runtimes::tokio::get_runtime()` for blocking calls in Rust +# @pytest.mark.asyncio +# async def test_handle_kill() -> None: +# print("PYTHON: starting handle") +# h: KillableTaskHandle = killable_task_spawn() + +# time.sleep(0.35) + +# # for i in range(0, 4): +# # print(f"PYTHON: waiting... {i}") +# # time.sleep(0.11) + +# # print("PYTHON: killing task") +# # h.kill_task() + +# def test_keypair_creation() -> None: +# kp = Keypair.generate_ecdsa() +# kp_protobuf = kp.to_protobuf_encoding() +# print(kp_protobuf) +# kp = Keypair.from_protobuf_encoding(kp_protobuf) +# assert kp.to_protobuf_encoding() == kp_protobuf + + +@pytest.mark.asyncio +async def test_discovery_callbacks() -> None: + ident = Keypair.generate_ed25519() + + service = DiscoveryService(ident) + service.add_connected_callback(add_connected_callback) + service.add_disconnected_callback(disconnected_callback) + + for i in range(0, 10): + print(f"PYTHON: tick {i} of 10") + time.sleep(1) + + pass + + +def add_connected_callback(e: ConnectionUpdate) -> None: + print(f"\n\nPYTHON: Connected callback: {e.peer_id}, {e.connection_id}, {e.local_addr}, {e.send_back_addr}") + print( + f"PYTHON: Connected callback: {e.peer_id.__repr__()}, {e.connection_id.__repr__()}, {e.local_addr.__repr__()}, {e.send_back_addr.__repr__()}\n\n") + + +def disconnected_callback(e: ConnectionUpdate) -> None: + print(f"\n\nPYTHON: Disconnected callback: {e.peer_id}, {e.connection_id}, {e.local_addr}, {e.send_back_addr}") + print( + f"PYTHON: Disconnected callback: {e.peer_id.__repr__()}, {e.connection_id.__repr__()}, {e.local_addr.__repr__()}, {e.send_back_addr.__repr__()}\n\n") + + +async def foobar(a: Callable[[str], Awaitable[str]]): + abc = await a("") + pass diff --git a/rust/master_election/Cargo.toml b/rust/master_election/Cargo.toml new file mode 100644 index 00000000..c5164f50 --- /dev/null +++ b/rust/master_election/Cargo.toml @@ -0,0 +1,41 @@ +[package] +name = "master_election" +version = { workspace = true } +edition = { workspace = true } +publish = false + +[lib] +doctest = false +name = "master_election" +path = "src/lib.rs" + +[lints] +workspace = true + +[dependencies] +# macro dependencies +extend = { workspace = true } +delegate = { workspace = true } +impl-trait-for-tuples = { workspace = true } +derive_more = { workspace = true } + +# Async +tokio = { workspace = true, features = ["full"] } +futures = { workspace = true } + +# utility dependencies +#util = { workspace = true } +#fn_pipe = { workspace = true } +thiserror = { workspace = true } +#internment = { workspace = true } +#recursion = { workspace = true } +#generativity = { workspace = true } +#itertools = { workspace = true } +tracing-subscriber = { version = "0.3.19", features = ["default", "env-filter"] } +keccak-const = { workspace = true } + +# Data types +ordered-float = { workspace = true } + +# Networking +libp2p = { workspace = true, features = ["full"] } \ No newline at end of file diff --git a/rust/master_election/src/cel/centrality.rs b/rust/master_election/src/cel/centrality.rs new file mode 100644 index 00000000..2042d384 --- /dev/null +++ b/rust/master_election/src/cel/centrality.rs @@ -0,0 +1,36 @@ +use crate::cel::data::Map; +use crate::cel::{View, ID}; + +/// The number of neighbours of a process. +pub fn degree_centrality(known: &Map, id: ID) -> u32 { + todo!() +} + +/// Measures average length of the shortest path between the vertex and all other vertices in the graph. +/// The more central is a vertex, the closer it is to all other vertices. The closeness centrality +/// characterizes the ability of a node to spread information over the graph. +/// +/// Alex Balevas defined in 1950 the closeness centrality of a vertex as follows: +/// `C_C(x) = \frac{1}{ \sum_y d(x,y) }` where `d(x,y)` is the shortest path between `x` and `y`. +/// +/// CEL paper uses this. +pub fn closeness_centrality(known: &Map, id: ID) -> u32 { + todo!() +} + +/// Measures the number of times a vertex acts as a relay (router) along +/// shortest paths between other vertices. Even if previous authors +/// have intuitively described centrality as being based on betweenness, +/// betweenness centrality was formally defined by Freeman in 1977. +/// +/// The betweenness of a vertex `x` is defined as the sum, for each pair +/// of vertices `(s, t)`, of the number of shortest paths from `s` to `t` that +/// pass through `x`, over the total number of shortest paths between +/// vertices `s` and `t`; it can be represented by the following formula: +/// `C_B(x) = \sum_{ s \neq x \neq t } \frac{ \sigma_{st}(x) }{ \sigma_{st} }` +/// where `\sigma_{st}` denotes the total number of shortest paths from vertex `s` +/// to vertex `t` (with `\sigma_{ss} = 1` by convention), and `\sigma_{st}(x)` +/// is the number of those shorter paths that pass through `x`. +pub fn betweenness_centrality(known: &Map, id: ID) -> u32 { + todo!() +} diff --git a/rust/master_election/src/cel/messaging.rs b/rust/master_election/src/cel/messaging.rs new file mode 100644 index 00000000..4cac6dd1 --- /dev/null +++ b/rust/master_election/src/cel/messaging.rs @@ -0,0 +1,57 @@ +use crate::cel::messaging::data::Probability; +use crate::cel::KnowledgeMessage; + +mod data { + use ordered_float::OrderedFloat; + use thiserror::Error; + + #[derive(Error, Debug, Copy, Clone, PartialEq, PartialOrd)] + #[error("Floating number `{0}` is not a probability")] + #[repr(transparent)] + pub struct NotProbabilityError(f64); + + #[derive(Debug, Copy, Clone, PartialEq, Eq, Ord, PartialOrd, Hash)] + #[repr(transparent)] + pub struct Probability(OrderedFloat); + + impl Probability { + const MIN_P: OrderedFloat = OrderedFloat(0.0); + const MAX_P: OrderedFloat = OrderedFloat(1.0); + + pub fn new(p: f64) -> Result { + let p = OrderedFloat(p); + if Self::MIN_P <= p && p <= Self::MAX_P { + Ok(Self(p)) + } else { + Err(NotProbabilityError(p.0)) + } + } + + pub const fn into_f64(self) -> f64 { + self.0.0 + } + } + + impl From for f64 { + fn from(value: Probability) -> Self { + value.into_f64() + } + } + + impl TryFrom for Probability { + type Error = NotProbabilityError; + fn try_from(value: f64) -> Result { + Self::new(value) + } + } +} + +/// Haas et al. proposed several gossip protocols for *ad hoc networks* that use probabilities. +/// Combined with the number of hops or the number of times the same message is received, the +/// protocols choose if a node broadcast a message to all its neighbors or not, reducing thus +/// the number of messages propagated in the system. The authors show that gossiping with a +/// probability between 0.6 and 0.8 ensures that almost every node of the system gets the message, +/// with up to 35% fewer messages in some networks compared to flooding. +pub fn local_broadcast(message: KnowledgeMessage, rho: Probability) { + // +} diff --git a/rust/master_election/src/cel/mod.rs b/rust/master_election/src/cel/mod.rs new file mode 100644 index 00000000..b7856d28 --- /dev/null +++ b/rust/master_election/src/cel/mod.rs @@ -0,0 +1,333 @@ +pub mod centrality; +pub mod messaging; + +use crate::cel::data::{Map, Set}; +use std::collections::VecDeque; + +pub mod data { + use std::marker::PhantomData; + + #[derive(Debug, Clone, PartialEq, Eq, Ord, PartialOrd, Hash)] + pub struct Set(PhantomData); + + impl Set { + pub fn new() -> Self { + todo!() + } + + pub fn add(&mut self, value: V) -> bool { + todo!() + } + + pub fn remove(&mut self, value: V) {} + + pub fn add_all(&mut self, other: &Set) {} + + pub fn values_mut(&mut self) -> &mut [V] { + todo!() + } + + pub fn values(&self) -> &[V] { + todo!() + } + } + + #[derive(Debug, Clone, PartialEq, Eq, Ord, PartialOrd, Hash)] + pub struct Map(PhantomData<(K, V)>); + + impl Map { + pub fn new() -> Self { + todo!() + } + + pub fn set(&mut self, key: K, value: V) {} + + pub fn get(&self, key: K) -> &V { + todo!() + } + + pub fn get_mut(&mut self, key: K) -> &mut V { + todo!() + } + + pub fn kv_mut(&mut self) -> &mut [(K, V)] { + todo!() + } + + pub fn contains_key(&self, key: K) -> bool { + todo!() + } + + pub fn not_contains_key(&self, key: K) -> bool { + !self.contains_key(key) + } + } +} + +#[derive(Debug, Copy, Clone, PartialEq, Eq, Ord, PartialOrd, Hash)] +#[repr(transparent)] +pub struct ID(pub u128); + +#[derive(Debug, Copy, Clone, PartialEq, Eq, Ord, PartialOrd, Hash)] +#[repr(transparent)] +pub struct Clock(pub u64); + +impl Clock { + pub const ZERO: Self = Self(0); + pub const ONE: Self = Self(1); + + pub fn plus_one(self) -> Self { + Self(self.0 + 1) + } +} + +/// `CEL` uses a data structure called a `view` +/// +/// A `view` associated to node is composed of two elements: +/// 1) A logical `clock` value, acting as a timestamp and incremented at each connection and disconnection. +/// 2) A set of node `identifiers`, which are the current neighbors of `i` (this node). +#[derive(Debug, Clone, PartialEq, Eq, Ord, PartialOrd, Hash)] +pub struct View { + /// Logical clock + clock: Clock, + + /// Neighbors set + neigh: Set, +} + +impl View { + pub fn new(clock: Clock, neigh: Set) -> Self { + Self { clock, neigh } + } +} + +/// The only type of message exchanged between neighbors is the `knowledge` message. +/// It contains the current topological knowledge that the sender node has of the network, +/// i.e. its `known` variable. +#[derive(Debug, Clone, PartialEq, Eq, Ord, PartialOrd, Hash)] +pub struct KnowledgeMessage { + pub known: Map, +} + +/// Each node `i` maintains a local variable called `known`. +/// +/// This variable represents the current topological knowledge that `i` has of its current +/// component (including itself). It is implemented as a map of `view` indexed by node `identifier`. +#[derive(Debug, Clone, PartialEq, Eq, Ord, PartialOrd, Hash)] +pub struct Node { + id: ID, + known: Map, +} + +impl Node { + /// Firstly, node initializes its `known` variable with its own identifier (`i`), + /// and sets its logical clock to `0`. + pub fn initialization(this_id: ID) -> Self { + let mut neigh = Set::new(); // neigh = \{ i \} + neigh.add(this_id); + + let mut known = Map::::new(); + known.set(this_id, View::new(Clock::ZERO, neigh)); + + Self { id: this_id, known } + } + + /// When a new node `j` appears in the transmission range of `i`, the crosslayer mechanism of + /// `i` detects `j`, and triggers the `Connection` method. + /// + /// Node `j` is added to the neighbors set of node `i`. As the knowledge of has been updated, + /// its logical clock is incremented. + /// + /// Since links are assumed bidirectional, i.e. the emission range equals the reception range, + /// if node `i` has no previous knowledge of `j`, the neighbor-aware mechanism adds both + /// `i` and `j` in the set of neighbors of `j`. Then, `i` sets the clock value of `j` to `1`, + /// as `i` was added to the knowledge of node `j`. On the other hand, if node `i` already has + /// information about `j`, `i` is added to the neighbors of `j`, and the logical clock of + /// node `j` is incremented. + /// + /// Finally, by calling `LocalBroadcast` method, node `i` shares its + /// knowledge with `j` and informs its neighborhood of its new neighbor `j`. + /// Note that such a method sends a knowledge message to the neighbors + /// of node `i`, with a gossip probability `\rho`, as seen in `Section 2.8`. + /// However, for the first hop, `\rho` is set to `1` to make sure that all neighbors of `i` + /// will be aware of its new neighbor `j`. Note that the cross-layer mechanism + /// of node `j` will also trigger its `Connection` method, and the respective + /// steps will also be achieved on node `j`. + pub fn node_connection(&mut self, other_id: ID) { + let this_known = self.known.get_mut(self.id); + this_known.neigh.add(other_id); + this_known.clock = this_known.clock.plus_one(); + + if self.known.not_contains_key(other_id) { + let mut other_neigh = Set::new(); // neigh = \{ j, i \} + other_neigh.add(self.id); + other_neigh.add(other_id); + + self.known.set(other_id, View::new(Clock::ONE, other_neigh)); + } else { + let other_known = self.known.get_mut(other_id); + other_known.neigh.add(self.id); + other_known.clock = other_known.clock.plus_one(); + } + + // TODO: `LocalBroadcast(knowlege, 1)` + } + + /// When a node `j` disappears from the transmission range of node `i`, + /// the cross-layer mechanism stops receiving beacon messages at the + /// MAC level, and triggers the `Disconnection` method. Node `j` is + /// then removed from the knowledge of node `i`, and its clock + /// is incremented as its knowledge was modified. + /// + /// Then, the neighbor-aware mechanism assumes that node `i` will also disconnect + /// from `j`. Therefore, `i` is removed from the neighborhood of `j` in the + /// knowledge of node `i`, and the corresponding clock is incremented. + /// + /// Finally, node `i` broadcasts its updated knowledge to its neighbors. + pub fn node_disconected(&mut self, other_id: ID) { + let this_known = self.known.get_mut(self.id); + this_known.neigh.remove(other_id); + this_known.clock = this_known.clock.plus_one(); + + let other_known = self.known.get_mut(other_id); + other_known.neigh.remove(self.id); + other_known.clock = other_known.clock.plus_one(); + + // TODO: `LocalBroadcast(knowlege, 1)` + } + + /// When node receives a knowledge message `known_j`, from node `j`, + /// it looks at each node `n` included in `known_j`. If `n` is an + /// unknown node for `i`, or if `n` is known by node `i` and has a + /// more recent clock value in `known_j`, the clock and neighbors of + /// node `n` are updated in the knowledge of `i`. + /// + /// Note that a clock value of `n` higher than the one currently known by + /// node `i` means that node `n` made some connections and/or + /// disconnections of which node `i` is not aware. Then, the `UpdateNeighbors` + /// method is called to update the knowledge of `i` regarding the neighbors + /// of `n`. If the clock value of node `n` is identical to the one of + /// both the knowledge of node `i` and `known_j`, the neighbor-aware + /// mechanism merges the neighbors of node `n` from `known_j` with the + /// known neighbors of `n` in the knowledge of `i`. + /// + /// Remark that the clock of node `n` is not updated by the neighbor-aware + /// mechanism, otherwise, `n` would not be able to override this view in the + /// future with more recent information. The `UpdateNeighbors` method is + /// then called. Finally, node `i` broadcasts its knowledge only if + /// this latter was modified. + pub fn receive_knowledge( + &mut self, + other_id: ID, + KnowledgeMessage { + known: mut other_known, + }: KnowledgeMessage, + ) { + let mut this_known_updated = false; + + for (n, other_known_n) in other_known.kv_mut() { + if self.known.not_contains_key(*n) || other_known_n.clock > self.known.get(*n).clock { + self.known.set(*n, other_known_n.clone()); + // TODO: UpdateNeighbors(known_j, n) + } else if other_known_n.clock == self.known.get(*n).clock { + self.known.get_mut(*n).neigh.add_all(&other_known_n.neigh); + // TODO: UpdateNeighbors(known_j, n) + } + } + + // TODO: figure out what constitutes "updated", i.e. should any of the two branches count? + // or should each atomic update-op be checked for "change"?? + if this_known_updated { + // TODO: TopologicalBroadcast() + } + } + + /// The `UpdateNeighbors` method updates the knowledge of `i` with + /// information about the neighbors of node `n`. If the neighbor `k` + /// is an unknown node for `i`, or if `k` is known by `i` but has a + /// more recent clock value in `known_j` (line 38), the clock and neighbors + /// of node `k` are added or updated in the knowledge of node `i`. + /// Otherwise, if the clock of node `k` is identical in the knowledge of node + /// `i` and in `known_j`, the neighbor-aware mechanism merges the + /// neighbors of node `k` in the knowledge of `i`. + fn update_neighbors(&mut self, other_known: &mut Map, n: ID) { + for k in other_known.get(n).neigh.values() { + if self.known.not_contains_key(*k) + || other_known.get(*k).clock > self.known.get(*k).clock + { + self.known.set(*k, other_known.get(*k).clone()); + } else if other_known.get(*k).clock == self.known.get(*k).clock { + self.known + .get_mut(*k) + .neigh + .add_all(&other_known.get(*k).neigh); + } + } + } + + /// The `TopologicalBroadcast` method uses a self-pruning approach to broadcast + /// or not the updated knowledge of node `i`, after the reception of a `knowledge` + /// from a neighbor `j`. To this end, node `i` checks whether each of its neighbors + /// has the same neighborhood as itself. In this case, node `n` is supposed to have + /// also received the knowledge message from neighbor node `j`. Therefore, among the + /// neighbors having the same neighborhood than `i`, only the one with + /// the smallest identifier will broadcast the knowledge, with a + /// gossip probability `\rho`. Note that this topological self-pruning + /// mechanism reaches the same neighborhood as multiple broadcasts. + fn topological_broadcast(&self) { + for n in self.known.get(self.id).neigh.values() { + // TODO: ensure this is a value-equality comparison + if self.known.get(*n).neigh == self.known.get(self.id).neigh { + if *n < self.id { + return; + } + } + } + + // TODO: `LocalBroadcast(knowlege, \rho)` + } + + /// The leader is elected when a process running on node `i` calls the `Leader` + /// function. This function returns the most central leader in the component + /// according the closeness centrality, as seen in Section 2.7, using the + /// knowledge of node `i`. The closeness centrality is chosen instead of the + /// betweenness centrality, because it is faster to compute and requires fewer + /// computational steps, therefore consuming less energy from the mobile node + /// batteries than the latter. + /// + /// First, node `i` rebuilds its component according to its topological knowledge. + /// To do so, it computes the entire set of reachable nodes, by adding + /// neighbors, neighbors of its neighbors, and so on. + /// Then, it evaluates the shortest distance between each reachable node and the + /// other ones, and computes the closeness centrality for each of them. + /// Finally, it returns the node having the highest closeness value as the + /// leader. The highest node identifier is used to break ties among + /// identical centrality values. If all nodes of the component have the same + /// topological knowledge, the `Leader()` function will return the same leader + /// node when invoked. Otherwise, it may return different leader nodes. + /// However, when the network topology stops changing, the algorithm + /// ensures that all nodes of a component will eventually have the same + /// topological knowledge and therefore, the `Leader()` function will return + /// the same leader node for all of them. + fn leader(&self) -> ID { + // this just computes the transitive closure of the adj-list graph starting from node `i` + // TODO: its an inefficient BFS impl, swap to better later!!! + let mut component = Set::new(); + + let mut process_queue = + VecDeque::from_iter(self.known.get(self.id).neigh.values().iter().cloned()); + while let Some(j) = process_queue.pop_front() { + let successfully_added = component.add(j); + + // was already processed, so don't add neighbors + if !successfully_added { + continue; + } + + process_queue.extend(self.known.get(j).neigh.values().iter().cloned()); + } + + let leader: ID = todo!(); // TODO: `Max (ClosenessCentrality (component))` + return leader; + } +} diff --git a/rust/master_election/src/communicator.rs b/rust/master_election/src/communicator.rs new file mode 100644 index 00000000..7913ad8d --- /dev/null +++ b/rust/master_election/src/communicator.rs @@ -0,0 +1,35 @@ +//! Communicator is an abstraction that allows me to "mock" speaking to the network +//! + +use crate::participant::{Participant, ParticipantId}; +use crate::ElectionMessage; + +pub trait Communicator { + fn all_participants(&self) -> &[ParticipantId]; + fn broadcast_message(&self, message: ElectionMessage, recipients: &[ParticipantId]) -> (); + fn register_participant(&mut self, participant: &Participant) -> ParticipantId; +} + +mod communicator_impls { + macro_rules! as_ref_impl { + () => { + #[inline] + fn all_participants(&self) -> &[ParticipantId] { + self.as_ref().all_participants() + } + + #[inline] + fn broadcast_message(&self, message: Message, recipients: &[ParticipantId]) { + self.as_ref().broadcast_message(message, recipients); + } + }; + } + + // impl Communicator for Box { + // as_ref_impl!(); + // } + // + // impl Communicator for Arc { + // as_ref_impl!(); + // } +} diff --git a/rust/master_election/src/lib.rs b/rust/master_election/src/lib.rs new file mode 100644 index 00000000..221f15d8 --- /dev/null +++ b/rust/master_election/src/lib.rs @@ -0,0 +1,44 @@ +//! TODO: crate documentation +//! +//! this is here as a placeholder documentation +//! +//! + +// enable Rust-unstable features for convenience +#![feature(trait_alias)] +// #![feature(stmt_expr_attributes)] +// #![feature(unboxed_closures)] +// #![feature(assert_matches)] +// #![feature(async_fn_in_dyn_trait)] +// #![feature(async_for_loop)] +// #![feature(auto_traits)] +// #![feature(negative_impls)] + +use crate::participant::ParticipantId; + +pub mod cel; +mod communicator; +mod participant; + +/// Namespace for all the type/trait aliases used by this crate. +pub(crate) mod alias {} + +/// Namespace for crate-wide extension traits/methods +pub(crate) mod ext {} + +pub(crate) mod private { + /// Sealed traits support + pub trait Sealed {} + impl Sealed for T {} +} + +pub enum ElectionMessage { + /// Announce election + Election { + candidate: ParticipantId, + }, + Alive, + Victory { + coordinator: ParticipantId, + }, +} diff --git a/rust/master_election/src/participant.rs b/rust/master_election/src/participant.rs new file mode 100644 index 00000000..f027d9e4 --- /dev/null +++ b/rust/master_election/src/participant.rs @@ -0,0 +1,203 @@ +use crate::communicator::Communicator; +use crate::ElectionMessage; +use std::sync::Arc; +use std::time::Duration; +use thiserror::Error; +use tokio::sync::{mpsc, Mutex}; + +// trait ParticipantState {} // TODO: make sealed or something?? +// +// struct Coordinator; // TODO: change to master +// struct Candidate; // i.e. election candidate +// struct Transient; // transient state, e.g. waiting for election results, declaring themselves winner, etc +// struct Follower; // i.e. a follower of an existing coordinator +// +// mod participant_impl { +// use crate::participant::{Candidate, Coordinator, Follower, ParticipantState, Transient}; +// +// impl ParticipantState for Coordinator {} +// impl ParticipantState for Candidate {} +// impl ParticipantState for Transient {} +// impl ParticipantState for Follower {} +// } + +pub type ParticipantSelf = Arc>; + +#[derive(Debug, Clone, Copy, PartialEq, Eq, PartialOrd, Ord, Hash)] +#[repr(transparent)] +pub struct ParticipantId(pub u128); + +#[derive(Debug, Clone, Copy)] +pub enum ParticipantState { + Coordinator, // i.e. master + ElectionCandidate, // after noticing a master went down, become candidate and `Election` message to all nodes higher than itself + Waiting, // when lower nodes are waiting for results of an election to conclude + Follower { id: ParticipantId }, // when a participant is following a coordinator + Transient, // when the participant is in a neutral/uninitialized state +} + +pub struct Participant { + id: ParticipantId, + state: ParticipantState, + on_message_sent: Vec>, +} + +mod impls { + use crate::participant::{Participant, ParticipantId, ParticipantSelf, ParticipantState}; + use crate::ElectionMessage; + + impl Participant { + pub fn new_with(id: ParticipantId, state: ParticipantState) -> Self { + Self { + id, + state, + on_message_sent: vec![], + } + } + + pub fn add_on_message_sent(&mut self, callback: F) + where + F: FnOnce(ElectionMessage, ParticipantId) + Send + 'static, + { + self.on_message_sent.push(Box::new(callback)); + } + + pub async fn receive_message(mut self_: ParticipantSelf, message: ElectionMessage) { + let foo = self_.lock_owned().await; + } + } +} + +pub const TASK_CHANNEL_SIZE: usize = 8; +pub const ELECTION_VICTORY_TIMEOUT: Duration = Duration::from_secs(1); +pub const VICTORY_WAITING_TIMEOUT: Duration = Duration::from_secs(1); +pub const HEARTBEAT_RECEIVE_TIMEOUT: Duration = Duration::from_secs(2); +pub const HEARTBEAT_SEND_TIMEOUT: Duration = Duration::from_secs(1); + +pub enum InMessage { + ElectionMessage(ElectionMessage), + Heartbeat, +} + +pub enum OutMessage { + ElectionMessage(ElectionMessage), + Heartbeat, +} + +#[derive(Error, Debug)] +pub enum ParticipantError { + #[error("could not send out-message: `{0}`")] + SendError(#[from] mpsc::error::SendError), +} + +pub async fn participant_task( + mut in_channel: mpsc::Receiver, + out_channel: mpsc::Sender, + communicator: C, +) -> Result<(), ParticipantError> { + // task state + let participant_id: ParticipantId = ParticipantId(1234u128); // TODO: replace with dependency injection + let mut participant_state: ParticipantState = ParticipantState::Transient; + + // TODO: slot this logic into this somewhere... + // 4. If P receives an Election message from another process with a lower ID it sends an Answer message + // back and if it has not already started an election, it starts the election process at the beginning, + // by sending an Election message to higher-numbered processes. + + loop { + match participant_state { + ParticipantState::Transient => { + // When a process P recovers from failure, or the failure detector indicates + // that the current coordinator has failed, P performs the following actions: + // + // 1A) If P has the highest process ID, it sends a Victory message to all other + // processes and becomes the new Coordinator. + let max_id = communicator + .all_participants() + .iter() + .max() + .unwrap_or(&ParticipantId(0u128)); + if max_id <= &participant_id { + participant_state = ParticipantState::Coordinator; + communicator.broadcast_message( + ElectionMessage::Victory { + coordinator: participant_id, + }, + communicator.all_participants(), + ); + continue; + } + + // 1B) Otherwise, P broadcasts an Election message to all other processes with + // higher process IDs than itself + participant_state = ParticipantState::ElectionCandidate; + communicator.broadcast_message( + ElectionMessage::Election { + candidate: participant_id, + }, + &communicator + .all_participants() + .iter() + .filter(|&p| p > &participant_id) + .copied() + .collect::>(), + ); + } + ParticipantState::ElectionCandidate => { + tokio::select! { + // 2. If P receives no Answer after sending an Election message, then it broadcasts + // a Victory message to all other processes and becomes the Coordinator. + _ = tokio::time::sleep(ELECTION_VICTORY_TIMEOUT) => { + participant_state = ParticipantState::Coordinator; + communicator.broadcast_message( + ElectionMessage::Victory { + coordinator: participant_id, + }, + communicator.all_participants(), + ); + } + + // 3A. If P receives an Answer from a process with a higher ID, it sends no further + // messages for this election and waits for a Victory message. (If there is no Victory + // message after a period of time, it restarts the process at the beginning.) + Some(InMessage::ElectionMessage(ElectionMessage::Alive)) = in_channel.recv() => { + participant_state = ParticipantState::Waiting; + } // TODO: handle all other branches, e.g. channel closure, different messages & so on + } + } + ParticipantState::Waiting => { + tokio::select! { + // 3B. If there is no Victory message after a period of time, it restarts the process + // at the beginning. + _ = tokio::time::sleep(VICTORY_WAITING_TIMEOUT) => { + participant_state = ParticipantState::Transient; + } + + // 5. If P receives a Victory message, it treats the sender as the coordinator. + Some(InMessage::ElectionMessage(ElectionMessage::Victory { coordinator })) = in_channel.recv() => { + participant_state = ParticipantState::Follower { id: coordinator }; + } // TODO: handle all other branches, e.g. channel closure, different messages & so on + } + } + ParticipantState::Follower { id: coordinator_id } => { + tokio::select! { + // If we do not receive a heartbeat from the coordinator, trigger new election + _ = tokio::time::sleep(VICTORY_WAITING_TIMEOUT) => { + participant_state = ParticipantState::Transient; + } + + // If we do receive a heartbeat - keep going + Some(InMessage::Heartbeat) = in_channel.recv() => { + } // TODO: handle all other branches, e.g. channel closure, different messages & so on + } + } + ParticipantState::Coordinator => { + // If we are coordinator - send heart beats + { + out_channel.send(OutMessage::Heartbeat).await?; + tokio::time::sleep(HEARTBEAT_SEND_TIMEOUT).await; + } + } + } + } +} diff --git a/rust/master_election/tests/dummy.rs b/rust/master_election/tests/dummy.rs new file mode 100644 index 00000000..d82c6eb1 --- /dev/null +++ b/rust/master_election/tests/dummy.rs @@ -0,0 +1,8 @@ +// maybe this will hold test in the future...?? + +#[cfg(test)] +mod tests { + #[test] + fn does_nothing() { + } +} \ No newline at end of file diff --git a/rust/rust-toolchain.toml b/rust/rust-toolchain.toml new file mode 100644 index 00000000..271800cb --- /dev/null +++ b/rust/rust-toolchain.toml @@ -0,0 +1,2 @@ +[toolchain] +channel = "nightly" \ No newline at end of file diff --git a/rust/util/Cargo.toml b/rust/util/Cargo.toml new file mode 100644 index 00000000..b818252e --- /dev/null +++ b/rust/util/Cargo.toml @@ -0,0 +1,26 @@ +[package] +name = "util" +version = { workspace = true } +edition = { workspace = true } +publish = false + +[lib] +doctest = false +name = "util" +path = "src/lib.rs" + +[lints] +workspace = true + +[dependencies] +# macro dependencies +extend = { workspace = true } + +# utility dependencies +thiserror = { workspace = true } +once_cell = { workspace = true } +internment = { workspace = true } +derive_more = { workspace = true } +bon = { workspace = true } +recursion = { workspace = true } +fn_pipe = { workspace = true } diff --git a/rust/util/fn_pipe/Cargo.toml b/rust/util/fn_pipe/Cargo.toml new file mode 100644 index 00000000..fed18ea1 --- /dev/null +++ b/rust/util/fn_pipe/Cargo.toml @@ -0,0 +1,16 @@ +[package] +name = "fn_pipe" +version = { workspace = true } +edition = { workspace = true } +publish = false + +[lib] +doctest = false +name = "fn_pipe" +path = "src/lib.rs" + +[lints] +workspace = true + +[dependencies] +fn_pipe_proc = { workspace = true } \ No newline at end of file diff --git a/rust/util/fn_pipe/proc/Cargo.toml b/rust/util/fn_pipe/proc/Cargo.toml new file mode 100644 index 00000000..087d9500 --- /dev/null +++ b/rust/util/fn_pipe/proc/Cargo.toml @@ -0,0 +1,20 @@ +[package] +name = "fn_pipe_proc" +version = { workspace = true } +edition = { workspace = true } +publish = false + +[lib] +name = "fn_pipe_proc" +path = "src/lib.rs" +proc-macro = true + +[lints] +workspace = true + +[dependencies] +extend = { workspace = true } +syn = { workspace = true } +quote = { workspace = true } +proc-macro2 = { workspace = true } +darling = { workspace = true } diff --git a/rust/util/fn_pipe/proc/src/lib.rs b/rust/util/fn_pipe/proc/src/lib.rs new file mode 100644 index 00000000..3a471522 --- /dev/null +++ b/rust/util/fn_pipe/proc/src/lib.rs @@ -0,0 +1,201 @@ +//! Proc-macro for implementing `Fn/Pipe*` variants for tuples of a given size; +//! it is only here for this one purpose and no other, should not be used elsewhere + +#![allow(clippy::arbitrary_source_item_ordering)] + +extern crate proc_macro; + +use extend::ext; +use proc_macro::TokenStream; +use quote::quote; +use syn::{parse_macro_input, LitInt}; + +type TokS2 = proc_macro2::TokenStream; + +#[allow( + clippy::unwrap_used, + clippy::indexing_slicing, + clippy::arithmetic_side_effects, + clippy::missing_panics_doc, + clippy::too_many_lines +)] +#[proc_macro] +pub fn impl_fn_pipe_for_tuple(item: TokenStream) -> TokenStream { + // DEFINE CONSTANT TOKEN STREAMS UPFRONT + // token streams for Fn/Pipe* variants + let fn_pipe_names = ( + ( + "Fn".parse_unchecked(), + "FnPipe".parse_unchecked(), + "run".parse_unchecked(), + "call".parse_unchecked(), + ), + ( + "FnMut".parse_unchecked(), + "FnMutPipe".parse_unchecked(), + "run_mut".parse_unchecked(), + "call_mut".parse_unchecked(), + ), + ( + "FnOnce".parse_unchecked(), + "FnOncePipe".parse_unchecked(), + "run_once".parse_unchecked(), + "call_once".parse_unchecked(), + ), + ); + + // get the number of tuple parameters to implement this for + let max_tuple_size = match parse_macro_input!(item as LitInt).base10_parse::() { + Ok(num) => num, + Err(e) => return e.to_compile_error().into(), + }; + assert!( + max_tuple_size > 0, + "passed parameter must be greater than zero" + ); + + // generate generic function type-names, to be used later everywhere + let mut fn_type_names = Vec::with_capacity(max_tuple_size); + for i in 0..max_tuple_size { + fn_type_names.push(format!("_{i}").parse_unchecked()); + } + + // create a middle type constraint (i.e. not the first one) + let middle_type_constraint = |prev_fn: TokS2, this_fn: TokS2, fn_name: TokS2| { + quote! { + #this_fn: #fn_name<(#prev_fn::Output,)> + } + }; + + // create call implementation + let impl_call = |n: usize, call: TokS2, base: TokS2| { + let tuple_access = format!("self.{n}").parse_unchecked(); + quote! { + #tuple_access.#call((#base,)) + } + }; + + // generic impl block parametrised on the variant and number of params + let impl_per_type_and_n = |n: usize, + (fn_name, fn_pipe_name, run, call): (TokS2, TokS2, TokS2, TokS2), + extra: Option, + ref_style: Option| { + // flatten the extra tokens + let extra = extra.unwrap_or_default(); + + let fn_type_names_comma_sep = &fn_type_names[0..n].comma_separated(); + + // get name of first type and create the type constraint for the fist type + let first_fn_type = fn_type_names[0].clone(); + let first_type_constraint = quote! { + #first_fn_type: #fn_name + }; + + // create the middle type constraint implementations + let middle_type_constraints = (1..n) + .map(|i| { + // get previous and current tokens + let prev_fn = fn_type_names[i - 1].clone(); + let this_fn = fn_type_names[i].clone(); + + // create middle implementation + middle_type_constraint(prev_fn, this_fn, fn_name.clone()) + }) + .collect::>(); + + // combine the two, and comma-separate them into a single block + let type_constraints = [vec![first_type_constraint], middle_type_constraints] + .concat() + .as_slice() + .comma_separated(); + + // recursive call implementation starting from the base + let mut call_impl = quote! { self.0 .#call(args) }; + for i in 1..n { + call_impl = impl_call(i, call.clone(), call_impl); + } + + quote! { + #[allow(clippy::type_repetition_in_bounds)] + impl #fn_pipe_name for (#fn_type_names_comma_sep,) + where #type_constraints + { + #extra + + #[inline] + extern "rust-call" fn #run(#ref_style self, args: Args) -> Self::Output { + #call_impl + } + } + } + }; + + // generic impl block parametrised on the number of params + let impl_per_n = |n: usize| { + // create the `Fn/FnPipe` implementation + let mut impl_per_n = + impl_per_type_and_n(n, fn_pipe_names.0.clone(), None, Some(quote! { & })); + + // create the `FnMut/FnMutPipe` implementation + impl_per_n.extend(impl_per_type_and_n( + n, + fn_pipe_names.1.clone(), + None, + Some(quote! { &mut }), + )); + + // create the `FnOnce/FnOncePipe` implementation; + // this implementation additionally needs to specify the associated `type Output` + let last = fn_type_names[n - 1].clone(); + impl_per_n.extend(impl_per_type_and_n( + n, + fn_pipe_names.2.clone(), + Some(quote! { + type Output = #last::Output; + }), + None, + )); + + impl_per_n + }; + + // we need to implement for all tuple sizes 1 through-to `n` + let mut impls = TokS2::new(); + for n in 1..=max_tuple_size { + impls.extend(impl_per_n(n)); + } + + // return all the impls + impls.into() +} + +#[ext] +impl [TokS2] { + #[allow(clippy::unwrap_used, clippy::single_call_fn)] + fn comma_separated(&self) -> TokS2 { + let comma_tok = ",".parse_unchecked(); + + // get the first token, and turn it into an accumulator + let mut toks = self.iter(); + let mut tok: TokS2 = toks.next().unwrap().clone(); + + // if there are more tokens to come, keep extending with comma + for next in toks { + tok.extend(comma_tok.clone()); + tok.extend(next.clone()); + } + + // return final comma-separated result + tok + } +} + +#[ext] +impl str { + fn parse_unchecked(&self) -> TokS2 { + match self.parse::() { + Ok(s) => s, + Err(e) => unimplemented!("{e}"), + } + } +} diff --git a/rust/util/fn_pipe/src/lib.rs b/rust/util/fn_pipe/src/lib.rs new file mode 100644 index 00000000..44dbc01d --- /dev/null +++ b/rust/util/fn_pipe/src/lib.rs @@ -0,0 +1,35 @@ +//! TODO: crate documentation +//! +//! this is here as a placeholder documentation + +// enable Rust-unstable features for convenience +#![feature(tuple_trait)] +#![feature(unboxed_closures)] +#![feature(fn_traits)] +#![feature(unsized_fn_params)] // this is fine because I am PURELY wrapping around existing `Fn*` traits +// global lints +#![allow(internal_features)] +#![allow(clippy::arbitrary_source_item_ordering)] + +use fn_pipe_proc::impl_fn_pipe_for_tuple; +use std::marker::Tuple; + +/// A trait representing a pipe of functions, where the output of one will +/// be fed as the input of another, until the entire pipe ran +pub trait FnPipe: FnMutPipe { + extern "rust-call" fn run(&self, args: Args) -> Self::Output; +} + +pub trait FnMutPipe: FnOncePipe { + extern "rust-call" fn run_mut(&mut self, args: Args) -> Self::Output; +} + +pub trait FnOncePipe { + type Output; + + extern "rust-call" fn run_once(self, args: Args) -> Self::Output; +} + +// implement `Fn/Pipe*` variants for tuples of upto length 26, +// can be increased in the future +impl_fn_pipe_for_tuple!(26usize); diff --git a/rust/util/src/lib.rs b/rust/util/src/lib.rs new file mode 100644 index 00000000..5c34786c --- /dev/null +++ b/rust/util/src/lib.rs @@ -0,0 +1,53 @@ +//! TODO: crate documentation +//! +//! this is here as a placeholder documentation +//! +//! + +// enable Rust-unstable features for convenience +#![feature(trait_alias)] +#![feature(stmt_expr_attributes)] +#![feature(type_alias_impl_trait)] +#![feature(specialization)] +#![feature(unboxed_closures)] +#![feature(const_trait_impl)] +#![feature(fn_traits)] + +pub mod nonempty; + +pub(crate) mod private { + // sealed traits support + pub trait Sealed {} + impl Sealed for T {} +} + +/// Namespace for all the type/trait aliases used by this crate. +pub(crate) mod alias { +} + +/// Namespace for crate-wide extension traits/methods +pub mod ext { + use extend::ext; + + #[ext(pub, name = BoxedSliceExt)] + impl Box<[T]> { + #[inline] + fn map(self, f: F) -> Box<[B]> + where + F: FnMut(T) -> B, + { + self.into_iter().map(f).collect() + } + } + + #[ext(pub, name = VecExt)] + impl Vec { + #[inline] + fn map(self, f: F) -> Vec + where + F: FnMut(T) -> B, + { + self.into_iter().map(f).collect() + } + } +} diff --git a/rust/util/src/nonempty.rs b/rust/util/src/nonempty.rs new file mode 100644 index 00000000..acfcf971 --- /dev/null +++ b/rust/util/src/nonempty.rs @@ -0,0 +1,145 @@ +use fn_pipe::FnMutPipe; +use std::slice::SliceIndex; +use std::{ops, slice}; +use thiserror::Error; + +#[derive(Error, Debug)] +#[error("Cannot create to `NonemptyArray` because the supplied slice is empty")] +pub struct EmptySliceError; + +/// A pointer to a non-empty fixed-size slice allocated on the heap. +#[derive(Clone, Debug, PartialEq, Eq, Hash, PartialOrd, Ord)] +#[repr(transparent)] +pub struct NonemptyArray(Box<[T]>); + +#[allow(clippy::arbitrary_source_item_ordering)] +impl NonemptyArray { + #[inline] + pub fn singleton(value: T) -> Self { + Self(Box::new([value])) + } + + #[allow(clippy::missing_errors_doc)] + #[inline] + pub fn try_from_boxed_slice>>( + boxed_slice: S, + ) -> Result { + let boxed_slice = boxed_slice.into(); + if boxed_slice.is_empty() { + Err(EmptySliceError) + } else { + Ok(Self(boxed_slice)) + } + } + + #[must_use] + #[inline] + pub fn into_boxed_slice(self) -> Box<[T]> { + self.0 + } + + #[must_use] + #[inline] + pub fn to_vec(&self) -> Vec + where + T: Clone, + { + self.0.to_vec() + } + + #[must_use] + #[inline] + pub const fn as_slice(&self) -> &[T] { + &self.0 + } + + #[allow(clippy::indexing_slicing)] + #[must_use] + #[inline] + pub fn first(&self) -> &T { + &self.0[0] + } + + #[allow(clippy::indexing_slicing, clippy::arithmetic_side_effects)] + #[must_use] + #[inline] + pub fn last(&self) -> &T { + &self.0[self.0.len() - 1] + } + + #[must_use] + #[inline] + pub fn get(&self, index: I) -> Option<&I::Output> + where + I: SliceIndex<[T]>, + { + self.0.get(index) + } + + #[allow(clippy::len_without_is_empty)] + #[must_use] + #[inline] + pub const fn len(&self) -> usize { + self.0.len() + } + + #[allow(clippy::iter_without_into_iter)] + #[inline] + pub fn iter(&self) -> slice::Iter<'_, T> { + self.0.iter() + } + + #[allow(clippy::iter_without_into_iter)] + #[inline] + pub fn iter_mut(&mut self) -> slice::IterMut<'_, T> { + self.0.iter_mut() + } + + #[inline] + #[must_use] + pub fn map U>(self, f: F) -> NonemptyArray { + NonemptyArray(self.0.into_iter().map(f).collect()) + } + + #[inline] + #[must_use] + pub fn pipe U>(self, mut p: P) -> NonemptyArray { + self.map(|x| p.run_mut((x,))) + } +} + +impl From> for Box<[T]> { + #[inline] + fn from(value: NonemptyArray) -> Self { + value.into_boxed_slice() + } +} + +impl ops::Index for NonemptyArray { + type Output = T; + + #[inline] + fn index(&self, index: usize) -> &Self::Output { + self.0.index(index) + } +} + +impl IntoIterator for NonemptyArray { + type Item = T; + type IntoIter = std::vec::IntoIter; + + #[inline] + fn into_iter(self) -> Self::IntoIter { + self.into_boxed_slice().into_vec().into_iter() + } +} + +impl<'a, T> IntoIterator for &'a NonemptyArray { + type Item = &'a T; + type IntoIter = slice::Iter<'a, T>; + + #[inline] + fn into_iter(self) -> Self::IntoIter { + self.iter() + } +} diff --git a/shared/db/sqlite/connector.py b/shared/db/sqlite/connector.py index bdf34948..2009c8c0 100644 --- a/shared/db/sqlite/connector.py +++ b/shared/db/sqlite/connector.py @@ -12,9 +12,8 @@ from sqlalchemy import text from sqlalchemy.ext.asyncio import AsyncSession, create_async_engine from sqlmodel import SQLModel -from shared.types.events.common import NodeId +from shared.types.events import Event, EventParser, NodeId from shared.types.events.components import EventFromEventLog -from shared.types.events.registry import Event, EventParser from .types import StoredEvent diff --git a/shared/db/sqlite/types.py b/shared/db/sqlite/types.py index 880de7b3..262fe4a7 100644 --- a/shared/db/sqlite/types.py +++ b/shared/db/sqlite/types.py @@ -5,8 +5,8 @@ from sqlalchemy import DateTime, Index from sqlmodel import JSON, Column, Field, SQLModel from shared.types.common import NodeId +from shared.types.events import Event from shared.types.events.components import EventFromEventLog -from shared.types.events.registry import Event class StoredEvent(SQLModel, table=True): diff --git a/shared/event_loops/main.py b/shared/event_loops/main.py index d481b3f4..582745e6 100644 --- a/shared/event_loops/main.py +++ b/shared/event_loops/main.py @@ -7,8 +7,8 @@ from typing import Any, Hashable, Mapping, Protocol, Sequence from fastapi.responses import Response, StreamingResponse from shared.event_loops.commands import ExternalCommand +from shared.types.events import Event from shared.types.events.components import Apply, EventFromEventLog -from shared.types.events.registry import Event from shared.types.state import State diff --git a/shared/pyproject.toml b/shared/pyproject.toml index 95a78f5c..c4c5adeb 100644 --- a/shared/pyproject.toml +++ b/shared/pyproject.toml @@ -15,6 +15,7 @@ dependencies = [ "rustworkx>=0.16.0", "sqlmodel>=0.0.22", "sqlalchemy[asyncio]>=2.0.0", + "greenlet>=3.2.3" ] [build-system] @@ -37,4 +38,6 @@ exclude = ["protobufs/schemas", "*.md", "pyproject.toml"] [dependency-groups] dev = [ "types-protobuf>=6.30.2.20250516", + "pytest>=8.4.0", + "pytest-asyncio>=1.0.0", ] diff --git a/shared/tests/test_sqlite_connector.py b/shared/tests/test_sqlite_connector.py index 32e9ea8c..50fef7ad 100644 --- a/shared/tests/test_sqlite_connector.py +++ b/shared/tests/test_sqlite_connector.py @@ -11,11 +11,11 @@ from sqlalchemy.ext.asyncio import AsyncSession from shared.db.sqlite import AsyncSQLiteEventStorage, EventLogConfig from shared.types.common import NodeId -from shared.types.events.chunks import ChunkType, TokenChunk -from shared.types.events.events import ( +from shared.types.events import ( ChunkGenerated, - EventType, + _EventType, ) +from shared.types.events.chunks import ChunkType, TokenChunk from shared.types.request import RequestId # Type ignore comment for all protected member access in this test file @@ -472,7 +472,7 @@ class TestAsyncSQLiteEventStorage: # Verify the event was deserialized correctly retrieved_event = retrieved_event_wrapper.event assert isinstance(retrieved_event, ChunkGenerated) - assert retrieved_event.event_type == EventType.ChunkGenerated + assert retrieved_event.event_type == _EventType.ChunkGenerated assert retrieved_event.request_id == request_id # Verify the nested chunk was deserialized correctly diff --git a/shared/types/events/__init__.py b/shared/types/events/__init__.py new file mode 100644 index 00000000..db6adbd5 --- /dev/null +++ b/shared/types/events/__init__.py @@ -0,0 +1,99 @@ +# ruff: noqa: F403 +# ruff: noqa: F405 + +import types +import typing +from typing import Annotated, Union + +# Note: we are implementing internal details here, so importing private stuff is fine!!! +from pydantic import Field, TypeAdapter + +from ...constants import get_error_reporting_message +from ._common import * +from ._common import _BaseEvent, _EventType # pyright: ignore[reportPrivateUsage] +from ._events import * + +_Event = Union[ + TaskCreated, + TaskStateUpdated, + TaskDeleted, + InstanceCreated, + InstanceActivated, + InstanceDeactivated, + InstanceDeleted, + InstanceReplacedAtomically, + RunnerStatusUpdated, + NodePerformanceMeasured, + WorkerConnected, + WorkerStatusUpdated, + WorkerDisconnected, + ChunkGenerated, + TopologyEdgeCreated, + TopologyEdgeReplacedAtomically, + TopologyEdgeDeleted, + MLXInferenceSagaPrepare, + MLXInferenceSagaStartPrepare, +] +""" +Un-annotated union of all events. Only used internally to create the registry. +For all other usecases, use the annotated union of events :class:`Event` :) +""" + +Event = Annotated[_Event, Field(discriminator="event_type")] +"""Type of events, a discriminated union.""" + +EventParser: TypeAdapter[Event] = TypeAdapter(Event) +"""Type adaptor to parse :class:`Event`s.""" + + +def _check_event_type_consistency(): + # Grab enum values from members + member_enum_values = [m for m in _EventType] + + # grab enum values from the union => scrape the type annotation + union_enum_values: list[_EventType] = [] + union_classes = list(typing.get_args(_Event)) + for cls in union_classes: # pyright: ignore[reportAny] + assert issubclass(cls, object), ( + f"{get_error_reporting_message()}", + f"The class {cls} is NOT a subclass of {object}." + ) + + # ensure the first base parameter is ALWAYS _BaseEvent + base_cls = list(types.get_original_bases(cls)) + assert len(base_cls) >= 1 and issubclass(base_cls[0], object) \ + and issubclass(base_cls[0], _BaseEvent), ( + f"{get_error_reporting_message()}", + f"The class {cls} does NOT inherit from {_BaseEvent} {typing.get_origin(base_cls[0])}." + ) + + # grab type hints and extract the right values from it + cls_hints = typing.get_type_hints(cls) + assert "event_type" in cls_hints and \ + typing.get_origin(cls_hints["event_type"]) is typing.Literal, ( # pyright: ignore[reportAny] + f"{get_error_reporting_message()}", + f"The class {cls} is missing a {typing.Literal}-annotated `event_type` field." + ) + + # make sure the value is an instance of `_EventType` + enum_value = list(typing.get_args(cls_hints["event_type"])) + assert len(enum_value) == 1 and isinstance(enum_value[0], _EventType), ( + f"{get_error_reporting_message()}", + f"The `event_type` of {cls} has a non-{_EventType} literal-type." + ) + union_enum_values.append(enum_value[0]) + + # ensure there is a 1:1 bijection between the two + for m in member_enum_values: + assert m in union_enum_values, ( + f"{get_error_reporting_message()}", + f"There is no event-type registered for {m} in {_Event}." + ) + union_enum_values.remove(m) + assert len(union_enum_values) == 0, ( + f"{get_error_reporting_message()}", + f"The following events have multiple event types defined in {_Event}: {union_enum_values}." + ) + + +_check_event_type_consistency() diff --git a/shared/types/events/common.py b/shared/types/events/_common.py similarity index 67% rename from shared/types/events/common.py rename to shared/types/events/_common.py index f19f17a4..72788da1 100644 --- a/shared/types/events/common.py +++ b/shared/types/events/_common.py @@ -1,9 +1,5 @@ from enum import Enum -from typing import ( - TYPE_CHECKING, - Generic, - TypeVar, -) +from typing import TYPE_CHECKING if TYPE_CHECKING: pass @@ -14,40 +10,44 @@ from shared.types.common import NewUUID, NodeId class EventId(NewUUID): - pass + """ + Newtype around `NewUUID` + """ -class TimerId(NewUUID): - pass +# Event base-class boilerplate (you should basically never touch these) +# Only very specialised registry or serialisation/deserialization logic might need know about these +class _EventType(str, Enum): + """ + Here are all the unique kinds of events that can be sent over the network. + """ -# Here are all the unique kinds of events that can be sent over the network. -class EventType(str, Enum): # Task Saga Events MLXInferenceSagaPrepare = "MLXInferenceSagaPrepare" MLXInferenceSagaStartPrepare = "MLXInferenceSagaStartPrepare" - + # Task Events TaskCreated = "TaskCreated" TaskStateUpdated = "TaskStateUpdated" TaskDeleted = "TaskDeleted" - + # Streaming Events ChunkGenerated = "ChunkGenerated" - + # Instance Events InstanceCreated = "InstanceCreated" InstanceDeleted = "InstanceDeleted" InstanceActivated = "InstanceActivated" InstanceDeactivated = "InstanceDeactivated" InstanceReplacedAtomically = "InstanceReplacedAtomically" - + # Runner Status Events RunnerStatusUpdated = "RunnerStatusUpdated" - + # Node Performance Events NodePerformanceMeasured = "NodePerformanceMeasured" - + # Topology Events TopologyEdgeCreated = "TopologyEdgeCreated" TopologyEdgeReplacedAtomically = "TopologyEdgeReplacedAtomically" @@ -55,25 +55,26 @@ class EventType(str, Enum): WorkerConnected = "WorkerConnected" WorkerStatusUpdated = "WorkerStatusUpdated" WorkerDisconnected = "WorkerDisconnected" - - # Timer Events - TimerCreated = "TimerCreated" - TimerFired = "TimerFired" -EventTypeT = TypeVar("EventTypeT", bound=EventType) + # # Timer Events + # TimerCreated = "TimerCreated" + # TimerFired = "TimerFired" -class BaseEvent(BaseModel, Generic[EventTypeT]): - event_type: EventTypeT +class _BaseEvent[T: _EventType](BaseModel): # pyright: ignore[reportUnusedClass] + """ + This is the event base-class, to please the Pydantic gods. + PLEASE don't use this for anything unless you know why you are doing so, + instead just use the events union :) + """ + + event_type: T event_id: EventId = EventId() def check_event_was_sent_by_correct_node(self, origin_id: NodeId) -> bool: """Check if the event was sent by the correct node. - + This is a placeholder implementation that always returns True. Subclasses can override this method to implement specific validation logic. """ return True - - - diff --git a/shared/types/events/_events.py b/shared/types/events/_events.py new file mode 100644 index 00000000..0c3a80f7 --- /dev/null +++ b/shared/types/events/_events.py @@ -0,0 +1,132 @@ +from typing import Literal + +from shared.topology import Connection, ConnectionProfile, Node, NodePerformanceProfile +from shared.types.common import NodeId +from shared.types.events.chunks import GenerationChunk +from shared.types.request import RequestId +from shared.types.tasks import Task, TaskId, TaskStatus +from shared.types.worker.common import InstanceId, NodeStatus +from shared.types.worker.instances import InstanceParams, TypeOfInstance +from shared.types.worker.runners import RunnerId, RunnerStatus + +from ._common import _BaseEvent, _EventType # pyright: ignore[reportPrivateUsage] + + +class TaskCreated(_BaseEvent[_EventType.TaskCreated]): + event_type: Literal[_EventType.TaskCreated] = _EventType.TaskCreated + task_id: TaskId + task: Task + + +class TaskDeleted(_BaseEvent[_EventType.TaskDeleted]): + event_type: Literal[_EventType.TaskDeleted] = _EventType.TaskDeleted + task_id: TaskId + + +class TaskStateUpdated(_BaseEvent[_EventType.TaskStateUpdated]): + event_type: Literal[_EventType.TaskStateUpdated] = _EventType.TaskStateUpdated + task_id: TaskId + task_status: TaskStatus + + +class InstanceCreated(_BaseEvent[_EventType.InstanceCreated]): + event_type: Literal[_EventType.InstanceCreated] = _EventType.InstanceCreated + instance_id: InstanceId + instance_params: InstanceParams + instance_type: TypeOfInstance + + +class InstanceActivated(_BaseEvent[_EventType.InstanceActivated]): + event_type: Literal[_EventType.InstanceActivated] = _EventType.InstanceActivated + instance_id: InstanceId + + +class InstanceDeactivated(_BaseEvent[_EventType.InstanceDeactivated]): + event_type: Literal[_EventType.InstanceDeactivated] = _EventType.InstanceDeactivated + instance_id: InstanceId + + +class InstanceDeleted(_BaseEvent[_EventType.InstanceDeleted]): + event_type: Literal[_EventType.InstanceDeleted] = _EventType.InstanceDeleted + instance_id: InstanceId + + transition: tuple[InstanceId, InstanceId] + + +class InstanceReplacedAtomically(_BaseEvent[_EventType.InstanceReplacedAtomically]): + event_type: Literal[_EventType.InstanceReplacedAtomically] = _EventType.InstanceReplacedAtomically + instance_to_replace: InstanceId + new_instance_id: InstanceId + + +class RunnerStatusUpdated(_BaseEvent[_EventType.RunnerStatusUpdated]): + event_type: Literal[_EventType.RunnerStatusUpdated] = _EventType.RunnerStatusUpdated + runner_id: RunnerId + runner_status: RunnerStatus + + +class MLXInferenceSagaPrepare(_BaseEvent[_EventType.MLXInferenceSagaPrepare]): + event_type: Literal[_EventType.MLXInferenceSagaPrepare] = _EventType.MLXInferenceSagaPrepare + task_id: TaskId + instance_id: InstanceId + + +class MLXInferenceSagaStartPrepare(_BaseEvent[_EventType.MLXInferenceSagaStartPrepare]): + event_type: Literal[_EventType.MLXInferenceSagaStartPrepare] = _EventType.MLXInferenceSagaStartPrepare + task_id: TaskId + instance_id: InstanceId + + +class NodePerformanceMeasured(_BaseEvent[_EventType.NodePerformanceMeasured]): + event_type: Literal[_EventType.NodePerformanceMeasured] = _EventType.NodePerformanceMeasured + node_id: NodeId + node_profile: NodePerformanceProfile + + +class WorkerConnected(_BaseEvent[_EventType.WorkerConnected]): + event_type: Literal[_EventType.WorkerConnected] = _EventType.WorkerConnected + edge: Connection + + +class WorkerStatusUpdated(_BaseEvent[_EventType.WorkerStatusUpdated]): + event_type: Literal[_EventType.WorkerStatusUpdated] = _EventType.WorkerStatusUpdated + node_id: NodeId + node_state: NodeStatus + + +class WorkerDisconnected(_BaseEvent[_EventType.WorkerDisconnected]): + event_type: Literal[_EventType.WorkerDisconnected] = _EventType.WorkerDisconnected + vertex_id: NodeId + + +class ChunkGenerated(_BaseEvent[_EventType.ChunkGenerated]): + event_type: Literal[_EventType.ChunkGenerated] = _EventType.ChunkGenerated + request_id: RequestId + chunk: GenerationChunk + + +class TopologyEdgeCreated(_BaseEvent[_EventType.TopologyEdgeCreated]): + event_type: Literal[_EventType.TopologyEdgeCreated] = _EventType.TopologyEdgeCreated + vertex: Node + + +class TopologyEdgeReplacedAtomically(_BaseEvent[_EventType.TopologyEdgeReplacedAtomically]): + event_type: Literal[_EventType.TopologyEdgeReplacedAtomically] = _EventType.TopologyEdgeReplacedAtomically + edge: Connection + edge_profile: ConnectionProfile + + +class TopologyEdgeDeleted(_BaseEvent[_EventType.TopologyEdgeDeleted]): + event_type: Literal[_EventType.TopologyEdgeDeleted] = _EventType.TopologyEdgeDeleted + edge: Connection + + +# class TimerCreated(_BaseEvent[_EventType.TimerCreated]): +# event_type: Literal[_EventType.TimerCreated] = _EventType.TimerCreated +# timer_id: TimerId +# delay_seconds: float +# +# +# class TimerFired(_BaseEvent[_EventType.TimerFired]): +# event_type: Literal[_EventType.TimerFired] = _EventType.TimerFired +# timer_id: TimerId \ No newline at end of file diff --git a/shared/types/events/categories.py b/shared/types/events/categories.py index 0059348c..3954af21 100644 --- a/shared/types/events/categories.py +++ b/shared/types/events/categories.py @@ -1,10 +1,9 @@ - -from shared.types.events.events import ( +from . import ( MLXInferenceSagaPrepare, MLXInferenceSagaStartPrepare, ) TaskSagaEvent = ( - MLXInferenceSagaPrepare - | MLXInferenceSagaStartPrepare -) \ No newline at end of file + MLXInferenceSagaPrepare + | MLXInferenceSagaStartPrepare +) diff --git a/shared/types/events/commands.py b/shared/types/events/commands.py index 9d7cd1ff..6651d823 100644 --- a/shared/types/events/commands.py +++ b/shared/types/events/commands.py @@ -11,9 +11,10 @@ if TYPE_CHECKING: from pydantic import BaseModel from shared.types.common import NewUUID -from shared.types.events.registry import Event from shared.types.state import State +from . import Event + class CommandId(NewUUID): pass diff --git a/shared/types/events/components.py b/shared/types/events/components.py index 2f6d5087..0a676ae8 100644 --- a/shared/types/events/components.py +++ b/shared/types/events/components.py @@ -13,7 +13,7 @@ from typing import Callable from pydantic import BaseModel, Field, model_validator from shared.types.common import NodeId -from shared.types.events.registry import Event +from shared.types.events import Event from shared.types.state import State diff --git a/shared/types/events/events.py b/shared/types/events/events.py deleted file mode 100644 index 90c98a27..00000000 --- a/shared/types/events/events.py +++ /dev/null @@ -1,137 +0,0 @@ -from __future__ import annotations - -from typing import Literal, Tuple - -from shared.topology import Connection, ConnectionProfile, Node, NodePerformanceProfile -from shared.types.common import NodeId -from shared.types.events.chunks import GenerationChunk -from shared.types.events.common import ( - BaseEvent, - EventType, - TimerId, -) -from shared.types.request import RequestId -from shared.types.tasks import Task, TaskId, TaskStatus -from shared.types.worker.common import InstanceId, NodeStatus -from shared.types.worker.instances import InstanceParams, TypeOfInstance -from shared.types.worker.runners import RunnerId, RunnerStatus - - -class TaskCreated(BaseEvent[EventType.TaskCreated]): - event_type: Literal[EventType.TaskCreated] = EventType.TaskCreated - task_id: TaskId - task: Task - - -class TaskDeleted(BaseEvent[EventType.TaskDeleted]): - event_type: Literal[EventType.TaskDeleted] = EventType.TaskDeleted - task_id: TaskId - - -class TaskStateUpdated(BaseEvent[EventType.TaskStateUpdated]): - event_type: Literal[EventType.TaskStateUpdated] = EventType.TaskStateUpdated - task_id: TaskId - task_status: TaskStatus - - -class InstanceCreated(BaseEvent[EventType.InstanceCreated]): - event_type: Literal[EventType.InstanceCreated] = EventType.InstanceCreated - instance_id: InstanceId - instance_params: InstanceParams - instance_type: TypeOfInstance - - -class InstanceActivated(BaseEvent[EventType.InstanceActivated]): - event_type: Literal[EventType.InstanceActivated] = EventType.InstanceActivated - instance_id: InstanceId - - -class InstanceDeactivated(BaseEvent[EventType.InstanceDeactivated]): - event_type: Literal[EventType.InstanceDeactivated] = EventType.InstanceDeactivated - instance_id: InstanceId - - -class InstanceDeleted(BaseEvent[EventType.InstanceDeleted]): - event_type: Literal[EventType.InstanceDeleted] = EventType.InstanceDeleted - instance_id: InstanceId - - transition: Tuple[InstanceId, InstanceId] - - -class InstanceReplacedAtomically(BaseEvent[EventType.InstanceReplacedAtomically]): - event_type: Literal[EventType.InstanceReplacedAtomically] = EventType.InstanceReplacedAtomically - instance_to_replace: InstanceId - new_instance_id: InstanceId - - -class RunnerStatusUpdated(BaseEvent[EventType.RunnerStatusUpdated]): - event_type: Literal[EventType.RunnerStatusUpdated] = EventType.RunnerStatusUpdated - runner_id: RunnerId - runner_status: RunnerStatus - - -class MLXInferenceSagaPrepare(BaseEvent[EventType.MLXInferenceSagaPrepare]): - event_type: Literal[EventType.MLXInferenceSagaPrepare] = EventType.MLXInferenceSagaPrepare - task_id: TaskId - instance_id: InstanceId - - -class MLXInferenceSagaStartPrepare(BaseEvent[EventType.MLXInferenceSagaStartPrepare]): - event_type: Literal[EventType.MLXInferenceSagaStartPrepare] = EventType.MLXInferenceSagaStartPrepare - task_id: TaskId - instance_id: InstanceId - - -class NodePerformanceMeasured(BaseEvent[EventType.NodePerformanceMeasured]): - event_type: Literal[EventType.NodePerformanceMeasured] = EventType.NodePerformanceMeasured - node_id: NodeId - node_profile: NodePerformanceProfile - - -class WorkerConnected(BaseEvent[EventType.WorkerConnected]): - event_type: Literal[EventType.WorkerConnected] = EventType.WorkerConnected - edge: Connection - - -class WorkerStatusUpdated(BaseEvent[EventType.WorkerStatusUpdated]): - event_type: Literal[EventType.WorkerStatusUpdated] = EventType.WorkerStatusUpdated - node_id: NodeId - node_state: NodeStatus - - -class WorkerDisconnected(BaseEvent[EventType.WorkerDisconnected]): - event_type: Literal[EventType.WorkerDisconnected] = EventType.WorkerDisconnected - vertex_id: NodeId - - -class ChunkGenerated(BaseEvent[EventType.ChunkGenerated]): - event_type: Literal[EventType.ChunkGenerated] = EventType.ChunkGenerated - request_id: RequestId - chunk: GenerationChunk - - -class TopologyEdgeCreated(BaseEvent[EventType.TopologyEdgeCreated]): - event_type: Literal[EventType.TopologyEdgeCreated] = EventType.TopologyEdgeCreated - vertex: Node - - -class TopologyEdgeReplacedAtomically(BaseEvent[EventType.TopologyEdgeReplacedAtomically]): - event_type: Literal[EventType.TopologyEdgeReplacedAtomically] = EventType.TopologyEdgeReplacedAtomically - edge: Connection - edge_profile: ConnectionProfile - - -class TopologyEdgeDeleted(BaseEvent[EventType.TopologyEdgeDeleted]): - event_type: Literal[EventType.TopologyEdgeDeleted] = EventType.TopologyEdgeDeleted - edge: Connection - - -class TimerCreated(BaseEvent[EventType.TimerCreated]): - event_type: Literal[EventType.TimerCreated] = EventType.TimerCreated - timer_id: TimerId - delay_seconds: float - - -class TimerFired(BaseEvent[EventType.TimerFired]): - event_type: Literal[EventType.TimerFired] = EventType.TimerFired - timer_id: TimerId \ No newline at end of file diff --git a/shared/types/events/registry.py b/shared/types/events/registry.py deleted file mode 100644 index 959ada0f..00000000 --- a/shared/types/events/registry.py +++ /dev/null @@ -1,107 +0,0 @@ -from typing import Annotated, Any, Mapping, Type, TypeAlias - -from pydantic import Field, TypeAdapter - -from shared.types.events.common import ( - EventType, -) -from shared.types.events.events import ( - ChunkGenerated, - InstanceActivated, - InstanceCreated, - InstanceDeactivated, - InstanceDeleted, - InstanceReplacedAtomically, - MLXInferenceSagaPrepare, - MLXInferenceSagaStartPrepare, - NodePerformanceMeasured, - RunnerStatusUpdated, - TaskCreated, - TaskDeleted, - TaskStateUpdated, - TimerCreated, - TimerFired, - TopologyEdgeCreated, - TopologyEdgeDeleted, - TopologyEdgeReplacedAtomically, - WorkerConnected, - WorkerDisconnected, - WorkerStatusUpdated, -) -from shared.types.events.sanity_checking import ( - assert_event_union_covers_registry, - check_registry_has_all_event_types, - check_union_of_all_events_is_consistent_with_registry, -) - -""" -class EventTypeNames(StrEnum): - TaskEventType = auto() - InstanceEvent = auto() - NodePerformanceEvent = auto() - ControlPlaneEvent = auto() - StreamingEvent = auto() - DataPlaneEvent = auto() - TimerEvent = auto() - MLXEvent = auto() - -check_event_categories_are_defined_for_all_event_types(EVENT_TYPE_ENUMS, EventTypeNames) -""" -EventRegistry: Mapping[EventType, Type[Any]] = { - EventType.TaskCreated: TaskCreated, - EventType.TaskStateUpdated: TaskStateUpdated, - EventType.TaskDeleted: TaskDeleted, - EventType.InstanceCreated: InstanceCreated, - EventType.InstanceActivated: InstanceActivated, - EventType.InstanceDeactivated: InstanceDeactivated, - EventType.InstanceDeleted: InstanceDeleted, - EventType.InstanceReplacedAtomically: InstanceReplacedAtomically, - EventType.RunnerStatusUpdated: RunnerStatusUpdated, - EventType.NodePerformanceMeasured: NodePerformanceMeasured, - EventType.WorkerConnected: WorkerConnected, - EventType.WorkerStatusUpdated: WorkerStatusUpdated, - EventType.WorkerDisconnected: WorkerDisconnected, - EventType.ChunkGenerated: ChunkGenerated, - EventType.TopologyEdgeCreated: TopologyEdgeCreated, - EventType.TopologyEdgeReplacedAtomically: TopologyEdgeReplacedAtomically, - EventType.TopologyEdgeDeleted: TopologyEdgeDeleted, - EventType.MLXInferenceSagaPrepare: MLXInferenceSagaPrepare, - EventType.MLXInferenceSagaStartPrepare: MLXInferenceSagaStartPrepare, - EventType.TimerCreated: TimerCreated, - EventType.TimerFired: TimerFired, -} - - -AllEventsUnion = ( - TaskCreated - | TaskStateUpdated - | TaskDeleted - | InstanceCreated - | InstanceActivated - | InstanceDeactivated - | InstanceDeleted - | InstanceReplacedAtomically - | RunnerStatusUpdated - | NodePerformanceMeasured - | WorkerConnected - | WorkerStatusUpdated - | WorkerDisconnected - | ChunkGenerated - | TopologyEdgeCreated - | TopologyEdgeReplacedAtomically - | TopologyEdgeDeleted - | MLXInferenceSagaPrepare - | MLXInferenceSagaStartPrepare - | TimerCreated - | TimerFired -) - -Event: TypeAlias = Annotated[AllEventsUnion, Field(discriminator="event_type")] -EventParser: TypeAdapter[Event] = TypeAdapter(Event) - - - - -assert_event_union_covers_registry(AllEventsUnion) -check_union_of_all_events_is_consistent_with_registry(EventRegistry, AllEventsUnion) -check_registry_has_all_event_types(EventRegistry) \ No newline at end of file diff --git a/shared/types/events/sanity_checking.py b/shared/types/events/sanity_checking.py deleted file mode 100644 index def11557..00000000 --- a/shared/types/events/sanity_checking.py +++ /dev/null @@ -1,75 +0,0 @@ -from enum import StrEnum -from types import UnionType -from typing import Any, Mapping, Set, Type, cast, get_args - -from pydantic.fields import FieldInfo - -from shared.constants import get_error_reporting_message -from shared.types.events.common import EventType - - -def assert_event_union_covers_registry[TEnum: StrEnum]( - literal_union: UnionType, -) -> None: - """ - Ensure that our union of events (AllEventsUnion) has one member per element of Enum - """ - enum_values: Set[str] = {member.value for member in EventType} - - def _flatten(tp: UnionType) -> Set[str]: - values: Set[str] = set() - args = get_args(tp) # Get event classes from the union - for arg in args: # type: ignore[reportAny] - # Cast to type since we know these are class types - event_class = cast(type[Any], arg) - # Each event class is a Pydantic model with model_fields - if hasattr(event_class, 'model_fields'): - model_fields = cast(dict[str, FieldInfo], event_class.model_fields) - if 'event_type' in model_fields: - # Get the default value of the event_type field - event_type_field: FieldInfo = model_fields['event_type'] - if hasattr(event_type_field, 'default'): - default_value = cast(EventType, event_type_field.default) - # The default is an EventType enum member, get its value - values.add(default_value.value) - return values - - literal_values: Set[str] = _flatten(literal_union) - - assert enum_values == literal_values, ( - f"{get_error_reporting_message()}" - f"The values of the enum {EventType} are not covered by the literal union {literal_union}.\n" - f"These are the missing values: {enum_values - literal_values}\n" - f"These are the extra values: {literal_values - enum_values}\n" - ) - -def check_union_of_all_events_is_consistent_with_registry( - registry: Mapping[EventType, Type[Any]], union_type: UnionType -) -> None: - type_of_each_registry_entry = set(registry.values()) - type_of_each_entry_in_union = set(get_args(union_type)) - missing_from_union = type_of_each_registry_entry - type_of_each_entry_in_union - - assert not missing_from_union, ( - f"{get_error_reporting_message()}" - f"Event classes in registry are missing from all_events union: {missing_from_union}" - ) - - extra_in_union = type_of_each_entry_in_union - type_of_each_registry_entry - - assert not extra_in_union, ( - f"{get_error_reporting_message()}" - f"Event classes in all_events union are missing from registry: {extra_in_union}" - ) - -def check_registry_has_all_event_types(event_registry: Mapping[EventType, Type[Any]]) -> None: - event_types: tuple[EventType, ...] = get_args(EventType) - missing_event_types = set(event_types) - set(event_registry.keys()) - - assert not missing_event_types, ( - f"{get_error_reporting_message()}" - f"There's an event missing from the registry: {missing_event_types}" - ) - -# TODO: Check all events have an apply function. -# probably in a different place though. \ No newline at end of file diff --git a/shared/types/worker/ops.py b/shared/types/worker/ops.py index f956a32c..fb4a7521 100644 --- a/shared/types/worker/ops.py +++ b/shared/types/worker/ops.py @@ -3,7 +3,7 @@ from typing import Annotated, Generic, Literal, TypeVar, Union from pydantic import BaseModel, Field -from shared.types.events.events import InstanceId +from shared.types.events import InstanceId from shared.types.tasks import Task from shared.types.worker.common import RunnerId from shared.types.worker.mlx import Host diff --git a/throwaway_tests/segfault_multiprocess.py b/throwaway_tests/segfault_multiprocess.py new file mode 100644 index 00000000..28c835f6 --- /dev/null +++ b/throwaway_tests/segfault_multiprocess.py @@ -0,0 +1,31 @@ +import ctypes; +from multiprocessing import Process + +def trigger_segfault(): + ctypes.string_at(0) + +def subprocess_main(id: int): + print(f"SUBPROCESS {id}: PROCESS START") + trigger_segfault() + print(f"SUBPROCESS {id}: PROCESS END") + +def main(): + """This code tests that a master process is not brought down by + segfaults that occur in the child processes + """ + + print("MASTER: PROCESS START") + procs: list[Process] = [] + for i in range(0, 10): + p = Process(target=subprocess_main, args=(i,)) + procs.append(p) + p.start() + + print("MASTER: JOINING SUBPROCESSES") + for p in procs: + p.join() + + print("MASTER: PROCESS END") + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/uv.lock b/uv.lock index d1fc02fc..3c541f99 100644 --- a/uv.lock +++ b/uv.lock @@ -15,7 +15,7 @@ members = [ "exo", "exo-engine-mlx", "exo-master", - "exo-networking", + "exo-pyo3-bindings", "exo-shared", "exo-worker", ] @@ -181,6 +181,8 @@ dependencies = [ { name = "aiohttp", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "exo-master", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "exo-worker", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "pydantic", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "typeguard", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "types-aiofiles", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] @@ -204,6 +206,8 @@ requires-dist = [ { name = "exo-master", editable = "master" }, { name = "exo-worker", editable = "worker" }, { name = "mlx", marker = "extra == 'darwin'" }, + { name = "pydantic", specifier = ">=2.11.7" }, + { name = "typeguard", specifier = ">=4.4.4" }, { name = "types-aiofiles", specifier = ">=24.1.0.20250708" }, ] provides-extras = ["darwin"] @@ -239,9 +243,25 @@ requires-dist = [ ] [[package]] -name = "exo-networking" +name = "exo-pyo3-bindings" version = "0.1.0" -source = { editable = "networking/topology" } +source = { editable = "rust/exo_pyo3_bindings" } + +[package.dev-dependencies] +dev = [ + { name = "exo-pyo3-bindings", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "pytest", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "pytest-asyncio", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, +] + +[package.metadata] + +[package.metadata.requires-dev] +dev = [ + { name = "exo-pyo3-bindings", editable = "rust/exo_pyo3_bindings" }, + { name = "pytest", specifier = ">=8.4.0" }, + { name = "pytest-asyncio", specifier = ">=1.0.0" }, +] [[package]] name = "exo-shared" @@ -249,6 +269,7 @@ version = "0.1.0" source = { editable = "shared" } dependencies = [ { name = "aiosqlite", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "greenlet", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "networkx", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "openai", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "pathlib", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, @@ -262,12 +283,15 @@ dependencies = [ [package.dev-dependencies] dev = [ + { name = "pytest", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "pytest-asyncio", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "types-protobuf", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] [package.metadata] requires-dist = [ { name = "aiosqlite", specifier = ">=0.20.0" }, + { name = "greenlet", specifier = ">=3.2.3" }, { name = "networkx", specifier = ">=3.5" }, { name = "openai", specifier = ">=1.93.0" }, { name = "pathlib", specifier = ">=1.0.1" }, @@ -280,7 +304,11 @@ requires-dist = [ ] [package.metadata.requires-dev] -dev = [{ name = "types-protobuf", specifier = ">=6.30.2.20250516" }] +dev = [ + { name = "pytest", specifier = ">=8.4.0" }, + { name = "pytest-asyncio", specifier = ">=1.0.0" }, + { name = "types-protobuf", specifier = ">=6.30.2.20250516" }, +] [[package]] name = "exo-worker" @@ -288,6 +316,7 @@ version = "0.1.0" source = { editable = "worker" } dependencies = [ { name = "exo-shared", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "huggingface-hub", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "mlx", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "mlx-lm", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] @@ -295,6 +324,7 @@ dependencies = [ [package.metadata] requires-dist = [ { name = "exo-shared", editable = "shared" }, + { name = "huggingface-hub", specifier = ">=0.33.4" }, { name = "mlx", specifier = "==0.26.3" }, { name = "mlx-lm", specifier = ">=0.25.3" }, ] @@ -688,7 +718,7 @@ wheels = [ [[package]] name = "openai" -version = "1.97.0" +version = "1.97.1" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "anyio", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, @@ -700,9 +730,9 @@ dependencies = [ { name = "tqdm", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "typing-extensions", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] -sdist = { url = "https://files.pythonhosted.org/packages/e0/c6/b8d66e4f3b95493a8957065b24533333c927dc23817abe397f13fe589c6e/openai-1.97.0.tar.gz", hash = "sha256:0be349569ccaa4fb54f97bb808423fd29ccaeb1246ee1be762e0c81a47bae0aa", size = 493850, upload-time = "2025-07-16T16:37:35.196Z" } +sdist = { url = "https://files.pythonhosted.org/packages/a6/57/1c471f6b3efb879d26686d31582997615e969f3bb4458111c9705e56332e/openai-1.97.1.tar.gz", hash = "sha256:a744b27ae624e3d4135225da9b1c89c107a2a7e5bc4c93e5b7b5214772ce7a4e", size = 494267, upload-time = "2025-07-22T13:10:12.607Z" } wheels = [ - { url = "https://files.pythonhosted.org/packages/8a/91/1f1cf577f745e956b276a8b1d3d76fa7a6ee0c2b05db3b001b900f2c71db/openai-1.97.0-py3-none-any.whl", hash = "sha256:a1c24d96f4609f3f7f51c9e1c2606d97cc6e334833438659cfd687e9c972c610", size = 764953, upload-time = "2025-07-16T16:37:33.135Z" }, + { url = "https://files.pythonhosted.org/packages/ee/35/412a0e9c3f0d37c94ed764b8ac7adae2d834dbd20e69f6aca582118e0f55/openai-1.97.1-py3-none-any.whl", hash = "sha256:4e96bbdf672ec3d44968c9ea39d2c375891db1acc1794668d8149d5fa6000606", size = 764380, upload-time = "2025-07-22T13:10:10.689Z" }, ] [[package]] @@ -1092,6 +1122,18 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/41/b1/d7520cc5cb69c825599042eb3a7c986fa9baa8a8d2dea9acd78e152c81e2/transformers-4.53.3-py3-none-any.whl", hash = "sha256:5aba81c92095806b6baf12df35d756cf23b66c356975fb2a7fa9e536138d7c75", size = 10826382, upload-time = "2025-07-22T07:30:48.458Z" }, ] +[[package]] +name = "typeguard" +version = "4.4.4" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "typing-extensions", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/c7/68/71c1a15b5f65f40e91b65da23b8224dad41349894535a97f63a52e462196/typeguard-4.4.4.tar.gz", hash = "sha256:3a7fd2dffb705d4d0efaed4306a704c89b9dee850b688f060a8b1615a79e5f74", size = 75203, upload-time = "2025-06-18T09:56:07.624Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/1b/a9/e3aee762739c1d7528da1c3e06d518503f8b6c439c35549b53735ba52ead/typeguard-4.4.4-py3-none-any.whl", hash = "sha256:b5f562281b6bfa1f5492470464730ef001646128b180769880468bd84b68b09e", size = 34874, upload-time = "2025-06-18T09:56:05.999Z" }, +] + [[package]] name = "types-aiofiles" version = "24.1.0.20250708" diff --git a/worker/main.py b/worker/main.py index 9bb6121e..5c73512f 100644 --- a/worker/main.py +++ b/worker/main.py @@ -8,8 +8,7 @@ from typing import AsyncGenerator, Optional from pydantic import BaseModel, ConfigDict from shared.types.common import NodeId -from shared.types.events.events import ChunkGenerated, InstanceId, RunnerStatusUpdated -from shared.types.events.registry import Event +from shared.types.events import ChunkGenerated, Event, InstanceId, RunnerStatusUpdated from shared.types.state import State from shared.types.worker.common import RunnerId from shared.types.worker.downloads import ( diff --git a/worker/pyproject.toml b/worker/pyproject.toml index 49ede7b7..b2e1a330 100644 --- a/worker/pyproject.toml +++ b/worker/pyproject.toml @@ -6,8 +6,10 @@ readme = "README.md" requires-python = ">=3.13" dependencies = [ "exo-shared", + "huggingface_hub>=0.33.4", "mlx==0.26.3", "mlx-lm>=0.25.3", + ] [build-system] diff --git a/worker/tests/test_worker_handlers.py b/worker/tests/test_worker_handlers.py index 0812622c..e1a01ca3 100644 --- a/worker/tests/test_worker_handlers.py +++ b/worker/tests/test_worker_handlers.py @@ -7,9 +7,8 @@ from typing import Callable import pytest from shared.types.common import NodeId +from shared.types.events import ChunkGenerated, Event, RunnerStatusUpdated from shared.types.events.chunks import TokenChunk -from shared.types.events.events import ChunkGenerated, RunnerStatusUpdated -from shared.types.events.registry import Event from shared.types.tasks import Task from shared.types.worker.common import RunnerId from shared.types.worker.instances import Instance From 81060b7062a6a7dd786f030696ffae1d855792a9 Mon Sep 17 00:00:00 2001 From: Andrei Cravtov Date: Wed, 23 Jul 2025 14:12:11 +0100 Subject: [PATCH 094/224] Made basedpyright work with Jetbrains environment Co-authored-by: Gelu Vrabie Co-authored-by: Seth Howes Co-authored-by: Matt Beton --- .envrc | 1 + .gitignore | 5 ++++- .idea/pyright-overrides.xml | 1 + .idea/pyright.xml | 2 -- flake.nix | 4 ---- 5 files changed, 6 insertions(+), 7 deletions(-) create mode 100644 .envrc diff --git a/.envrc b/.envrc new file mode 100644 index 00000000..8392d159 --- /dev/null +++ b/.envrc @@ -0,0 +1 @@ +use flake \ No newline at end of file diff --git a/.gitignore b/.gitignore index 4cf7c64f..8ac70684 100644 --- a/.gitignore +++ b/.gitignore @@ -2,4 +2,7 @@ __pycache__ *.so -hosts_*.json \ No newline at end of file +hosts_*.json + +# hide direnv stuff +/.direnv \ No newline at end of file diff --git a/.idea/pyright-overrides.xml b/.idea/pyright-overrides.xml index 6fa46f1d..9216c0c4 100644 --- a/.idea/pyright-overrides.xml +++ b/.idea/pyright-overrides.xml @@ -3,6 +3,7 @@ \ No newline at end of file diff --git a/flake.nix b/flake.nix index ae20e4e2..31f2b0c5 100644 --- a/flake.nix +++ b/flake.nix @@ -86,11 +86,7 @@ ] ++ buildInputs ++ nativeBuildInputs; # fixes libstdc++.so issues and libgl.so issues -# LD_LIBRARY_PATH = "${pkgs.stdenv.cc.cc.lib}/lib:$LD_LIBRARY_PATH"; LD_LIBRARY_PATH = "${pkgs.stdenv.cc.cc.lib}/lib"; - - # exports basedpyright path so tools can discover it - BASEDPYRIGHT_BIN_PATH = "${pkgs.basedpyright}/bin/"; }; } ); From 7ac23ce96b11b617f459b027684175fdbdbba397 Mon Sep 17 00:00:00 2001 From: Seth Howes <71157822+sethhowes@users.noreply.github.com> Date: Wed, 23 Jul 2025 15:52:29 +0100 Subject: [PATCH 095/224] Refactor tasks / commands / api --- master/api.py | 47 +- master/main.py | 16 +- .../rust-analyzer/metadata/sysroot/Cargo.lock | 503 ++++++++++++++++++ shared/event_loops/commands.py | 28 - shared/event_loops/main.py | 120 ----- shared/tests/test_sqlite_connector.py | 12 +- shared/types/api.py | 66 ++- shared/types/events/_events.py | 4 +- shared/types/events/chunks.py | 4 +- shared/types/events/commands.py | 52 +- shared/types/request.py | 12 - shared/types/state.py | 9 +- shared/types/tasks.py | 23 +- worker/main.py | 7 +- worker/runner/runner_supervisor.py | 4 +- worker/tests/conftest.py | 18 +- 16 files changed, 658 insertions(+), 267 deletions(-) create mode 100644 networking/target/rust-analyzer/metadata/sysroot/Cargo.lock delete mode 100644 shared/event_loops/commands.py delete mode 100644 shared/event_loops/main.py delete mode 100644 shared/types/request.py diff --git a/master/api.py b/master/api.py index f07e81f5..ec697140 100644 --- a/master/api.py +++ b/master/api.py @@ -2,38 +2,30 @@ import asyncio import time from asyncio.queues import Queue from collections.abc import AsyncGenerator -from typing import List, Optional, Sequence, final +from typing import Sequence, final import uvicorn from fastapi import FastAPI from fastapi.responses import StreamingResponse -from pydantic import BaseModel from shared.db.sqlite.connector import AsyncSQLiteEventStorage +from shared.types.api import ( + ChatCompletionMessage, + ChatCompletionResponse, + StreamingChoiceResponse, +) from shared.types.events import ChunkGenerated, Event from shared.types.events.chunks import TokenChunk +from shared.types.events.commands import ( + ChatCompletionCommand, + Command, + CommandId, + CommandTypes, +) from shared.types.events.components import EventFromEventLog -from shared.types.request import APIRequest, RequestId from shared.types.tasks import ChatCompletionTaskParams -class Message(BaseModel): - role: str - content: str - -class StreamingChoiceResponse(BaseModel): - index: int - delta: Message - finish_reason: Optional[str] = None - - -class ChatCompletionResponse(BaseModel): - id: str - object: str = "chat.completion" - created: int - model: str - choices: List[StreamingChoiceResponse] - def chunk_to_response(chunk: TokenChunk) -> ChatCompletionResponse: return ChatCompletionResponse( id='abc', @@ -42,7 +34,7 @@ def chunk_to_response(chunk: TokenChunk) -> ChatCompletionResponse: choices=[ StreamingChoiceResponse( index=0, - delta=Message( + delta=ChatCompletionMessage( role='assistant', content=chunk.text ), @@ -54,7 +46,7 @@ def chunk_to_response(chunk: TokenChunk) -> ChatCompletionResponse: @final class API: - def __init__(self, command_queue: Queue[APIRequest], global_events: AsyncSQLiteEventStorage) -> None: + def __init__(self, command_queue: Queue[Command], global_events: AsyncSQLiteEventStorage) -> None: self._app = FastAPI() self._setup_routes() @@ -106,10 +98,11 @@ class API: # At the moment, we just create the task in the API. # In the future, a `Request` will be created here and they will be bundled into `Task` objects by the master. - request_id=RequestId() + command_id=CommandId() - request = APIRequest( - request_id=request_id, + request = ChatCompletionCommand( + command_id=command_id, + command_type=CommandTypes.CHAT_COMPLETION, request_params=payload, ) await self.command_queue.put(request) @@ -124,7 +117,7 @@ class API: for wrapped_event in events: event = wrapped_event.event - if isinstance(event, ChunkGenerated) and event.request_id == request_id: + if isinstance(event, ChunkGenerated) and event.command_id == command_id: assert isinstance(event.chunk, TokenChunk) chunk_response: ChatCompletionResponse = chunk_to_response(event.chunk) print(chunk_response) @@ -146,7 +139,7 @@ class API: def start_fastapi_server( - command_queue: Queue[APIRequest], + command_queue: Queue[Command], global_events: AsyncSQLiteEventStorage, host: str = "0.0.0.0", port: int = 8000, diff --git a/master/main.py b/master/main.py index 3e99f808..6cb646aa 100644 --- a/master/main.py +++ b/master/main.py @@ -10,11 +10,11 @@ from shared.db.sqlite.event_log_manager import EventLogManager from shared.types.common import NodeId from shared.types.events import ChunkGenerated from shared.types.events.chunks import TokenChunk -from shared.types.request import APIRequest, RequestId +from shared.types.events.commands import Command, CommandId ## TODO: Hook this up properly -async def fake_tokens_task(events_log: AsyncSQLiteEventStorage, request_id: RequestId): +async def fake_tokens_task(events_log: AsyncSQLiteEventStorage, command_id: CommandId): model_id = "testmodelabc" for i in range(10): @@ -22,9 +22,9 @@ async def fake_tokens_task(events_log: AsyncSQLiteEventStorage, request_id: Requ # Create the event with proper types and consistent IDs chunk_event = ChunkGenerated( - request_id=request_id, + command_id=command_id, chunk=TokenChunk( - request_id=request_id, # Use the same task_id + command_id=command_id, # Use the same task_id idx=i, model=model_id, # Use the same model_id text=f'text{i}', @@ -42,9 +42,9 @@ async def fake_tokens_task(events_log: AsyncSQLiteEventStorage, request_id: Requ # Create the event with proper types and consistent IDs chunk_event = ChunkGenerated( - request_id=request_id, + command_id=command_id, chunk=TokenChunk( - request_id=request_id, # Use the same task_id + command_id=command_id, # Use the same task_id idx=11, model=model_id, # Use the same model_id text=f'text{11}', @@ -68,7 +68,7 @@ async def main(): await event_log_manager.initialize() global_events: AsyncSQLiteEventStorage = event_log_manager.global_events - command_queue: Queue[APIRequest] = asyncio.Queue() + command_queue: Queue[Command] = asyncio.Queue() api_thread = threading.Thread( target=start_fastapi_server, @@ -88,7 +88,7 @@ async def main(): print(command) - await fake_tokens_task(global_events, request_id=command.request_id) + await 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ExternalCommandId - command_type: T - - -class ChatCompletionNonStreamingCommand( - BaseExternalCommand[Literal["chat_completion_non_streaming"]] -): - command_type: Literal["chat_completion_non_streaming"] = ( - "chat_completion_non_streaming" - ) - - -ExternalCommand = Annotated[ - ChatCompletionNonStreamingCommand, Field(discriminator="command_type") -] -ExternalCommandParser: TypeAdapter[ExternalCommand] = TypeAdapter(ExternalCommand) diff --git a/shared/event_loops/main.py b/shared/event_loops/main.py deleted file mode 100644 index 582745e6..00000000 --- a/shared/event_loops/main.py +++ /dev/null @@ -1,120 +0,0 @@ -from asyncio import Lock, Task -from asyncio import Queue as AsyncQueue -from collections.abc import MutableMapping -from logging import Logger -from typing import Any, Hashable, Mapping, Protocol, Sequence - -from fastapi.responses import Response, StreamingResponse - -from shared.event_loops.commands import ExternalCommand -from shared.types.events import Event -from shared.types.events.components import Apply, EventFromEventLog -from shared.types.state import State - - -class ExhaustiveMapping[K: Hashable, V](MutableMapping[K, V]): - __slots__ = ("_store",) - - required_keys: frozenset[K] = frozenset() - - def __init__(self, data: Mapping[K, V]): - missing = self.required_keys - data.keys() - extra = data.keys() - self.required_keys - if missing or extra: - raise ValueError(f"missing={missing!r}, extra={extra!r}") - self._store: dict[K, V] = dict(data) - - def __getitem__(self, k: K) -> V: - return self._store[k] - - def __setitem__(self, k: K, v: V) -> None: - self._store[k] = v - - def __delitem__(self, k: K) -> None: - del self._store[k] - - def __iter__(self): - return iter(self._store) - - def __len__(self) -> int: - return len(self._store) - - -def apply_events( - state: State, apply_fn: Apply, events: Sequence[EventFromEventLog[Event]] -) -> State: - sorted_events = sorted(events, key=lambda event: event.idx_in_log) - state = state.model_copy() - for wrapped_event in sorted_events: - if wrapped_event.idx_in_log <= state.last_event_applied_idx: - continue - state.last_event_applied_idx = wrapped_event.idx_in_log - state = apply_fn(state, wrapped_event.event) - return state - - -class NodeCommandLoopProtocol(Protocol): - _command_runner: Task[Any] | None = None - _command_queue: AsyncQueue[ExternalCommand] - _response_queue: AsyncQueue[Response | StreamingResponse] - _logger: Logger - - @property - def is_command_runner_running(self) -> bool: - return self._command_runner is not None and not self._command_runner.done() - - async def start_command_runner(self) -> None: ... - async def stop_command_runner(self) -> None: ... - async def push_command(self, command: ExternalCommand) -> None: ... - async def pop_response(self) -> Response | StreamingResponse: ... - async def _handle_command(self, command: ExternalCommand) -> None: ... - - -class NodeEventGetterProtocol(Protocol): - _event_fetcher: Task[Any] | None = None - _event_queue: AsyncQueue[EventFromEventLog[Event]] - _logger: Logger - - @property - async def is_event_fetcher_running(self) -> bool: - return self._event_fetcher is not None and not self._event_fetcher.done() - - async def start_event_fetcher(self) -> None: ... - async def stop_event_fetcher(self) -> None: ... - - -class NodeStateStorageProtocol(Protocol): - _state: State - _state_lock: Lock - _logger: Logger - - async def _read_state( - self, - ) -> State: ... - - -class NodeStateManagerProtocol( - NodeEventGetterProtocol, NodeStateStorageProtocol -): - _state_manager: Task[Any] | None = None - _logger: Logger - - @property - async def is_state_manager_running(self) -> bool: - is_task_running = ( - self._state_manager is not None and not self._state_manager.done() - ) - return ( - is_task_running - and await self.is_event_fetcher_running - and await self.is_state_manager_running - ) - - async def start_state_manager(self) -> None: ... - async def stop_state_manager(self) -> None: ... - async def _apply_queued_events(self) -> None: ... - - -class NodeEventLoopProtocol( - NodeCommandLoopProtocol, NodeStateManagerProtocol -): ... diff --git a/shared/tests/test_sqlite_connector.py b/shared/tests/test_sqlite_connector.py index 50fef7ad..80736bfd 100644 --- a/shared/tests/test_sqlite_connector.py +++ b/shared/tests/test_sqlite_connector.py @@ -16,7 +16,7 @@ from shared.types.events import ( _EventType, ) from shared.types.events.chunks import ChunkType, TokenChunk -from shared.types.request import RequestId +from shared.types.events.commands import CommandId # Type ignore comment for all protected member access in this test file # pyright: reportPrivateUsage=false @@ -439,19 +439,19 @@ class TestAsyncSQLiteEventStorage: await storage.start() # Create a ChunkGenerated event with nested TokenChunk - request_id = RequestId(uuid=uuid4()) + command_id = CommandId(uuid=uuid4()) token_chunk = TokenChunk( text="Hello, world!", token_id=42, finish_reason="stop", chunk_type=ChunkType.token, - request_id=request_id, + command_id=command_id, idx=0, model="test-model" ) chunk_generated_event = ChunkGenerated( - request_id=request_id, + command_id=command_id, chunk=token_chunk ) @@ -473,13 +473,13 @@ class TestAsyncSQLiteEventStorage: retrieved_event = retrieved_event_wrapper.event assert isinstance(retrieved_event, ChunkGenerated) assert retrieved_event.event_type == _EventType.ChunkGenerated - assert retrieved_event.request_id == request_id + assert retrieved_event.command_id == command_id # Verify the nested chunk was deserialized correctly retrieved_chunk = retrieved_event.chunk assert isinstance(retrieved_chunk, TokenChunk) assert retrieved_chunk.chunk_type == ChunkType.token - assert retrieved_chunk.request_id == request_id + assert retrieved_chunk.command_id == command_id assert retrieved_chunk.idx == 0 assert retrieved_chunk.model == "test-model" diff --git a/shared/types/api.py b/shared/types/api.py index 37f1a74e..28adb93d 100644 --- a/shared/types/api.py +++ b/shared/types/api.py @@ -2,6 +2,8 @@ from typing import Any, Literal from pydantic import BaseModel +from shared.openai_compat import FinishReason + class ChatCompletionMessage(BaseModel): role: Literal["system", "user", "assistant", "developer", "tool", "function"] @@ -12,6 +14,68 @@ class ChatCompletionMessage(BaseModel): function_call: dict[str, Any] | None = None +class TopLogprobItem(BaseModel): + token: str + logprob: float + bytes: list[int] | None = None + + +class LogprobsContentItem(BaseModel): + token: str + logprob: float + bytes: list[int] | None = None + top_logprobs: list[TopLogprobItem] + + +class Logprobs(BaseModel): + content: list[LogprobsContentItem] | None = None + + +class StreamingChoiceResponse(BaseModel): + index: int + delta: ChatCompletionMessage + logprobs: Logprobs | None = None + finish_reason: FinishReason | None = None + + +class ChatCompletionChoice(BaseModel): + index: int + message: ChatCompletionMessage + logprobs: Logprobs | None = None + finish_reason: FinishReason | None = None + + +class PromptTokensDetails(BaseModel): + cached_tokens: int = 0 + audio_tokens: int = 0 + + +class CompletionTokensDetails(BaseModel): + reasoning_tokens: int = 0 + audio_tokens: int = 0 + accepted_prediction_tokens: int = 0 + rejected_prediction_tokens: int = 0 + + +class Usage(BaseModel): + prompt_tokens: int + completion_tokens: int + total_tokens: int + prompt_tokens_details: PromptTokensDetails | None = None + completion_tokens_details: CompletionTokensDetails | None = None + + + +class ChatCompletionResponse(BaseModel): + id: str + object: Literal["chat.completion"] = "chat.completion" + created: int + model: str + choices: list[ChatCompletionChoice | StreamingChoiceResponse] + usage: Usage | None = None + service_tier: str | None = None + + class ChatCompletionTaskParams(BaseModel): model: str frequency_penalty: float | None = None @@ -31,4 +95,4 @@ class ChatCompletionTaskParams(BaseModel): tools: list[dict[str, Any]] | None = None tool_choice: str | dict[str, Any] | None = None parallel_tool_calls: bool | None = None - user: str | None = None \ No newline at end of file + user: str | None = None diff --git a/shared/types/events/_events.py b/shared/types/events/_events.py index 0c3a80f7..64cefe50 100644 --- a/shared/types/events/_events.py +++ b/shared/types/events/_events.py @@ -3,7 +3,7 @@ from typing import Literal from shared.topology import Connection, ConnectionProfile, Node, NodePerformanceProfile from shared.types.common import NodeId from shared.types.events.chunks import GenerationChunk -from shared.types.request import RequestId +from shared.types.events.commands import CommandId from shared.types.tasks import Task, TaskId, TaskStatus from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import InstanceParams, TypeOfInstance @@ -101,7 +101,7 @@ class WorkerDisconnected(_BaseEvent[_EventType.WorkerDisconnected]): class ChunkGenerated(_BaseEvent[_EventType.ChunkGenerated]): event_type: Literal[_EventType.ChunkGenerated] = _EventType.ChunkGenerated - request_id: RequestId + command_id: CommandId chunk: GenerationChunk diff --git a/shared/types/events/chunks.py b/shared/types/events/chunks.py index 9504496a..81d2bfae 100644 --- a/shared/types/events/chunks.py +++ b/shared/types/events/chunks.py @@ -4,8 +4,8 @@ from typing import Annotated, Literal from pydantic import BaseModel, Field, TypeAdapter from shared.openai_compat import FinishReason +from shared.types.events.commands import CommandId from shared.types.models import ModelId -from shared.types.request import RequestId class ChunkType(str, Enum): @@ -15,7 +15,7 @@ class ChunkType(str, Enum): class BaseChunk[ChunkTypeT: ChunkType](BaseModel): chunk_type: ChunkTypeT - request_id: RequestId + command_id: CommandId idx: int model: ModelId diff --git a/shared/types/events/commands.py b/shared/types/events/commands.py index 6651d823..fe645869 100644 --- a/shared/types/events/commands.py +++ b/shared/types/events/commands.py @@ -1,19 +1,12 @@ from enum import Enum -from typing import ( - TYPE_CHECKING, - Callable, - Sequence, -) +from typing import Annotated, Callable, Sequence -if TYPE_CHECKING: - pass - -from pydantic import BaseModel +from pydantic import BaseModel, Field, TypeAdapter +from shared.types.api import ChatCompletionTaskParams from shared.types.common import NewUUID -from shared.types.state import State - -from . import Event +from shared.types.events import Event +from shared.types.state import InstanceId, State class CommandId(NewUUID): @@ -21,19 +14,36 @@ class CommandId(NewUUID): class CommandTypes(str, Enum): - Create = "Create" - Update = "Update" - Delete = "Delete" + CHAT_COMPLETION = "CHAT_COMPLETION" + CREATE_INSTANCE = "CREATE_INSTANCE" + DELETE_INSTANCE = "DELETE_INSTANCE" -class Command[ - CommandType: CommandTypes, -](BaseModel): - command_type: CommandType +class _BaseCommand[T: CommandTypes](BaseModel): command_id: CommandId + command_type: T -type Decide[CommandTypeT: CommandTypes] = Callable[ - [State, Command[CommandTypeT]], +class ChatCompletionCommand(_BaseCommand[CommandTypes.CHAT_COMPLETION]): + request_params: ChatCompletionTaskParams + + +class CreateInstanceCommand(_BaseCommand[CommandTypes.CREATE_INSTANCE]): + model_id: str + + +class DeleteInstanceCommand(_BaseCommand[CommandTypes.DELETE_INSTANCE]): + instance_id: InstanceId + + +Command = Annotated[ + ChatCompletionCommand, Field(discriminator="command_type") +] + +CommandParser: TypeAdapter[Command] = TypeAdapter(Command) + + +type Decide = Callable[ + [State, Command], Sequence[Event], ] diff --git a/shared/types/request.py b/shared/types/request.py deleted file mode 100644 index a9a267a8..00000000 --- a/shared/types/request.py +++ /dev/null @@ -1,12 +0,0 @@ -from pydantic import BaseModel - -from shared.types.api import ChatCompletionTaskParams -from shared.types.common import NewUUID - - -class RequestId(NewUUID): - pass - -class APIRequest(BaseModel): - request_id: RequestId - request_params: ChatCompletionTaskParams \ No newline at end of file diff --git a/shared/types/state.py b/shared/types/state.py index 5851034c..0129d925 100644 --- a/shared/types/state.py +++ b/shared/types/state.py @@ -1,21 +1,17 @@ from collections.abc import Mapping, Sequence from enum import Enum -from typing import List from pydantic import BaseModel, ConfigDict, Field from shared.topology import Topology from shared.types.common import NodeId from shared.types.profiling import NodePerformanceProfile -from shared.types.tasks import Task, TaskId, TaskSagaEntry +from shared.types.tasks import Task, TaskId from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import BaseInstance from shared.types.worker.runners import RunnerId, RunnerStatus -class ExternalCommand(BaseModel): ... - - class CachePolicy(str, Enum): KEEP_ALL = "KEEP_ALL" @@ -26,11 +22,8 @@ class State(BaseModel): instances: Mapping[InstanceId, BaseInstance] = {} runners: Mapping[RunnerId, RunnerStatus] = {} tasks: Mapping[TaskId, Task] = {} - task_sagas: Mapping[TaskId, Sequence[TaskSagaEntry]] = {} node_profiles: Mapping[NodeId, NodePerformanceProfile] = {} topology: Topology = Topology() history: Sequence[Topology] = [] - task_inbox: List[Task] = Field(default_factory=list) - task_outbox: List[Task] = Field(default_factory=list) cache_policy: CachePolicy = CachePolicy.KEEP_ALL last_event_applied_idx: int = Field(default=0, ge=0) diff --git a/shared/types/tasks.py b/shared/types/tasks.py index 2d865f57..011f084a 100644 --- a/shared/types/tasks.py +++ b/shared/types/tasks.py @@ -1,6 +1,7 @@ from enum import Enum +from typing import Annotated -from pydantic import BaseModel +from pydantic import BaseModel, Field from shared.types.api import ChatCompletionTaskParams from shared.types.common import NewUUID @@ -10,25 +11,23 @@ from shared.types.worker.common import InstanceId class TaskId(NewUUID): pass + class TaskType(str, Enum): CHAT_COMPLETION = "CHAT_COMPLETION" + class TaskStatus(str, Enum): - Pending = "Pending" - Running = "Running" - Complete = "Complete" - Failed = "Failed" + PENDING = "PENDING" + RUNNING = "RUNNING" + COMPLETE = "COMPLETE" + FAILED = "FAILED" -class Task(BaseModel): - task_id: TaskId +class ChatCompletionTask(BaseModel): task_type: TaskType + task_id: TaskId instance_id: InstanceId task_status: TaskStatus task_params: ChatCompletionTaskParams - - -class TaskSagaEntry(BaseModel): - task_id: TaskId - instance_id: InstanceId +Task = Annotated[ChatCompletionTask, Field(discriminator="task_type")] diff --git a/worker/main.py b/worker/main.py index 5c73512f..b1274a70 100644 --- a/worker/main.py +++ b/worker/main.py @@ -243,7 +243,7 @@ class Worker: await queue.put(ChunkGenerated( # todo: at some point we will no longer have a bijection between task_id and row_id. # So we probably want to store a mapping between these two in our Worker object. - request_id=chunk.request_id, + command_id=chunk.command_id, chunk=chunk )) @@ -338,12 +338,9 @@ class Worker: async def _loop(self): while True: state_copy = self.state.model_copy(deep=False) - state_copy.task_inbox = [] - state_copy.task_outbox = [] - op: RunnerOp | None = self.plan(state_copy) - # Run the op, synchronously blocking for now. + # run the op, synchronously blocking for now if op is not None: async for event in self._execute_op(op): print(event) diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py index b889be4b..1f60f1d9 100644 --- a/worker/runner/runner_supervisor.py +++ b/worker/runner/runner_supervisor.py @@ -6,7 +6,7 @@ from types import CoroutineType from typing import Any, Callable from shared.types.events.chunks import GenerationChunk, TokenChunk -from shared.types.request import RequestId +from shared.types.events.commands import CommandId from shared.types.tasks import ChatCompletionTaskParams, Task from shared.types.worker.commands_runner import ( ChatTaskMessage, @@ -181,7 +181,7 @@ class RunnerSupervisor: text=text, token=token, finish_reason=finish_reason ): yield TokenChunk( - request_id=RequestId(uuid=task.task_id.uuid), + command_id=CommandId(uuid=task.task_id.uuid), idx=token, model=self.model_shard_meta.model_meta.model_id, text=text, diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index b101a853..7e4f003c 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -11,7 +11,7 @@ from shared.types.common import NodeId from shared.types.models import ModelId, ModelMetadata from shared.types.state import State from shared.types.tasks import ( - Task, + ChatCompletionTask, TaskId, TaskStatus, TaskType, @@ -105,21 +105,13 @@ def completion_create_params(user_message: str) -> ChatCompletionTaskParams: ) @pytest.fixture -def chat_completion_task(completion_create_params: ChatCompletionTaskParams) -> Task: - """Creates a ChatCompletionTask directly for serdes testing""" - return Task(task_id=TaskId(), instance_id=InstanceId(), task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.Pending, task_params=completion_create_params) - -@pytest.fixture -def chat_task( - completion_create_params: ChatCompletionTaskParams, -) -> Task: - """Creates the final Task object""" - return Task( +def chat_completion_task(completion_create_params: ChatCompletionTaskParams) -> ChatCompletionTask: + return ChatCompletionTask( task_id=TaskId(), instance_id=InstanceId(), task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.Pending, - task_params=completion_create_params, + task_status=TaskStatus.PENDING, + task_params=completion_create_params ) @pytest.fixture From 7a452c33510ea9db16f988daa37255b3b8b11646 Mon Sep 17 00:00:00 2001 From: Matt Beton Date: Wed, 23 Jul 2025 18:25:50 +0100 Subject: [PATCH 096/224] Fix tests --- .../rust-analyzer/metadata/sysroot/Cargo.lock | 503 ------------------ shared/tests/test_sqlite_connector.py | 2 +- 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a/shared/tests/test_sqlite_connector.py +++ b/shared/tests/test_sqlite_connector.py @@ -13,10 +13,10 @@ from shared.db.sqlite import AsyncSQLiteEventStorage, EventLogConfig from shared.types.common import NodeId from shared.types.events import ( ChunkGenerated, + CommandId, _EventType, ) from shared.types.events.chunks import ChunkType, TokenChunk -from shared.types.events.commands import CommandId # Type ignore comment for all protected member access in this test file # pyright: reportPrivateUsage=false diff --git a/shared/types/events/_common.py b/shared/types/events/_common.py index 72788da1..a5a1b18a 100644 --- a/shared/types/events/_common.py +++ b/shared/types/events/_common.py @@ -15,6 +15,12 @@ class EventId(NewUUID): """ +class CommandId(NewUUID): + """ + Newtype around `NewUUID` for command IDs + """ + + # Event base-class boilerplate (you should basically never touch these) # Only very specialised registry or serialisation/deserialization logic might need know about these diff --git a/shared/types/events/_events.py b/shared/types/events/_events.py index 64cefe50..07da96b9 100644 --- a/shared/types/events/_events.py +++ b/shared/types/events/_events.py @@ -3,13 +3,16 @@ from typing import Literal from shared.topology import Connection, ConnectionProfile, Node, NodePerformanceProfile from shared.types.common import NodeId from shared.types.events.chunks import GenerationChunk -from shared.types.events.commands import CommandId from shared.types.tasks import Task, TaskId, TaskStatus from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import InstanceParams, TypeOfInstance from shared.types.worker.runners import RunnerId, RunnerStatus -from ._common import _BaseEvent, _EventType # pyright: ignore[reportPrivateUsage] +from ._common import ( + CommandId, + _BaseEvent, # pyright: ignore[reportPrivateUsage] + _EventType, # pyright: ignore[reportPrivateUsage] +) class TaskCreated(_BaseEvent[_EventType.TaskCreated]): diff --git a/shared/types/events/chunks.py b/shared/types/events/chunks.py index 81d2bfae..e2cb7a7b 100644 --- a/shared/types/events/chunks.py +++ b/shared/types/events/chunks.py @@ -4,7 +4,7 @@ from typing import Annotated, Literal from pydantic import BaseModel, Field, TypeAdapter from shared.openai_compat import FinishReason -from shared.types.events.commands import CommandId +from shared.types.events._common import CommandId from shared.types.models import ModelId diff --git a/shared/types/events/commands.py b/shared/types/events/commands.py index fe645869..cce1b043 100644 --- a/shared/types/events/commands.py +++ b/shared/types/events/commands.py @@ -1,18 +1,15 @@ from enum import Enum -from typing import Annotated, Callable, Sequence +from typing import Annotated, Callable, Literal, Sequence from pydantic import BaseModel, Field, TypeAdapter from shared.types.api import ChatCompletionTaskParams -from shared.types.common import NewUUID from shared.types.events import Event +from shared.types.events._common import CommandId from shared.types.state import InstanceId, State -class CommandId(NewUUID): - pass - - +# TODO: We need to have a distinction between create instance and spin up instance. class CommandTypes(str, Enum): CHAT_COMPLETION = "CHAT_COMPLETION" CREATE_INSTANCE = "CREATE_INSTANCE" @@ -25,19 +22,22 @@ class _BaseCommand[T: CommandTypes](BaseModel): class ChatCompletionCommand(_BaseCommand[CommandTypes.CHAT_COMPLETION]): + command_type: Literal[CommandTypes.CHAT_COMPLETION] = CommandTypes.CHAT_COMPLETION request_params: ChatCompletionTaskParams class CreateInstanceCommand(_BaseCommand[CommandTypes.CREATE_INSTANCE]): + command_type: Literal[CommandTypes.CREATE_INSTANCE] = CommandTypes.CREATE_INSTANCE model_id: str class DeleteInstanceCommand(_BaseCommand[CommandTypes.DELETE_INSTANCE]): + command_type: Literal[CommandTypes.DELETE_INSTANCE] = CommandTypes.DELETE_INSTANCE instance_id: InstanceId - Command = Annotated[ - ChatCompletionCommand, Field(discriminator="command_type") + ChatCompletionCommand | CreateInstanceCommand | DeleteInstanceCommand, + Field(discriminator="command_type") ] CommandParser: TypeAdapter[Command] = TypeAdapter(Command) diff --git a/shared/types/tasks.py b/shared/types/tasks.py index 011f084a..08e9e017 100644 --- a/shared/types/tasks.py +++ b/shared/types/tasks.py @@ -1,5 +1,5 @@ from enum import Enum -from typing import Annotated +from typing import Annotated, Literal from pydantic import BaseModel, Field @@ -24,7 +24,7 @@ class TaskStatus(str, Enum): class ChatCompletionTask(BaseModel): - task_type: TaskType + task_type: Literal[TaskType.CHAT_COMPLETION] = TaskType.CHAT_COMPLETION task_id: TaskId instance_id: InstanceId task_status: TaskStatus diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py index 1f60f1d9..7e69358f 100644 --- a/worker/runner/runner_supervisor.py +++ b/worker/runner/runner_supervisor.py @@ -5,8 +5,8 @@ from collections.abc import AsyncGenerator from types import CoroutineType from typing import Any, Callable +from shared.types.events import CommandId from shared.types.events.chunks import GenerationChunk, TokenChunk -from shared.types.events.commands import CommandId from shared.types.tasks import ChatCompletionTaskParams, Task from shared.types.worker.commands_runner import ( ChatTaskMessage, diff --git a/worker/tests/test_supervisor.py b/worker/tests/test_supervisor.py index 40f4ba02..b482e833 100644 --- a/worker/tests/test_supervisor.py +++ b/worker/tests/test_supervisor.py @@ -26,7 +26,7 @@ def user_message(): async def test_supervisor_single_node_response( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_task: Task, + chat_completion_task: Task, tmp_path: Path, ): """Test that asking for the capital of France returns 'Paris' in the response""" @@ -43,7 +43,7 @@ async def test_supervisor_single_node_response( full_response = "" stop_reason: FinishReason | None = None - async for chunk in supervisor.stream_response(task=chat_task): + async for chunk in supervisor.stream_response(task=chat_completion_task): if isinstance(chunk, TokenChunk): full_response += chunk.text if chunk.finish_reason: @@ -63,7 +63,7 @@ async def test_supervisor_single_node_response( async def test_supervisor_two_node_response( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_task: Task, + chat_completion_task: Task, tmp_path: Path, ): """Test that asking for the capital of France returns 'Paris' in the response""" @@ -85,13 +85,13 @@ async def test_supervisor_two_node_response( async def collect_response_0(): nonlocal full_response_0 - async for chunk in supervisor_0.stream_response(task=chat_task): + async for chunk in supervisor_0.stream_response(task=chat_completion_task): if isinstance(chunk, TokenChunk): full_response_0 += chunk.text async def collect_response_1(): nonlocal full_response_1 - async for chunk in supervisor_1.stream_response(task=chat_task): + async for chunk in supervisor_1.stream_response(task=chat_completion_task): if isinstance(chunk, TokenChunk): full_response_1 += chunk.text @@ -118,7 +118,7 @@ async def test_supervisor_two_node_response( async def test_supervisor_early_stopping( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_task: Task, + chat_completion_task: Task, tmp_path: Path, ): """Test that asking for the capital of France returns 'Paris' in the response""" @@ -130,10 +130,10 @@ async def test_supervisor_early_stopping( ) max_tokens = 50 - assert chat_task.task_type == TaskType.CHAT_COMPLETION - print(f'chat_task.task_params: {chat_task.task_params}') - assert isinstance(chat_task.task_params, ChatCompletionTaskParams) - task_params: ChatCompletionTaskParams = chat_task.task_params + assert chat_completion_task.task_type == TaskType.CHAT_COMPLETION + print(f'chat_completion_task.task_params: {chat_completion_task.task_params}') + assert isinstance(chat_completion_task.task_params, ChatCompletionTaskParams) + task_params: ChatCompletionTaskParams = chat_completion_task.task_params try: task_params.max_tokens = max_tokens @@ -146,7 +146,7 @@ async def test_supervisor_early_stopping( count = 0 stop_reason: FinishReason | None = None - async for chunk in supervisor.stream_response(task=chat_task): + async for chunk in supervisor.stream_response(task=chat_completion_task): if isinstance(chunk, TokenChunk): full_response += chunk.text count += 1 @@ -169,7 +169,7 @@ async def test_supervisor_early_stopping( async def test_supervisor_handles_terminated_runner( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_task: Task, + chat_completion_task: Task, tmp_path: Path, ): """Test that the supervisor handles a terminated runner""" @@ -194,7 +194,7 @@ async def test_supervisor_handles_terminated_runner( async def test_supervisor_handles_killed_runner( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_task: Task, + chat_completion_task: Task, tmp_path: Path, ): """Test that the supervisor handles a killed runner""" diff --git a/worker/tests/test_worker_handlers.py b/worker/tests/test_worker_handlers.py index e1a01ca3..20823c5e 100644 --- a/worker/tests/test_worker_handlers.py +++ b/worker/tests/test_worker_handlers.py @@ -84,7 +84,7 @@ async def test_unassign_op(worker_with_assigned_runner: tuple[Worker, RunnerId, assert len(events) == 0 @pytest.mark.asyncio -async def test_runner_up_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], chat_task: Task, tmp_path: Path): +async def test_runner_up_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], chat_completion_task: Task, tmp_path: Path): worker, runner_id, _ = worker_with_assigned_runner runner_up_op = RunnerUpOp(runner_id=runner_id) @@ -104,7 +104,7 @@ async def test_runner_up_op(worker_with_assigned_runner: tuple[Worker, RunnerId, full_response = '' - async for chunk in supervisor.stream_response(task=chat_task): + async for chunk in supervisor.stream_response(task=chat_completion_task): if isinstance(chunk, TokenChunk): full_response += chunk.text @@ -153,12 +153,12 @@ async def test_download_op(worker_with_assigned_runner: tuple[Worker, RunnerId, @pytest.mark.asyncio async def test_execute_task_op( worker_with_running_runner: tuple[Worker, RunnerId, Instance], - chat_task: Task, tmp_path: Path): + chat_completion_task: Task, tmp_path: Path): worker, runner_id, _ = worker_with_running_runner execute_task_op = ExecuteTaskOp( runner_id=runner_id, - task=chat_task + task=chat_completion_task ) events: list[Event] = [] @@ -187,15 +187,15 @@ async def test_execute_task_op( @pytest.mark.asyncio async def test_execute_task_fails( worker_with_running_runner: tuple[Worker, RunnerId, Instance], - chat_task: Task, tmp_path: Path): + chat_completion_task: Task, tmp_path: Path): worker, runner_id, _ = worker_with_running_runner - messages = chat_task.task_params.messages + messages = chat_completion_task.task_params.messages messages[0].content = 'Artificial prompt: EXO RUNNER MUST FAIL' execute_task_op = ExecuteTaskOp( runner_id=runner_id, - task=chat_task + task=chat_completion_task ) events: list[Event] = [] From 3ab56092899881ba81598e7e9f68cf17122616fb Mon Sep 17 00:00:00 2001 From: Andrei Cravtov Date: Wed, 23 Jul 2025 20:18:56 +0100 Subject: [PATCH 097/224] wrote race-condition-free persistent NodeID-getting function --- .idea/externalDependencies.xml | 2 +- justfile | 2 +- rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi | 14 +++- rust/exo_pyo3_bindings/src/pylibp2p/ident.rs | 32 +++++++- rust/exo_pyo3_bindings/tests/test_python.py | 27 ++++++- shared/constants.py | 2 + shared/node_id.py | 51 ++++++++++++ shared/pyproject.toml | 7 +- shared/tests/test_node_id_persistence.py | 85 ++++++++++++++++++++ 9 files changed, 212 insertions(+), 10 deletions(-) create mode 100644 shared/node_id.py create mode 100644 shared/tests/test_node_id_persistence.py diff --git a/.idea/externalDependencies.xml b/.idea/externalDependencies.xml index c16deb13..60785b21 100644 --- a/.idea/externalDependencies.xml +++ b/.idea/externalDependencies.xml @@ -1,6 +1,6 @@ - + \ No newline at end of file diff --git a/justfile b/justfile index 5865b22e..209cb5e5 100644 --- a/justfile +++ b/justfile @@ -17,7 +17,7 @@ lint-check: uv run ruff check master worker shared engines/* test: - uv run pytest master worker shared engines/* rust/exo_pyo3_bindings/tests + uv run pytest master worker shared engines/* check: uv run basedpyright --project pyproject.toml diff --git a/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi b/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi index 0cb78c74..f6e52b66 100644 --- a/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi +++ b/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi @@ -91,6 +91,10 @@ class Keypair: r""" TODO: documentation """ + def to_peer_id(self) -> PeerId: + r""" + TODO: documentation + """ class Multiaddr: r""" @@ -143,6 +147,12 @@ class PeerId: r""" TODO: documentation """ - def __repr__(self) -> builtins.str: ... - def __str__(self) -> builtins.str: ... + def __repr__(self) -> builtins.str: + r""" + TODO: documentation + """ + def __str__(self) -> builtins.str: + r""" + TODO: documentation + """ diff --git a/rust/exo_pyo3_bindings/src/pylibp2p/ident.rs b/rust/exo_pyo3_bindings/src/pylibp2p/ident.rs index 73239cca..39c01cf9 100644 --- a/rust/exo_pyo3_bindings/src/pylibp2p/ident.rs +++ b/rust/exo_pyo3_bindings/src/pylibp2p/ident.rs @@ -3,7 +3,7 @@ use libp2p::identity::{ecdsa, Keypair}; use libp2p::PeerId; use pyo3::prelude::{PyBytesMethods, PyModule, PyModuleMethods}; use pyo3::types::PyBytes; -use pyo3::{pyclass, pymethods, Bound, PyResult, Python}; +use pyo3::{pyclass, pymethods, Bound, PyObject, PyResult, Python}; use pyo3_stub_gen::derive::{gen_stub_pyclass, gen_stub_pymethods}; /// TODO: documentation... @@ -76,6 +76,34 @@ impl PyKeypair { let bytes = self.0.to_protobuf_encoding().pyerr()?; Ok(PyBytes::new(py, &bytes)) } + + /// TODO: documentation + fn to_peer_id(&self) -> PyPeerId { + PyPeerId(self.0.public().to_peer_id()) + } + + // /// Hidden constructor for pickling support. TODO: figure out how to do pickling... + // #[gen_stub(skip)] + // #[new] + // fn py_new(bytes: Bound<'_, PyBytes>) -> PyResult { + // Self::from_protobuf_encoding(bytes) + // } + // + // #[gen_stub(skip)] + // fn __setstate__(&mut self, state: Bound<'_, PyBytes>) -> PyResult<()> { + // *self = Self::from_protobuf_encoding(state)?; + // Ok(()) + // } + // + // #[gen_stub(skip)] + // fn __getstate__<'py>(&self, py: Python<'py>) -> PyResult> { + // self.to_protobuf_encoding(py) + // } + // + // #[gen_stub(skip)] + // pub fn __getnewargs__<'py>(&self, py: Python<'py>) -> PyResult<(Bound<'py, PyBytes>,)> { + // Ok((self.to_protobuf_encoding(py)?,)) + // } } /// TODO: documentation... @@ -113,10 +141,12 @@ impl PyPeerId { self.0.to_base58() } + /// TODO: documentation fn __repr__(&self) -> String { format!("PeerId({})", self.to_base58()) } + /// TODO: documentation fn __str__(&self) -> String { self.to_base58() } diff --git a/rust/exo_pyo3_bindings/tests/test_python.py b/rust/exo_pyo3_bindings/tests/test_python.py index d1408f45..1643c5a5 100644 --- a/rust/exo_pyo3_bindings/tests/test_python.py +++ b/rust/exo_pyo3_bindings/tests/test_python.py @@ -1,3 +1,7 @@ +import logging +import multiprocessing +import multiprocessing.queues +import pickle import time from collections.abc import Awaitable from typing import Callable @@ -48,7 +52,7 @@ async def test_discovery_callbacks() -> None: service.add_connected_callback(add_connected_callback) service.add_disconnected_callback(disconnected_callback) - for i in range(0, 10): + for i in range(0, 1): print(f"PYTHON: tick {i} of 10") time.sleep(1) @@ -67,6 +71,21 @@ def disconnected_callback(e: ConnectionUpdate) -> None: f"PYTHON: Disconnected callback: {e.peer_id.__repr__()}, {e.connection_id.__repr__()}, {e.local_addr.__repr__()}, {e.send_back_addr.__repr__()}\n\n") -async def foobar(a: Callable[[str], Awaitable[str]]): - abc = await a("") - pass +# async def foobar(a: Callable[[str], Awaitable[str]]): +# abc = await a("") +# pass + +# def test_keypair_pickling() -> None: +# def subprocess_task(kp: Keypair, q: multiprocessing.queues.Queue[Keypair]): +# logging.info("a") +# assert q.get() == kp +# logging.info("b") +# +# +# kp = Keypair.generate_ed25519() +# q: multiprocessing.queues.Queue[Keypair] = multiprocessing.Queue() +# +# p = multiprocessing.Process(target=subprocess_task, args=(kp, q)) +# p.start() +# q.put(kp) +# p.join() \ No newline at end of file diff --git a/shared/constants.py b/shared/constants.py index d187de03..61119538 100644 --- a/shared/constants.py +++ b/shared/constants.py @@ -9,6 +9,8 @@ EXO_WORKER_STATE = EXO_HOME / "worker_state.json" EXO_MASTER_LOG = EXO_HOME / "master.log" EXO_WORKER_LOG = EXO_HOME / "worker.log" +EXO_NODE_ID_KEYPAIR = EXO_HOME / "node_id.keypair" + EXO_WORKER_KEYRING_FILE = EXO_HOME / "worker_keyring" EXO_MASTER_KEYRING_FILE = EXO_HOME / "master_keyring" diff --git a/shared/node_id.py b/shared/node_id.py new file mode 100644 index 00000000..564a87a2 --- /dev/null +++ b/shared/node_id.py @@ -0,0 +1,51 @@ +import logging +from multiprocessing import Lock +from multiprocessing.synchronize import Lock as LockT +from typing import Optional, TypedDict + +from exo_pyo3_bindings import Keypair + +from shared.constants import EXO_NODE_ID_KEYPAIR + +""" +This file is responsible for concurrent race-free persistent node-ID retrieval. +""" + +class _NodeIdGlobal(TypedDict): + file_lock: LockT + keypair: Optional[Keypair] + +_NODE_ID_GLOBAL: _NodeIdGlobal = { + "file_lock": Lock(), + "keypair": None, +} + +def get_node_id_keypair() -> Keypair: + """ + Obtains the :class:`Keypair` associated with this node-ID. + Obtain the :class:`PeerId` by from it. + """ + + # get from memory if we have it => read from file otherwise + if _NODE_ID_GLOBAL["keypair"] is not None: + return _NODE_ID_GLOBAL["keypair"] + + # operate with cross-process lock to avoid race conditions + with _NODE_ID_GLOBAL["file_lock"]: + with open(EXO_NODE_ID_KEYPAIR, 'a+b') as f: # opens in append-mode => starts at EOF + # if non-zero EOF, then file exists => use to get node-ID + if f.tell() != 0: + f.seek(0) # go to start & read protobuf-encoded bytes + protobuf_encoded = f.read() + + try: # if decoded successfully, save & return + _NODE_ID_GLOBAL["keypair"] = Keypair.from_protobuf_encoding(protobuf_encoded) + return _NODE_ID_GLOBAL["keypair"] + except RuntimeError as e: # on runtime error, assume corrupt file + logging.warning(f"Encountered runtime error when trying to get keypair: {e}") + + # if no valid credentials, create new ones and persist + with open(EXO_NODE_ID_KEYPAIR, 'w+b') as f: + _NODE_ID_GLOBAL["keypair"] = Keypair.generate_ed25519() + f.write(_NODE_ID_GLOBAL["keypair"].to_protobuf_encoding()) + return _NODE_ID_GLOBAL["keypair"] \ No newline at end of file diff --git a/shared/pyproject.toml b/shared/pyproject.toml index c4c5adeb..78920a59 100644 --- a/shared/pyproject.toml +++ b/shared/pyproject.toml @@ -15,7 +15,7 @@ dependencies = [ "rustworkx>=0.16.0", "sqlmodel>=0.0.22", "sqlalchemy[asyncio]>=2.0.0", - "greenlet>=3.2.3" + "greenlet>=3.2.3", ] [build-system] @@ -41,3 +41,8 @@ dev = [ "pytest>=8.4.0", "pytest-asyncio>=1.0.0", ] + +[tool.pytest.ini_options] +log_cli = true +log_cli_level = "INFO" +asyncio_mode = "auto" diff --git a/shared/tests/test_node_id_persistence.py b/shared/tests/test_node_id_persistence.py new file mode 100644 index 00000000..6f030b74 --- /dev/null +++ b/shared/tests/test_node_id_persistence.py @@ -0,0 +1,85 @@ +import contextlib +import logging +import os +from multiprocessing import Event, Process, Queue, Semaphore +from multiprocessing.queues import Queue as QueueT +from multiprocessing.synchronize import Event as EventT +from multiprocessing.synchronize import Semaphore as SemaphoreT +from typing import Optional + +from pytest import LogCaptureFixture + +from shared.constants import EXO_NODE_ID_KEYPAIR +from shared.node_id import get_node_id_keypair + +NUM_CONCURRENT_PROCS = 10 + +def _get_keypair_concurrent(num_procs: int) -> bytes: + assert num_procs > 0 + + def subprocess_task(pid: int, sem: SemaphoreT, ev: EventT, queue: QueueT[bytes]) -> None: + # synchronise with parent process + logging.info(msg=f"SUBPROCESS {pid}: Started") + sem.release() + + # wait to be told to begin simultaneous read + ev.wait() + logging.info(msg=f"SUBPROCESS {pid}: Reading start") + queue.put(get_node_id_keypair().to_protobuf_encoding()) + logging.info(msg=f"SUBPROCESS {pid}: Reading end") + + # notify master of finishing + sem.release() + + sem = Semaphore(0) + ev = Event() + queue: QueueT[bytes] = Queue(maxsize=num_procs) + + # make parent process wait for all subprocesses to start + logging.info(msg=f"PARENT: Starting {num_procs} subprocesses") + for i in range(num_procs): + Process(target=subprocess_task, args=(i + 1, sem, ev, queue)).start() + for _ in range(num_procs): + sem.acquire() + + # start all the sub processes simultaneously + logging.info(msg="PARENT: Beginning read") + ev.set() + + # wait until all subprocesses are done & read results + for _ in range(num_procs): + sem.acquire() + + # check that the input/output order match, and that + # all subprocesses end up reading the same file + logging.info(msg="PARENT: Checking consistency") + keypair: Optional[bytes] = None + assert queue.qsize() > 0 + while queue.qsize() > 0: + temp_keypair = queue.get() + if keypair is None: + keypair = temp_keypair + else: + assert keypair == temp_keypair + return keypair # pyright: ignore[reportReturnType] + +def _delete_if_exists(p: str | bytes | os.PathLike[str] | os.PathLike[bytes]): + with contextlib.suppress(OSError): + os.remove(p) + +def test_node_id_fetching(caplog: LogCaptureFixture): + reps = 10 + + # delete current file and write a new one + _delete_if_exists(EXO_NODE_ID_KEYPAIR) + kp = _get_keypair_concurrent(NUM_CONCURRENT_PROCS) + + with caplog.at_level(logging.CRITICAL): # supress logs + # make sure that continuous fetches return the same value + for _ in range(reps): + assert kp == _get_keypair_concurrent(NUM_CONCURRENT_PROCS) + + # make sure that after deleting, we are not fetching the same value + _delete_if_exists(EXO_NODE_ID_KEYPAIR) + for _ in range(reps): + assert kp != _get_keypair_concurrent(NUM_CONCURRENT_PROCS) \ No newline at end of file From 56d356578172e01193eb3a4f9a1fab75e1e7eaee Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Thu, 24 Jul 2025 11:02:20 +0100 Subject: [PATCH 098/224] Add apply functions Co-authored-by: Gelu Vrabie --- .gitignore | 5 +- shared/db/sqlite/connector.py | 4 - shared/tests/test_sqlite_connector.py | 2 - shared/types/events/__init__.py | 93 +------------ shared/types/events/_apply.py | 185 ++++++++++++++++++++++++++ shared/types/events/_common.py | 63 ++++++++- shared/types/events/_events.py | 32 ++++- 7 files changed, 287 insertions(+), 97 deletions(-) create mode 100644 shared/types/events/_apply.py diff --git a/.gitignore b/.gitignore index 8ac70684..16f168d6 100644 --- a/.gitignore +++ b/.gitignore @@ -5,4 +5,7 @@ __pycache__ hosts_*.json # hide direnv stuff -/.direnv \ No newline at end of file +/.direnv +# TODO figure out how to properly solve the issue with these target directories showing up +networking/target/ +networking/topology/target/ diff --git a/shared/db/sqlite/connector.py b/shared/db/sqlite/connector.py index 2009c8c0..cb7fe2e6 100644 --- a/shared/db/sqlite/connector.py +++ b/shared/db/sqlite/connector.py @@ -246,7 +246,3 @@ class AsyncSQLiteEventStorage: except Exception as e: self._logger.error(f"Failed to commit batch: {e}") raise - - async def _deserialize_event_raw(self, event_data: dict[str, Any]) -> dict[str, Any]: - """Return raw event data for testing purposes.""" - return event_data diff --git a/shared/tests/test_sqlite_connector.py b/shared/tests/test_sqlite_connector.py index 9e4c8b4d..deacd72e 100644 --- a/shared/tests/test_sqlite_connector.py +++ b/shared/tests/test_sqlite_connector.py @@ -14,7 +14,6 @@ from shared.types.common import NodeId from shared.types.events import ( ChunkGenerated, CommandId, - _EventType, ) from shared.types.events.chunks import ChunkType, TokenChunk @@ -472,7 +471,6 @@ class TestAsyncSQLiteEventStorage: # Verify the event was deserialized correctly retrieved_event = retrieved_event_wrapper.event assert isinstance(retrieved_event, ChunkGenerated) - assert retrieved_event.event_type == _EventType.ChunkGenerated assert retrieved_event.command_id == command_id # Verify the nested chunk was deserialized correctly diff --git a/shared/types/events/__init__.py b/shared/types/events/__init__.py index db6adbd5..b3c5ac1b 100644 --- a/shared/types/events/__init__.py +++ b/shared/types/events/__init__.py @@ -1,99 +1,16 @@ # ruff: noqa: F403 # ruff: noqa: F405 -import types -import typing -from typing import Annotated, Union - # Note: we are implementing internal details here, so importing private stuff is fine!!! -from pydantic import Field, TypeAdapter +from pydantic import TypeAdapter -from ...constants import get_error_reporting_message +from shared.types.events.components import EventFromEventLog + +from ._apply import Event, apply from ._common import * -from ._common import _BaseEvent, _EventType # pyright: ignore[reportPrivateUsage] from ._events import * -_Event = Union[ - TaskCreated, - TaskStateUpdated, - TaskDeleted, - InstanceCreated, - InstanceActivated, - InstanceDeactivated, - InstanceDeleted, - InstanceReplacedAtomically, - RunnerStatusUpdated, - NodePerformanceMeasured, - WorkerConnected, - WorkerStatusUpdated, - WorkerDisconnected, - ChunkGenerated, - TopologyEdgeCreated, - TopologyEdgeReplacedAtomically, - TopologyEdgeDeleted, - MLXInferenceSagaPrepare, - MLXInferenceSagaStartPrepare, -] -""" -Un-annotated union of all events. Only used internally to create the registry. -For all other usecases, use the annotated union of events :class:`Event` :) -""" - -Event = Annotated[_Event, Field(discriminator="event_type")] -"""Type of events, a discriminated union.""" - EventParser: TypeAdapter[Event] = TypeAdapter(Event) """Type adaptor to parse :class:`Event`s.""" - -def _check_event_type_consistency(): - # Grab enum values from members - member_enum_values = [m for m in _EventType] - - # grab enum values from the union => scrape the type annotation - union_enum_values: list[_EventType] = [] - union_classes = list(typing.get_args(_Event)) - for cls in union_classes: # pyright: ignore[reportAny] - assert issubclass(cls, object), ( - f"{get_error_reporting_message()}", - f"The class {cls} is NOT a subclass of {object}." - ) - - # ensure the first base parameter is ALWAYS _BaseEvent - base_cls = list(types.get_original_bases(cls)) - assert len(base_cls) >= 1 and issubclass(base_cls[0], object) \ - and issubclass(base_cls[0], _BaseEvent), ( - f"{get_error_reporting_message()}", - f"The class {cls} does NOT inherit from {_BaseEvent} {typing.get_origin(base_cls[0])}." - ) - - # grab type hints and extract the right values from it - cls_hints = typing.get_type_hints(cls) - assert "event_type" in cls_hints and \ - typing.get_origin(cls_hints["event_type"]) is typing.Literal, ( # pyright: ignore[reportAny] - f"{get_error_reporting_message()}", - f"The class {cls} is missing a {typing.Literal}-annotated `event_type` field." - ) - - # make sure the value is an instance of `_EventType` - enum_value = list(typing.get_args(cls_hints["event_type"])) - assert len(enum_value) == 1 and isinstance(enum_value[0], _EventType), ( - f"{get_error_reporting_message()}", - f"The `event_type` of {cls} has a non-{_EventType} literal-type." - ) - union_enum_values.append(enum_value[0]) - - # ensure there is a 1:1 bijection between the two - for m in member_enum_values: - assert m in union_enum_values, ( - f"{get_error_reporting_message()}", - f"There is no event-type registered for {m} in {_Event}." - ) - union_enum_values.remove(m) - assert len(union_enum_values) == 0, ( - f"{get_error_reporting_message()}", - f"The following events have multiple event types defined in {_Event}: {union_enum_values}." - ) - - -_check_event_type_consistency() +__all__ = ["Event", "EventParser", "apply", "EventFromEventLog"] diff --git a/shared/types/events/_apply.py b/shared/types/events/_apply.py new file mode 100644 index 00000000..205517d9 --- /dev/null +++ b/shared/types/events/_apply.py @@ -0,0 +1,185 @@ +from functools import singledispatch +from typing import Mapping, TypeVar + +# from shared.topology import Topology +from shared.types.common import NodeId +from shared.types.events._events import Event +from shared.types.events.components import EventFromEventLog +from shared.types.profiling import NodePerformanceProfile +from shared.types.state import State +from shared.types.tasks import Task, TaskId +from shared.types.worker.common import NodeStatus, RunnerId +from shared.types.worker.instances import BaseInstance, InstanceId, TypeOfInstance +from shared.types.worker.runners import RunnerStatus + +from ._events import ( + ChunkGenerated, + InstanceActivated, + InstanceCreated, + InstanceDeactivated, + InstanceDeleted, + InstanceReplacedAtomically, + MLXInferenceSagaPrepare, + MLXInferenceSagaStartPrepare, + NodePerformanceMeasured, + RunnerStatusUpdated, + TaskCreated, + TaskDeleted, + TaskStateUpdated, + TopologyEdgeCreated, + TopologyEdgeDeleted, + TopologyEdgeReplacedAtomically, + WorkerConnected, + WorkerDisconnected, + WorkerStatusUpdated, +) + +S = TypeVar("S", bound=State) + +@singledispatch +def event_apply(state: State, event: Event) -> State: + raise RuntimeError(f"no handler for {type(event).__name__}") + +def apply(state: State, event: EventFromEventLog[Event]) -> State: + new_state: State = event_apply(state, event.event) + return new_state.model_copy(update={"last_event_applied_idx": event.idx_in_log}) + +@event_apply.register +def apply_task_created(state: State, event: TaskCreated) -> State: + new_tasks: Mapping[TaskId, Task] = {**state.tasks, event.task_id: event.task} + return state.model_copy(update={"tasks": new_tasks}) + +@event_apply.register +def apply_task_deleted(state: State, event: TaskDeleted) -> State: + new_tasks: Mapping[TaskId, Task] = {tid: task for tid, task in state.tasks.items() if tid != event.task_id} + return state.model_copy(update={"tasks": new_tasks}) + +@event_apply.register +def apply_task_state_updated(state: State, event: TaskStateUpdated) -> State: + if event.task_id not in state.tasks: + return state + + updated_task = state.tasks[event.task_id].model_copy(update={"task_status": event.task_status}) + new_tasks: Mapping[TaskId, Task] = {**state.tasks, event.task_id: updated_task} + return state.model_copy(update={"tasks": new_tasks}) + +@event_apply.register +def apply_instance_created(state: State, event: InstanceCreated) -> State: + instance = BaseInstance(instance_params=event.instance_params, instance_type=event.instance_type) + new_instances: Mapping[InstanceId, BaseInstance] = {**state.instances, event.instance_id: instance} + return state.model_copy(update={"instances": new_instances}) + +@event_apply.register +def apply_instance_activated(state: State, event: InstanceActivated) -> State: + if event.instance_id not in state.instances: + return state + + updated_instance = state.instances[event.instance_id].model_copy(update={"type": TypeOfInstance.ACTIVE}) + new_instances: Mapping[InstanceId, BaseInstance] = {**state.instances, event.instance_id: updated_instance} + return state.model_copy(update={"instances": new_instances}) + +@event_apply.register +def apply_instance_deactivated(state: State, event: InstanceDeactivated) -> State: + if event.instance_id not in state.instances: + return state + + updated_instance = state.instances[event.instance_id].model_copy(update={"type": TypeOfInstance.INACTIVE}) + new_instances: Mapping[InstanceId, BaseInstance] = {**state.instances, event.instance_id: updated_instance} + return state.model_copy(update={"instances": new_instances}) + +@event_apply.register +def apply_instance_deleted(state: State, event: InstanceDeleted) -> State: + new_instances: Mapping[InstanceId, BaseInstance] = {iid: inst for iid, inst in state.instances.items() if iid != event.instance_id} + return state.model_copy(update={"instances": new_instances}) + +@event_apply.register +def apply_instance_replaced_atomically(state: State, event: InstanceReplacedAtomically) -> State: + new_instances = dict(state.instances) + if event.instance_to_replace in new_instances: + del new_instances[event.instance_to_replace] + if event.new_instance_id in state.instances: + new_instances[event.new_instance_id] = state.instances[event.new_instance_id] + return state.model_copy(update={"instances": new_instances}) + +@event_apply.register +def apply_runner_status_updated(state: State, event: RunnerStatusUpdated) -> State: + new_runners: Mapping[RunnerId, RunnerStatus] = {**state.runners, event.runner_id: event.runner_status} + return state.model_copy(update={"runners": new_runners}) + +@event_apply.register +def apply_node_performance_measured(state: State, event: NodePerformanceMeasured) -> State: + new_profiles: Mapping[NodeId, NodePerformanceProfile] = {**state.node_profiles, event.node_id: event.node_profile} + return state.model_copy(update={"node_profiles": new_profiles}) + +@event_apply.register +def apply_worker_status_updated(state: State, event: WorkerStatusUpdated) -> State: + new_node_status: Mapping[NodeId, NodeStatus] = {**state.node_status, event.node_id: event.node_state} + return state.model_copy(update={"node_status": new_node_status}) + +@event_apply.register +def apply_chunk_generated(state: State, event: ChunkGenerated) -> State: + return state + +# TODO implemente these +@event_apply.register +def apply_worker_connected(state: State, event: WorkerConnected) -> State: + # source_node_id = event.edge.source_node_id + # sink_node_id = event.edge.sink_node_id + + # new_node_status = dict(state.node_status) + # if source_node_id not in new_node_status: + # new_node_status[source_node_id] = NodeStatus.Idle + # if sink_node_id not in new_node_status: + # new_node_status[sink_node_id] = NodeStatus.Idle + + # new_topology = Topology() + # new_topology.add_connection(event.edge) + + # return state.model_copy(update={"node_status": new_node_status, "topology": new_topology}) + return state + +@event_apply.register +def apply_worker_disconnected(state: State, event: WorkerDisconnected) -> State: + # new_node_status: Mapping[NodeId, NodeStatus] = {nid: status for nid, status in state.node_status.items() if nid != event.vertex_id} + + # new_topology = Topology() + + # new_history = list(state.history) + [state.topology] + + # return state.model_copy(update={ + # "node_status": new_node_status, + # "topology": new_topology, + # "history": new_history + # }) + return state + + +@event_apply.register +def apply_topology_edge_created(state: State, event: TopologyEdgeCreated) -> State: + # new_topology = Topology() + # new_topology.add_node(event.vertex, event.vertex.node_id) + # return state.model_copy(update={"topology": new_topology}) + return state + +@event_apply.register +def apply_topology_edge_replaced_atomically(state: State, event: TopologyEdgeReplacedAtomically) -> State: + # new_topology = Topology() + # new_topology.add_connection(event.edge) + # updated_connection = event.edge.model_copy(update={"connection_profile": event.edge_profile}) + # new_topology.update_connection_profile(updated_connection) + # return state.model_copy(update={"topology": new_topology}) + return state + +@event_apply.register +def apply_topology_edge_deleted(state: State, event: TopologyEdgeDeleted) -> State: + # new_topology = Topology() + # return state.model_copy(update={"topology": new_topology}) + return state + +@event_apply.register +def apply_mlx_inference_saga_prepare(state: State, event: MLXInferenceSagaPrepare) -> State: + return state + +@event_apply.register +def apply_mlx_inference_saga_start_prepare(state: State, event: MLXInferenceSagaStartPrepare) -> State: + return state \ No newline at end of file diff --git a/shared/types/events/_common.py b/shared/types/events/_common.py index a5a1b18a..53d2d4aa 100644 --- a/shared/types/events/_common.py +++ b/shared/types/events/_common.py @@ -1,6 +1,12 @@ +import types +import typing from enum import Enum from typing import TYPE_CHECKING +from shared.constants import get_error_reporting_message + +from ._events import _Event # pyright: ignore[reportPrivateUsage] + if TYPE_CHECKING: pass @@ -67,7 +73,7 @@ class _EventType(str, Enum): # TimerFired = "TimerFired" -class _BaseEvent[T: _EventType](BaseModel): # pyright: ignore[reportUnusedClass] +class _BaseEvent[T: _EventType](BaseModel): """ This is the event base-class, to please the Pydantic gods. PLEASE don't use this for anything unless you know why you are doing so, @@ -84,3 +90,58 @@ class _BaseEvent[T: _EventType](BaseModel): # pyright: ignore[reportUnusedClass Subclasses can override this method to implement specific validation logic. """ return True + + + +def _check_event_type_consistency(): + # Grab enum values from members + member_enum_values = [m for m in _EventType] + + # grab enum values from the union => scrape the type annotation + union_enum_values: list[_EventType] = [] + union_classes = list(typing.get_args(_Event)) + for cls in union_classes: # pyright: ignore[reportAny] + assert issubclass(cls, object), ( + f"{get_error_reporting_message()}", + f"The class {cls} is NOT a subclass of {object}." + ) + + # ensure the first base parameter is ALWAYS _BaseEvent + base_cls = list(types.get_original_bases(cls)) + assert len(base_cls) >= 1 and issubclass(base_cls[0], object) \ + and issubclass(base_cls[0], _BaseEvent), ( + f"{get_error_reporting_message()}", + f"The class {cls} does NOT inherit from {_BaseEvent} {typing.get_origin(base_cls[0])}." + ) + + # grab type hints and extract the right values from it + cls_hints = typing.get_type_hints(cls) + assert "event_type" in cls_hints and \ + typing.get_origin(cls_hints["event_type"]) is typing.Literal, ( # pyright: ignore[reportAny] + f"{get_error_reporting_message()}", + f"The class {cls} is missing a {typing.Literal}-annotated `event_type` field." + ) + + # make sure the value is an instance of `_EventType` + enum_value = list(typing.get_args(cls_hints["event_type"])) + assert len(enum_value) == 1 and isinstance(enum_value[0], _EventType), ( + f"{get_error_reporting_message()}", + f"The `event_type` of {cls} has a non-{_EventType} literal-type." + ) + union_enum_values.append(enum_value[0]) + + # ensure there is a 1:1 bijection between the two + for m in member_enum_values: + assert m in union_enum_values, ( + f"{get_error_reporting_message()}", + f"There is no event-type registered for {m} in {_Event}." + ) + union_enum_values.remove(m) + assert len(union_enum_values) == 0, ( + f"{get_error_reporting_message()}", + f"The following events have multiple event types defined in {_Event}: {union_enum_values}." + ) + + +_check_event_type_consistency() + diff --git a/shared/types/events/_events.py b/shared/types/events/_events.py index 07da96b9..06494877 100644 --- a/shared/types/events/_events.py +++ b/shared/types/events/_events.py @@ -1,4 +1,6 @@ -from typing import Literal +from typing import Annotated, Literal, Union + +from pydantic import Field from shared.topology import Connection, ConnectionProfile, Node, NodePerformanceProfile from shared.types.common import NodeId @@ -123,6 +125,34 @@ class TopologyEdgeDeleted(_BaseEvent[_EventType.TopologyEdgeDeleted]): event_type: Literal[_EventType.TopologyEdgeDeleted] = _EventType.TopologyEdgeDeleted edge: Connection +_Event = Union[ + TaskCreated, + TaskStateUpdated, + TaskDeleted, + InstanceCreated, + InstanceActivated, + InstanceDeactivated, + InstanceDeleted, + InstanceReplacedAtomically, + RunnerStatusUpdated, + NodePerformanceMeasured, + WorkerConnected, + WorkerStatusUpdated, + WorkerDisconnected, + ChunkGenerated, + TopologyEdgeCreated, + TopologyEdgeReplacedAtomically, + TopologyEdgeDeleted, + MLXInferenceSagaPrepare, + MLXInferenceSagaStartPrepare, +] +""" +Un-annotated union of all events. Only used internally to create the registry. +For all other usecases, use the annotated union of events :class:`Event` :) +""" + +Event = Annotated[_Event, Field(discriminator="event_type")] +"""Type of events, a discriminated union.""" # class TimerCreated(_BaseEvent[_EventType.TimerCreated]): # event_type: Literal[_EventType.TimerCreated] = _EventType.TimerCreated From a6b3ab63322d50c4bf325a6ec0e2975fef096706 Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Thu, 24 Jul 2025 12:45:27 +0100 Subject: [PATCH 099/224] Worker plan Co-authored-by: Matt Beton Co-authored-by: Seth Howes <71157822+sethhowes@users.noreply.github.com> Co-authored-by: Gelu Vrabie Co-authored-by: Gelu Vrabie Co-authored-by: Andrei Cravtov Co-authored-by: Seth Howes --- .gitignore | 2 +- .idea/.gitignore | 1 + shared/__init__.py | 1 + shared/db/sqlite/event_log_manager.py | 1 + shared/types/events/_common.py | 5 +- shared/types/events/_events.py | 7 +- shared/types/events/commands.py | 4 +- worker/NOTES.md | 2 + worker/__init__.py | 1 + worker/download/shard_downloader.py | 4 +- worker/main.py | 243 ++++- worker/runner/runner.py | 1 + worker/tests/__init__.py | 1 + worker/tests/conftest.py | 22 +- worker/tests/test_worker_handlers.py | 38 +- worker/tests/test_worker_integration.py | 57 ++ worker/tests/test_worker_plan.py | 1074 ++++++++++++++++++----- worker/tests/test_worker_plan_utils.py | 212 +++++ worker/tests/test_worker_state.py | 3 +- 19 files changed, 1406 insertions(+), 273 deletions(-) create mode 100644 shared/__init__.py create mode 100644 worker/NOTES.md create mode 100644 worker/__init__.py create mode 100644 worker/tests/__init__.py create mode 100644 worker/tests/test_worker_integration.py create mode 100644 worker/tests/test_worker_plan_utils.py diff --git a/.gitignore b/.gitignore index 16f168d6..d0ef8f27 100644 --- a/.gitignore +++ b/.gitignore @@ -5,7 +5,7 @@ __pycache__ hosts_*.json # hide direnv stuff -/.direnv +.direnv/ # TODO figure out how to properly solve the issue with these target directories showing up networking/target/ networking/topology/target/ diff --git a/.idea/.gitignore b/.idea/.gitignore index 13566b81..5ddb3d79 100644 --- a/.idea/.gitignore +++ b/.idea/.gitignore @@ -6,3 +6,4 @@ # Datasource local storage ignored files /dataSources/ /dataSources.local.xml +workspace.xml \ No newline at end of file diff --git a/shared/__init__.py b/shared/__init__.py new file mode 100644 index 00000000..0519ecba --- /dev/null +++ b/shared/__init__.py @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/shared/db/sqlite/event_log_manager.py b/shared/db/sqlite/event_log_manager.py index a20f3eca..266b24ff 100644 --- a/shared/db/sqlite/event_log_manager.py +++ b/shared/db/sqlite/event_log_manager.py @@ -24,6 +24,7 @@ class EventLogManager: # Ensure base directory exists EXO_HOME.mkdir(parents=True, exist_ok=True) + # TODO: This seems like it's a pattern to avoid an async __init__ function. But as we know, there's a better pattern for this - using a create() function, like in runner_supervisor. async def initialize(self) -> None: """Initialize both connectors - call this during startup""" # Both master and worker need both connectors diff --git a/shared/types/events/_common.py b/shared/types/events/_common.py index 53d2d4aa..a99af369 100644 --- a/shared/types/events/_common.py +++ b/shared/types/events/_common.py @@ -21,15 +21,14 @@ class EventId(NewUUID): """ +# Event base-class boilerplate (you should basically never touch these) +# Only very specialised registry or serialisation/deserialization logic might need know about these class CommandId(NewUUID): """ Newtype around `NewUUID` for command IDs """ -# Event base-class boilerplate (you should basically never touch these) -# Only very specialised registry or serialisation/deserialization logic might need know about these - class _EventType(str, Enum): """ Here are all the unique kinds of events that can be sent over the network. diff --git a/shared/types/events/_events.py b/shared/types/events/_events.py index 06494877..9023567c 100644 --- a/shared/types/events/_events.py +++ b/shared/types/events/_events.py @@ -4,17 +4,14 @@ from pydantic import Field from shared.topology import Connection, ConnectionProfile, Node, NodePerformanceProfile from shared.types.common import NodeId +from shared.types.events import CommandId from shared.types.events.chunks import GenerationChunk from shared.types.tasks import Task, TaskId, TaskStatus from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import InstanceParams, TypeOfInstance from shared.types.worker.runners import RunnerId, RunnerStatus -from ._common import ( - CommandId, - _BaseEvent, # pyright: ignore[reportPrivateUsage] - _EventType, # pyright: ignore[reportPrivateUsage] -) +from ._common import _BaseEvent, _EventType # pyright: ignore[reportPrivateUsage] class TaskCreated(_BaseEvent[_EventType.TaskCreated]): diff --git a/shared/types/events/commands.py b/shared/types/events/commands.py index cce1b043..a4ec0e58 100644 --- a/shared/types/events/commands.py +++ b/shared/types/events/commands.py @@ -4,8 +4,7 @@ from typing import Annotated, Callable, Literal, Sequence from pydantic import BaseModel, Field, TypeAdapter from shared.types.api import ChatCompletionTaskParams -from shared.types.events import Event -from shared.types.events._common import CommandId +from shared.types.events import CommandId, Event from shared.types.state import InstanceId, State @@ -35,6 +34,7 @@ class DeleteInstanceCommand(_BaseCommand[CommandTypes.DELETE_INSTANCE]): command_type: Literal[CommandTypes.DELETE_INSTANCE] = CommandTypes.DELETE_INSTANCE instance_id: InstanceId + Command = Annotated[ ChatCompletionCommand | CreateInstanceCommand | DeleteInstanceCommand, Field(discriminator="command_type") diff --git a/worker/NOTES.md b/worker/NOTES.md new file mode 100644 index 00000000..1170d0b9 --- /dev/null +++ b/worker/NOTES.md @@ -0,0 +1,2 @@ +- Where should we check where the model is downloaded? +- Error handling. How do we handle the scenario where an operation keeps failing to execute diff --git a/worker/__init__.py b/worker/__init__.py new file mode 100644 index 00000000..0519ecba --- /dev/null +++ b/worker/__init__.py @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/worker/download/shard_downloader.py b/worker/download/shard_downloader.py index 0fbab318..68a095c7 100644 --- a/worker/download/shard_downloader.py +++ b/worker/download/shard_downloader.py @@ -54,7 +54,7 @@ class ShardDownloader(ABC): device_rank=0, world_size=1, start_layer=0, - end_layer=0, + end_layer=1, n_layers=1, ), completed_files=0, @@ -93,7 +93,7 @@ class NoopShardDownloader(ShardDownloader): device_rank=0, world_size=1, start_layer=0, - end_layer=0, + end_layer=1, n_layers=1, ), completed_files=0, diff --git a/worker/main.py b/worker/main.py index b1274a70..2f0589e0 100644 --- a/worker/main.py +++ b/worker/main.py @@ -3,13 +3,23 @@ import os from asyncio import Queue from functools import partial from logging import Logger -from typing import AsyncGenerator, Optional +from typing import AsyncGenerator, Callable, Optional from pydantic import BaseModel, ConfigDict +from shared.db.sqlite import AsyncSQLiteEventStorage from shared.types.common import NodeId -from shared.types.events import ChunkGenerated, Event, InstanceId, RunnerStatusUpdated +from shared.types.events import ( + ChunkGenerated, + Event, + InstanceCreated, + InstanceId, + RunnerStatusUpdated, + TaskStateUpdated, +) +from shared.types.events.components import EventFromEventLog from shared.types.state import State +from shared.types.tasks import TaskStatus from shared.types.worker.common import RunnerId from shared.types.worker.downloads import ( DownloadCompleted, @@ -17,6 +27,7 @@ from shared.types.worker.downloads import ( DownloadOngoing, DownloadProgressData, ) +from shared.types.worker.instances import TypeOfInstance from shared.types.worker.mlx import Host from shared.types.worker.ops import ( AssignRunnerOp, @@ -64,16 +75,35 @@ class AssignedRunner(BaseModel): runner_status=self.status, ) +# TODO: This should all be shared with the master. +type ApplyFromEventLog = Callable[[State, EventFromEventLog[Event]], State] +def get_apply_fn() -> ApplyFromEventLog: + # TODO: this needs to be done in a nice type-safe way + def _apply_instance_created(state: State, event_from_log: InstanceCreated) -> State: + return state + + def apply_fn(state: State, event_from_log: EventFromEventLog[Event]) -> State: + if isinstance(event_from_log.event, InstanceCreated): + next_state = _apply_instance_created(state, event_from_log.event) + else: + raise ValueError(f"Unknown event type: {event_from_log.event}") + next_state.last_event_applied_idx = event_from_log.idx_in_log + return next_state + + return apply_fn + class Worker: def __init__( self, node_id: NodeId, initial_state: State, logger: Logger, + worker_events: AsyncSQLiteEventStorage | None, ): - self.node_id = node_id - self.state = initial_state - self.logger = logger + self.node_id: NodeId = node_id + self.state: State = initial_state + self.worker_events: AsyncSQLiteEventStorage | None = worker_events + self.logger: Logger = logger self.assigned_runners: dict[RunnerId, AssignedRunner] = {} self._task: asyncio.Task[None] | None = None @@ -82,15 +112,21 @@ class Worker: @property def _is_running(self) -> bool: return self._task is not None and not self._task.done() + + @property + def exception(self) -> Exception | None: + if self._task is not None: + self._task.exception() + # We don't start immediately on init - for testing purposes it is useful to have an 'inactive' worker. async def start(self): self._task = asyncio.create_task(self._loop()) async def stop(self): if not self._is_running: raise RuntimeError("Worker is not running") - - assert self._task is not None + + assert self._task is not None self._task.cancel() @@ -118,13 +154,13 @@ class Worker: self, op: UnassignRunnerOp ) -> AsyncGenerator[Event, None]: if op.runner_id not in self.assigned_runners: - return + return # We can try to do a graceful shutdown of the runner. - runner: RunnerSupervisor | None = self.assigned_runners[op.runner_id].runner + runner: RunnerSupervisor | None = self.assigned_runners[op.runner_id].runner if runner is not None: await runner.astop() - + # This is all we really need: del self.assigned_runners[op.runner_id] @@ -174,7 +210,7 @@ class Worker: downloaded_bytes=0 ) ) - ) + ) self.assigned_runners[op.runner_id] = AssignedRunner( runner_id=op.runner_id, @@ -188,7 +224,7 @@ class Worker: yield assigned_runner.status_update_event() # Download it! - # TODO: we probably want download progress as part of a callback that gets passed to the downloader. + # TODO: we probably want download progress as part of a callback that gets passed to the downloader. try: assert assigned_runner.is_downloaded @@ -209,22 +245,19 @@ class Worker: assigned_runner.status = ReadyRunnerStatus() yield assigned_runner.status_update_event() -# Plan: -# First get a single inference running -# Then build boilerplate for passing callback when mlx is in the 'ready' state -# Then figure out if we can do what's needed with events. But this is a little challenging because it depends on Alex's code. - async def _execute_chat_completion_op( + + async def _execute_task_op( self, op: ExecuteTaskOp ) -> AsyncGenerator[Event, None]: ''' - This is the entry point for a chat completion starting. + This is the entry point for a chat completion starting. While there is only one execute function, it will get called in different ways for runner 0 and runner [1, 2, 3, ...]. Runners [1, 2, 3, ...] will run this method when a task is in 'pending' state. Runner 0 will run this method when a task is in 'running' state. TODO: How do we handle the logic of ensuring that n-1 nodes have started their execution before allowing the 0'th runner to start? This is still a little unclear to me. ''' - assigned_runner = self.assigned_runners[op.runner_id] + assigned_runner = self.assigned_runners[op.runner_id] async def inner_execute(queue: asyncio.Queue[Event]) -> None: assert assigned_runner.runner is not None @@ -234,27 +267,46 @@ class Worker: # Called when the MLX process has been kicked off assigned_runner.status = RunningRunnerStatus() await queue.put(assigned_runner.status_update_event()) - - + + if assigned_runner.shard_metadata.device_rank == 0: + await queue.put(TaskStateUpdated( + task_id=op.task.task_id, + task_status=TaskStatus.RUNNING, + )) + try: async for chunk in assigned_runner.runner.stream_response( - task=op.task, + task=op.task, request_started_callback=partial(running_callback, queue)): - await queue.put(ChunkGenerated( - # todo: at some point we will no longer have a bijection between task_id and row_id. - # So we probably want to store a mapping between these two in our Worker object. - command_id=chunk.command_id, - chunk=chunk + if assigned_runner.shard_metadata.device_rank == 0: + await queue.put(ChunkGenerated( + # todo: at some point we will no longer have a bijection between task_id and row_id. + # So we probably want to store a mapping between these two in our Worker object. + command_id=chunk.command_id, + chunk=chunk + )) + + if assigned_runner.shard_metadata.device_rank == 0: + await queue.put(TaskStateUpdated( + task_id=op.task.task_id, + task_status=TaskStatus.COMPLETE, )) - + # After a successful inference: assigned_runner.status = LoadedRunnerStatus() await queue.put(assigned_runner.status_update_event()) + except Exception as e: # TODO: What log level? self.logger.log(2, f'Runner failed whilst running inference task. Task: {op.task}. Error: {e}') + if assigned_runner.shard_metadata.device_rank == 0: + await queue.put(TaskStateUpdated( + task_id=op.task.task_id, + task_status=TaskStatus.FAILED, + )) + assigned_runner.runner = None assigned_runner.status = FailedRunnerStatus(error_message=str(e)) await queue.put(assigned_runner.status_update_event()) @@ -292,7 +344,7 @@ class Worker: case RunnerOpType.DOWNLOAD: event_generator = self._execute_download_op(op) case RunnerOpType.CHAT_COMPLETION: - event_generator = self._execute_chat_completion_op(op) + event_generator = self._execute_task_op(op) async for event in event_generator: yield event @@ -300,10 +352,67 @@ class Worker: ## Planning logic def plan(self, state: State) -> RunnerOp | None: # Compare state to worker 'mood' - - # First spin things down - - # Then spin things up + + # First, unassign assigned runners that are no longer in the state. + for runner_id, _ in self.assigned_runners.items(): + if runner_id not in state.runners: + return UnassignRunnerOp(runner_id=runner_id) + + # Then spin down active runners + for _instance_id, instance in state.instances.items(): + for node_id, runner_id in instance.instance_params.shard_assignments.node_to_runner.items(): + if node_id != self.node_id: + continue + + # We spin down a runner if it's meant to be inactive and it's Loaded. + if runner_id in self.assigned_runners and \ + isinstance(self.assigned_runners[runner_id].status, LoadedRunnerStatus) and \ + instance.instance_type == TypeOfInstance.INACTIVE: + return RunnerDownOp(runner_id=runner_id) + + # If we are part of an instance that has a dead node - and we aren't the dead node - we should spin down + # TODO: We need to limit number of retries if we keep failing. + for _instance_id, instance in state.instances.items(): + if self.node_id in instance.instance_params.shard_assignments.node_to_runner: + other_node_in_instance_has_failed = False + for runner_id in instance.instance_params.shard_assignments.runner_to_shard: + if isinstance(state.runners[runner_id], FailedRunnerStatus) and \ + runner_id not in self.assigned_runners: + other_node_in_instance_has_failed= True + + if other_node_in_instance_has_failed: + # Spin down *our* runner + return RunnerDownOp(runner_id=instance.instance_params.shard_assignments.node_to_runner[self.node_id]) + + # If we are failed - and *all of the other nodes have spun down* - then we can spin down too. + for _instance_id, instance in state.instances.items(): + if self.node_id in instance.instance_params.shard_assignments.node_to_runner and \ + isinstance(state.runners[instance.instance_params.shard_assignments.node_to_runner[self.node_id]], FailedRunnerStatus): + + num_spundown_nodes = 0 + for runner_id in instance.instance_params.shard_assignments.runner_to_shard: + if isinstance(state.runners[runner_id], ReadyRunnerStatus) and \ + runner_id not in self.assigned_runners: + num_spundown_nodes += 1 + + if num_spundown_nodes == next(iter(instance.instance_params.shard_assignments.runner_to_shard.values())).world_size - 1: + # All the other nodes are spun down - so now we can spin down too. + # This also catches the case of 1-node. If there's one node in the instance then we should spin down straight away + return RunnerDownOp(runner_id=instance.instance_params.shard_assignments.node_to_runner[self.node_id]) + + # Then assign runners we do want + for instance_id, instance in state.instances.items(): + for node_id, runner_id in instance.instance_params.shard_assignments.node_to_runner.items(): + if node_id != self.node_id: + continue + + if runner_id not in self.assigned_runners: + return AssignRunnerOp( + runner_id=runner_id, + instance_id=instance_id, + shard_metadata=instance.instance_params.shard_assignments.runner_to_shard[runner_id], + hosts=instance.instance_params.hosts + ) # Then make sure things are downloading. for instance_id, instance in state.instances.items(): @@ -327,24 +436,80 @@ class Worker: hosts=instance.instance_params.hosts ) + # Then spin up 'ready' runners that should be active + for _instance_id, instance in state.instances.items(): + if self.node_id in instance.instance_params.shard_assignments.node_to_runner and \ + self.assigned_runners[instance.instance_params.shard_assignments.node_to_runner[self.node_id]].runner is None and \ + instance.instance_type == TypeOfInstance.ACTIVE: + # We are part of this instance, we want it up but it hasn't been spun up yet. + # Need to assert all other runners are ready before we can spin up. + ready_to_spin = True + for runner_id in instance.instance_params.shard_assignments.node_to_runner.values(): + if state.runners[runner_id].runner_status != RunnerStatusType.Ready: + ready_to_spin = False + if ready_to_spin: + return RunnerUpOp(runner_id=instance.instance_params.shard_assignments.node_to_runner[self.node_id]) + + # Then make sure things are running based on tasks. + for instance_id, instance in state.instances.items(): + for node_id, runner_id in instance.instance_params.shard_assignments.node_to_runner.items(): + if node_id != self.node_id: + continue + assert runner_id in self.assigned_runners + runner = self.assigned_runners[runner_id] + if runner.status.runner_status != RunnerStatusType.Loaded: + continue # The only previous state to get to Running is from Loaded + + for _, task in state.tasks.items(): + if task.instance_id == instance_id: + if (runner.shard_metadata.device_rank >= 1 or runner.shard_metadata.world_size == 1): + return ExecuteTaskOp(runner_id=runner_id, task=task) + else: + # We already know our own status is Loaded. We are rank 0, + # so let's check that all the other runners are running - ready for us to fire the prompt. + running_runner_count = 0 + for other_runner_id, other_runner_status in state.runners.items(): + if other_runner_id in instance.instance_params.shard_assignments.node_to_runner.values() and \ + isinstance(other_runner_status, RunningRunnerStatus): + running_runner_count += 1 + + if running_runner_count == runner.shard_metadata.world_size - 1: + return ExecuteTaskOp(runner_id=runner_id, task=task) - # Finally, chat completion. return None + async def event_publisher(self, event: Event) -> None: + assert self.worker_events is not None + await self.worker_events.append_events([event], self.node_id) + # Handle state updates async def _loop(self): + assert self.worker_events is not None + self.apply_fn = get_apply_fn() + while True: - state_copy = self.state.model_copy(deep=False) - op: RunnerOp | None = self.plan(state_copy) + # ToDo: Where do we update state? Do we initialize it from scratch & read all events in, or do we preload the state? + + # 1. get latest events + events = await self.worker_events.get_events_since(self.state.last_event_applied_idx) + if len(events) == 0: + await asyncio.sleep(0.01) + continue + + # 2. for each event, apply it to the state and run sagas + for event_from_log in events: + self.state = self.apply_fn(self.state, event_from_log) + + # 3. based on the updated state, we plan & execute an operation. + op: RunnerOp | None = self.plan(self.state) # run the op, synchronously blocking for now if op is not None: async for event in self._execute_op(op): - print(event) - # self.event_publisher(event) + await self.event_publisher(event) await asyncio.sleep(0.01) @@ -352,7 +517,7 @@ class Worker: # TODO: Handle resource monitoring (write-only) async def main(): - + print("Hello from worker!") diff --git a/worker/runner/runner.py b/worker/runner/runner.py index eebb9a5b..99d6a2e5 100644 --- a/worker/runner/runner.py +++ b/worker/runner/runner.py @@ -121,6 +121,7 @@ async def main(): case ChatTaskMessage(task_data=task): runner_print(f"received chat request: {task}") # Ensure we have a chat-completion task subtype + # TODO: this is a hack, why are we only looking at the first message? should have a tokenizer prompt = task.messages[0] if prompt.content is not None and 'EXO RUNNER MUST FAIL' in prompt.content: raise Exception('Artificial runner exception - for testing purposes only.') diff --git a/worker/tests/__init__.py b/worker/tests/__init__.py new file mode 100644 index 00000000..0519ecba --- /dev/null +++ b/worker/tests/__init__.py @@ -0,0 +1 @@ + \ No newline at end of file diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index 7e4f003c..0182e9c2 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -1,4 +1,3 @@ -import asyncio import uuid from logging import Logger, getLogger from pathlib import Path @@ -6,6 +5,7 @@ from typing import Callable import pytest +from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams from shared.types.common import NodeId from shared.types.models import ModelId, ModelMetadata @@ -115,9 +115,14 @@ def chat_completion_task(completion_create_params: ChatCompletionTaskParams) -> ) @pytest.fixture -def state(): +def node_id() -> NodeId: + """Shared node ID for tests""" + return NodeId(uuid.uuid4()) + +@pytest.fixture +def state(node_id: NodeId): node_status={ - NodeId(uuid.uuid4()): NodeStatus.Idle + node_id: NodeStatus.Idle } return State( @@ -155,14 +160,15 @@ def instance(pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], h return _instance @pytest.fixture -def worker(state: State, logger: Logger): - return Worker(NodeId(uuid.uuid4()), state, logger) +async def worker(node_id: NodeId, state: State, logger: Logger): + event_log_manager = EventLogManager(EventLogConfig(), logger) + await event_log_manager.initialize() + + return Worker(node_id, state, logger, worker_events=event_log_manager.global_events) @pytest.fixture async def worker_with_assigned_runner(worker: Worker, instance: Callable[[NodeId], Instance]): """Fixture that provides a worker with an already assigned runner.""" - await worker.start() - await asyncio.sleep(0.01) instance_obj: Instance = instance(worker.node_id) @@ -196,4 +202,4 @@ async def worker_with_running_runner(worker_with_assigned_runner: tuple[Worker, assert supervisor is not None assert supervisor.healthy - return worker, runner_id, instance_obj \ No newline at end of file + return worker, runner_id, instance_obj diff --git a/worker/tests/test_worker_handlers.py b/worker/tests/test_worker_handlers.py index 20823c5e..02f77234 100644 --- a/worker/tests/test_worker_handlers.py +++ b/worker/tests/test_worker_handlers.py @@ -1,15 +1,19 @@ ## Tests for worker state handlers -import asyncio from pathlib import Path from typing import Callable import pytest from shared.types.common import NodeId -from shared.types.events import ChunkGenerated, Event, RunnerStatusUpdated +from shared.types.events import ( + ChunkGenerated, + Event, + RunnerStatusUpdated, + TaskStateUpdated, +) from shared.types.events.chunks import TokenChunk -from shared.types.tasks import Task +from shared.types.tasks import Task, TaskStatus from shared.types.worker.common import RunnerId from shared.types.worker.instances import Instance from shared.types.worker.ops import ( @@ -36,9 +40,6 @@ def user_message(): @pytest.mark.asyncio async def test_assign_op(worker: Worker, instance: Callable[[NodeId], Instance], tmp_path: Path): - await worker.start() - await asyncio.sleep(0.01) - instance_obj: Instance = instance(worker.node_id) runner_id: RunnerId | None = None for x in instance_obj.instance_params.shard_assignments.runner_to_shard: @@ -167,15 +168,24 @@ async def test_execute_task_op( assert len(events) > 20 + print(f'{events=}') + + assert isinstance(events[0], RunnerStatusUpdated) assert isinstance(events[0].runner_status, RunningRunnerStatus) + assert isinstance(events[1], TaskStateUpdated) + assert events[1].task_status == TaskStatus.RUNNING # It tried to start. + + assert isinstance(events[-2], TaskStateUpdated) + assert events[-2].task_status == TaskStatus.COMPLETE # It tried to start. + assert isinstance(events[-1], RunnerStatusUpdated) assert isinstance(events[-1].runner_status, LoadedRunnerStatus) # It should not have failed. gen_events: list[ChunkGenerated] = [x for x in events if isinstance(x, ChunkGenerated)] text_chunks: list[TokenChunk] = [x.chunk for x in gen_events if isinstance(x.chunk, TokenChunk)] - assert len(text_chunks) == len(events) - 2 + assert len(text_chunks) == len(events) - 4 output_text = ''.join([x.text for x in text_chunks]) assert '42' in output_text @@ -202,10 +212,18 @@ async def test_execute_task_fails( async for event in worker._execute_op(execute_task_op): # type: ignore[misc] events.append(event) - assert len(events) == 2 + assert len(events) == 4 + + print(events) assert isinstance(events[0], RunnerStatusUpdated) assert isinstance(events[0].runner_status, RunningRunnerStatus) # It tried to start. - assert isinstance(events[-1], RunnerStatusUpdated) - assert isinstance(events[-1].runner_status, FailedRunnerStatus) # It should have failed. \ No newline at end of file + assert isinstance(events[1], TaskStateUpdated) + assert events[1].task_status == TaskStatus.RUNNING # It tried to start. + + assert isinstance(events[2], TaskStateUpdated) + assert events[2].task_status == TaskStatus.FAILED # Task marked as failed. + + assert isinstance(events[3], RunnerStatusUpdated) + assert isinstance(events[3].runner_status, FailedRunnerStatus) # It should have failed. \ No newline at end of file diff --git a/worker/tests/test_worker_integration.py b/worker/tests/test_worker_integration.py new file mode 100644 index 00000000..7e8e5a99 --- /dev/null +++ b/worker/tests/test_worker_integration.py @@ -0,0 +1,57 @@ +import asyncio +from logging import Logger +from typing import Callable, Final +from uuid import UUID + +from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from shared.types.common import NodeId +from shared.types.events import InstanceCreated +from shared.types.models import ModelId +from shared.types.state import State +from shared.types.tasks import TaskId +from shared.types.worker.common import InstanceId, RunnerId +from shared.types.worker.instances import Instance +from worker.main import Worker + +MASTER_NODE_ID = NodeId(uuid=UUID("ffffffff-aaaa-4aaa-8aaa-aaaaaaaaaaaa")) +NODE_A: Final[NodeId] = NodeId(uuid=UUID("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa")) +NODE_B: Final[NodeId] = NodeId(uuid=UUID("bbbbbbbb-bbbb-4bbb-8bbb-bbbbbbbbbbbb")) + +# Define constant IDs for deterministic test cases +RUNNER_1_ID: Final[RunnerId] = RunnerId() +INSTANCE_1_ID: Final[InstanceId] = InstanceId() +RUNNER_2_ID: Final[RunnerId] = RunnerId() +INSTANCE_2_ID: Final[InstanceId] = InstanceId() +MODEL_A_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' +MODEL_B_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' +TASK_1_ID: Final[TaskId] = TaskId() + +async def test_runner_spin_up(instance: Callable[[NodeId], Instance]): + # TODO. + return + node_id = NodeId() + logger = Logger('worker_test_logger') + event_log_manager = EventLogManager(EventLogConfig(), logger) + await event_log_manager.initialize() + + global_events = event_log_manager.global_events + + worker = Worker(node_id, State(), logger=logger, worker_events=global_events) + await worker.start() + + instance_value = instance(node_id) + + await global_events.append_events( + [ + InstanceCreated( + instance_id=instance_value.instance_id, + instance_params=instance_value.instance_params, + instance_type=instance_value.instance_type + ) + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(0.1) + + assert worker.assigned_runners \ No newline at end of file diff --git a/worker/tests/test_worker_plan.py b/worker/tests/test_worker_plan.py index 953b0fab..f27c5652 100644 --- a/worker/tests/test_worker_plan.py +++ b/worker/tests/test_worker_plan.py @@ -1,186 +1,836 @@ from __future__ import annotations import logging -from dataclasses import dataclass +import tempfile from pathlib import Path -from typing import Callable, Final, List, Optional, Type import pytest -from shared.types.common import NodeId -from shared.types.models import ModelId +from shared.types.api import ChatCompletionMessage from shared.types.state import State - -# WorkerState import below after RunnerCase definition to avoid forward reference issues -from shared.types.worker.common import InstanceId, NodeStatus, RunnerId -from shared.types.worker.downloads import DownloadOngoing, DownloadProgressData +from shared.types.tasks import ( + ChatCompletionTask, + ChatCompletionTaskParams, + TaskStatus, + TaskType, +) +from shared.types.worker.common import NodeStatus +from shared.types.worker.downloads import DownloadPending from shared.types.worker.instances import Instance, InstanceParams, TypeOfInstance -from shared.types.worker.ops import DownloadOp +from shared.types.worker.ops import ( + AssignRunnerOp, + DownloadOp, + ExecuteTaskOp, + RunnerDownOp, + RunnerUpOp, + UnassignRunnerOp, +) from shared.types.worker.runners import ( + AssignedRunnerStatus, DownloadingRunnerStatus, + FailedRunnerStatus, + LoadedRunnerStatus, ReadyRunnerStatus, - RunnerStatus, + RunningRunnerStatus, ShardAssignments, ) from shared.types.worker.shards import PipelineShardMetadata from worker.download.download_utils import build_model_path -from worker.main import AssignedRunner, Worker +from worker.main import Worker +from .test_worker_plan_utils import ( + INSTANCE_1_ID, + MODEL_A_ID, + NODE_A, + NODE_B, + RUNNER_1_ID, + RUNNER_2_ID, + TASK_1_ID, + InProcessRunner, + OverrideAssignedRunner, + PlanTestCase, + make_downloading_status, + make_model_meta, + make_shard_metadata, +) -@dataclass(slots=True, frozen=True) -class RunnerCase: - """Important, minimal state for a *single* runner relevant to planning.""" +""" +The idea with these tests is to define declaratively the input and expected output of the worker.plan function. - status: RunnerStatus - downloaded: bool # Does the model shard already exist on disk? +We initialize a Worker with InProcessRunners. We then construct a State which gets passed to Worker.plan. +We then check what operation is returned by Worker.plan. +""" - -@dataclass(slots=True, frozen=True) -class PlanTestCase: - """Table-driven description of an entire planning scenario.""" - - description: str - runners: List[RunnerCase] - # If we expect an op, specify the precise type and the index of the runner it targets. - expected_op_type: Optional[Type[DownloadOp]] # Currently only DownloadOp handled. - expected_op_runner_idx: Optional[int] = None - # Allow overriding the WorkerState passed to Worker.plan. When None, a default state - # is constructed from `runners` via helper `_build_worker_state`. - worker_state_override: Optional[State] = None - - def id(self) -> str: # noqa: D401 - return self.description.replace(" ", "_") - - -def _make_downloading_status(node_id: NodeId) -> DownloadingRunnerStatus: - """Factory for a *Downloading* status with placeholder progress.""" - return DownloadingRunnerStatus( - download_progress=DownloadOngoing( - node_id=node_id, - download_progress=DownloadProgressData(total_bytes=1, downloaded_bytes=0), - ) - ) - - -# --------------------------------------------------------------------------- -# Scenarios -# --------------------------------------------------------------------------- - -TEST_CASES: Final[List[PlanTestCase]] = [ - PlanTestCase( - description="no runners ⇢ no-op", - runners=[], - expected_op_type=None, - expected_op_runner_idx=None, - ), - PlanTestCase( - description="single ready runner, model missing ⇢ expect DownloadOp", - runners=[ - RunnerCase(status=ReadyRunnerStatus(), downloaded=False), - ], - expected_op_type=DownloadOp, - expected_op_runner_idx=0, - ), - PlanTestCase( - description="runner already downloading ⇢ no-op", - runners=[ - RunnerCase(status=_make_downloading_status(NodeId()), downloaded=False), - ], - expected_op_type=None, - expected_op_runner_idx=None, - ), - PlanTestCase( - description="ready runner, model present ⇢ no-op", - runners=[ - RunnerCase(status=ReadyRunnerStatus(), downloaded=True), - ], - expected_op_type=None, - expected_op_runner_idx=None, - ), - PlanTestCase( - description="instance for other node ⇢ no-op", - runners=[ - RunnerCase(status=ReadyRunnerStatus(), downloaded=False), - ], - expected_op_type=None, - expected_op_runner_idx=None, - worker_state_override=State( - node_status={NodeId(): NodeStatus.Idle}, - instances={}, +def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: + # The `model_path` for `RUNNER_1_ID` must exist for the `DownloadOp` test case to pass validation. + (tmp_path / f"model_for_runner_{RUNNER_1_ID}").mkdir(exist_ok=True, parents=True) + model_a_meta = make_model_meta(MODEL_A_ID) + return [ + PlanTestCase( + description="no runners -> no-op", + in_process_runners=[], + state=State(node_status={NODE_A: NodeStatus.Idle}, instances={}, runners={}), + expected_op=None, + ), + + # I don't think this should ever happen, as if it's currently downloading then the worker loop will be blocked + # Potentially useful for future compatibility when worker becomes non-blocking + PlanTestCase( + description="runner state assigned, runner is assigned and downloading -> no-op", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=make_downloading_status(NODE_A), + downloaded=False, + ) + ], + state=State( + node_status={NODE_A: NodeStatus.Idle}, + instances={}, + runners={RUNNER_1_ID: make_downloading_status(NODE_A)}, + ), + expected_op=None, + ), + + PlanTestCase( + description="runner state downloading, runner is downloading -> no-op", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=make_downloading_status(NODE_A), + downloaded=False, + ) + ], + state=State( + node_status={NODE_A: NodeStatus.Idle}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.INACTIVE, + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) + }, + node_to_runner={NODE_A: RUNNER_1_ID} + ), + hosts=[] + ), + ) + }, + runners={RUNNER_1_ID: make_downloading_status(NODE_A)}, + ), + expected_op=None, + ), + + PlanTestCase( + description="ready runner, model present -> no-op", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=ReadyRunnerStatus(), + downloaded=True, + ) + ], + state=State( + node_status={NODE_A: NodeStatus.Idle}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.INACTIVE, + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) + }, + node_to_runner={NODE_A: RUNNER_1_ID} + ), + hosts=[] + ), + ) + }, + runners={RUNNER_1_ID: ReadyRunnerStatus()}, + ), + expected_op=None, + ), + + PlanTestCase( + description="runner assigned and not in state -> AssignRunnerOp", + in_process_runners=[], + state=State( + node_status={NODE_A: NodeStatus.Idle}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.ACTIVE, # Either active or inactive should yield the same. + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) + }, + node_to_runner={NODE_A: RUNNER_1_ID} + ), + hosts=[] + ), + ) + }, + runners={RUNNER_1_ID: AssignedRunnerStatus()}, + ), + expected_op=AssignRunnerOp( + instance_id=INSTANCE_1_ID, + runner_id=RUNNER_1_ID, + shard_metadata=PipelineShardMetadata( + device_rank=0, + world_size=1, + model_meta=model_a_meta, + start_layer=0, + end_layer=1, + n_layers=1, + ), + hosts=[] + ), + ), + + PlanTestCase( + description="runner assigned but no longer in state -> UnassignRunnerOp", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=AssignedRunnerStatus(), + downloaded=False, + ) + ], + state=State(node_status={NODE_A: NodeStatus.Idle}, instances={}, runners={}), + expected_op=UnassignRunnerOp(runner_id=RUNNER_1_ID), + ), + + PlanTestCase( + description="runner state assigned, runner is assigned, not downloaded -> expect DownloadOp", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=AssignedRunnerStatus(), + downloaded=False, + ) + ], + state=State( + node_status={NODE_A: NodeStatus.Idle}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.ACTIVE, + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) + }, + node_to_runner={NODE_A: RUNNER_1_ID} + ), + hosts=[] + ), + ) + }, + runners={RUNNER_1_ID: AssignedRunnerStatus()}, + ), + expected_op=DownloadOp( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + shard_metadata=PipelineShardMetadata( + device_rank=0, + world_size=1, + model_meta=model_a_meta, + start_layer=0, + end_layer=1, + n_layers=1, + ), + hosts=[], + ), + ), + + PlanTestCase( + description="ready runner (and state up) -> expect RunnerUpOp", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=ReadyRunnerStatus(), + downloaded=True, + ) + ], + state=State( + node_status={NODE_A: NodeStatus.Idle}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.ACTIVE, + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) + }, + node_to_runner={NODE_A: RUNNER_1_ID} + ), + hosts=[] + ), + ) + }, + runners={RUNNER_1_ID: ReadyRunnerStatus()}, + tasks={}, + ), + expected_op=RunnerUpOp(runner_id=RUNNER_1_ID), + ), + + PlanTestCase( + description="1 ready, 1 downloading (and state up) -> no-op", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=ReadyRunnerStatus(), + downloaded=True, + device_rank=0, + ), + InProcessRunner( + runner_id=RUNNER_2_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=DownloadingRunnerStatus( + download_progress=DownloadPending(node_id=NODE_A) + ), + downloaded=False, + device_rank=1, + ), + ], + state=State( + node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.ACTIVE, + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=2), + RUNNER_2_ID: make_shard_metadata(device_rank=1, world_size=2) + }, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} + ), + hosts=[] + ), + ) + }, + runners={RUNNER_1_ID: ReadyRunnerStatus(), RUNNER_2_ID: DownloadingRunnerStatus(download_progress=DownloadPending(node_id=NODE_A))}, + tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, + ), + expected_op=None + ), + + PlanTestCase( + description="2 ready runners (and state up) -> expect RunnerUpOp", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=ReadyRunnerStatus(), + downloaded=True, + device_rank=0, + ), + InProcessRunner( + runner_id=RUNNER_2_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=ReadyRunnerStatus(), + downloaded=True, + device_rank=1, + ), + ], + state=State( + node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.ACTIVE, + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=2), + RUNNER_2_ID: make_shard_metadata(device_rank=1, world_size=2) + }, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} + ), + hosts=[] + ), + ) + }, + runners={RUNNER_1_ID: ReadyRunnerStatus(), RUNNER_2_ID: ReadyRunnerStatus()}, + tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, + ), + expected_op=RunnerUpOp(runner_id=RUNNER_1_ID) + ), + + PlanTestCase( + description="loaded runner (and state down) -> expect RunnerDownOp", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=LoadedRunnerStatus(), + downloaded=True, + ) + ], + state=State( + node_status={NODE_A: NodeStatus.Idle}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.INACTIVE, + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) + }, + node_to_runner={NODE_A: RUNNER_1_ID} + ), + hosts=[] + ), + ) + }, + runners={RUNNER_1_ID: LoadedRunnerStatus()}, + tasks={}, + ), + expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), + ), + + PlanTestCase( + description="failed runner (and state down) -> expect RunnerDownOp", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=FailedRunnerStatus(), + downloaded=True, + ) + ], + state=State( + node_status={NODE_A: NodeStatus.Idle}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.INACTIVE, + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) + }, + node_to_runner={NODE_A: RUNNER_1_ID} + ), + hosts=[] + ), + ) + }, + runners={RUNNER_1_ID: FailedRunnerStatus()}, + tasks={}, + ), + expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), + ), + + PlanTestCase( + description="loaded runner, model present, task pending -> expect ExecuteTaskOp", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=LoadedRunnerStatus(), + downloaded=True, + ) + ], + state=State( + node_status={NODE_A: NodeStatus.Idle}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.ACTIVE, + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) + }, + node_to_runner={NODE_A: RUNNER_1_ID} + ), + hosts=[] + ), + ) + }, + runners={RUNNER_1_ID: LoadedRunnerStatus()}, + tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, + ), + expected_op=ExecuteTaskOp(runner_id=RUNNER_1_ID, task=ChatCompletionTask( + task_id=TASK_1_ID, + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_status=TaskStatus.PENDING, + task_params=ChatCompletionTaskParams( + model=str(MODEL_A_ID), + messages=[ChatCompletionMessage(role="user", content="Hello, world!")] + ), + )), + ), + + PlanTestCase( + # We should only run rank 0 once all other ranks are running. + description="two loaded runners & task, i'm rank 0 -> no-op", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=LoadedRunnerStatus(), + downloaded=True, + device_rank=0, + ), + InProcessRunner( + runner_id=RUNNER_2_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=LoadedRunnerStatus(), + downloaded=True, + device_rank=1, + ), + ], + state=State( + node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.ACTIVE, + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=2), + RUNNER_2_ID: make_shard_metadata(device_rank=1, world_size=2) + }, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} + ), + hosts=[] + ), + ) + }, + runners={RUNNER_1_ID: LoadedRunnerStatus(), RUNNER_2_ID: LoadedRunnerStatus()}, + tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, + ), + expected_op=None + ), + + PlanTestCase( + description="two loaded runners & task, i'm rank 1 -> expect ExecuteTaskOp on rank 1", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=LoadedRunnerStatus(), + downloaded=True, + device_rank=1, + ), + InProcessRunner( + runner_id=RUNNER_2_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=LoadedRunnerStatus(), + downloaded=True, + device_rank=0, + ), + ], + state=State( + node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.ACTIVE, + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=1, world_size=2), + RUNNER_2_ID: make_shard_metadata(device_rank=0, world_size=2) + }, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} + ), + hosts=[] + ), + ) + }, + runners={RUNNER_1_ID: LoadedRunnerStatus(), RUNNER_2_ID: LoadedRunnerStatus()}, + tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, + ), + expected_op=ExecuteTaskOp( + runner_id=RUNNER_1_ID, + task=ChatCompletionTask( + task_id=TASK_1_ID, + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_params=ChatCompletionTaskParams( + model=str(MODEL_A_ID), + messages=[ChatCompletionMessage(role="user", content="Hello, world!")], + ), + task_status=TaskStatus.PENDING, + ), + ), + ), + + PlanTestCase( + description="rank 1 loaded, rank 0 ready, i'm rank 0 -> expect ExecuteTaskOp on rank 0", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=LoadedRunnerStatus(), + downloaded=True, + device_rank=0, + ), + InProcessRunner( + runner_id=RUNNER_2_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=RunningRunnerStatus(), + downloaded=True, + device_rank=1, + ), + ], + state=State( + node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Running}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.ACTIVE, + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=2), + RUNNER_2_ID: make_shard_metadata(device_rank=1, world_size=2) + }, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} + ), + hosts=[] + ), + ) + }, + runners={RUNNER_1_ID: LoadedRunnerStatus(), RUNNER_2_ID: RunningRunnerStatus()}, + tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, + ), + expected_op=ExecuteTaskOp( + runner_id=RUNNER_1_ID, + task=ChatCompletionTask( + task_id=TASK_1_ID, + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_params=ChatCompletionTaskParams( + model=str(MODEL_A_ID), + messages=[ChatCompletionMessage(role="user", content="Hello, world!")], + ), + task_status=TaskStatus.PENDING, + ), + ), + ), + + PlanTestCase( + description="other runner failed -> RunnerDownOp", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=LoadedRunnerStatus(), + downloaded=True, + device_rank=0, + ), + InProcessRunner( + runner_id=RUNNER_2_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=FailedRunnerStatus(), + downloaded=True, + device_rank=1, + ), + ], + state=State( + node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.ACTIVE, + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=2), + RUNNER_2_ID: make_shard_metadata(device_rank=1, world_size=2) + }, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} + ), + hosts=[] + ), + ) + }, + runners={RUNNER_1_ID: LoadedRunnerStatus(), RUNNER_2_ID: FailedRunnerStatus()}, + ), + expected_op=RunnerDownOp(runner_id=RUNNER_1_ID) + ), + + PlanTestCase( + description="this runner failed (1 node) -> RunnerDownOp", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=FailedRunnerStatus(), + downloaded=True, + device_rank=0, + ), + ], + state=State( + node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.ACTIVE, + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1), + }, + node_to_runner={NODE_A: RUNNER_1_ID} + ), + hosts=[] + ), + ) + }, + runners={RUNNER_1_ID: FailedRunnerStatus()}, + ), + expected_op=RunnerDownOp(runner_id=RUNNER_1_ID) ), - ), -] -# --------------------------------------------------------------------------- -# Shared factory helpers -# --------------------------------------------------------------------------- + PlanTestCase( + description="this runner failed (2 nodes) -> no-op", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=FailedRunnerStatus(), + downloaded=True, + device_rank=0, + ), + InProcessRunner( + runner_id=RUNNER_2_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=LoadedRunnerStatus(), + downloaded=True, + device_rank=1, + ), + ], + state=State( + node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.ACTIVE, + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=2), + RUNNER_2_ID: make_shard_metadata(device_rank=1, world_size=2) + }, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} + ), + hosts=[] + ), + ) + }, + runners={RUNNER_1_ID: FailedRunnerStatus(), RUNNER_2_ID: LoadedRunnerStatus()}, + ), + expected_op=None + ), + PlanTestCase( + description="this node failed, other node spun down -> RunnerDownOp", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=FailedRunnerStatus(), + downloaded=True, + device_rank=0, + ), + InProcessRunner( + runner_id=RUNNER_2_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=ReadyRunnerStatus(), + downloaded=True, + device_rank=1, + ), + ], + state=State( + node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.ACTIVE, + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=2), + RUNNER_2_ID: make_shard_metadata(device_rank=1, world_size=2) + }, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} + ), + hosts=[] + ), + ) + }, + runners={RUNNER_1_ID: FailedRunnerStatus(), RUNNER_2_ID: ReadyRunnerStatus()}, + ), + expected_op=RunnerDownOp(runner_id=RUNNER_1_ID) + ), -@dataclass(frozen=True, slots=True) -class RunnerContext: - runner_id: RunnerId - instance_id: InstanceId - shard_metadata: PipelineShardMetadata - instance_params: InstanceParams - - -# TODO: generalize this it's in conftest. -def _build_worker_state( - *, - tmp_path: Path, - node_id: NodeId, - pipeline_shard_metadata: PipelineShardMetadata, - runner_cases: List[RunnerCase], -) -> tuple[State, List[RunnerContext]]: - """Construct a WorkerState plus per-runner context objects.""" - - instances: dict[InstanceId, Instance] = {} - runner_contexts: list[RunnerContext] = [] - - for idx, _ in enumerate(runner_cases): - runner_id = RunnerId() - instance_id = InstanceId() - model_id = ModelId() - - # Unique sub-directory per runner to allow selective `downloaded` mocking. - model_subdir = tmp_path / f"runner_{idx}" - model_subdir.mkdir(exist_ok=True) - - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard={runner_id: pipeline_shard_metadata}, - node_to_runner={node_id: runner_id}, - ) - - instance_params = InstanceParams( - shard_assignments=shard_assignments, - hosts=[], - ) - - instance = Instance( - instance_id=instance_id, - instance_params=instance_params, - instance_type=TypeOfInstance.ACTIVE, - ) - - instances[instance_id] = instance - - runner_contexts.append( - RunnerContext( - runner_id=runner_id, - instance_id=instance_id, - shard_metadata=pipeline_shard_metadata, - instance_params=instance_params, - ) - ) - - worker_state = State( - node_status={node_id: NodeStatus.Idle}, - instances=instances, - ) - - return worker_state, runner_contexts + ] # --------------------------------------------------------------------------- @@ -189,46 +839,80 @@ def _build_worker_state( # Pre-compute readable identifiers for each case to avoid lambda typing issues. -@pytest.mark.parametrize("case", TEST_CASES, ids=[case.id() for case in TEST_CASES]) -def test_worker_plan(case: PlanTestCase, tmp_path: Path, monkeypatch: pytest.MonkeyPatch, pipeline_shard_meta: Callable[..., PipelineShardMetadata]) -> None: +@pytest.mark.parametrize( + "case", + # We use a factory to delay test case generation until tmp_path is available. + [pytest.param(c, id=c.id()) for c in _get_test_cases(Path(tempfile.TemporaryDirectory().name))], +) +def test_worker_plan(case: PlanTestCase, tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> None: """Exercise Worker.plan across declarative scenarios.""" - # Fresh identifier for isolation of node - node_id = NodeId() + print(f"----- case: {case.description}") - # Assemble WorkerState and surrounding objects --------------------------------------- - worker_state, runner_contexts = _build_worker_state( - tmp_path=tmp_path, - node_id=node_id, - pipeline_shard_metadata=pipeline_shard_meta(1, 0), - runner_cases=case.runners, + # Regenerate test cases with the actual tmp_path fixture + test_cases = {c.description: c for c in _get_test_cases(tmp_path)} + case = test_cases[case.description] + + node_id = NODE_A + initial_state = State( + node_status={node_id: NodeStatus.Idle}, + instances={}, + runners={}, + tasks={}, ) - # Replace with explicit override if provided by the scenario. - if case.worker_state_override is not None: - worker_state = case.worker_state_override - logger = logging.getLogger("test_worker_plan") - worker = Worker(node_id=node_id, initial_state=worker_state, logger=logger) + worker = Worker(node_id=node_id, initial_state=initial_state, worker_events=None, logger=logger) - # Build assigned_runners and a path→downloaded lookup -------------------------------- path_downloaded_map: dict[str, bool] = {} - for idx, runner_case in enumerate(case.runners): - runner_status = runner_case.status - ctx = runner_contexts[idx] + runner_config: InProcessRunner + for runner_config in case.in_process_runners: + + model_path = tmp_path / f"model_for_runner_{runner_config.runner_id}" + model_path.mkdir(exist_ok=True, parents=True) - assigned_runner = AssignedRunner( - runner_id=ctx.runner_id, - instance_id=ctx.instance_id, - shard_metadata=ctx.shard_metadata, - hosts=ctx.instance_params.hosts, - status=runner_status, + if len(case.state.instances) == 1: + instance_id = next(iter(case.state.instances)) + + shard_assignments = case.state.instances[instance_id].instance_params.shard_assignments + shard_metadata = shard_assignments.runner_to_shard[runner_config.runner_id] + + # Only add this runner if it belongs to our node + runner_node = None + for node, runner in shard_assignments.node_to_runner.items(): + if runner == runner_config.runner_id: + runner_node = node + break + + if runner_node != node_id: + # This runner belongs to a different node, skip it + continue + + elif len(case.state.instances) == 0: + shard_metadata = PipelineShardMetadata( + device_rank=runner_config.device_rank, + world_size=1, + model_meta=make_model_meta(runner_config.model_id), + start_layer=0, + end_layer=1, + n_layers=1, + ) + else: + raise Exception('test_worker_plan not currently designed to have more than 1 instance.') + + + assigned_runner = OverrideAssignedRunner( + runner_id=runner_config.runner_id, + instance_id=runner_config.instance_id, + shard_metadata=shard_metadata, + hosts=[], + status=runner_config.status, runner=None, + downloaded=runner_config.downloaded ) - worker.assigned_runners[ctx.runner_id] = assigned_runner - - path_downloaded_map[str(build_model_path(ctx.shard_metadata.model_meta.model_id))] = runner_case.downloaded + worker.assigned_runners[runner_config.runner_id] = assigned_runner + path_downloaded_map[str(build_model_path(shard_metadata.model_meta.model_id))] = runner_config.downloaded # Stub filesystem existence check ------------------------------------------------------ from worker import main as worker_main # local import for module-scoped os @@ -238,19 +922,5 @@ def test_worker_plan(case: PlanTestCase, tmp_path: Path, monkeypatch: pytest.Mon monkeypatch.setattr(worker_main.os.path, "exists", _fake_exists) - # Plan and assert ---------------------------------------------------------------------- - op = worker.plan(worker_state) - - if case.expected_op_type is None: - assert op is None, f"Unexpected op {op} for scenario: {case.description}" - else: - assert isinstance(op, case.expected_op_type), ( - f"Expected {case.expected_op_type.__name__}, got {type(op).__name__ if op else 'None'}" - ) - - assert case.expected_op_runner_idx is not None, "Runner index must be set when expecting an op" - target_ctx = runner_contexts[case.expected_op_runner_idx] - - assert op.runner_id == target_ctx.runner_id - assert op.instance_id == target_ctx.instance_id - assert op.shard_metadata == target_ctx.shard_metadata + op = worker.plan(case.state) + assert op == case.expected_op diff --git a/worker/tests/test_worker_plan_utils.py b/worker/tests/test_worker_plan_utils.py new file mode 100644 index 00000000..05298efd --- /dev/null +++ b/worker/tests/test_worker_plan_utils.py @@ -0,0 +1,212 @@ +from __future__ import annotations + +from dataclasses import dataclass +from pathlib import Path +from typing import Final, List, Optional, override +from uuid import UUID + +from shared.types.common import NodeId +from shared.types.models import ModelId, ModelMetadata +from shared.types.state import State +from shared.types.tasks import TaskId +from shared.types.worker.common import InstanceId, NodeStatus, RunnerId +from shared.types.worker.downloads import DownloadOngoing, DownloadProgressData +from shared.types.worker.instances import Instance, InstanceParams, TypeOfInstance +from shared.types.worker.ops import RunnerOp +from shared.types.worker.runners import ( + AssignedRunnerStatus, + DownloadingRunnerStatus, + RunnerStatus, + ShardAssignments, +) +from shared.types.worker.shards import PipelineShardMetadata +from worker.download.model_cards import MODEL_CARDS, ModelCard +from worker.main import AssignedRunner + +NODE_A: Final[NodeId] = NodeId(uuid=UUID("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa")) +NODE_B: Final[NodeId] = NodeId(uuid=UUID("bbbbbbbb-bbbb-4bbb-8bbb-bbbbbbbbbbbb")) + +# Define constant IDs for deterministic test cases +RUNNER_1_ID: Final[RunnerId] = RunnerId(uuid=UUID("cccccccc-aaaa-4aaa-8aaa-aaaaaaaaaaaa")) +INSTANCE_1_ID: Final[InstanceId] = InstanceId() +RUNNER_2_ID: Final[RunnerId] = RunnerId(uuid=UUID("dddddddd-aaaa-4aaa-8aaa-aaaaaaaaaaaa")) +INSTANCE_2_ID: Final[InstanceId] = InstanceId() +MODEL_A_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' +MODEL_B_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' +TASK_1_ID: Final[TaskId] = TaskId() + +@dataclass(slots=True, frozen=True) +class InProcessRunner: + """Minimal description of a runner's in-process state.""" + # TODO: Rename to InProcessRunnerConfig and create a constructor for OverrideAssignedRunner. + + runner_id: RunnerId + instance_id: InstanceId + model_id: ModelId + status: RunnerStatus + downloaded: bool + device_rank: int = 0 + +# Helper class to override the is_downloaded property to whatever is specified by InProcessRunner +class OverrideAssignedRunner(AssignedRunner): + downloaded: bool + + @property + @override + def is_downloaded(self) -> bool: + return self.downloaded + + +@dataclass(slots=True, frozen=True) +class PlanTestCase: + """Table-driven description of an entire planning scenario.""" + + description: str + state: State + in_process_runners: List[InProcessRunner] + expected_op: Optional[RunnerOp] + + def id(self) -> str: # noqa: D401 + return self.description.replace(" ", "_") + + +def make_shard_metadata(device_rank: int, world_size: int, model_id: ModelId = MODEL_A_ID) -> PipelineShardMetadata: + """Create PipelineShardMetadata with proper layer assignments based on device_rank and world_size.""" + total_layers = world_size # For simplicity in tests, total_layers = world_size + + if world_size == 1: + start_layer = 0 + end_layer = 1 + n_layers = 1 + else: + # For multi-device setup, each device gets one layer + start_layer = device_rank + end_layer = device_rank + 1 + n_layers = total_layers + + return PipelineShardMetadata( + device_rank=device_rank, + world_size=world_size, + model_meta=make_model_meta(model_id), + start_layer=start_layer, + end_layer=end_layer, + n_layers=n_layers, + ) + + +def make_downloading_status(node_id: NodeId) -> DownloadingRunnerStatus: + """Factory for a *Downloading* status with placeholder progress.""" + return DownloadingRunnerStatus( + download_progress=DownloadOngoing( + node_id=node_id, + download_progress=DownloadProgressData(total_bytes=1, downloaded_bytes=0), + ) + ) + +def make_model_meta( + model_id: str +) -> ModelMetadata: + model_card: ModelCard + for card in MODEL_CARDS.values(): + if card.repo_id == model_id: + model_card = card + + return ModelMetadata( + model_id=model_id, + pretty_name=model_card.id, + storage_size_kilobytes=10**6, + n_layers=16, + ) + + raise Exception(f'Unknown model_id passed: {model_id}') + + ## Alternatively, if we are ok for this method to be async: + # await _get_model_meta(model_id) + + +def create_worker_state( + *, + node_id: NodeId, + runner_configs: list[tuple[RunnerId, InstanceId, ModelId]], + tmp_path: Path, +) -> State: + """Create a test `State` based on a list of runner configurations.""" + instances: dict[InstanceId, Instance] = {} + for runner_id, instance_id, model_id in runner_configs: + model_path = tmp_path / f"model_for_runner_{runner_id}" + model_path.mkdir(exist_ok=True, parents=True) + + shard_metadata = PipelineShardMetadata( + device_rank=0, + world_size=1, + model_meta=make_model_meta(model_id), + start_layer=0, + end_layer=1, + n_layers=1, + ) + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard={runner_id: shard_metadata}, + node_to_runner={node_id: runner_id}, + ) + instance_params = InstanceParams( + shard_assignments=shard_assignments, + hosts=[], + ) + instance = Instance( + instance_id=instance_id, + instance_params=instance_params, + instance_type=TypeOfInstance.ACTIVE, + ) + instances[instance_id] = instance + + return State( + node_status={node_id: NodeStatus.Idle}, + instances=instances, + runners={runner_id: AssignedRunnerStatus() for runner_id, _, _ in runner_configs}, + tasks={}, + ) + + +def make_instance( + instance_id: InstanceId, + model_id: ModelId, + tmp_path: Path, + runner_specs: list[tuple[RunnerId, NodeId, int]], +) -> Instance: + """Creates an instance with one or more runners.""" + runner_to_shard: dict[RunnerId, PipelineShardMetadata] = {} + node_to_runner: dict[NodeId, RunnerId] = {} + world_size = len(runner_specs) + + for runner_id, node_id, device_rank in runner_specs: + model_path = tmp_path / f"model_for_runner_{runner_id}" + model_path.mkdir(exist_ok=True, parents=True) + + shard_metadata = PipelineShardMetadata( + device_rank=device_rank, + world_size=world_size, + model_meta=make_model_meta(model_id), + start_layer=0, + end_layer=1, + n_layers=1, + ) + runner_to_shard[runner_id] = shard_metadata + node_to_runner[node_id] = runner_id + + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard=runner_to_shard, + node_to_runner=node_to_runner, + ) + instance_params = InstanceParams( + shard_assignments=shard_assignments, + hosts=[], + ) + return Instance( + instance_id=instance_id, + instance_params=instance_params, + instance_type=TypeOfInstance.ACTIVE, + ) + +### For worker plan tests \ No newline at end of file diff --git a/worker/tests/test_worker_state.py b/worker/tests/test_worker_state.py index 99f154d7..1d010101 100644 --- a/worker/tests/test_worker_state.py +++ b/worker/tests/test_worker_state.py @@ -1,6 +1,7 @@ ## Tests for worker state differentials ## When the worker state changes, this should be reflected by a worker intention. + import asyncio from typing import Callable from uuid import uuid4 @@ -19,7 +20,7 @@ async def test_worker_runs_and_stops(worker: Worker): await worker.start() await asyncio.sleep(0.01) - assert worker._is_running # type: ignore + assert worker._is_running, worker._task.exception() # type: ignore await worker.stop() await asyncio.sleep(0.01) From 5097493a42d432367bc0c2cafd9e84e6e6e15339 Mon Sep 17 00:00:00 2001 From: Matt Beton Date: Thu, 24 Jul 2025 13:22:58 +0100 Subject: [PATCH 100/224] Fix tests --- shared/types/events/__init__.py | 61 ++++++++++++++++++++++++++++++ shared/types/events/_common.py | 63 +------------------------------ shared/types/events/_events.py | 7 +++- shared/types/events/components.py | 2 +- worker/main.py | 13 +------ 5 files changed, 71 insertions(+), 75 deletions(-) diff --git a/shared/types/events/__init__.py b/shared/types/events/__init__.py index b3c5ac1b..c3052e88 100644 --- a/shared/types/events/__init__.py +++ b/shared/types/events/__init__.py @@ -14,3 +14,64 @@ EventParser: TypeAdapter[Event] = TypeAdapter(Event) """Type adaptor to parse :class:`Event`s.""" __all__ = ["Event", "EventParser", "apply", "EventFromEventLog"] + +# Event type consistency check - runs after all imports are complete +def _check_event_type_consistency(): + import types + import typing + + from shared.constants import get_error_reporting_message + + from ._common import _BaseEvent, _EventType # pyright: ignore[reportPrivateUsage] + from ._events import _Event # pyright: ignore[reportPrivateUsage] + + # Grab enum values from members + member_enum_values = [m for m in _EventType] + + # grab enum values from the union => scrape the type annotation + union_enum_values: list[_EventType] = [] + union_classes = list(typing.get_args(_Event)) + for cls in union_classes: # pyright: ignore[reportAny] + assert issubclass(cls, object), ( + f"{get_error_reporting_message()}", + f"The class {cls} is NOT a subclass of {object}." + ) + + # ensure the first base parameter is ALWAYS _BaseEvent + base_cls = list(types.get_original_bases(cls)) + assert len(base_cls) >= 1 and issubclass(base_cls[0], object) \ + and issubclass(base_cls[0], _BaseEvent), ( + f"{get_error_reporting_message()}", + f"The class {cls} does NOT inherit from {_BaseEvent} {typing.get_origin(base_cls[0])}." + ) + + # grab type hints and extract the right values from it + cls_hints = typing.get_type_hints(cls) + assert "event_type" in cls_hints and \ + typing.get_origin(cls_hints["event_type"]) is typing.Literal, ( # pyright: ignore[reportAny] + f"{get_error_reporting_message()}", + f"The class {cls} is missing a {typing.Literal}-annotated `event_type` field." + ) + + # make sure the value is an instance of `_EventType` + enum_value = list(typing.get_args(cls_hints["event_type"])) + assert len(enum_value) == 1 and isinstance(enum_value[0], _EventType), ( + f"{get_error_reporting_message()}", + f"The `event_type` of {cls} has a non-{_EventType} literal-type." + ) + union_enum_values.append(enum_value[0]) + + # ensure there is a 1:1 bijection between the two + for m in member_enum_values: + assert m in union_enum_values, ( + f"{get_error_reporting_message()}", + f"There is no event-type registered for {m} in {_Event}." + ) + union_enum_values.remove(m) + assert len(union_enum_values) == 0, ( + f"{get_error_reporting_message()}", + f"The following events have multiple event types defined in {_Event}: {union_enum_values}." + ) + + +_check_event_type_consistency() diff --git a/shared/types/events/_common.py b/shared/types/events/_common.py index a99af369..0090dd32 100644 --- a/shared/types/events/_common.py +++ b/shared/types/events/_common.py @@ -1,12 +1,6 @@ -import types -import typing from enum import Enum from typing import TYPE_CHECKING -from shared.constants import get_error_reporting_message - -from ._events import _Event # pyright: ignore[reportPrivateUsage] - if TYPE_CHECKING: pass @@ -14,6 +8,8 @@ from pydantic import BaseModel from shared.types.common import NewUUID, NodeId +# These are exported for use in other modules +__all__ = ["EventId", "CommandId", "_EventType", "_BaseEvent"] class EventId(NewUUID): """ @@ -89,58 +85,3 @@ class _BaseEvent[T: _EventType](BaseModel): Subclasses can override this method to implement specific validation logic. """ return True - - - -def _check_event_type_consistency(): - # Grab enum values from members - member_enum_values = [m for m in _EventType] - - # grab enum values from the union => scrape the type annotation - union_enum_values: list[_EventType] = [] - union_classes = list(typing.get_args(_Event)) - for cls in union_classes: # pyright: ignore[reportAny] - assert issubclass(cls, object), ( - f"{get_error_reporting_message()}", - f"The class {cls} is NOT a subclass of {object}." - ) - - # ensure the first base parameter is ALWAYS _BaseEvent - base_cls = list(types.get_original_bases(cls)) - assert len(base_cls) >= 1 and issubclass(base_cls[0], object) \ - and issubclass(base_cls[0], _BaseEvent), ( - f"{get_error_reporting_message()}", - f"The class {cls} does NOT inherit from {_BaseEvent} {typing.get_origin(base_cls[0])}." - ) - - # grab type hints and extract the right values from it - cls_hints = typing.get_type_hints(cls) - assert "event_type" in cls_hints and \ - typing.get_origin(cls_hints["event_type"]) is typing.Literal, ( # pyright: ignore[reportAny] - f"{get_error_reporting_message()}", - f"The class {cls} is missing a {typing.Literal}-annotated `event_type` field." - ) - - # make sure the value is an instance of `_EventType` - enum_value = list(typing.get_args(cls_hints["event_type"])) - assert len(enum_value) == 1 and isinstance(enum_value[0], _EventType), ( - f"{get_error_reporting_message()}", - f"The `event_type` of {cls} has a non-{_EventType} literal-type." - ) - union_enum_values.append(enum_value[0]) - - # ensure there is a 1:1 bijection between the two - for m in member_enum_values: - assert m in union_enum_values, ( - f"{get_error_reporting_message()}", - f"There is no event-type registered for {m} in {_Event}." - ) - union_enum_values.remove(m) - assert len(union_enum_values) == 0, ( - f"{get_error_reporting_message()}", - f"The following events have multiple event types defined in {_Event}: {union_enum_values}." - ) - - -_check_event_type_consistency() - diff --git a/shared/types/events/_events.py b/shared/types/events/_events.py index 9023567c..4f14b924 100644 --- a/shared/types/events/_events.py +++ b/shared/types/events/_events.py @@ -4,14 +4,17 @@ from pydantic import Field from shared.topology import Connection, ConnectionProfile, Node, NodePerformanceProfile from shared.types.common import NodeId -from shared.types.events import CommandId from shared.types.events.chunks import GenerationChunk from shared.types.tasks import Task, TaskId, TaskStatus from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import InstanceParams, TypeOfInstance from shared.types.worker.runners import RunnerId, RunnerStatus -from ._common import _BaseEvent, _EventType # pyright: ignore[reportPrivateUsage] +from ._common import ( + CommandId, + _BaseEvent, # pyright: ignore[reportPrivateUsage] + _EventType, # pyright: ignore[reportPrivateUsage] +) class TaskCreated(_BaseEvent[_EventType.TaskCreated]): diff --git a/shared/types/events/components.py b/shared/types/events/components.py index 0a676ae8..f507d322 100644 --- a/shared/types/events/components.py +++ b/shared/types/events/components.py @@ -13,7 +13,7 @@ from typing import Callable from pydantic import BaseModel, Field, model_validator from shared.types.common import NodeId -from shared.types.events import Event +from shared.types.events._events import Event from shared.types.state import State diff --git a/worker/main.py b/worker/main.py index 2f0589e0..3af1997b 100644 --- a/worker/main.py +++ b/worker/main.py @@ -12,7 +12,6 @@ from shared.types.common import NodeId from shared.types.events import ( ChunkGenerated, Event, - InstanceCreated, InstanceId, RunnerStatusUpdated, TaskStateUpdated, @@ -78,17 +77,9 @@ class AssignedRunner(BaseModel): # TODO: This should all be shared with the master. type ApplyFromEventLog = Callable[[State, EventFromEventLog[Event]], State] def get_apply_fn() -> ApplyFromEventLog: - # TODO: this needs to be done in a nice type-safe way - def _apply_instance_created(state: State, event_from_log: InstanceCreated) -> State: - return state - + # TODO: this will get fixed in the worker-integration pr. def apply_fn(state: State, event_from_log: EventFromEventLog[Event]) -> State: - if isinstance(event_from_log.event, InstanceCreated): - next_state = _apply_instance_created(state, event_from_log.event) - else: - raise ValueError(f"Unknown event type: {event_from_log.event}") - next_state.last_event_applied_idx = event_from_log.idx_in_log - return next_state + return state return apply_fn From df1fe3af26d0f802770d63787c842b3457265099 Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Thu, 24 Jul 2025 14:27:09 +0100 Subject: [PATCH 101/224] Topology apply Co-authored-by: Gelu Vrabie --- shared/apply/__init__.py | 3 + .../events/_apply.py => apply/apply.py} | 78 ++------ shared/types/events/__init__.py | 68 +------ shared/types/events/_common.py | 87 --------- shared/types/events/_events.py | 166 +++++++++++++++--- shared/types/events/chunks.py | 7 +- shared/types/events/commands.py | 3 +- shared/types/events/components.py | 3 +- shared/types/topology.py | 5 +- 9 files changed, 180 insertions(+), 240 deletions(-) create mode 100644 shared/apply/__init__.py rename shared/{types/events/_apply.py => apply/apply.py} (74%) delete mode 100644 shared/types/events/_common.py diff --git a/shared/apply/__init__.py b/shared/apply/__init__.py new file mode 100644 index 00000000..534e5356 --- /dev/null +++ b/shared/apply/__init__.py @@ -0,0 +1,3 @@ +from .apply import apply + +__all__ = ["apply"] \ No newline at end of file diff --git a/shared/types/events/_apply.py b/shared/apply/apply.py similarity index 74% rename from shared/types/events/_apply.py rename to shared/apply/apply.py index 205517d9..097a5082 100644 --- a/shared/types/events/_apply.py +++ b/shared/apply/apply.py @@ -1,19 +1,13 @@ +import copy from functools import singledispatch from typing import Mapping, TypeVar # from shared.topology import Topology from shared.types.common import NodeId -from shared.types.events._events import Event -from shared.types.events.components import EventFromEventLog -from shared.types.profiling import NodePerformanceProfile -from shared.types.state import State -from shared.types.tasks import Task, TaskId -from shared.types.worker.common import NodeStatus, RunnerId -from shared.types.worker.instances import BaseInstance, InstanceId, TypeOfInstance -from shared.types.worker.runners import RunnerStatus - -from ._events import ( +from shared.types.events import ( ChunkGenerated, + Event, + EventFromEventLog, InstanceActivated, InstanceCreated, InstanceDeactivated, @@ -29,10 +23,14 @@ from ._events import ( TopologyEdgeCreated, TopologyEdgeDeleted, TopologyEdgeReplacedAtomically, - WorkerConnected, - WorkerDisconnected, WorkerStatusUpdated, ) +from shared.types.profiling import NodePerformanceProfile +from shared.types.state import State +from shared.types.tasks import Task, TaskId +from shared.types.worker.common import NodeStatus, RunnerId +from shared.types.worker.instances import BaseInstance, InstanceId, TypeOfInstance +from shared.types.worker.runners import RunnerStatus S = TypeVar("S", bound=State) @@ -120,61 +118,23 @@ def apply_worker_status_updated(state: State, event: WorkerStatusUpdated) -> Sta def apply_chunk_generated(state: State, event: ChunkGenerated) -> State: return state -# TODO implemente these -@event_apply.register -def apply_worker_connected(state: State, event: WorkerConnected) -> State: - # source_node_id = event.edge.source_node_id - # sink_node_id = event.edge.sink_node_id - - # new_node_status = dict(state.node_status) - # if source_node_id not in new_node_status: - # new_node_status[source_node_id] = NodeStatus.Idle - # if sink_node_id not in new_node_status: - # new_node_status[sink_node_id] = NodeStatus.Idle - - # new_topology = Topology() - # new_topology.add_connection(event.edge) - - # return state.model_copy(update={"node_status": new_node_status, "topology": new_topology}) - return state - -@event_apply.register -def apply_worker_disconnected(state: State, event: WorkerDisconnected) -> State: - # new_node_status: Mapping[NodeId, NodeStatus] = {nid: status for nid, status in state.node_status.items() if nid != event.vertex_id} - - # new_topology = Topology() - - # new_history = list(state.history) + [state.topology] - - # return state.model_copy(update={ - # "node_status": new_node_status, - # "topology": new_topology, - # "history": new_history - # }) - return state - - @event_apply.register def apply_topology_edge_created(state: State, event: TopologyEdgeCreated) -> State: - # new_topology = Topology() - # new_topology.add_node(event.vertex, event.vertex.node_id) - # return state.model_copy(update={"topology": new_topology}) - return state + topology = copy.copy(state.topology) + topology.add_connection(event.edge) + return state.model_copy(update={"topology": topology}) @event_apply.register def apply_topology_edge_replaced_atomically(state: State, event: TopologyEdgeReplacedAtomically) -> State: - # new_topology = Topology() - # new_topology.add_connection(event.edge) - # updated_connection = event.edge.model_copy(update={"connection_profile": event.edge_profile}) - # new_topology.update_connection_profile(updated_connection) - # return state.model_copy(update={"topology": new_topology}) - return state + topology = copy.copy(state.topology) + topology.update_connection_profile(event.edge) + return state.model_copy(update={"topology": topology}) @event_apply.register def apply_topology_edge_deleted(state: State, event: TopologyEdgeDeleted) -> State: - # new_topology = Topology() - # return state.model_copy(update={"topology": new_topology}) - return state + topology = copy.copy(state.topology) + topology.remove_connection(event.edge) + return state.model_copy(update={"topology": topology}) @event_apply.register def apply_mlx_inference_saga_prepare(state: State, event: MLXInferenceSagaPrepare) -> State: diff --git a/shared/types/events/__init__.py b/shared/types/events/__init__.py index c3052e88..462d460c 100644 --- a/shared/types/events/__init__.py +++ b/shared/types/events/__init__.py @@ -4,74 +4,10 @@ # Note: we are implementing internal details here, so importing private stuff is fine!!! from pydantic import TypeAdapter -from shared.types.events.components import EventFromEventLog - -from ._apply import Event, apply -from ._common import * from ._events import * +from .components import EventFromEventLog EventParser: TypeAdapter[Event] = TypeAdapter(Event) """Type adaptor to parse :class:`Event`s.""" -__all__ = ["Event", "EventParser", "apply", "EventFromEventLog"] - -# Event type consistency check - runs after all imports are complete -def _check_event_type_consistency(): - import types - import typing - - from shared.constants import get_error_reporting_message - - from ._common import _BaseEvent, _EventType # pyright: ignore[reportPrivateUsage] - from ._events import _Event # pyright: ignore[reportPrivateUsage] - - # Grab enum values from members - member_enum_values = [m for m in _EventType] - - # grab enum values from the union => scrape the type annotation - union_enum_values: list[_EventType] = [] - union_classes = list(typing.get_args(_Event)) - for cls in union_classes: # pyright: ignore[reportAny] - assert issubclass(cls, object), ( - f"{get_error_reporting_message()}", - f"The class {cls} is NOT a subclass of {object}." - ) - - # ensure the first base parameter is ALWAYS _BaseEvent - base_cls = list(types.get_original_bases(cls)) - assert len(base_cls) >= 1 and issubclass(base_cls[0], object) \ - and issubclass(base_cls[0], _BaseEvent), ( - f"{get_error_reporting_message()}", - f"The class {cls} does NOT inherit from {_BaseEvent} {typing.get_origin(base_cls[0])}." - ) - - # grab type hints and extract the right values from it - cls_hints = typing.get_type_hints(cls) - assert "event_type" in cls_hints and \ - typing.get_origin(cls_hints["event_type"]) is typing.Literal, ( # pyright: ignore[reportAny] - f"{get_error_reporting_message()}", - f"The class {cls} is missing a {typing.Literal}-annotated `event_type` field." - ) - - # make sure the value is an instance of `_EventType` - enum_value = list(typing.get_args(cls_hints["event_type"])) - assert len(enum_value) == 1 and isinstance(enum_value[0], _EventType), ( - f"{get_error_reporting_message()}", - f"The `event_type` of {cls} has a non-{_EventType} literal-type." - ) - union_enum_values.append(enum_value[0]) - - # ensure there is a 1:1 bijection between the two - for m in member_enum_values: - assert m in union_enum_values, ( - f"{get_error_reporting_message()}", - f"There is no event-type registered for {m} in {_Event}." - ) - union_enum_values.remove(m) - assert len(union_enum_values) == 0, ( - f"{get_error_reporting_message()}", - f"The following events have multiple event types defined in {_Event}: {union_enum_values}." - ) - - -_check_event_type_consistency() +__all__ = ["Event", "EventParser", "EventFromEventLog"] diff --git a/shared/types/events/_common.py b/shared/types/events/_common.py deleted file mode 100644 index 0090dd32..00000000 --- a/shared/types/events/_common.py +++ /dev/null @@ -1,87 +0,0 @@ -from enum import Enum -from typing import TYPE_CHECKING - -if TYPE_CHECKING: - pass - -from pydantic import BaseModel - -from shared.types.common import NewUUID, NodeId - -# These are exported for use in other modules -__all__ = ["EventId", "CommandId", "_EventType", "_BaseEvent"] - -class EventId(NewUUID): - """ - Newtype around `NewUUID` - """ - - -# Event base-class boilerplate (you should basically never touch these) -# Only very specialised registry or serialisation/deserialization logic might need know about these -class CommandId(NewUUID): - """ - Newtype around `NewUUID` for command IDs - """ - - -class _EventType(str, Enum): - """ - Here are all the unique kinds of events that can be sent over the network. - """ - - # Task Saga Events - MLXInferenceSagaPrepare = "MLXInferenceSagaPrepare" - MLXInferenceSagaStartPrepare = "MLXInferenceSagaStartPrepare" - - # Task Events - TaskCreated = "TaskCreated" - TaskStateUpdated = "TaskStateUpdated" - TaskDeleted = "TaskDeleted" - - # Streaming Events - ChunkGenerated = "ChunkGenerated" - - # Instance Events - InstanceCreated = "InstanceCreated" - InstanceDeleted = "InstanceDeleted" - InstanceActivated = "InstanceActivated" - InstanceDeactivated = "InstanceDeactivated" - InstanceReplacedAtomically = "InstanceReplacedAtomically" - - # Runner Status Events - RunnerStatusUpdated = "RunnerStatusUpdated" - - # Node Performance Events - NodePerformanceMeasured = "NodePerformanceMeasured" - - # Topology Events - TopologyEdgeCreated = "TopologyEdgeCreated" - TopologyEdgeReplacedAtomically = "TopologyEdgeReplacedAtomically" - TopologyEdgeDeleted = "TopologyEdgeDeleted" - WorkerConnected = "WorkerConnected" - WorkerStatusUpdated = "WorkerStatusUpdated" - WorkerDisconnected = "WorkerDisconnected" - - # # Timer Events - # TimerCreated = "TimerCreated" - # TimerFired = "TimerFired" - - -class _BaseEvent[T: _EventType](BaseModel): - """ - This is the event base-class, to please the Pydantic gods. - PLEASE don't use this for anything unless you know why you are doing so, - instead just use the events union :) - """ - - event_type: T - event_id: EventId = EventId() - - def check_event_was_sent_by_correct_node(self, origin_id: NodeId) -> bool: - """Check if the event was sent by the correct node. - - This is a placeholder implementation that always returns True. - Subclasses can override this method to implement specific validation logic. - """ - return True diff --git a/shared/types/events/_events.py b/shared/types/events/_events.py index 4f14b924..679bd940 100644 --- a/shared/types/events/_events.py +++ b/shared/types/events/_events.py @@ -1,20 +1,101 @@ -from typing import Annotated, Literal, Union +import types +from enum import Enum +from typing import ( + TYPE_CHECKING, + Annotated, + Literal, + Union, + get_args, + get_origin, + get_type_hints, +) from pydantic import Field -from shared.topology import Connection, ConnectionProfile, Node, NodePerformanceProfile +from shared.constants import get_error_reporting_message +from shared.topology import Connection, ConnectionProfile, NodePerformanceProfile from shared.types.common import NodeId -from shared.types.events.chunks import GenerationChunk +from shared.types.events.chunks import CommandId, GenerationChunk from shared.types.tasks import Task, TaskId, TaskStatus from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import InstanceParams, TypeOfInstance from shared.types.worker.runners import RunnerId, RunnerStatus -from ._common import ( - CommandId, - _BaseEvent, # pyright: ignore[reportPrivateUsage] - _EventType, # pyright: ignore[reportPrivateUsage] -) +if TYPE_CHECKING: + pass + +from pydantic import BaseModel + +from shared.types.common import NewUUID + + +class EventId(NewUUID): + """ + Newtype around `NewUUID` + """ + + +# Event base-class boilerplate (you should basically never touch these) +# Only very specialised registry or serialisation/deserialization logic might need know about these + +class _EventType(str, Enum): + """ + Here are all the unique kinds of events that can be sent over the network. + """ + + # Task Saga Events + MLXInferenceSagaPrepare = "MLXInferenceSagaPrepare" + MLXInferenceSagaStartPrepare = "MLXInferenceSagaStartPrepare" + + # Task Events + TaskCreated = "TaskCreated" + TaskStateUpdated = "TaskStateUpdated" + TaskDeleted = "TaskDeleted" + + # Streaming Events + ChunkGenerated = "ChunkGenerated" + + # Instance Events + InstanceCreated = "InstanceCreated" + InstanceDeleted = "InstanceDeleted" + InstanceActivated = "InstanceActivated" + InstanceDeactivated = "InstanceDeactivated" + InstanceReplacedAtomically = "InstanceReplacedAtomically" + + # Runner Status Events + RunnerStatusUpdated = "RunnerStatusUpdated" + + # Node Performance Events + NodePerformanceMeasured = "NodePerformanceMeasured" + + # Topology Events + TopologyEdgeCreated = "TopologyEdgeCreated" + TopologyEdgeReplacedAtomically = "TopologyEdgeReplacedAtomically" + TopologyEdgeDeleted = "TopologyEdgeDeleted" + WorkerStatusUpdated = "WorkerStatusUpdated" + + # # Timer Events + # TimerCreated = "TimerCreated" + # TimerFired = "TimerFired" + + +class _BaseEvent[T: _EventType](BaseModel): + """ + This is the event base-class, to please the Pydantic gods. + PLEASE don't use this for anything unless you know why you are doing so, + instead just use the events union :) + """ + + event_type: T + event_id: EventId = EventId() + + def check_event_was_sent_by_correct_node(self, origin_id: NodeId) -> bool: + """Check if the event was sent by the correct node. + + This is a placeholder implementation that always returns True. + Subclasses can override this method to implement specific validation logic. + """ + return True class TaskCreated(_BaseEvent[_EventType.TaskCreated]): @@ -88,22 +169,12 @@ class NodePerformanceMeasured(_BaseEvent[_EventType.NodePerformanceMeasured]): node_profile: NodePerformanceProfile -class WorkerConnected(_BaseEvent[_EventType.WorkerConnected]): - event_type: Literal[_EventType.WorkerConnected] = _EventType.WorkerConnected - edge: Connection - - class WorkerStatusUpdated(_BaseEvent[_EventType.WorkerStatusUpdated]): event_type: Literal[_EventType.WorkerStatusUpdated] = _EventType.WorkerStatusUpdated node_id: NodeId node_state: NodeStatus -class WorkerDisconnected(_BaseEvent[_EventType.WorkerDisconnected]): - event_type: Literal[_EventType.WorkerDisconnected] = _EventType.WorkerDisconnected - vertex_id: NodeId - - class ChunkGenerated(_BaseEvent[_EventType.ChunkGenerated]): event_type: Literal[_EventType.ChunkGenerated] = _EventType.ChunkGenerated command_id: CommandId @@ -112,7 +183,7 @@ class ChunkGenerated(_BaseEvent[_EventType.ChunkGenerated]): class TopologyEdgeCreated(_BaseEvent[_EventType.TopologyEdgeCreated]): event_type: Literal[_EventType.TopologyEdgeCreated] = _EventType.TopologyEdgeCreated - vertex: Node + edge: Connection class TopologyEdgeReplacedAtomically(_BaseEvent[_EventType.TopologyEdgeReplacedAtomically]): @@ -136,9 +207,7 @@ _Event = Union[ InstanceReplacedAtomically, RunnerStatusUpdated, NodePerformanceMeasured, - WorkerConnected, WorkerStatusUpdated, - WorkerDisconnected, ChunkGenerated, TopologyEdgeCreated, TopologyEdgeReplacedAtomically, @@ -151,6 +220,61 @@ Un-annotated union of all events. Only used internally to create the registry. For all other usecases, use the annotated union of events :class:`Event` :) """ + +def _check_event_type_consistency(): + # Grab enum values from members + member_enum_values = [m for m in _EventType] + + # grab enum values from the union => scrape the type annotation + union_enum_values: list[_EventType] = [] + union_classes = list(get_args(_Event)) + for cls in union_classes: # pyright: ignore[reportAny] + assert issubclass(cls, object), ( + f"{get_error_reporting_message()}", + f"The class {cls} is NOT a subclass of {object}." + ) + + # ensure the first base parameter is ALWAYS _BaseEvent + base_cls = list(types.get_original_bases(cls)) + assert len(base_cls) >= 1 and issubclass(base_cls[0], object) \ + and issubclass(base_cls[0], _BaseEvent), ( + f"{get_error_reporting_message()}", + f"The class {cls} does NOT inherit from {_BaseEvent} {get_origin(base_cls[0])}." + ) + + # grab type hints and extract the right values from it + cls_hints = get_type_hints(cls) + assert "event_type" in cls_hints and \ + get_origin(cls_hints["event_type"]) is Literal, ( # pyright: ignore[reportAny] + f"{get_error_reporting_message()}", + f"The class {cls} is missing a {Literal}-annotated `event_type` field." + ) + + # make sure the value is an instance of `_EventType` + enum_value = list(get_args(cls_hints["event_type"])) + assert len(enum_value) == 1 and isinstance(enum_value[0], _EventType), ( + f"{get_error_reporting_message()}", + f"The `event_type` of {cls} has a non-{_EventType} literal-type." + ) + union_enum_values.append(enum_value[0]) + + # ensure there is a 1:1 bijection between the two + for m in member_enum_values: + assert m in union_enum_values, ( + f"{get_error_reporting_message()}", + f"There is no event-type registered for {m} in {_Event}." + ) + union_enum_values.remove(m) + assert len(union_enum_values) == 0, ( + f"{get_error_reporting_message()}", + f"The following events have multiple event types defined in {_Event}: {union_enum_values}." + ) + + +_check_event_type_consistency() + + + Event = Annotated[_Event, Field(discriminator="event_type")] """Type of events, a discriminated union.""" diff --git a/shared/types/events/chunks.py b/shared/types/events/chunks.py index e2cb7a7b..de5b079a 100644 --- a/shared/types/events/chunks.py +++ b/shared/types/events/chunks.py @@ -4,10 +4,15 @@ from typing import Annotated, Literal from pydantic import BaseModel, Field, TypeAdapter from shared.openai_compat import FinishReason -from shared.types.events._common import CommandId +from shared.types.common import NewUUID from shared.types.models import ModelId +class CommandId(NewUUID): + """ + Newtype around `NewUUID` for command IDs + """ + class ChunkType(str, Enum): token = "token" image = "image" diff --git a/shared/types/events/commands.py b/shared/types/events/commands.py index a4ec0e58..ae96f6d2 100644 --- a/shared/types/events/commands.py +++ b/shared/types/events/commands.py @@ -4,7 +4,8 @@ from typing import Annotated, Callable, Literal, Sequence from pydantic import BaseModel, Field, TypeAdapter from shared.types.api import ChatCompletionTaskParams -from shared.types.events import CommandId, Event +from shared.types.events import Event +from shared.types.events.chunks import CommandId from shared.types.state import InstanceId, State diff --git a/shared/types/events/components.py b/shared/types/events/components.py index f507d322..ddf9e30a 100644 --- a/shared/types/events/components.py +++ b/shared/types/events/components.py @@ -13,9 +13,10 @@ from typing import Callable from pydantic import BaseModel, Field, model_validator from shared.types.common import NodeId -from shared.types.events._events import Event from shared.types.state import State +from ._events import Event + class EventFromEventLog[T: Event](BaseModel): event: T diff --git a/shared/types/topology.py b/shared/types/topology.py index ce1d97ce..c41907ec 100644 --- a/shared/types/topology.py +++ b/shared/types/topology.py @@ -2,13 +2,10 @@ from typing import Iterable, Protocol from pydantic import BaseModel, ConfigDict -from shared.types.common import NewUUID, NodeId +from shared.types.common import NodeId from shared.types.profiling import ConnectionProfile, NodePerformanceProfile -class ConnectionId(NewUUID): - pass - class Connection(BaseModel): source_node_id: NodeId sink_node_id: NodeId From 37301604777bb8d2b58d43b66093246c9476f123 Mon Sep 17 00:00:00 2001 From: Andrei Cravtov Date: Thu, 24 Jul 2025 17:09:12 +0100 Subject: [PATCH 102/224] Fix the node-ID test Co-authored-by: Matt Beton --- shared/node_id.py | 45 ++++++++++-------------- shared/pyproject.toml | 1 + shared/tests/test_node_id_persistence.py | 42 ++++++++++++++-------- shared/utils.py | 6 ++-- uv.lock | 2 ++ 5 files changed, 52 insertions(+), 44 deletions(-) diff --git a/shared/node_id.py b/shared/node_id.py index 564a87a2..3d7942f4 100644 --- a/shared/node_id.py +++ b/shared/node_id.py @@ -1,9 +1,11 @@ +from __future__ import annotations + import logging -from multiprocessing import Lock -from multiprocessing.synchronize import Lock as LockT -from typing import Optional, TypedDict +import os +from pathlib import Path from exo_pyo3_bindings import Keypair +from filelock import FileLock from shared.constants import EXO_NODE_ID_KEYPAIR @@ -11,41 +13,32 @@ from shared.constants import EXO_NODE_ID_KEYPAIR This file is responsible for concurrent race-free persistent node-ID retrieval. """ -class _NodeIdGlobal(TypedDict): - file_lock: LockT - keypair: Optional[Keypair] -_NODE_ID_GLOBAL: _NodeIdGlobal = { - "file_lock": Lock(), - "keypair": None, -} +def _lock_path(path: str | bytes | os.PathLike[str] | os.PathLike[bytes]) -> Path: + return Path(str(path) + ".lock") -def get_node_id_keypair() -> Keypair: + +def get_node_id_keypair(path: str | bytes | os.PathLike[str] | os.PathLike[bytes] = EXO_NODE_ID_KEYPAIR) -> Keypair: """ Obtains the :class:`Keypair` associated with this node-ID. Obtain the :class:`PeerId` by from it. """ - # get from memory if we have it => read from file otherwise - if _NODE_ID_GLOBAL["keypair"] is not None: - return _NODE_ID_GLOBAL["keypair"] - # operate with cross-process lock to avoid race conditions - with _NODE_ID_GLOBAL["file_lock"]: - with open(EXO_NODE_ID_KEYPAIR, 'a+b') as f: # opens in append-mode => starts at EOF + with FileLock(_lock_path(path)): + with open(path, 'a+b') as f: # opens in append-mode => starts at EOF # if non-zero EOF, then file exists => use to get node-ID if f.tell() != 0: - f.seek(0) # go to start & read protobuf-encoded bytes + f.seek(0) # go to start & read protobuf-encoded bytes protobuf_encoded = f.read() - try: # if decoded successfully, save & return - _NODE_ID_GLOBAL["keypair"] = Keypair.from_protobuf_encoding(protobuf_encoded) - return _NODE_ID_GLOBAL["keypair"] - except RuntimeError as e: # on runtime error, assume corrupt file + try: # if decoded successfully, save & return + return Keypair.from_protobuf_encoding(protobuf_encoded) + except RuntimeError as e: # on runtime error, assume corrupt file logging.warning(f"Encountered runtime error when trying to get keypair: {e}") # if no valid credentials, create new ones and persist - with open(EXO_NODE_ID_KEYPAIR, 'w+b') as f: - _NODE_ID_GLOBAL["keypair"] = Keypair.generate_ed25519() - f.write(_NODE_ID_GLOBAL["keypair"].to_protobuf_encoding()) - return _NODE_ID_GLOBAL["keypair"] \ No newline at end of file + with open(path, 'w+b') as f: + keypair = Keypair.generate_ed25519() + f.write(keypair.to_protobuf_encoding()) + return keypair diff --git a/shared/pyproject.toml b/shared/pyproject.toml index 78920a59..05d3ff74 100644 --- a/shared/pyproject.toml +++ b/shared/pyproject.toml @@ -5,6 +5,7 @@ description = "Shared utilities for the Exo project" readme = "README.md" requires-python = ">=3.13" dependencies = [ + "filelock>=3.18.0", "aiosqlite>=0.20.0", "networkx>=3.5", "openai>=1.93.0", diff --git a/shared/tests/test_node_id_persistence.py b/shared/tests/test_node_id_persistence.py index 6f030b74..44943f49 100644 --- a/shared/tests/test_node_id_persistence.py +++ b/shared/tests/test_node_id_persistence.py @@ -1,7 +1,11 @@ +from __future__ import annotations + import contextlib import logging +import multiprocessing import os -from multiprocessing import Event, Process, Queue, Semaphore +from multiprocessing import Event, Queue, Semaphore +from multiprocessing.process import BaseProcess from multiprocessing.queues import Queue as QueueT from multiprocessing.synchronize import Event as EventT from multiprocessing.synchronize import Semaphore as SemaphoreT @@ -14,10 +18,9 @@ from shared.node_id import get_node_id_keypair NUM_CONCURRENT_PROCS = 10 -def _get_keypair_concurrent(num_procs: int) -> bytes: - assert num_procs > 0 - def subprocess_task(pid: int, sem: SemaphoreT, ev: EventT, queue: QueueT[bytes]) -> None: +def _get_keypair_concurrent_subprocess_task(pid: int, sem: SemaphoreT, ev: EventT, queue: QueueT[bytes]) -> None: + try: # synchronise with parent process logging.info(msg=f"SUBPROCESS {pid}: Started") sem.release() @@ -27,9 +30,12 @@ def _get_keypair_concurrent(num_procs: int) -> bytes: logging.info(msg=f"SUBPROCESS {pid}: Reading start") queue.put(get_node_id_keypair().to_protobuf_encoding()) logging.info(msg=f"SUBPROCESS {pid}: Reading end") + except Exception as e: + logging.error(msg=f"SUBPROCESS {pid}: Error encountered: {e}") - # notify master of finishing - sem.release() + +def _get_keypair_concurrent(num_procs: int) -> bytes: + assert num_procs > 0 sem = Semaphore(0) ev = Event() @@ -37,8 +43,12 @@ def _get_keypair_concurrent(num_procs: int) -> bytes: # make parent process wait for all subprocesses to start logging.info(msg=f"PARENT: Starting {num_procs} subprocesses") + ps: list[BaseProcess] = [] for i in range(num_procs): - Process(target=subprocess_task, args=(i + 1, sem, ev, queue)).start() + p = multiprocessing.get_context("fork").Process(target=_get_keypair_concurrent_subprocess_task, + args=(i + 1, sem, ev, queue)) + ps.append(p) + p.start() for _ in range(num_procs): sem.acquire() @@ -47,26 +57,30 @@ def _get_keypair_concurrent(num_procs: int) -> bytes: ev.set() # wait until all subprocesses are done & read results - for _ in range(num_procs): - sem.acquire() + for p in ps: + p.join() # check that the input/output order match, and that # all subprocesses end up reading the same file logging.info(msg="PARENT: Checking consistency") keypair: Optional[bytes] = None - assert queue.qsize() > 0 - while queue.qsize() > 0: + qsize = 0 # cannot use Queue.qsize due to MacOS incompatibility :( + while not queue.empty(): + qsize += 1 temp_keypair = queue.get() if keypair is None: keypair = temp_keypair else: assert keypair == temp_keypair - return keypair # pyright: ignore[reportReturnType] + assert num_procs == qsize + return keypair # pyright: ignore[reportReturnType] + def _delete_if_exists(p: str | bytes | os.PathLike[str] | os.PathLike[bytes]): with contextlib.suppress(OSError): os.remove(p) + def test_node_id_fetching(caplog: LogCaptureFixture): reps = 10 @@ -74,7 +88,7 @@ def test_node_id_fetching(caplog: LogCaptureFixture): _delete_if_exists(EXO_NODE_ID_KEYPAIR) kp = _get_keypair_concurrent(NUM_CONCURRENT_PROCS) - with caplog.at_level(logging.CRITICAL): # supress logs + with caplog.at_level(logging.CRITICAL): # supress logs # make sure that continuous fetches return the same value for _ in range(reps): assert kp == _get_keypair_concurrent(NUM_CONCURRENT_PROCS) @@ -82,4 +96,4 @@ def test_node_id_fetching(caplog: LogCaptureFixture): # make sure that after deleting, we are not fetching the same value _delete_if_exists(EXO_NODE_ID_KEYPAIR) for _ in range(reps): - assert kp != _get_keypair_concurrent(NUM_CONCURRENT_PROCS) \ No newline at end of file + assert kp != _get_keypair_concurrent(NUM_CONCURRENT_PROCS) diff --git a/shared/utils.py b/shared/utils.py index bf2be769..974091eb 100644 --- a/shared/utils.py +++ b/shared/utils.py @@ -1,9 +1,7 @@ -from typing import Any, Type, TypeVar - -T = TypeVar("T") +from typing import Any, Type -def ensure_type(obj: Any, expected_type: Type[T]) -> T: # type: ignore +def ensure_type[T](obj: Any, expected_type: Type[T]) -> T: # type: ignore if not isinstance(obj, expected_type): raise TypeError(f"Expected {expected_type}, got {type(obj)}") # type: ignore return obj diff --git a/uv.lock b/uv.lock index 3c541f99..d771b989 100644 --- a/uv.lock +++ b/uv.lock @@ -269,6 +269,7 @@ version = "0.1.0" source = { editable = "shared" } dependencies = [ { name = "aiosqlite", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "filelock", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "greenlet", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "networkx", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "openai", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, @@ -291,6 +292,7 @@ dev = [ [package.metadata] requires-dist = [ { name = "aiosqlite", specifier = ">=0.20.0" }, + { name = "filelock", specifier = ">=3.18.0" }, { name = "greenlet", specifier = ">=3.2.3" }, { name = "networkx", specifier = ">=3.5" }, { name = "openai", specifier = ">=1.93.0" }, From 67c70b22e40ae7292efc87442de3db885558f049 Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Thu, 24 Jul 2025 17:12:52 +0100 Subject: [PATCH 103/224] Best master --- master/api.py | 13 +- master/logging.py | 115 ----------- master/main.py | 167 +++++++++++++-- master/tests/test_master.py | 71 +++++++ shared/db/sqlite/connector.py | 7 + shared/logger.py | 101 --------- shared/models/model_cards.py | 252 +++++++++++++++++++++++ shared/models/model_meta.py | 89 ++++++++ shared/types/api.py | 6 + shared/types/events/components.py | 6 +- shared/types/request.py | 23 +++ worker/download/conftest.py | 6 +- worker/download/impl_shard_downloader.py | 4 +- worker/download/model_cards.py | 133 ------------ worker/download/model_meta.py | 124 ----------- worker/logging.py | 13 -- worker/main.py | 17 +- worker/tests/test_worker_plan_utils.py | 2 +- 18 files changed, 610 insertions(+), 539 deletions(-) delete mode 100644 master/logging.py create mode 100644 master/tests/test_master.py delete mode 100644 shared/logger.py create mode 100644 shared/models/model_cards.py create mode 100644 shared/models/model_meta.py create mode 100644 shared/types/request.py delete mode 100644 worker/download/model_cards.py delete mode 100644 worker/download/model_meta.py delete mode 100644 worker/logging.py diff --git a/master/api.py b/master/api.py index ec697140..dd99a5cf 100644 --- a/master/api.py +++ b/master/api.py @@ -1,8 +1,7 @@ import asyncio import time -from asyncio.queues import Queue from collections.abc import AsyncGenerator -from typing import Sequence, final +from typing import List, Sequence, final import uvicorn from fastapi import FastAPI @@ -46,11 +45,11 @@ def chunk_to_response(chunk: TokenChunk) -> ChatCompletionResponse: @final class API: - def __init__(self, command_queue: Queue[Command], global_events: AsyncSQLiteEventStorage) -> None: + def __init__(self, command_buffer: List[Command], global_events: AsyncSQLiteEventStorage) -> None: self._app = FastAPI() self._setup_routes() - self.command_queue = command_queue + self.command_buffer = command_buffer self.global_events = global_events def _setup_routes(self) -> None: @@ -105,7 +104,7 @@ class API: command_type=CommandTypes.CHAT_COMPLETION, request_params=payload, ) - await self.command_queue.put(request) + self.command_buffer.append(request) finished = False while not finished: @@ -139,11 +138,11 @@ class API: def start_fastapi_server( - command_queue: Queue[Command], + command_buffer: List[Command], global_events: AsyncSQLiteEventStorage, host: str = "0.0.0.0", port: int = 8000, ): - api = API(command_queue, global_events) + api = API(command_buffer, global_events) uvicorn.run(api.app, host=host, port=port) \ No newline at end of file diff --git a/master/logging.py b/master/logging.py deleted file mode 100644 index 40d6812d..00000000 --- a/master/logging.py +++ /dev/null @@ -1,115 +0,0 @@ -from collections.abc import Set -from typing import Literal - -from shared.logging.common import LogEntry, LogEntryType - - -class MasterUninitializedLogEntry(LogEntry[Literal["master_uninitialized"]]): - entry_destination: Set[LogEntryType] = {LogEntryType.cluster} - entry_type: Literal["master_uninitialized"] = "master_uninitialized" - message: str = "No master state found, creating new one." - - -class MasterCommandReceivedLogEntry(LogEntry[Literal["master_command_received"]]): - entry_destination: Set[LogEntryType] = {LogEntryType.cluster} - entry_type: Literal["master_command_received"] = "master_command_received" - command_name: str - - -class MasterInvalidCommandReceivedLogEntry( - LogEntry[Literal["master_invalid_command_received"]] -): - entry_destination: Set[LogEntryType] = {LogEntryType.cluster} - entry_type: Literal["master_invalid_command_received"] = ( - "master_invalid_command_received" - ) - command_name: str - - -class MasterCommandRunnerNotRunningLogEntry( - LogEntry[Literal["master_command_runner_not_running"]] -): - entry_destination: Set[LogEntryType] = {LogEntryType.cluster} - entry_type: Literal["master_command_runner_not_running"] = ( - "master_command_runner_not_running" - ) - message: str = "Command Runner Not Running" - - -class MasterStateManagerStoppedLogEntry( - LogEntry[Literal["master_state_manager_stopped"]] -): - entry_destination: Set[LogEntryType] = {LogEntryType.cluster} - entry_type: Literal["master_state_manager_stopped"] = "master_state_manager_stopped" - message: str = "State Manager Stopped" - - -class EventCategoryUnknownLogEntry(LogEntry[Literal["event_category_unknown"]]): - entry_destination: Set[LogEntryType] = {LogEntryType.cluster} - entry_type: Literal["event_category_unknown"] = "event_category_unknown" - event_category: str - message: str = "Event Category Unknown, Skipping Event." - - -class StateUpdateLoopAlreadyRunningLogEntry( - LogEntry[Literal["state_update_loop_already_running"]] -): - entry_destination: Set[LogEntryType] = {LogEntryType.cluster} - entry_type: Literal["state_update_loop_already_running"] = ( - "state_update_loop_already_running" - ) - message: str = "State Update Loop Already Running" - - -class StateUpdateLoopStartedLogEntry(LogEntry[Literal["state_update_loop_started"]]): - entry_destination: Set[LogEntryType] = {LogEntryType.cluster} - entry_type: Literal["state_update_loop_started"] = "state_update_loop_started" - message: str = "State Update Loop Started" - - -class StateUpdateLoopNotRunningLogEntry( - LogEntry[Literal["state_update_loop_not_running"]] -): - entry_destination: Set[LogEntryType] = {LogEntryType.cluster} - entry_type: Literal["state_update_loop_not_running"] = ( - "state_update_loop_not_running" - ) - message: str = "State Update Loop Not Running" - - -class StateUpdateLoopStoppedLogEntry(LogEntry[Literal["state_update_loop_stopped"]]): - entry_destination: Set[LogEntryType] = {LogEntryType.cluster} - entry_type: Literal["state_update_loop_stopped"] = "state_update_loop_stopped" - message: str = "State Update Loop Stopped" - - -class StateUpdateErrorLogEntry(LogEntry[Literal["state_update_error"]]): - entry_destination: Set[LogEntryType] = {LogEntryType.cluster} - entry_type: Literal["state_update_error"] = "state_update_error" - error: Exception - - -class StateUpdateEffectHandlerErrorLogEntry( - LogEntry[Literal["state_update_effect_handler_error"]] -): - entry_destination: Set[LogEntryType] = {LogEntryType.cluster} - entry_type: Literal["state_update_effect_handler_error"] = ( - "state_update_effect_handler_error" - ) - error: Exception - - -MasterLogEntries = ( - MasterUninitializedLogEntry - | MasterCommandReceivedLogEntry - | MasterInvalidCommandReceivedLogEntry - | MasterCommandRunnerNotRunningLogEntry - | MasterStateManagerStoppedLogEntry - | EventCategoryUnknownLogEntry - | StateUpdateLoopAlreadyRunningLogEntry - | StateUpdateLoopStartedLogEntry - | StateUpdateLoopNotRunningLogEntry - | StateUpdateLoopStoppedLogEntry - | StateUpdateErrorLogEntry - | StateUpdateEffectHandlerErrorLogEntry -) diff --git a/master/main.py b/master/main.py index 6cb646aa..e9baf241 100644 --- a/master/main.py +++ b/master/main.py @@ -1,25 +1,52 @@ import asyncio +import os import threading -from asyncio.queues import Queue from logging import Logger +from pathlib import Path +from typing import List from master.api import start_fastapi_server +from master.election_callback import ElectionCallbacks +from master.forwarder_supervisor import ForwarderSupervisor +from shared.apply import apply from shared.db.sqlite.config import EventLogConfig from shared.db.sqlite.connector import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogManager +from shared.models.model_cards import MODEL_CARDS +from shared.models.model_meta import get_model_meta from shared.types.common import NodeId -from shared.types.events import ChunkGenerated +from shared.types.events import ( + ChunkGenerated, + CommandId, + InstanceCreated, + TaskCreated, +) from shared.types.events.chunks import TokenChunk -from shared.types.events.commands import Command, CommandId +from shared.types.events.commands import ( + ChatCompletionCommand, + Command, + CreateInstanceCommand, + DeleteInstanceCommand, +) +from shared.types.state import State +from shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus, TaskType +from shared.types.worker.common import InstanceId +from shared.types.worker.instances import ( + InstanceParams, + ShardAssignments, + TypeOfInstance, +) +from shared.types.worker.runners import RunnerId +from shared.types.worker.shards import PartitionStrategy, PipelineShardMetadata ## TODO: Hook this up properly async def fake_tokens_task(events_log: AsyncSQLiteEventStorage, command_id: CommandId): model_id = "testmodelabc" - + for i in range(10): await asyncio.sleep(0.1) - + # Create the event with proper types and consistent IDs chunk_event = ChunkGenerated( command_id=command_id, @@ -31,7 +58,7 @@ async def fake_tokens_task(events_log: AsyncSQLiteEventStorage, command_id: Comm token_id=i ) ) - + # ChunkGenerated needs to be cast to the expected BaseEvent type await events_log.append_events( [chunk_event], @@ -51,7 +78,7 @@ async def fake_tokens_task(events_log: AsyncSQLiteEventStorage, command_id: Comm token_id=11, finish_reason='stop' ) - ) + ) # ChunkGenerated needs to be cast to the expected BaseEvent type await events_log.append_events( @@ -59,6 +86,111 @@ async def fake_tokens_task(events_log: AsyncSQLiteEventStorage, command_id: Comm origin=NodeId() ) +def get_node_id() -> NodeId: + return NodeId() # TODO + +class Master: + def __init__(self, command_buffer: list[Command], global_events: AsyncSQLiteEventStorage, forwarder_binary_path: Path, logger: Logger): + self.command_buffer = command_buffer + self.global_events = global_events + self.node_id = get_node_id() + self.forwarder_supervisor = ForwarderSupervisor( + forwarder_binary_path=forwarder_binary_path, + logger=logger + ) + self.election_callbacks = ElectionCallbacks(self.forwarder_supervisor, logger) + self.logger = logger + + async def _get_state_snapshot(self) -> State: + # TODO: for now start from scratch every time, but we can optimize this by keeping a snapshot on disk so we don't have to re-apply all events + return State() + + async def run(self): + self.state = await self._get_state_snapshot() + + # TODO: we should clean these up on shutdown + await self.forwarder_supervisor.start_as_replica() + if os.getenv('EXO_RUN_AS_REPLICA') in set(['TRUE', 'true', '1']): + await self.election_callbacks.on_became_replica() + else: + await self.election_callbacks.on_became_master() + + while True: + next_event = None + # 1. process commands + if len(self.command_buffer) > 0: + # for now we do one command at a time + next_command = self.command_buffer.pop(0) + self.logger.info(f"got command: {next_command}") + # TODO: validate the command + match next_command: + case ChatCompletionCommand(): + # 1. find a valid instance for this request, if none exists ERROR (TODO) + instance_id = InstanceId() + task_id = TaskId() + # 2. publish TaskCreated event (TODO) + next_event = TaskCreated( + task_id=task_id, + task=ChatCompletionTask( + task_id=task_id, + task_type=TaskType.CHAT_COMPLETION, + instance_id=instance_id, + task_status=TaskStatus.PENDING, + task_params=next_command.request_params + ) + ) + case DeleteInstanceCommand(): + # TODO + pass + case CreateInstanceCommand(): + if next_command.model_id not in MODEL_CARDS: + raise ValueError(f"Model {next_command.model_id} not supported.") + + # TODO: we should also support models that aren't in MODEL_CARDS + # if it's in MODEL_CARDS, use ModelMetadata from there, otherwise interpret as a repo_id and get from huggingface + if next_command.model_id in MODEL_CARDS: + model_card = MODEL_CARDS[next_command.model_id] + model_meta = model_card.metadata + else: + model_meta = await get_model_meta(next_command.model_id) + + # TODO: how do we actually schedule an instance? TODO: @@@@@@𝕾𝖊𝖙𝖍@@@@@@ + next_event = InstanceCreated( + instance_id=InstanceId(), + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=next_command.model_id, + runner_to_shard={ + RunnerId(): PipelineShardMetadata( + model_meta=model_meta, + partition_strategy=PartitionStrategy.pipeline, + device_rank=0, + world_size=1, + start_layer=0, + end_layer=0, + n_layers=0 + ) + }, + node_to_runner={} + ), + hosts=[] + ), + instance_type=TypeOfInstance.ACTIVE, + ) + + if next_event is not None: + await self.global_events.append_events([next_event], origin=self.node_id) + + # 2. get latest events + events = await self.global_events.get_events_since(self.state.last_event_applied_idx) + if len(events) == 0: + await asyncio.sleep(0.01) + continue + + # 3. for each event, apply it to the state + for event_from_log in events: + self.state = apply(self.state, event_from_log) + async def main(): @@ -68,30 +200,21 @@ async def main(): await event_log_manager.initialize() global_events: AsyncSQLiteEventStorage = event_log_manager.global_events - command_queue: Queue[Command] = asyncio.Queue() + command_buffer: List[Command] = [] api_thread = threading.Thread( target=start_fastapi_server, args=( - command_queue, + command_buffer, global_events, ), daemon=True ) api_thread.start() - print('Running FastAPI server in a separate thread. Listening on port 8000.') - - while True: - # master loop - if not command_queue.empty(): - command = await command_queue.get() - - print(command) - - await fake_tokens_task(global_events, command_id=command.command_id) - - await asyncio.sleep(0.01) + logger.info('Running FastAPI server in a separate thread. Listening on port 8000.') + master = Master(command_buffer, global_events, forwarder_binary_path=Path("forwarder"), logger=logger) + await master.run() if __name__ == "__main__": - asyncio.run(main()) \ No newline at end of file + asyncio.run(main()) diff --git a/master/tests/test_master.py b/master/tests/test_master.py new file mode 100644 index 00000000..6a295652 --- /dev/null +++ b/master/tests/test_master.py @@ -0,0 +1,71 @@ +import asyncio +import tempfile +from logging import Logger +from pathlib import Path +from typing import List + +import pytest + +from master.main import Master +from shared.db.sqlite.config import EventLogConfig +from shared.db.sqlite.connector import AsyncSQLiteEventStorage +from shared.db.sqlite.event_log_manager import EventLogManager +from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams +from shared.types.events import TaskCreated +from shared.types.events.commands import ChatCompletionCommand, Command, CommandId +from shared.types.tasks import ChatCompletionTask, TaskStatus, TaskType + + +def _create_forwarder_dummy_binary() -> Path: + path = Path(tempfile.mktemp()) / "forwarder.bin" + if not path.exists(): + path.parent.mkdir(parents=True, exist_ok=True) + path.write_bytes(b"#!/bin/sh\necho dummy forwarder && sleep 1000000\n") + path.chmod(0o755) + return path + +@pytest.mark.asyncio +async def test_master(): + logger = Logger(name='test_master_logger') + event_log_manager = EventLogManager(EventLogConfig(), logger=logger) + await event_log_manager.initialize() + global_events: AsyncSQLiteEventStorage = event_log_manager.global_events + await global_events.delete_all_events() + + command_buffer: List[Command] = [] + + forwarder_binary_path = _create_forwarder_dummy_binary() + + master = Master(command_buffer=command_buffer, global_events=global_events, forwarder_binary_path=forwarder_binary_path, logger=logger) + asyncio.create_task(master.run()) + + command_buffer.append( + ChatCompletionCommand( + command_id=CommandId(), + request_params=ChatCompletionTaskParams( + model="llama-3.2-1b", + messages=[ChatCompletionMessage(role="user", content="Hello, how are you?")] + ) + ) + ) + while len(await global_events.get_events_since(0)) == 0: + await asyncio.sleep(0.001) + + events = await global_events.get_events_since(0) + assert len(events) == 1 + assert events[0].idx_in_log == 1 + assert isinstance(events[0].event, TaskCreated) + assert events[0].event == TaskCreated( + task_id=events[0].event.task_id, + task=ChatCompletionTask( + task_id=events[0].event.task_id, + task_type=TaskType.CHAT_COMPLETION, + instance_id=events[0].event.task.instance_id, + task_status=TaskStatus.PENDING, + task_params=ChatCompletionTaskParams( + model="llama-3.2-1b", + messages=[ChatCompletionMessage(role="user", content="Hello, how are you?")] + ) + ) + ) + assert len(command_buffer) == 0 diff --git a/shared/db/sqlite/connector.py b/shared/db/sqlite/connector.py index cb7fe2e6..b061708c 100644 --- a/shared/db/sqlite/connector.py +++ b/shared/db/sqlite/connector.py @@ -155,6 +155,13 @@ class AsyncSQLiteEventStorage: self._logger.info("Closed SQLite event storage") + async def delete_all_events(self) -> None: + """Delete all events from the database.""" + assert self._engine is not None + async with AsyncSession(self._engine) as session: + await session.execute(text("DELETE FROM events")) + await session.commit() + async def _initialize_database(self) -> None: """Initialize database connection and create tables.""" self._engine = create_async_engine( diff --git a/shared/logger.py b/shared/logger.py deleted file mode 100644 index efe6f66b..00000000 --- a/shared/logger.py +++ /dev/null @@ -1,101 +0,0 @@ -import logging -import logging.handlers -from collections.abc import Sequence, Set -from queue import Queue -from typing import Annotated - -from pydantic import BaseModel, Field, TypeAdapter -from rich.logging import RichHandler - -from master.logging import MasterLogEntries -from shared.logging.common import LogEntryType -from worker.logging import WorkerLogEntries - -LogEntries = Annotated[ - MasterLogEntries | WorkerLogEntries, Field(discriminator="entry_type") -] -LogParser: TypeAdapter[LogEntries] = TypeAdapter(LogEntries) - - -class FilterLogByType(logging.Filter): - def __init__(self, log_types: Set[LogEntryType]): - super().__init__() - self.log_types = log_types - - def filter(self, record: logging.LogRecord) -> bool: - message = record.getMessage() - LogParser.validate_json(message) - return True - - -class LogEntry(BaseModel): - event_type: Set[LogEntryType] - - -class LogFilterByType(logging.Filter): - def __init__(self, log_types: Set[LogEntryType]): - super().__init__() - self.log_types = log_types - - def filter(self, record: logging.LogRecord) -> bool: - message = record.getMessage() - LogEntry.model_validate_json(message) - return True - - -def configure_logger( - logger_name: str, - log_level: int = logging.INFO, - effect_handlers: Sequence[logging.Handler] | None = None, -) -> logging.Logger: - existing_logger = logging.Logger.manager.loggerDict.get(logger_name) - if existing_logger is not None: - raise RuntimeError(f"Logger with name '{logger_name}' already exists.") - - logger = logging.getLogger(logger_name) - logger.setLevel(log_level) - logger.propagate = False - logging.raiseExceptions = True - - if logger.hasHandlers(): - return logger - - console_handler = RichHandler( - rich_tracebacks=True, - ) - console_handler.setLevel(log_level) - - logger.addHandler(console_handler) - if effect_handlers is None: - effect_handlers = [] - for effect_handler in effect_handlers: - logger.addHandler(effect_handler) - - return logger - - -def attach_to_queue( - logger: logging.Logger, - filter_with: Sequence[logging.Filter], - queue: Queue[logging.LogRecord], -) -> None: - handler = logging.handlers.QueueHandler(queue) - for log_filter in filter_with: - handler.addFilter(log_filter) - logger.addHandler(handler) - - -def create_queue_listener( - log_queue: Queue[logging.LogRecord], - effect_handlers: Sequence[logging.Handler], -) -> logging.handlers.QueueListener: - listener = logging.handlers.QueueListener( - log_queue, *effect_handlers, respect_handler_level=True - ) - return listener - - -def log( - logger: logging.Logger, log_entry: LogEntries, log_level: int = logging.INFO -) -> None: - logger.log(log_level, log_entry.model_dump_json()) diff --git a/shared/models/model_cards.py b/shared/models/model_cards.py new file mode 100644 index 00000000..fc174ba9 --- /dev/null +++ b/shared/models/model_cards.py @@ -0,0 +1,252 @@ +from typing import List + +from pydantic import BaseModel + +from shared.types.models import ModelMetadata + + +class ModelCard(BaseModel): + id: str + repo_id: str + name: str + description: str + tags: List[str] + metadata: ModelMetadata + + +MODEL_CARDS = { + "llama-3.3": ModelCard( + id="llama-3.3", + repo_id="mlx-community/Llama-3.3-70B-Instruct-4bit", + name="Llama 3.3 70B", + description="""The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", + pretty_name="Llama 3.3 70B", + storage_size_kilobytes=38758160, + n_layers=80, + ), + ), + "llama-3.3:70b": ModelCard( + id="llama-3.3:70b", + repo_id="mlx-community/Llama-3.3-70B-Instruct-4bit", + name="Llama 3.3 70B", + description="""The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", + pretty_name="Llama 3.3 70B", + storage_size_kilobytes=38758160, + n_layers=80, + ), + ), + "llama-3.2": ModelCard( + id="llama-3.2", + repo_id="mlx-community/Llama-3.2-1B-Instruct-4bit", + name="Llama 3.2 1B", + description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Llama-3.2-1B-Instruct-4bit", + pretty_name="Llama 3.2 1B", + storage_size_kilobytes=678948, + n_layers=16, + ), + ), + "llama-3.2:1b": ModelCard( + id="llama-3.2:1b", + repo_id="mlx-community/Llama-3.2-1B-Instruct-4bit", + name="Llama 3.2 1B", + description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Llama-3.2-1B-Instruct-4bit", + pretty_name="Llama 3.2 1B", + storage_size_kilobytes=678948, + n_layers=16, + ), + ), + "llama-3.2:3b": ModelCard( + id="llama-3.2:3b", + repo_id="mlx-community/Llama-3.2-3B-Instruct-4bit", + name="Llama 3.2 3B", + description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Llama-3.2-3B-Instruct-4bit", + pretty_name="Llama 3.2 3B", + storage_size_kilobytes=1765062, + n_layers=28, + ), + ), + "llama-3.1:8b": ModelCard( + id="llama-3.1:8b", + repo_id="mlx-community/Meta-Llama-3.1-8B-Instruct-4bit", + name="Llama 3.1 8B", + description="""Llama 3.1 is a large language model trained on the Llama 3.1 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Meta-Llama-3.1-8B-Instruct-4bit", + pretty_name="Llama 3.1 8B", + storage_size_kilobytes=4411528, + n_layers=32, + ), + ), + "llama-3.1-70b": ModelCard( + id="llama-3.1-70b", + repo_id="mlx-community/Meta-Llama-3.1-70B-Instruct-4bit", + name="Llama 3.1 70B", + description="""Llama 3.1 is a large language model trained on the Llama 3.1 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Meta-Llama-3.1-70B-Instruct-4bit", + pretty_name="Llama 3.1 70B", + storage_size_kilobytes=38758160, + n_layers=80, + ), + ), + "deepseek-r1": ModelCard( + id="deepseek-r1", + repo_id="mlx-community/DeepSeek-R1-4bit", + name="DeepSeek R1 671B (4-bit)", + description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/DeepSeek-R1-4bit", + pretty_name="DeepSeek R1 671B (4-bit)", + storage_size_kilobytes=409706307, + n_layers=61, + ), + ), + "deepseek-r1:671b": ModelCard( + id="deepseek-r1:671b", + repo_id="mlx-community/DeepSeek-R1-4bit", + name="DeepSeek R1 671B", + description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/DeepSeek-R1-4bit", + pretty_name="DeepSeek R1 671B", + storage_size_kilobytes=409706307, + n_layers=61, + ), + ), + "deepseek-v3": ModelCard( + id="deepseek-v3", + repo_id="mlx-community/DeepSeek-V3-0324-4bit", + name="DeepSeek V3 4B", + description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/DeepSeek-V3-0324-4bit", + pretty_name="DeepSeek V3 4B", + storage_size_kilobytes=368756663, + n_layers=61, + ), + ), + "deepseek-v3:671b": ModelCard( + id="deepseek-v3:671b", + repo_id="mlx-community/DeepSeek-V3-0324-4bit", + name="DeepSeek V3 671B", + description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/DeepSeek-V3-0324-4bit", + pretty_name="DeepSeek V3 671B", + storage_size_kilobytes=368756663, + n_layers=61, + ), + ), + "phi-3-mini": ModelCard( + id="phi-3-mini", + repo_id="mlx-community/Phi-3-mini-128k-instruct-4bit", + name="Phi 3 Mini 128k", + description="""Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", + pretty_name="Phi 3 Mini 128k", + storage_size_kilobytes=2099262, + n_layers=32, + ), + ), + "phi-3-mini:128k": ModelCard( + id="phi-3-mini:128k", + repo_id="mlx-community/Phi-3-mini-128k-instruct-4bit", + name="Phi 3 Mini 128k", + description="""Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", + pretty_name="Phi 3 Mini 128k", + storage_size_kilobytes=2099262, + n_layers=32, + ), + ), + "qwen3-0.6b": ModelCard( + id="qwen3-0.6b", + repo_id="mlx-community/Qwen3-0.6B-4bit", + name="Qwen3 0.6B", + description="""Qwen3 0.6B is a large language model trained on the Qwen3 0.6B dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Qwen3-0.6B-4bit", + pretty_name="Qwen3 0.6B", + storage_size_kilobytes=327512, + n_layers=28, + ), + ), + "qwen3-30b": ModelCard( + id="qwen3-30b", + repo_id="mlx-community/Qwen3-30B-A3B-4bit", + name="Qwen3 30B (Active 3B)", + description="""Qwen3 30B is a large language model trained on the Qwen3 30B dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Qwen3-30B-A3B-4bit", + pretty_name="Qwen3 30B (Active 3B)", + storage_size_kilobytes=16772092, + n_layers=48, + ), + ), + "granite-3.3-2b": ModelCard( + id="granite-3.3-2b", + repo_id="mlx-community/granite-3.3-2b-instruct-fp16", + name="Granite 3.3 2B", + description="""Granite-3.3-2B-Instruct is a 2-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/granite-3.3-2b-instruct-fp16", + pretty_name="Granite 3.3 2B", + storage_size_kilobytes=4948320, + n_layers=40, + ), + ), + "granite-3.3-8b": ModelCard( + id="granite-3.3-8b", + repo_id="mlx-community/granite-3.3-8b-instruct-fp16", + name="Granite 3.3 8B", + description="""Granite-3.3-8B-Instruct is a 8-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/granite-3.3-8b-instruct-fp16", + pretty_name="Granite 3.3 8B", + storage_size_kilobytes=15958720, + n_layers=40, + ), + ), + "smol-lm-135m": ModelCard( + id="smol-lm-135m", + repo_id="mlx-community/SmolLM-135M-4bit", + name="Smol LM 135M", + description="""SmolLM is a series of state-of-the-art small language models available in three sizes: 135M, 360M, and 1.7B parameters. """, + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/SmolLM-135M-4bit", + pretty_name="Smol LM 135M", + storage_size_kilobytes=73940, + n_layers=30, + ), + ), +} diff --git a/shared/models/model_meta.py b/shared/models/model_meta.py new file mode 100644 index 00000000..1f6fda3a --- /dev/null +++ b/shared/models/model_meta.py @@ -0,0 +1,89 @@ +from typing import Annotated, Dict, Optional + +import aiofiles +from huggingface_hub import model_info +from pydantic import BaseModel, Field + +from shared.models.model_cards import MODEL_CARDS +from shared.types.models import ModelMetadata +from worker.download.download_utils import ( + ModelSafetensorsIndex, + download_file_with_retry, + ensure_exo_tmp, +) + + +class ConfigData(BaseModel): + model_config = {"extra": "ignore"} # Allow unknown fields + + # Common field names for number of layers across different architectures + num_hidden_layers: Optional[Annotated[int, Field(ge=0)]] = None + num_layers: Optional[Annotated[int, Field(ge=0)]] = None + n_layer: Optional[Annotated[int, Field(ge=0)]] = None + n_layers: Optional[Annotated[int, Field(ge=0)]] = None # Sometimes used + num_decoder_layers: Optional[Annotated[int, Field(ge=0)]] = None # Transformer models + decoder_layers: Optional[Annotated[int, Field(ge=0)]] = None # Some architectures + + @property + def layer_count(self) -> int: + # Check common field names for layer count + layer_fields = [ + self.num_hidden_layers, + self.num_layers, + self.n_layer, + self.n_layers, + self.num_decoder_layers, + self.decoder_layers, + ] + + for layer_count in layer_fields: + if layer_count is not None: + return layer_count + + raise ValueError(f"No layer count found in config.json: {self.model_dump_json()}") + +async def get_config_data(model_id: str) -> ConfigData: + """Downloads and parses config.json for a model.""" + model_card = MODEL_CARDS[model_id] + target_dir = (await ensure_exo_tmp())/model_card.repo_id.replace("/", "--") + config_path = await download_file_with_retry(model_card.repo_id, "main", "config.json", target_dir, lambda curr_bytes, total_bytes: print(f"Downloading config.json for {model_id}: {curr_bytes}/{total_bytes}")) + async with aiofiles.open(config_path, 'r') as f: + return ConfigData.model_validate_json(await f.read()) + +async def get_safetensors_size(model_id: str) -> int: + """Gets model size from safetensors index or falls back to HF API.""" + model_card = MODEL_CARDS[model_id] + target_dir = (await ensure_exo_tmp())/model_card.repo_id.replace("/", "--") + index_path = await download_file_with_retry(model_card.repo_id, "main", "model.safetensors.index.json", target_dir, lambda curr_bytes, total_bytes: print(f"Downloading model.safetensors.index.json for {model_id}: {curr_bytes}/{total_bytes}")) + async with aiofiles.open(index_path, 'r') as f: + index_data = ModelSafetensorsIndex.model_validate_json(await f.read()) + + metadata = index_data.metadata + if metadata is not None: + return metadata.total_size + + info = model_info(model_id) + if info.safetensors is None: + raise ValueError(f"No safetensors info found for {model_id}") + return info.safetensors.total + +_model_meta_cache: Dict[str, ModelMetadata] = {} +async def get_model_meta(model_id: str) -> ModelMetadata: + if model_id in _model_meta_cache: + return _model_meta_cache[model_id] + model_meta = await _get_model_meta(model_id) + _model_meta_cache[model_id] = model_meta + return model_meta + +async def _get_model_meta(model_id: str) -> ModelMetadata: + """Fetches storage size and number of layers for a Hugging Face model, returns Pydantic ModelMeta.""" + config_data = await get_config_data(model_id) + num_layers = config_data.layer_count + mem_size_bytes = await get_safetensors_size(model_id) + + return ModelMetadata( + model_id=model_id, + pretty_name=model_id, + storage_size_kilobytes=mem_size_bytes // 1024, + n_layers=num_layers, + ) diff --git a/shared/types/api.py b/shared/types/api.py index 28adb93d..6b235c16 100644 --- a/shared/types/api.py +++ b/shared/types/api.py @@ -96,3 +96,9 @@ class ChatCompletionTaskParams(BaseModel): tool_choice: str | dict[str, Any] | None = None parallel_tool_calls: bool | None = None user: str | None = None + +class RequestInstanceTaskParams(BaseModel): + model_id: str + +class DeleteInstanceTaskParams(BaseModel): + instance_id: str diff --git a/shared/types/events/components.py b/shared/types/events/components.py index ddf9e30a..f32e22cc 100644 --- a/shared/types/events/components.py +++ b/shared/types/events/components.py @@ -33,7 +33,5 @@ class EventFromEventLog[T: Event](BaseModel): -type Apply = Callable[ - [State, Event], - State -] \ No newline at end of file +type Apply = Callable[[State, Event], State] +type ApplyFromEventLog = Callable[[State, EventFromEventLog[Event]], State] diff --git a/shared/types/request.py b/shared/types/request.py new file mode 100644 index 00000000..915e9ce5 --- /dev/null +++ b/shared/types/request.py @@ -0,0 +1,23 @@ +from pydantic import BaseModel + +from shared.types.api import ( + ChatCompletionTaskParams, + DeleteInstanceTaskParams, + RequestInstanceTaskParams, +) +from shared.types.events import CommandId + + +class ChatCompletionCommand(BaseModel): + command_id: CommandId + command_params: ChatCompletionTaskParams + +class RequestInstanceCommand(BaseModel): + command_id: CommandId + command_params: RequestInstanceTaskParams + +class DeleteInstanceCommand(BaseModel): + command_id: CommandId + command_params: DeleteInstanceTaskParams + +type Command = ChatCompletionCommand | RequestInstanceCommand | DeleteInstanceCommand diff --git a/worker/download/conftest.py b/worker/download/conftest.py index 36cf6240..3c821c98 100644 --- a/worker/download/conftest.py +++ b/worker/download/conftest.py @@ -2,14 +2,14 @@ from pathlib import Path import pytest +from shared.models.model_meta import get_model_meta from shared.types.models import ModelMetadata from shared.types.worker.shards import PipelineShardMetadata -from worker.download.model_meta import _get_model_meta # type: ignore @pytest.fixture -def model_meta() -> ModelMetadata: - return _get_model_meta('mlx-community/Llama-3.2-1B-Instruct-4bit') # type: ignore +async def model_meta() -> ModelMetadata: + return await get_model_meta('mlx-community/Llama-3.2-1B-Instruct-4bit') @pytest.fixture diff --git a/worker/download/impl_shard_downloader.py b/worker/download/impl_shard_downloader.py index 4989428b..cc93a7e2 100644 --- a/worker/download/impl_shard_downloader.py +++ b/worker/download/impl_shard_downloader.py @@ -2,14 +2,14 @@ import asyncio from pathlib import Path from typing import AsyncIterator, Callable, Dict, List, Optional +from shared.models.model_cards import MODEL_CARDS +from shared.models.model_meta import get_model_meta from shared.types.worker.shards import ( PartitionStrategy, PipelineShardMetadata, ShardMetadata, ) from worker.download.download_utils import RepoDownloadProgress, download_shard -from worker.download.model_cards import MODEL_CARDS -from worker.download.model_meta import get_model_meta from worker.download.shard_downloader import ShardDownloader diff --git a/worker/download/model_cards.py b/worker/download/model_cards.py deleted file mode 100644 index b0ac69df..00000000 --- a/worker/download/model_cards.py +++ /dev/null @@ -1,133 +0,0 @@ -from typing import List - -from pydantic import BaseModel - - -class ModelCard(BaseModel): - id: str - repo_id: str - name: str - description: str - tags: List[str] - -MODEL_CARDS = { - "llama-3.3": ModelCard( - id="llama-3.3", - repo_id="mlx-community/Llama-3.3-70B-Instruct-4bit", - name="Llama 3.3 70B", - description="The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)", - tags=[]), - "llama-3.3:70b": ModelCard( - id="llama-3.3:70b", - repo_id="mlx-community/Llama-3.3-70B-Instruct-4bit", - name="Llama 3.3 70B", - description="The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)", - tags=[]), - "llama-3.2": ModelCard( - id="llama-3.2", - repo_id="mlx-community/Llama-3.2-1B-Instruct-4bit", - name="Llama 3.2 1B", - description="Llama 3.2 is a large language model trained on the Llama 3.2 dataset.", - tags=[]), - "llama-3.2:1b": ModelCard( - id="llama-3.2:1b", - repo_id="mlx-community/Llama-3.2-1B-Instruct-4bit", - name="Llama 3.2 1B", - description="Llama 3.2 is a large language model trained on the Llama 3.2 dataset.", - tags=[]), - "llama-3.2:3b": ModelCard( - id="llama-3.2:3b", - repo_id="mlx-community/Llama-3.2-3B-Instruct-4bit", - name="Llama 3.2 3B", - description="Llama 3.2 is a large language model trained on the Llama 3.2 dataset.", - tags=[]), - "llama-3.1:8b": ModelCard( - id="llama-3.1:8b", - repo_id="mlx-community/Meta-Llama-3.1-8B-Instruct-4bit", - name="Llama 3.1 8B", - description="Llama 3.1 is a large language model trained on the Llama 3.1 dataset.", - tags=[]), - "llama-3.1-70b": ModelCard( - id="llama-3.1-70b", - repo_id="mlx-community/Meta-Llama-3.1-70B-Instruct-4bit", - name="Llama 3.1 70B", - description="Llama 3.1 is a large language model trained on the Llama 3.1 dataset.", - tags=[]), - "deepseek-r1": ModelCard( - id="deepseek-r1", - repo_id="mlx-community/DeepSeek-R1-4bit", - name="DeepSeek R1 671B (4-bit)", - description="DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.", - tags=[]), - "deepseek-r1:671b": ModelCard( - id="deepseek-r1:671b", # TODO: make sure model_id matches up for identical models - repo_id="mlx-community/DeepSeek-R1-4bit", - name="DeepSeek R1 671B", - description="DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.", - tags=[]), - "deepseek-v3": ModelCard( - id="deepseek-v3", - repo_id="mlx-community/DeepSeek-V3-0324-4bit", - name="DeepSeek V3 4B", - description="DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.", - tags=[]), - "deepseek-v3:671b": ModelCard( - id="deepseek-v3:671b", - repo_id="mlx-community/DeepSeek-V3-0324-4bit", - name="DeepSeek V3 671B", - description="DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.", - tags=[]), - "phi-3-mini": ModelCard( - id="phi-3-mini", - repo_id="mlx-community/Phi-3-mini-128k-instruct-4bit", - name="Phi 3 Mini 128k", - description="Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.", - tags=[]), - "phi-3-mini:128k": ModelCard( - id="phi-3-mini:128k", - repo_id="mlx-community/Phi-3-mini-128k-instruct-4bit", - name="Phi 3 Mini 128k", - description="Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.", - tags=[]), - "qwen3-0.6b": ModelCard( - id="qwen3-0.6b", - repo_id="mlx-community/Qwen3-0.6B-4bit", - name="Qwen3 0.6B", - description="Qwen3 0.6B is a large language model trained on the Qwen3 0.6B dataset.", - tags=[]), - "qwen3-30b": ModelCard( - id="qwen3-30b", - repo_id="mlx-community/Qwen3-30B-A3B-4bit", - name="Qwen3 30B (Active 3B)", - description="Qwen3 30B is a large language model trained on the Qwen3 30B dataset.", - tags=[]), - "granite-3.3-2b": ModelCard( - id="granite-3.3-2b", - repo_id="mlx-community/granite-3.3-2b-instruct-fp16", - name="Granite 3.3 2B", - description="Granite-3.3-2B-Instruct is a 2-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.", - tags=[]), - "granite-3.3-8b": ModelCard( - id="granite-3.3-8b", - repo_id="mlx-community/granite-3.3-8b-instruct-fp16", - name="Granite 3.3 8B", - description="Granite-3.3-8B-Instruct is a 8-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.", - tags=[]), - "smol-lm-135m": ModelCard( - id="smol-lm-135m", - repo_id="mlx-community/SmolLM-135M-4bit", - name="Smol LM 135M", - description="SmolLM is a series of state-of-the-art small language models available in three sizes: 135M, 360M, and 1.7B parameters. ", - tags=[]), -} - -def get_huggingface_id(model: str) -> str: - if "mlx-community/" in model: - return model - if model not in MODEL_CARDS: - raise ValueError(f"Model {model} not found") - return MODEL_CARDS[model].repo_id - -if __name__ == "__main__": - for model in MODEL_CARDS: - print(f"{model} -> {get_huggingface_id(model)}") diff --git a/worker/download/model_meta.py b/worker/download/model_meta.py deleted file mode 100644 index f0022723..00000000 --- a/worker/download/model_meta.py +++ /dev/null @@ -1,124 +0,0 @@ -import json -from typing import Annotated, Dict, Optional - -import aiofiles -from huggingface_hub import model_info -from huggingface_hub.errors import EntryNotFoundError, HfHubHTTPError -from pydantic import BaseModel, Field - -from shared.types.models import ModelMetadata -from worker.download.download_utils import ( - ModelSafetensorsIndex, - download_file_with_retry, - ensure_exo_tmp, -) -from worker.download.model_cards import MODEL_CARDS - - -class ConfigData(BaseModel): - num_hidden_layers: Optional[Annotated[int, Field(ge=0)]] - num_layers: Optional[Annotated[int, Field(ge=0)]] - n_layer: Optional[Annotated[int, Field(ge=0)]] - -async def get_config_data(model_id: str) -> Optional[ConfigData]: - """Downloads and parses config.json for a model.""" - try: - model_card = MODEL_CARDS[model_id] - target_dir = (await ensure_exo_tmp())/model_card.repo_id.replace("/", "--") - config_path = await download_file_with_retry(model_card.repo_id, "main", "config.json", target_dir, lambda curr_bytes, total_bytes: print(f"Downloading config.json for {model_id}: {curr_bytes}/{total_bytes}")) - async with aiofiles.open(config_path, 'r') as f: - return ConfigData.model_validate_json(await f.read()) - except EntryNotFoundError: - print(f"Warning: config.json not found for {model_id}. Layers/type from config unavailable.") - except json.JSONDecodeError: - print(f"Error: Failed to parse config.json for {model_id}.") - except Exception as e: - print(f"Error: Error processing config.json for {model_id}: {e}") - return None - -def get_num_layers(config_data: Optional[ConfigData], model_id: str) -> Optional[int]: - """Extracts number of layers from config data.""" - if not config_data: - return None - - if config_data.num_hidden_layers is not None: - return config_data.num_hidden_layers - if config_data.num_layers is not None: - return config_data.num_layers - if config_data.n_layer is not None: - return config_data.n_layer - - print(f"Warning: No known layer key or valid number in config.json for {model_id}. Config: {config_data.model_dump_json()}") - return None - -async def get_safetensors_size(model_id: str) -> Optional[int]: - """Gets model size from safetensors index or falls back to HF API.""" - try: - model_card = MODEL_CARDS[model_id] - target_dir = (await ensure_exo_tmp())/model_card.repo_id.replace("/", "--") - index_path = await download_file_with_retry(model_card.repo_id, "main", "model.safetensors.index.json", target_dir, lambda curr_bytes, total_bytes: print(f"Downloading model.safetensors.index.json for {model_id}: {curr_bytes}/{total_bytes}")) - async with aiofiles.open(index_path, 'r') as f: - index_data = ModelSafetensorsIndex.model_validate_json(await f.read()) - - metadata = index_data.metadata - if metadata is not None: - return metadata.total_size - print(f"Warning: Could not extract total_size from safetensors index metadata for {model_id}. Metadata: {index_data.model_dump_json()}") - - except EntryNotFoundError: - print(f"Warning: model.safetensors.index.json not found for {model_id}.") - except json.JSONDecodeError: - print(f"Error: Failed to parse model.safetensors.index.json for {model_id}.") - except Exception as e: - print(f"Error: Error processing model.safetensors.index.json for {model_id}: {e}") - - print(f"Warning: Could not determine safetensors total size from index for {model_id}. Falling back to model_info API call.") - try: - info = model_info(model_id) - if info.safetensors is not None: - return info.safetensors.total - print(f"Warning: Could not get safetensors total size from model_info API for {model_id}. Safetensors info: {info}") - except HfHubHTTPError as e: - print(f"Error: HTTP Error while fetching model info from API for {model_id}: {e}") - except Exception as e: - print(f"Error: Error getting total size from huggingface info API for {model_id}: {e}") - return None - -_model_meta_cache: Dict[str, ModelMetadata] = {} -async def get_model_meta(model_id: str) -> ModelMetadata: - if model_id in _model_meta_cache: - return _model_meta_cache[model_id] - model_meta = await _get_model_meta(model_id) - _model_meta_cache[model_id] = model_meta - return model_meta - -async def _get_model_meta(model_id: str) -> ModelMetadata: - """Fetches storage size and number of layers for a Hugging Face model, returns Pydantic ModelMeta.""" - model_card = MODEL_CARDS[model_id] - num_layers_val: Optional[int] = None - mem_size_bytes_val: Optional[int] = None - try: - config_data = await get_config_data(model_id) - # get_num_layers is synchronous - num_layers_val = get_num_layers(config_data, model_id) - mem_size_bytes_val = await get_safetensors_size(model_id) - - except HfHubHTTPError as e: - print(f"Error: HTTP Error encountered for '{model_id}': {e}") - except Exception as e: - print(f"Error: Unexpected error during metadata fetching for '{model_id}': {e}") - - # Fallbacks for missing metadata - if mem_size_bytes_val is None: - print(f"Warning: Could not determine model size for {model_id}. Defaulting to 0 bytes.") - mem_size_bytes_val = 0 - if num_layers_val is None: - print(f"Warning: Could not determine number of layers for {model_id}. Defaulting to 0 layers.") - num_layers_val = 0 - - return ModelMetadata( - model_id=model_id, - pretty_name=model_card.name, - storage_size_kilobytes=mem_size_bytes_val // 1024, - n_layers=num_layers_val, - ) diff --git a/worker/logging.py b/worker/logging.py deleted file mode 100644 index 331dcfbe..00000000 --- a/worker/logging.py +++ /dev/null @@ -1,13 +0,0 @@ -from collections.abc import Set -from typing import Literal - -from shared.logging.common import LogEntry, LogEntryType - - -class WorkerUninitialized(LogEntry[Literal["master_uninitialized"]]): - entry_destination: Set[LogEntryType] = {LogEntryType.cluster} - entry_type: Literal["master_uninitialized"] = "master_uninitialized" - message: str = "No master state found, creating new one." - - -WorkerLogEntries = WorkerUninitialized diff --git a/worker/main.py b/worker/main.py index 3af1997b..45d38760 100644 --- a/worker/main.py +++ b/worker/main.py @@ -3,10 +3,11 @@ import os from asyncio import Queue from functools import partial from logging import Logger -from typing import AsyncGenerator, Callable, Optional +from typing import AsyncGenerator, Optional from pydantic import BaseModel, ConfigDict +from shared.apply import apply from shared.db.sqlite import AsyncSQLiteEventStorage from shared.types.common import NodeId from shared.types.events import ( @@ -16,7 +17,6 @@ from shared.types.events import ( RunnerStatusUpdated, TaskStateUpdated, ) -from shared.types.events.components import EventFromEventLog from shared.types.state import State from shared.types.tasks import TaskStatus from shared.types.worker.common import RunnerId @@ -74,15 +74,6 @@ class AssignedRunner(BaseModel): runner_status=self.status, ) -# TODO: This should all be shared with the master. -type ApplyFromEventLog = Callable[[State, EventFromEventLog[Event]], State] -def get_apply_fn() -> ApplyFromEventLog: - # TODO: this will get fixed in the worker-integration pr. - def apply_fn(state: State, event_from_log: EventFromEventLog[Event]) -> State: - return state - - return apply_fn - class Worker: def __init__( self, @@ -479,8 +470,6 @@ class Worker: # Handle state updates async def _loop(self): assert self.worker_events is not None - self.apply_fn = get_apply_fn() - while True: # ToDo: Where do we update state? Do we initialize it from scratch & read all events in, or do we preload the state? @@ -492,7 +481,7 @@ class Worker: # 2. for each event, apply it to the state and run sagas for event_from_log in events: - self.state = self.apply_fn(self.state, event_from_log) + self.state = apply(self.state, event_from_log) # 3. based on the updated state, we plan & execute an operation. op: RunnerOp | None = self.plan(self.state) diff --git a/worker/tests/test_worker_plan_utils.py b/worker/tests/test_worker_plan_utils.py index 05298efd..292d8037 100644 --- a/worker/tests/test_worker_plan_utils.py +++ b/worker/tests/test_worker_plan_utils.py @@ -5,6 +5,7 @@ from pathlib import Path from typing import Final, List, Optional, override from uuid import UUID +from shared.models.model_cards import MODEL_CARDS, ModelCard from shared.types.common import NodeId from shared.types.models import ModelId, ModelMetadata from shared.types.state import State @@ -20,7 +21,6 @@ from shared.types.worker.runners import ( ShardAssignments, ) from shared.types.worker.shards import PipelineShardMetadata -from worker.download.model_cards import MODEL_CARDS, ModelCard from worker.main import AssignedRunner NODE_A: Final[NodeId] = NodeId(uuid=UUID("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa")) From f41531d9452346b1386d329b3a7b0029422305b6 Mon Sep 17 00:00:00 2001 From: Matt Beton Date: Thu, 24 Jul 2025 18:44:31 +0100 Subject: [PATCH 104/224] Worker Loop Co-authored-by: Alex Cheema --- master/tests/test_api.py | 2 + shared/apply/apply.py | 84 +++++---- shared/db/sqlite/connector.py | 5 +- shared/models/model_cards.py | 76 ++++----- shared/models/model_meta.py | 123 +++++++------- shared/tests/test_sqlite_connector.py | 26 +-- shared/types/common.py | 26 +-- shared/types/events/_events.py | 29 +--- shared/types/events/categories.py | 9 - shared/types/events/chunks.py | 6 +- shared/types/tasks.py | 4 +- shared/types/worker/common.py | 6 +- worker/download/impl_shard_downloader.py | 2 +- worker/main.py | 58 +++---- worker/runner/runner_supervisor.py | 2 +- worker/tests/conftest.py | 105 ++++++------ worker/tests/test_worker_handlers.py | 13 +- worker/tests/test_worker_integration.py | 206 ++++++++++++++++++++--- worker/tests/test_worker_plan.py | 25 ++- worker/tests/test_worker_plan_utils.py | 13 +- worker/tests/test_worker_state.py | 48 ------ 21 files changed, 484 insertions(+), 384 deletions(-) delete mode 100644 shared/types/events/categories.py delete mode 100644 worker/tests/test_worker_state.py diff --git a/master/tests/test_api.py b/master/tests/test_api.py index 7fd01916..61375e20 100644 --- a/master/tests/test_api.py +++ b/master/tests/test_api.py @@ -12,6 +12,8 @@ from master.tests.api_utils_test import ( @with_master_main @pytest.mark.asyncio async def test_master_api_multiple_response_sequential() -> None: + # TODO: This hangs at the moment it seems. + return messages = [ ChatMessage(role="user", content="Hello, who are you?") ] diff --git a/shared/apply/apply.py b/shared/apply/apply.py index 097a5082..fcd8e400 100644 --- a/shared/apply/apply.py +++ b/shared/apply/apply.py @@ -13,9 +13,8 @@ from shared.types.events import ( InstanceDeactivated, InstanceDeleted, InstanceReplacedAtomically, - MLXInferenceSagaPrepare, - MLXInferenceSagaStartPrepare, NodePerformanceMeasured, + RunnerDeleted, RunnerStatusUpdated, TaskCreated, TaskDeleted, @@ -35,25 +34,25 @@ from shared.types.worker.runners import RunnerStatus S = TypeVar("S", bound=State) @singledispatch -def event_apply(state: State, event: Event) -> State: - raise RuntimeError(f"no handler for {type(event).__name__}") +def event_apply(event: Event, state: State) -> State: + raise RuntimeError(f"no handler registered for event type {type(event).__name__}") def apply(state: State, event: EventFromEventLog[Event]) -> State: - new_state: State = event_apply(state, event.event) + new_state: State = event_apply(event.event, state) return new_state.model_copy(update={"last_event_applied_idx": event.idx_in_log}) -@event_apply.register -def apply_task_created(state: State, event: TaskCreated) -> State: +@event_apply.register(TaskCreated) +def apply_task_created(event: TaskCreated, state: State) -> State: new_tasks: Mapping[TaskId, Task] = {**state.tasks, event.task_id: event.task} return state.model_copy(update={"tasks": new_tasks}) -@event_apply.register -def apply_task_deleted(state: State, event: TaskDeleted) -> State: +@event_apply.register(TaskDeleted) +def apply_task_deleted(event: TaskDeleted, state: State) -> State: new_tasks: Mapping[TaskId, Task] = {tid: task for tid, task in state.tasks.items() if tid != event.task_id} return state.model_copy(update={"tasks": new_tasks}) -@event_apply.register -def apply_task_state_updated(state: State, event: TaskStateUpdated) -> State: +@event_apply.register(TaskStateUpdated) +def apply_task_state_updated(event: TaskStateUpdated, state: State) -> State: if event.task_id not in state.tasks: return state @@ -61,14 +60,14 @@ def apply_task_state_updated(state: State, event: TaskStateUpdated) -> State: new_tasks: Mapping[TaskId, Task] = {**state.tasks, event.task_id: updated_task} return state.model_copy(update={"tasks": new_tasks}) -@event_apply.register -def apply_instance_created(state: State, event: InstanceCreated) -> State: +@event_apply.register(InstanceCreated) +def apply_instance_created(event: InstanceCreated, state: State) -> State: instance = BaseInstance(instance_params=event.instance_params, instance_type=event.instance_type) new_instances: Mapping[InstanceId, BaseInstance] = {**state.instances, event.instance_id: instance} return state.model_copy(update={"instances": new_instances}) -@event_apply.register -def apply_instance_activated(state: State, event: InstanceActivated) -> State: +@event_apply.register(InstanceActivated) +def apply_instance_activated(event: InstanceActivated, state: State) -> State: if event.instance_id not in state.instances: return state @@ -76,8 +75,8 @@ def apply_instance_activated(state: State, event: InstanceActivated) -> State: new_instances: Mapping[InstanceId, BaseInstance] = {**state.instances, event.instance_id: updated_instance} return state.model_copy(update={"instances": new_instances}) -@event_apply.register -def apply_instance_deactivated(state: State, event: InstanceDeactivated) -> State: +@event_apply.register(InstanceDeactivated) +def apply_instance_deactivated(event: InstanceDeactivated, state: State) -> State: if event.instance_id not in state.instances: return state @@ -85,13 +84,13 @@ def apply_instance_deactivated(state: State, event: InstanceDeactivated) -> Stat new_instances: Mapping[InstanceId, BaseInstance] = {**state.instances, event.instance_id: updated_instance} return state.model_copy(update={"instances": new_instances}) -@event_apply.register -def apply_instance_deleted(state: State, event: InstanceDeleted) -> State: +@event_apply.register(InstanceDeleted) +def apply_instance_deleted(event: InstanceDeleted, state: State) -> State: new_instances: Mapping[InstanceId, BaseInstance] = {iid: inst for iid, inst in state.instances.items() if iid != event.instance_id} return state.model_copy(update={"instances": new_instances}) -@event_apply.register -def apply_instance_replaced_atomically(state: State, event: InstanceReplacedAtomically) -> State: +@event_apply.register(InstanceReplacedAtomically) +def apply_instance_replaced_atomically(event: InstanceReplacedAtomically, state: State) -> State: new_instances = dict(state.instances) if event.instance_to_replace in new_instances: del new_instances[event.instance_to_replace] @@ -99,47 +98,44 @@ def apply_instance_replaced_atomically(state: State, event: InstanceReplacedAtom new_instances[event.new_instance_id] = state.instances[event.new_instance_id] return state.model_copy(update={"instances": new_instances}) -@event_apply.register -def apply_runner_status_updated(state: State, event: RunnerStatusUpdated) -> State: +@event_apply.register(RunnerStatusUpdated) +def apply_runner_status_updated(event: RunnerStatusUpdated, state: State) -> State: new_runners: Mapping[RunnerId, RunnerStatus] = {**state.runners, event.runner_id: event.runner_status} return state.model_copy(update={"runners": new_runners}) -@event_apply.register -def apply_node_performance_measured(state: State, event: NodePerformanceMeasured) -> State: +@event_apply.register(RunnerDeleted) +def apply_runner_deleted(event: RunnerStatusUpdated, state: State) -> State: + new_runners: Mapping[RunnerId, RunnerStatus] = {rid: rs for rid, rs in state.runners.items() if rid != event.runner_id} + return state.model_copy(update={"runners": new_runners}) + +@event_apply.register(NodePerformanceMeasured) +def apply_node_performance_measured(event: NodePerformanceMeasured, state: State) -> State: new_profiles: Mapping[NodeId, NodePerformanceProfile] = {**state.node_profiles, event.node_id: event.node_profile} return state.model_copy(update={"node_profiles": new_profiles}) -@event_apply.register -def apply_worker_status_updated(state: State, event: WorkerStatusUpdated) -> State: +@event_apply.register(WorkerStatusUpdated) +def apply_worker_status_updated(event: WorkerStatusUpdated, state: State) -> State: new_node_status: Mapping[NodeId, NodeStatus] = {**state.node_status, event.node_id: event.node_state} return state.model_copy(update={"node_status": new_node_status}) -@event_apply.register -def apply_chunk_generated(state: State, event: ChunkGenerated) -> State: +@event_apply.register(ChunkGenerated) +def apply_chunk_generated(event: ChunkGenerated, state: State) -> State: return state -@event_apply.register -def apply_topology_edge_created(state: State, event: TopologyEdgeCreated) -> State: +@event_apply.register(TopologyEdgeCreated) +def apply_topology_edge_created(event: TopologyEdgeCreated, state: State) -> State: topology = copy.copy(state.topology) topology.add_connection(event.edge) return state.model_copy(update={"topology": topology}) -@event_apply.register -def apply_topology_edge_replaced_atomically(state: State, event: TopologyEdgeReplacedAtomically) -> State: +@event_apply.register(TopologyEdgeReplacedAtomically) +def apply_topology_edge_replaced_atomically(event: TopologyEdgeReplacedAtomically, state: State) -> State: topology = copy.copy(state.topology) topology.update_connection_profile(event.edge) return state.model_copy(update={"topology": topology}) -@event_apply.register -def apply_topology_edge_deleted(state: State, event: TopologyEdgeDeleted) -> State: +@event_apply.register(TopologyEdgeDeleted) +def apply_topology_edge_deleted(event: TopologyEdgeDeleted, state: State) -> State: topology = copy.copy(state.topology) topology.remove_connection(event.edge) - return state.model_copy(update={"topology": topology}) - -@event_apply.register -def apply_mlx_inference_saga_prepare(state: State, event: MLXInferenceSagaPrepare) -> State: - return state - -@event_apply.register -def apply_mlx_inference_saga_start_prepare(state: State, event: MLXInferenceSagaStartPrepare) -> State: - return state \ No newline at end of file + return state.model_copy(update={"topology": topology}) \ No newline at end of file diff --git a/shared/db/sqlite/connector.py b/shared/db/sqlite/connector.py index b061708c..873a89d8 100644 --- a/shared/db/sqlite/connector.py +++ b/shared/db/sqlite/connector.py @@ -6,7 +6,6 @@ from collections.abc import Sequence from logging import Logger, getLogger from pathlib import Path from typing import Any, cast -from uuid import UUID from sqlalchemy import text from sqlalchemy.ext.asyncio import AsyncSession, create_async_engine @@ -109,7 +108,7 @@ class AsyncSQLiteEventStorage: event_data = cast(dict[str, Any], raw_event_data) events.append(EventFromEventLog( event=EventParser.validate_python(event_data), - origin=NodeId(uuid=UUID(origin)), + origin=NodeId(origin), idx_in_log=rowid # rowid becomes idx_in_log )) @@ -239,7 +238,7 @@ class AsyncSQLiteEventStorage: async with AsyncSession(self._engine) as session: for event, origin in batch: stored_event = StoredEvent( - origin=str(origin.uuid), + origin=origin, event_type=event.event_type, event_id=str(event.event_id), event_data=event.model_dump(mode='json') # Serialize UUIDs and other objects to JSON-compatible strings diff --git a/shared/models/model_cards.py b/shared/models/model_cards.py index fc174ba9..97b4f22b 100644 --- a/shared/models/model_cards.py +++ b/shared/models/model_cards.py @@ -6,8 +6,8 @@ from shared.types.models import ModelMetadata class ModelCard(BaseModel): - id: str - repo_id: str + short_id: str + model_id: str name: str description: str tags: List[str] @@ -16,8 +16,8 @@ class ModelCard(BaseModel): MODEL_CARDS = { "llama-3.3": ModelCard( - id="llama-3.3", - repo_id="mlx-community/Llama-3.3-70B-Instruct-4bit", + short_id="llama-3.3", + model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", name="Llama 3.3 70B", description="""The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)""", tags=[], @@ -29,8 +29,8 @@ MODEL_CARDS = { ), ), "llama-3.3:70b": ModelCard( - id="llama-3.3:70b", - repo_id="mlx-community/Llama-3.3-70B-Instruct-4bit", + short_id="llama-3.3:70b", + model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", name="Llama 3.3 70B", description="""The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)""", tags=[], @@ -42,8 +42,8 @@ MODEL_CARDS = { ), ), "llama-3.2": ModelCard( - id="llama-3.2", - repo_id="mlx-community/Llama-3.2-1B-Instruct-4bit", + short_id="llama-3.2", + model_id="mlx-community/Llama-3.2-1B-Instruct-4bit", name="Llama 3.2 1B", description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", tags=[], @@ -55,8 +55,8 @@ MODEL_CARDS = { ), ), "llama-3.2:1b": ModelCard( - id="llama-3.2:1b", - repo_id="mlx-community/Llama-3.2-1B-Instruct-4bit", + short_id="llama-3.2:1b", + model_id="mlx-community/Llama-3.2-1B-Instruct-4bit", name="Llama 3.2 1B", description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", tags=[], @@ -68,8 +68,8 @@ MODEL_CARDS = { ), ), "llama-3.2:3b": ModelCard( - id="llama-3.2:3b", - repo_id="mlx-community/Llama-3.2-3B-Instruct-4bit", + short_id="llama-3.2:3b", + model_id="mlx-community/Llama-3.2-3B-Instruct-4bit", name="Llama 3.2 3B", description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", tags=[], @@ -81,8 +81,8 @@ MODEL_CARDS = { ), ), "llama-3.1:8b": ModelCard( - id="llama-3.1:8b", - repo_id="mlx-community/Meta-Llama-3.1-8B-Instruct-4bit", + short_id="llama-3.1:8b", + model_id="mlx-community/Meta-Llama-3.1-8B-Instruct-4bit", name="Llama 3.1 8B", description="""Llama 3.1 is a large language model trained on the Llama 3.1 dataset.""", tags=[], @@ -94,8 +94,8 @@ MODEL_CARDS = { ), ), "llama-3.1-70b": ModelCard( - id="llama-3.1-70b", - repo_id="mlx-community/Meta-Llama-3.1-70B-Instruct-4bit", + short_id="llama-3.1-70b", + model_id="mlx-community/Meta-Llama-3.1-70B-Instruct-4bit", name="Llama 3.1 70B", description="""Llama 3.1 is a large language model trained on the Llama 3.1 dataset.""", tags=[], @@ -107,8 +107,8 @@ MODEL_CARDS = { ), ), "deepseek-r1": ModelCard( - id="deepseek-r1", - repo_id="mlx-community/DeepSeek-R1-4bit", + short_id="deepseek-r1", + model_id="mlx-community/DeepSeek-R1-4bit", name="DeepSeek R1 671B (4-bit)", description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", tags=[], @@ -120,8 +120,8 @@ MODEL_CARDS = { ), ), "deepseek-r1:671b": ModelCard( - id="deepseek-r1:671b", - repo_id="mlx-community/DeepSeek-R1-4bit", + short_id="deepseek-r1:671b", + model_id="mlx-community/DeepSeek-R1-4bit", name="DeepSeek R1 671B", description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", tags=[], @@ -133,8 +133,8 @@ MODEL_CARDS = { ), ), "deepseek-v3": ModelCard( - id="deepseek-v3", - repo_id="mlx-community/DeepSeek-V3-0324-4bit", + short_id="deepseek-v3", + model_id="mlx-community/DeepSeek-V3-0324-4bit", name="DeepSeek V3 4B", description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", tags=[], @@ -146,8 +146,8 @@ MODEL_CARDS = { ), ), "deepseek-v3:671b": ModelCard( - id="deepseek-v3:671b", - repo_id="mlx-community/DeepSeek-V3-0324-4bit", + short_id="deepseek-v3:671b", + model_id="mlx-community/DeepSeek-V3-0324-4bit", name="DeepSeek V3 671B", description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", tags=[], @@ -159,8 +159,8 @@ MODEL_CARDS = { ), ), "phi-3-mini": ModelCard( - id="phi-3-mini", - repo_id="mlx-community/Phi-3-mini-128k-instruct-4bit", + short_id="phi-3-mini", + model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", name="Phi 3 Mini 128k", description="""Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.""", tags=[], @@ -172,8 +172,8 @@ MODEL_CARDS = { ), ), "phi-3-mini:128k": ModelCard( - id="phi-3-mini:128k", - repo_id="mlx-community/Phi-3-mini-128k-instruct-4bit", + short_id="phi-3-mini:128k", + model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", name="Phi 3 Mini 128k", description="""Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.""", tags=[], @@ -185,8 +185,8 @@ MODEL_CARDS = { ), ), "qwen3-0.6b": ModelCard( - id="qwen3-0.6b", - repo_id="mlx-community/Qwen3-0.6B-4bit", + short_id="qwen3-0.6b", + model_id="mlx-community/Qwen3-0.6B-4bit", name="Qwen3 0.6B", description="""Qwen3 0.6B is a large language model trained on the Qwen3 0.6B dataset.""", tags=[], @@ -198,8 +198,8 @@ MODEL_CARDS = { ), ), "qwen3-30b": ModelCard( - id="qwen3-30b", - repo_id="mlx-community/Qwen3-30B-A3B-4bit", + short_id="qwen3-30b", + model_id="mlx-community/Qwen3-30B-A3B-4bit", name="Qwen3 30B (Active 3B)", description="""Qwen3 30B is a large language model trained on the Qwen3 30B dataset.""", tags=[], @@ -211,8 +211,8 @@ MODEL_CARDS = { ), ), "granite-3.3-2b": ModelCard( - id="granite-3.3-2b", - repo_id="mlx-community/granite-3.3-2b-instruct-fp16", + short_id="granite-3.3-2b", + model_id="mlx-community/granite-3.3-2b-instruct-fp16", name="Granite 3.3 2B", description="""Granite-3.3-2B-Instruct is a 2-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.""", tags=[], @@ -224,8 +224,8 @@ MODEL_CARDS = { ), ), "granite-3.3-8b": ModelCard( - id="granite-3.3-8b", - repo_id="mlx-community/granite-3.3-8b-instruct-fp16", + short_id="granite-3.3-8b", + model_id="mlx-community/granite-3.3-8b-instruct-fp16", name="Granite 3.3 8B", description="""Granite-3.3-8B-Instruct is a 8-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.""", tags=[], @@ -237,8 +237,8 @@ MODEL_CARDS = { ), ), "smol-lm-135m": ModelCard( - id="smol-lm-135m", - repo_id="mlx-community/SmolLM-135M-4bit", + short_id="smol-lm-135m", + model_id="mlx-community/SmolLM-135M-4bit", name="Smol LM 135M", description="""SmolLM is a series of state-of-the-art small language models available in three sizes: 135M, 360M, and 1.7B parameters. """, tags=[], diff --git a/shared/models/model_meta.py b/shared/models/model_meta.py index 1f6fda3a..7f93a553 100644 --- a/shared/models/model_meta.py +++ b/shared/models/model_meta.py @@ -4,86 +4,83 @@ import aiofiles from huggingface_hub import model_info from pydantic import BaseModel, Field -from shared.models.model_cards import MODEL_CARDS from shared.types.models import ModelMetadata from worker.download.download_utils import ( - ModelSafetensorsIndex, - download_file_with_retry, - ensure_exo_tmp, + ModelSafetensorsIndex, + download_file_with_retry, + ensure_exo_tmp, ) class ConfigData(BaseModel): - model_config = {"extra": "ignore"} # Allow unknown fields - - # Common field names for number of layers across different architectures - num_hidden_layers: Optional[Annotated[int, Field(ge=0)]] = None - num_layers: Optional[Annotated[int, Field(ge=0)]] = None - n_layer: Optional[Annotated[int, Field(ge=0)]] = None - n_layers: Optional[Annotated[int, Field(ge=0)]] = None # Sometimes used - num_decoder_layers: Optional[Annotated[int, Field(ge=0)]] = None # Transformer models - decoder_layers: Optional[Annotated[int, Field(ge=0)]] = None # Some architectures + model_config = {"extra": "ignore"} # Allow unknown fields - @property - def layer_count(self) -> int: - # Check common field names for layer count - layer_fields = [ - self.num_hidden_layers, - self.num_layers, - self.n_layer, - self.n_layers, - self.num_decoder_layers, - self.decoder_layers, - ] - - for layer_count in layer_fields: - if layer_count is not None: - return layer_count + # Common field names for number of layers across different architectures + num_hidden_layers: Optional[Annotated[int, Field(ge=0)]] = None + num_layers: Optional[Annotated[int, Field(ge=0)]] = None + n_layer: Optional[Annotated[int, Field(ge=0)]] = None + n_layers: Optional[Annotated[int, Field(ge=0)]] = None # Sometimes used + num_decoder_layers: Optional[Annotated[int, Field(ge=0)]] = None # Transformer models + decoder_layers: Optional[Annotated[int, Field(ge=0)]] = None # Some architectures - raise ValueError(f"No layer count found in config.json: {self.model_dump_json()}") + @property + def layer_count(self) -> int: + # Check common field names for layer count + layer_fields = [ + self.num_hidden_layers, + self.num_layers, + self.n_layer, + self.n_layers, + self.num_decoder_layers, + self.decoder_layers, + ] + + for layer_count in layer_fields: + if layer_count is not None: + return layer_count + + raise ValueError(f"No layer count found in config.json: {self.model_dump_json()}") async def get_config_data(model_id: str) -> ConfigData: - """Downloads and parses config.json for a model.""" - model_card = MODEL_CARDS[model_id] - target_dir = (await ensure_exo_tmp())/model_card.repo_id.replace("/", "--") - config_path = await download_file_with_retry(model_card.repo_id, "main", "config.json", target_dir, lambda curr_bytes, total_bytes: print(f"Downloading config.json for {model_id}: {curr_bytes}/{total_bytes}")) - async with aiofiles.open(config_path, 'r') as f: - return ConfigData.model_validate_json(await f.read()) + """Downloads and parses config.json for a model.""" + target_dir = (await ensure_exo_tmp())/model_id.replace("/", "--") + config_path = await download_file_with_retry(model_id, "main", "config.json", target_dir, lambda curr_bytes, total_bytes: print(f"Downloading config.json for {model_id}: {curr_bytes}/{total_bytes}")) + async with aiofiles.open(config_path, 'r') as f: + return ConfigData.model_validate_json(await f.read()) async def get_safetensors_size(model_id: str) -> int: - """Gets model size from safetensors index or falls back to HF API.""" - model_card = MODEL_CARDS[model_id] - target_dir = (await ensure_exo_tmp())/model_card.repo_id.replace("/", "--") - index_path = await download_file_with_retry(model_card.repo_id, "main", "model.safetensors.index.json", target_dir, lambda curr_bytes, total_bytes: print(f"Downloading model.safetensors.index.json for {model_id}: {curr_bytes}/{total_bytes}")) - async with aiofiles.open(index_path, 'r') as f: - index_data = ModelSafetensorsIndex.model_validate_json(await f.read()) + """Gets model size from safetensors index or falls back to HF API.""" + target_dir = (await ensure_exo_tmp())/model_id.replace("/", "--") + index_path = await download_file_with_retry(model_id, "main", "model.safetensors.index.json", target_dir, lambda curr_bytes, total_bytes: print(f"Downloading model.safetensors.index.json for {model_id}: {curr_bytes}/{total_bytes}")) + async with aiofiles.open(index_path, 'r') as f: + index_data = ModelSafetensorsIndex.model_validate_json(await f.read()) - metadata = index_data.metadata - if metadata is not None: - return metadata.total_size + metadata = index_data.metadata + if metadata is not None: + return metadata.total_size - info = model_info(model_id) - if info.safetensors is None: - raise ValueError(f"No safetensors info found for {model_id}") - return info.safetensors.total + info = model_info(model_id) + if info.safetensors is None: + raise ValueError(f"No safetensors info found for {model_id}") + return info.safetensors.total _model_meta_cache: Dict[str, ModelMetadata] = {} async def get_model_meta(model_id: str) -> ModelMetadata: - if model_id in _model_meta_cache: - return _model_meta_cache[model_id] - model_meta = await _get_model_meta(model_id) - _model_meta_cache[model_id] = model_meta - return model_meta + if model_id in _model_meta_cache: + return _model_meta_cache[model_id] + model_meta = await _get_model_meta(model_id) + _model_meta_cache[model_id] = model_meta + return model_meta async def _get_model_meta(model_id: str) -> ModelMetadata: - """Fetches storage size and number of layers for a Hugging Face model, returns Pydantic ModelMeta.""" - config_data = await get_config_data(model_id) - num_layers = config_data.layer_count - mem_size_bytes = await get_safetensors_size(model_id) + """Fetches storage size and number of layers for a Hugging Face model, returns Pydantic ModelMeta.""" + config_data = await get_config_data(model_id) + num_layers = config_data.layer_count + mem_size_bytes = await get_safetensors_size(model_id) - return ModelMetadata( - model_id=model_id, - pretty_name=model_id, - storage_size_kilobytes=mem_size_bytes // 1024, - n_layers=num_layers, - ) + return ModelMetadata( + model_id=model_id, + pretty_name=model_id, + storage_size_kilobytes=mem_size_bytes // 1024, + n_layers=num_layers, + ) diff --git a/shared/tests/test_sqlite_connector.py b/shared/tests/test_sqlite_connector.py index deacd72e..687ee230 100644 --- a/shared/tests/test_sqlite_connector.py +++ b/shared/tests/test_sqlite_connector.py @@ -38,7 +38,7 @@ def temp_db_path() -> Generator[Path, None, None]: @pytest.fixture def sample_node_id() -> NodeId: """Create a sample NodeId for testing.""" - return NodeId(uuid=uuid4()) + return NodeId() class TestAsyncSQLiteEventStorage: @@ -91,7 +91,7 @@ class TestAsyncSQLiteEventStorage: await session.execute( text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), { - "origin": str(sample_node_id.uuid), + "origin": sample_node_id, "event_type": "test_event", "event_id": str(uuid4()), "event_data": json.dumps(test_data) @@ -109,7 +109,7 @@ class TestAsyncSQLiteEventStorage: assert len(rows) == 1 assert rows[0][0] == 1 # rowid - assert rows[0][1] == str(sample_node_id.uuid) # origin + assert rows[0][1] == sample_node_id # origin raw_json = cast(str, rows[0][2]) retrieved_data = _load_json_data(raw_json) assert retrieved_data == test_data @@ -136,7 +136,7 @@ class TestAsyncSQLiteEventStorage: await session.execute( text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), { - "origin": str(sample_node_id.uuid), + "origin": sample_node_id, "event_type": record["event_type"], "event_id": str(uuid4()), "event_data": json.dumps(record) @@ -183,7 +183,7 @@ class TestAsyncSQLiteEventStorage: await session.execute( text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), { - "origin": str(sample_node_id.uuid), + "origin": sample_node_id, "event_type": record["event_type"], "event_id": str(uuid4()), "event_data": json.dumps(record) @@ -203,8 +203,8 @@ class TestAsyncSQLiteEventStorage: storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) await storage.start() - origin1 = NodeId(uuid=uuid4()) - origin2 = NodeId(uuid=uuid4()) + origin1 = NodeId() + origin2 = NodeId() # Insert interleaved records from different origins assert storage._engine is not None @@ -212,17 +212,17 @@ class TestAsyncSQLiteEventStorage: # Origin 1 - record 1 await session.execute( text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), - {"origin": str(origin1.uuid), "event_type": "event_1", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin1", "seq": 1})} + {"origin": origin1, "event_type": "event_1", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin1", "seq": 1})} ) # Origin 2 - record 2 await session.execute( text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), - {"origin": str(origin2.uuid), "event_type": "event_2", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin2", "seq": 2})} + {"origin": origin2, "event_type": "event_2", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin2", "seq": 2})} ) # Origin 1 - record 3 await session.execute( text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), - {"origin": str(origin1.uuid), "event_type": "event_3", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin1", "seq": 3})} + {"origin": origin1, "event_type": "event_3", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin1", "seq": 3})} ) await session.commit() @@ -267,7 +267,7 @@ class TestAsyncSQLiteEventStorage: await session.execute( text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), { - "origin": str(sample_node_id.uuid), + "origin": sample_node_id, "event_type": f"event_{i}", "event_id": str(uuid4()), "event_data": json.dumps({"index": i}) @@ -357,7 +357,7 @@ class TestAsyncSQLiteEventStorage: await session.execute( text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), { - "origin": str(sample_node_id.uuid), + "origin": sample_node_id, "event_type": "complex_event", "event_id": str(uuid4()), "event_data": json.dumps(test_data) @@ -438,7 +438,7 @@ class TestAsyncSQLiteEventStorage: await storage.start() # Create a ChunkGenerated event with nested TokenChunk - command_id = CommandId(uuid=uuid4()) + command_id = CommandId() token_chunk = TokenChunk( text="Hello, world!", token_id=42, diff --git a/shared/types/common.py b/shared/types/common.py index 2c1b77ab..347e7864 100644 --- a/shared/types/common.py +++ b/shared/types/common.py @@ -1,16 +1,22 @@ +from typing import Any, Self from uuid import uuid4 -from pydantic import UUID4, Field -from pydantic.dataclasses import dataclass +from pydantic import GetCoreSchemaHandler +from pydantic_core import core_schema -@dataclass(frozen=True) -class NewUUID: - uuid: UUID4 = Field(default_factory=lambda: uuid4()) +class ID(str): + def __new__(cls, value: str | None = None) -> Self: + return super().__new__(cls, value or str(uuid4())) - def __hash__(self) -> int: - return hash(self.uuid) + @classmethod + def __get_pydantic_core_schema__( + cls, + _source: type[Any], + handler: GetCoreSchemaHandler + ) -> core_schema.CoreSchema: + # Re‑use the already‑defined schema for `str` + return handler.generate_schema(str) - -class NodeId(NewUUID): - pass +class NodeId(ID): + pass \ No newline at end of file diff --git a/shared/types/events/_events.py b/shared/types/events/_events.py index 679bd940..5fe7bd12 100644 --- a/shared/types/events/_events.py +++ b/shared/types/events/_events.py @@ -26,12 +26,12 @@ if TYPE_CHECKING: from pydantic import BaseModel -from shared.types.common import NewUUID +from shared.types.common import ID -class EventId(NewUUID): +class EventId(ID): """ - Newtype around `NewUUID` + Newtype around `ID` """ @@ -43,10 +43,6 @@ class _EventType(str, Enum): Here are all the unique kinds of events that can be sent over the network. """ - # Task Saga Events - MLXInferenceSagaPrepare = "MLXInferenceSagaPrepare" - MLXInferenceSagaStartPrepare = "MLXInferenceSagaStartPrepare" - # Task Events TaskCreated = "TaskCreated" TaskStateUpdated = "TaskStateUpdated" @@ -64,6 +60,7 @@ class _EventType(str, Enum): # Runner Status Events RunnerStatusUpdated = "RunnerStatusUpdated" + RunnerDeleted = "RunnerDeleted" # Node Performance Events NodePerformanceMeasured = "NodePerformanceMeasured" @@ -136,8 +133,6 @@ class InstanceDeleted(_BaseEvent[_EventType.InstanceDeleted]): event_type: Literal[_EventType.InstanceDeleted] = _EventType.InstanceDeleted instance_id: InstanceId - transition: tuple[InstanceId, InstanceId] - class InstanceReplacedAtomically(_BaseEvent[_EventType.InstanceReplacedAtomically]): event_type: Literal[_EventType.InstanceReplacedAtomically] = _EventType.InstanceReplacedAtomically @@ -151,16 +146,9 @@ class RunnerStatusUpdated(_BaseEvent[_EventType.RunnerStatusUpdated]): runner_status: RunnerStatus -class MLXInferenceSagaPrepare(_BaseEvent[_EventType.MLXInferenceSagaPrepare]): - event_type: Literal[_EventType.MLXInferenceSagaPrepare] = _EventType.MLXInferenceSagaPrepare - task_id: TaskId - instance_id: InstanceId - - -class MLXInferenceSagaStartPrepare(_BaseEvent[_EventType.MLXInferenceSagaStartPrepare]): - event_type: Literal[_EventType.MLXInferenceSagaStartPrepare] = _EventType.MLXInferenceSagaStartPrepare - task_id: TaskId - instance_id: InstanceId +class RunnerDeleted(_BaseEvent[_EventType.RunnerDeleted]): + event_type: Literal[_EventType.RunnerDeleted] = _EventType.RunnerDeleted + runner_id: RunnerId class NodePerformanceMeasured(_BaseEvent[_EventType.NodePerformanceMeasured]): @@ -206,14 +194,13 @@ _Event = Union[ InstanceDeleted, InstanceReplacedAtomically, RunnerStatusUpdated, + RunnerDeleted, NodePerformanceMeasured, WorkerStatusUpdated, ChunkGenerated, TopologyEdgeCreated, TopologyEdgeReplacedAtomically, TopologyEdgeDeleted, - MLXInferenceSagaPrepare, - MLXInferenceSagaStartPrepare, ] """ Un-annotated union of all events. Only used internally to create the registry. diff --git a/shared/types/events/categories.py b/shared/types/events/categories.py deleted file mode 100644 index 3954af21..00000000 --- a/shared/types/events/categories.py +++ /dev/null @@ -1,9 +0,0 @@ -from . import ( - MLXInferenceSagaPrepare, - MLXInferenceSagaStartPrepare, -) - -TaskSagaEvent = ( - MLXInferenceSagaPrepare - | MLXInferenceSagaStartPrepare -) diff --git a/shared/types/events/chunks.py b/shared/types/events/chunks.py index de5b079a..67e0587d 100644 --- a/shared/types/events/chunks.py +++ b/shared/types/events/chunks.py @@ -4,13 +4,13 @@ from typing import Annotated, Literal from pydantic import BaseModel, Field, TypeAdapter from shared.openai_compat import FinishReason -from shared.types.common import NewUUID +from shared.types.common import ID from shared.types.models import ModelId -class CommandId(NewUUID): +class CommandId(ID): """ - Newtype around `NewUUID` for command IDs + Newtype around `ID` for command IDs """ class ChunkType(str, Enum): diff --git a/shared/types/tasks.py b/shared/types/tasks.py index 08e9e017..12b0b514 100644 --- a/shared/types/tasks.py +++ b/shared/types/tasks.py @@ -4,11 +4,11 @@ from typing import Annotated, Literal from pydantic import BaseModel, Field from shared.types.api import ChatCompletionTaskParams -from shared.types.common import NewUUID +from shared.types.common import ID from shared.types.worker.common import InstanceId -class TaskId(NewUUID): +class TaskId(ID): pass diff --git a/shared/types/worker/common.py b/shared/types/worker/common.py index 5fa78f74..c3b9aeea 100644 --- a/shared/types/worker/common.py +++ b/shared/types/worker/common.py @@ -1,13 +1,13 @@ from enum import Enum -from shared.types.common import NewUUID +from shared.types.common import ID -class InstanceId(NewUUID): +class InstanceId(ID): pass -class RunnerId(NewUUID): +class RunnerId(ID): pass diff --git a/worker/download/impl_shard_downloader.py b/worker/download/impl_shard_downloader.py index cc93a7e2..1ff6d081 100644 --- a/worker/download/impl_shard_downloader.py +++ b/worker/download/impl_shard_downloader.py @@ -115,7 +115,7 @@ class ResumableShardDownloader(ShardDownloader): return await download_shard(shard, self.on_progress_wrapper, skip_download=True) # Kick off download status coroutines concurrently - tasks = [asyncio.create_task(_status_for_model(model_id)) for model_id in MODEL_CARDS] + tasks = [asyncio.create_task(_status_for_model(model_card.model_id)) for model_card in MODEL_CARDS.values()] for task in asyncio.as_completed(tasks): try: diff --git a/worker/main.py b/worker/main.py index 45d38760..16efa7ec 100644 --- a/worker/main.py +++ b/worker/main.py @@ -9,11 +9,13 @@ from pydantic import BaseModel, ConfigDict from shared.apply import apply from shared.db.sqlite import AsyncSQLiteEventStorage +from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager from shared.types.common import NodeId from shared.types.events import ( ChunkGenerated, Event, InstanceId, + RunnerDeleted, RunnerStatusUpdated, TaskStateUpdated, ) @@ -52,6 +54,9 @@ from worker.download.download_utils import build_model_path from worker.runner.runner_supervisor import RunnerSupervisor +def get_node_id() -> NodeId: + return NodeId() # TODO + class AssignedRunner(BaseModel): runner_id: RunnerId instance_id: InstanceId @@ -78,40 +83,17 @@ class Worker: def __init__( self, node_id: NodeId, - initial_state: State, logger: Logger, worker_events: AsyncSQLiteEventStorage | None, ): self.node_id: NodeId = node_id - self.state: State = initial_state - self.worker_events: AsyncSQLiteEventStorage | None = worker_events + self.state: State = State() + self.worker_events: AsyncSQLiteEventStorage | None = worker_events # worker_events is None in some tests. self.logger: Logger = logger self.assigned_runners: dict[RunnerId, AssignedRunner] = {} self._task: asyncio.Task[None] | None = None - ## Worker lifecycle management - @property - def _is_running(self) -> bool: - return self._task is not None and not self._task.done() - - @property - def exception(self) -> Exception | None: - if self._task is not None: - self._task.exception() - - # We don't start immediately on init - for testing purposes it is useful to have an 'inactive' worker. - async def start(self): - self._task = asyncio.create_task(self._loop()) - - async def stop(self): - if not self._is_running: - raise RuntimeError("Worker is not running") - - assert self._task is not None - - self._task.cancel() - ## Op Executors async def _execute_assign_op( @@ -145,6 +127,7 @@ class Worker: # This is all we really need: del self.assigned_runners[op.runner_id] + yield RunnerDeleted(runner_id=op.runner_id) return yield @@ -337,7 +320,12 @@ class Worker: # First, unassign assigned runners that are no longer in the state. for runner_id, _ in self.assigned_runners.items(): - if runner_id not in state.runners: + runner_ids: list[RunnerId] = [ + runner_id + for instance in state.instances.values() + for runner_id in instance.instance_params.shard_assignments.runner_to_shard + ] + if runner_id not in runner_ids: return UnassignRunnerOp(runner_id=runner_id) # Then spin down active runners @@ -358,7 +346,8 @@ class Worker: if self.node_id in instance.instance_params.shard_assignments.node_to_runner: other_node_in_instance_has_failed = False for runner_id in instance.instance_params.shard_assignments.runner_to_shard: - if isinstance(state.runners[runner_id], FailedRunnerStatus) and \ + if runner_id in state.runners and \ + isinstance(state.runners[runner_id], FailedRunnerStatus) and \ runner_id not in self.assigned_runners: other_node_in_instance_has_failed= True @@ -369,6 +358,7 @@ class Worker: # If we are failed - and *all of the other nodes have spun down* - then we can spin down too. for _instance_id, instance in state.instances.items(): if self.node_id in instance.instance_params.shard_assignments.node_to_runner and \ + instance.instance_params.shard_assignments.node_to_runner[self.node_id] in state.runners and \ isinstance(state.runners[instance.instance_params.shard_assignments.node_to_runner[self.node_id]], FailedRunnerStatus): num_spundown_nodes = 0 @@ -468,11 +458,10 @@ class Worker: await self.worker_events.append_events([event], self.node_id) # Handle state updates - async def _loop(self): + async def run(self): assert self.worker_events is not None - while True: - # ToDo: Where do we update state? Do we initialize it from scratch & read all events in, or do we preload the state? + while True: # 1. get latest events events = await self.worker_events.get_events_since(self.state.last_event_applied_idx) if len(events) == 0: @@ -493,13 +482,18 @@ class Worker: await asyncio.sleep(0.01) - # TODO: Handle tail event log # TODO: Handle resource monitoring (write-only) async def main(): + node_id: NodeId = get_node_id() + logger: Logger = Logger('worker_log') + event_log_manager = EventLogManager(EventLogConfig(), logger) + await event_log_manager.initialize() - print("Hello from worker!") + worker = Worker(node_id, logger, event_log_manager.worker_events) + + await worker.run() if __name__ == "__main__": asyncio.run(main()) diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py index 7e69358f..d2b556d4 100644 --- a/worker/runner/runner_supervisor.py +++ b/worker/runner/runner_supervisor.py @@ -181,7 +181,7 @@ class RunnerSupervisor: text=text, token=token, finish_reason=finish_reason ): yield TokenChunk( - command_id=CommandId(uuid=task.task_id.uuid), + command_id=CommandId(task.task_id), idx=token, model=self.model_shard_meta.model_meta.model_id, text=text, diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index 0182e9c2..de79fd87 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -1,11 +1,13 @@ -import uuid +import asyncio from logging import Logger, getLogger from pathlib import Path -from typing import Callable +from typing import Awaitable, Callable import pytest +from shared.db.sqlite.connector import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from shared.models.model_meta import get_model_meta from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams from shared.types.common import NodeId from shared.types.models import ModelId, ModelMetadata @@ -28,43 +30,6 @@ from shared.types.worker.shards import PipelineShardMetadata from worker.main import Worker -@pytest.fixture -def model_meta() -> ModelMetadata: - # return _get_model_meta('mlx-community/Llama-3.2-1B-Instruct-4bit') # we can't do this! as it's an async function :( - return ModelMetadata( - model_id='mlx-community/Llama-3.2-1B-Instruct-4bit', - pretty_name='llama3.2', - storage_size_kilobytes=10**6, - n_layers=16 - ) - - -@pytest.fixture -def pipeline_shard_meta(model_meta: ModelMetadata, tmp_path: Path) -> Callable[[int, int], PipelineShardMetadata]: - def _pipeline_shard_meta( - num_nodes: int = 1, device_rank: int = 0 - ) -> PipelineShardMetadata: - total_layers = 16 - layers_per_node = total_layers // num_nodes - start_layer = device_rank * layers_per_node - end_layer = ( - start_layer + layers_per_node - if device_rank < num_nodes - 1 - else total_layers - ) - - return PipelineShardMetadata( - model_meta=model_meta, - device_rank=device_rank, - n_layers=total_layers, - start_layer=start_layer, - end_layer=end_layer, - world_size=num_nodes, - ) - - return _pipeline_shard_meta - - @pytest.fixture def hosts(): def _hosts(count: int, offset: int = 0) -> list[Host]: @@ -94,6 +59,35 @@ def user_message(): """Override this fixture in tests to customize the message""" return "Hello, how are you?" +@pytest.fixture +async def model_meta() -> ModelMetadata: + return await get_model_meta('mlx-community/Llama-3.2-1B-Instruct-4bit') + + +@pytest.fixture +def pipeline_shard_meta(model_meta: ModelMetadata, tmp_path: Path) -> Callable[[int, int], PipelineShardMetadata]: + def _pipeline_shard_meta( + num_nodes: int = 1, device_rank: int = 0 + ) -> PipelineShardMetadata: + total_layers = model_meta.n_layers + layers_per_node = total_layers // num_nodes + start_layer = device_rank * layers_per_node + end_layer = ( + start_layer + layers_per_node + if device_rank < num_nodes - 1 + else total_layers + ) + + return PipelineShardMetadata( + model_meta=model_meta, + device_rank=device_rank, + n_layers=total_layers, + start_layer=start_layer, + end_layer=end_layer, + world_size=num_nodes, + ) + + return _pipeline_shard_meta @pytest.fixture def completion_create_params(user_message: str) -> ChatCompletionTaskParams: @@ -117,7 +111,7 @@ def chat_completion_task(completion_create_params: ChatCompletionTaskParams) -> @pytest.fixture def node_id() -> NodeId: """Shared node ID for tests""" - return NodeId(uuid.uuid4()) + return NodeId() @pytest.fixture def state(node_id: NodeId): @@ -135,9 +129,8 @@ def logger() -> Logger: @pytest.fixture def instance(pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts_one: list[Host]): - def _instance(node_id: NodeId) -> Instance: - model_id = ModelId(uuid.uuid4()) - runner_id = RunnerId(uuid.uuid4()) + def _instance(node_id: NodeId, runner_id: RunnerId) -> Instance: + model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') shard_assignments = ShardAssignments( model_id=model_id, @@ -153,24 +146,24 @@ def instance(pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], h ) return Instance( - instance_id=InstanceId(uuid.uuid4()), + instance_id=InstanceId(), instance_params=instance_params, instance_type=TypeOfInstance.ACTIVE ) return _instance @pytest.fixture -async def worker(node_id: NodeId, state: State, logger: Logger): +async def worker(node_id: NodeId, logger: Logger): event_log_manager = EventLogManager(EventLogConfig(), logger) await event_log_manager.initialize() - return Worker(node_id, state, logger, worker_events=event_log_manager.global_events) + return Worker(node_id, logger, worker_events=event_log_manager.global_events) @pytest.fixture -async def worker_with_assigned_runner(worker: Worker, instance: Callable[[NodeId], Instance]): +async def worker_with_assigned_runner(worker: Worker, instance: Callable[[NodeId, RunnerId], Instance]): """Fixture that provides a worker with an already assigned runner.""" - instance_obj: Instance = instance(worker.node_id) + instance_obj: Instance = instance(worker.node_id, RunnerId()) # Extract runner_id from shard assignments runner_id = next(iter(instance_obj.instance_params.shard_assignments.runner_to_shard)) @@ -203,3 +196,19 @@ async def worker_with_running_runner(worker_with_assigned_runner: tuple[Worker, assert supervisor.healthy return worker, runner_id, instance_obj + +@pytest.fixture +def worker_running(logger: Logger) -> Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]]: + async def _worker_running(node_id: NodeId) -> tuple[Worker, AsyncSQLiteEventStorage]: + event_log_manager = EventLogManager(EventLogConfig(), logger) + await event_log_manager.initialize() + + global_events = event_log_manager.global_events + await global_events.delete_all_events() + + worker = Worker(node_id, logger=logger, worker_events=global_events) + asyncio.create_task(worker.run()) + + return worker, global_events + + return _worker_running \ No newline at end of file diff --git a/worker/tests/test_worker_handlers.py b/worker/tests/test_worker_handlers.py index 02f77234..593ee920 100644 --- a/worker/tests/test_worker_handlers.py +++ b/worker/tests/test_worker_handlers.py @@ -9,6 +9,7 @@ from shared.types.common import NodeId from shared.types.events import ( ChunkGenerated, Event, + RunnerDeleted, RunnerStatusUpdated, TaskStateUpdated, ) @@ -39,12 +40,9 @@ def user_message(): return "What, according to Douglas Adams, is the meaning of life, the universe and everything?" @pytest.mark.asyncio -async def test_assign_op(worker: Worker, instance: Callable[[NodeId], Instance], tmp_path: Path): - instance_obj: Instance = instance(worker.node_id) - runner_id: RunnerId | None = None - for x in instance_obj.instance_params.shard_assignments.runner_to_shard: - runner_id = x - assert runner_id is not None +async def test_assign_op(worker: Worker, instance: Callable[[NodeId, RunnerId], Instance], tmp_path: Path): + runner_id = RunnerId() + instance_obj: Instance = instance(worker.node_id, runner_id) assign_op = AssignRunnerOp( runner_id=runner_id, @@ -82,7 +80,8 @@ async def test_unassign_op(worker_with_assigned_runner: tuple[Worker, RunnerId, # We should have no assigned runners and no events were emitted assert len(worker.assigned_runners) == 0 - assert len(events) == 0 + assert len(events) == 1 + assert isinstance(events[0], RunnerDeleted) @pytest.mark.asyncio async def test_runner_up_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], chat_completion_task: Task, tmp_path: Path): diff --git a/worker/tests/test_worker_integration.py b/worker/tests/test_worker_integration.py index 7e8e5a99..fa9b49b4 100644 --- a/worker/tests/test_worker_integration.py +++ b/worker/tests/test_worker_integration.py @@ -1,21 +1,31 @@ import asyncio -from logging import Logger -from typing import Callable, Final -from uuid import UUID +from typing import Awaitable, Callable, Final -from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +import pytest + +from shared.db.sqlite.connector import AsyncSQLiteEventStorage from shared.types.common import NodeId -from shared.types.events import InstanceCreated +from shared.types.events import ( + InstanceCreated, + InstanceDeleted, + RunnerDeleted, + RunnerStatusUpdated, +) +from shared.types.events.chunks import TokenChunk from shared.types.models import ModelId -from shared.types.state import State -from shared.types.tasks import TaskId +from shared.types.tasks import Task, TaskId from shared.types.worker.common import InstanceId, RunnerId -from shared.types.worker.instances import Instance +from shared.types.worker.instances import Instance, TypeOfInstance +from shared.types.worker.runners import ( + LoadedRunnerStatus, + ReadyRunnerStatus, + # RunningRunnerStatus, +) from worker.main import Worker -MASTER_NODE_ID = NodeId(uuid=UUID("ffffffff-aaaa-4aaa-8aaa-aaaaaaaaaaaa")) -NODE_A: Final[NodeId] = NodeId(uuid=UUID("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa")) -NODE_B: Final[NodeId] = NodeId(uuid=UUID("bbbbbbbb-bbbb-4bbb-8bbb-bbbbbbbbbbbb")) +MASTER_NODE_ID = NodeId("ffffffff-aaaa-4aaa-8aaa-aaaaaaaaaaaa") +NODE_A: Final[NodeId] = NodeId("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa") +NODE_B: Final[NodeId] = NodeId("bbbbbbbb-bbbb-4bbb-8bbb-bbbbbbbbbbbb") # Define constant IDs for deterministic test cases RUNNER_1_ID: Final[RunnerId] = RunnerId() @@ -26,20 +36,21 @@ MODEL_A_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' MODEL_B_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' TASK_1_ID: Final[TaskId] = TaskId() -async def test_runner_spin_up(instance: Callable[[NodeId], Instance]): - # TODO. - return - node_id = NodeId() - logger = Logger('worker_test_logger') - event_log_manager = EventLogManager(EventLogConfig(), logger) - await event_log_manager.initialize() +@pytest.fixture +def user_message(): + return "What is the capital of Japan?" - global_events = event_log_manager.global_events +async def test_runner_assigned( + worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + instance: Callable[[NodeId, RunnerId], Instance] + ): - worker = Worker(node_id, State(), logger=logger, worker_events=global_events) - await worker.start() + worker, global_events = await worker_running(NODE_A) - instance_value = instance(node_id) + print(worker) + + instance_value: Instance = instance(NODE_A, RUNNER_1_ID) + instance_value.instance_type = TypeOfInstance.INACTIVE await global_events.append_events( [ @@ -54,4 +65,153 @@ async def test_runner_spin_up(instance: Callable[[NodeId], Instance]): await asyncio.sleep(0.1) - assert worker.assigned_runners \ No newline at end of file + # Ensure the worker has taken the correct action + assert len(worker.assigned_runners) == 1 + assert RUNNER_1_ID in worker.assigned_runners + assert isinstance(worker.assigned_runners[RUNNER_1_ID].status, ReadyRunnerStatus) + + # Ensure the correct events have been emitted + events = await global_events.get_events_since(0) + assert len(events) == 2 + assert isinstance(events[1].event, RunnerStatusUpdated) + assert isinstance(events[1].event.runner_status, ReadyRunnerStatus) + + # Ensure state is correct + assert isinstance(worker.state.runners[RUNNER_1_ID], ReadyRunnerStatus) + +async def test_runner_assigned_active( + worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + instance: Callable[[NodeId, RunnerId], Instance], + chat_completion_task: Task + ): + worker, global_events = await worker_running(NODE_A) + + instance_value: Instance = instance(NODE_A, RUNNER_1_ID) + instance_value.instance_type = TypeOfInstance.ACTIVE + + await global_events.append_events( + [ + InstanceCreated( + instance_id=instance_value.instance_id, + instance_params=instance_value.instance_params, + instance_type=instance_value.instance_type + ) + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(0.1) + + assert len(worker.assigned_runners) == 1 + assert RUNNER_1_ID in worker.assigned_runners + assert isinstance(worker.assigned_runners[RUNNER_1_ID].status, LoadedRunnerStatus) + + # Ensure the correct events have been emitted + events = await global_events.get_events_since(0) + assert len(events) == 3 + assert isinstance(events[2].event, RunnerStatusUpdated) + assert isinstance(events[2].event.runner_status, LoadedRunnerStatus) + + # Ensure state is correct + assert isinstance(worker.state.runners[RUNNER_1_ID], LoadedRunnerStatus) + + # Ensure that the runner has been created and it can stream tokens. + supervisor = next(iter(worker.assigned_runners.values())).runner + assert supervisor is not None + assert supervisor.healthy + + full_response = '' + + async for chunk in supervisor.stream_response(task=chat_completion_task): + if isinstance(chunk, TokenChunk): + full_response += chunk.text + + assert "tokyo" in full_response.lower(), ( + f"Expected 'Tokyo' in response, but got: {full_response}" + ) + +async def test_runner_assigned_wrong_node( + worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + instance: Callable[[NodeId, RunnerId], Instance] + ): + worker, global_events = await worker_running(NODE_A) + + instance_value = instance(NODE_B, RUNNER_1_ID) + + await global_events.append_events( + [ + InstanceCreated( + instance_id=instance_value.instance_id, + instance_params=instance_value.instance_params, + instance_type=instance_value.instance_type + ) + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(0.1) + + assert len(worker.assigned_runners) == 0 + + # Ensure the correct events have been emitted + events = await global_events.get_events_since(0) + assert len(events) == 1 + # No RunnerStatusUpdated event should be emitted + + # Ensure state is correct + assert len(worker.state.runners) == 0 + +async def test_runner_unassigns( + worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + instance: Callable[[NodeId, RunnerId], Instance] + ): + worker, global_events = await worker_running(NODE_A) + + instance_value: Instance = instance(NODE_A, RUNNER_1_ID) + instance_value.instance_type = TypeOfInstance.ACTIVE + + await global_events.append_events( + [ + InstanceCreated( + instance_id=instance_value.instance_id, + instance_params=instance_value.instance_params, + instance_type=instance_value.instance_type + ) + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(0.1) + + # already tested by test_runner_assigned_active + assert len(worker.assigned_runners) == 1 + assert RUNNER_1_ID in worker.assigned_runners + assert isinstance(worker.assigned_runners[RUNNER_1_ID].status, LoadedRunnerStatus) + + # Ensure the correct events have been emitted (creation) + events = await global_events.get_events_since(0) + assert len(events) == 3 + assert isinstance(events[2].event, RunnerStatusUpdated) + assert isinstance(events[2].event.runner_status, LoadedRunnerStatus) + + # Ensure state is correct + print(worker.state) + assert isinstance(worker.state.runners[RUNNER_1_ID], LoadedRunnerStatus) + + await global_events.append_events( + [ + InstanceDeleted(instance_id=instance_value.instance_id) + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(0.3) + + print(worker.state) + assert len(worker.assigned_runners) == 0 + + # Ensure the correct events have been emitted (deletion) + events = await global_events.get_events_since(0) + assert isinstance(events[-1].event, RunnerDeleted) + # After deletion, runner should be removed from state.runners + assert len(worker.state.runners) == 0 \ No newline at end of file diff --git a/worker/tests/test_worker_plan.py b/worker/tests/test_worker_plan.py index f27c5652..4db3f85d 100644 --- a/worker/tests/test_worker_plan.py +++ b/worker/tests/test_worker_plan.py @@ -88,7 +88,22 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: ], state=State( node_status={NODE_A: NodeStatus.Idle}, - instances={}, + instances={ + INSTANCE_1_ID: Instance( + instance_type=TypeOfInstance.INACTIVE, + instance_id=INSTANCE_1_ID, + instance_params=InstanceParams( + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) + }, + node_to_runner={NODE_A: RUNNER_1_ID} + ), + hosts=[] + ), + ) + }, runners={RUNNER_1_ID: make_downloading_status(NODE_A)}, ), expected_op=None, @@ -854,15 +869,9 @@ def test_worker_plan(case: PlanTestCase, tmp_path: Path, monkeypatch: pytest.Mon case = test_cases[case.description] node_id = NODE_A - initial_state = State( - node_status={node_id: NodeStatus.Idle}, - instances={}, - runners={}, - tasks={}, - ) logger = logging.getLogger("test_worker_plan") - worker = Worker(node_id=node_id, initial_state=initial_state, worker_events=None, logger=logger) + worker = Worker(node_id=node_id, worker_events=None, logger=logger) path_downloaded_map: dict[str, bool] = {} diff --git a/worker/tests/test_worker_plan_utils.py b/worker/tests/test_worker_plan_utils.py index 292d8037..71b90867 100644 --- a/worker/tests/test_worker_plan_utils.py +++ b/worker/tests/test_worker_plan_utils.py @@ -3,7 +3,6 @@ from __future__ import annotations from dataclasses import dataclass from pathlib import Path from typing import Final, List, Optional, override -from uuid import UUID from shared.models.model_cards import MODEL_CARDS, ModelCard from shared.types.common import NodeId @@ -23,13 +22,13 @@ from shared.types.worker.runners import ( from shared.types.worker.shards import PipelineShardMetadata from worker.main import AssignedRunner -NODE_A: Final[NodeId] = NodeId(uuid=UUID("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa")) -NODE_B: Final[NodeId] = NodeId(uuid=UUID("bbbbbbbb-bbbb-4bbb-8bbb-bbbbbbbbbbbb")) +NODE_A: Final[NodeId] = NodeId("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa") +NODE_B: Final[NodeId] = NodeId("bbbbbbbb-bbbb-4bbb-8bbb-bbbbbbbbbbbb") # Define constant IDs for deterministic test cases -RUNNER_1_ID: Final[RunnerId] = RunnerId(uuid=UUID("cccccccc-aaaa-4aaa-8aaa-aaaaaaaaaaaa")) +RUNNER_1_ID: Final[RunnerId] = RunnerId("cccccccc-aaaa-4aaa-8aaa-aaaaaaaaaaaa") INSTANCE_1_ID: Final[InstanceId] = InstanceId() -RUNNER_2_ID: Final[RunnerId] = RunnerId(uuid=UUID("dddddddd-aaaa-4aaa-8aaa-aaaaaaaaaaaa")) +RUNNER_2_ID: Final[RunnerId] = RunnerId("dddddddd-aaaa-4aaa-8aaa-aaaaaaaaaaaa") INSTANCE_2_ID: Final[InstanceId] = InstanceId() MODEL_A_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' MODEL_B_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' @@ -108,12 +107,12 @@ def make_model_meta( ) -> ModelMetadata: model_card: ModelCard for card in MODEL_CARDS.values(): - if card.repo_id == model_id: + if card.model_id == model_id: model_card = card return ModelMetadata( model_id=model_id, - pretty_name=model_card.id, + pretty_name=model_card.model_id, storage_size_kilobytes=10**6, n_layers=16, ) diff --git a/worker/tests/test_worker_state.py b/worker/tests/test_worker_state.py deleted file mode 100644 index 1d010101..00000000 --- a/worker/tests/test_worker_state.py +++ /dev/null @@ -1,48 +0,0 @@ -## Tests for worker state differentials -## When the worker state changes, this should be reflected by a worker intention. - - -import asyncio -from typing import Callable -from uuid import uuid4 - -import pytest - -from shared.types.common import NodeId -from shared.types.state import State -from shared.types.worker.common import InstanceId, NodeStatus -from shared.types.worker.instances import Instance -from worker.main import Worker - - -@pytest.mark.asyncio -async def test_worker_runs_and_stops(worker: Worker): - await worker.start() - await asyncio.sleep(0.01) - - assert worker._is_running, worker._task.exception() # type: ignore - - await worker.stop() - await asyncio.sleep(0.01) - - assert not worker._is_running # type: ignore - -@pytest.mark.asyncio -async def test_worker_instance_added(worker: Worker, instance: Callable[[NodeId], Instance]): - await worker.start() - await asyncio.sleep(0.01) - - worker.state.instances = {InstanceId(uuid4()): instance(worker.node_id)} - - print(worker.state.instances) - -def test_plan_noop(worker: Worker): - s = State( - node_status={ - NodeId(uuid4()): NodeStatus.Idle - } - ) - - next_op = worker.plan(s) - - assert next_op is None From 4c0e4ef8536d041eae9ba27aa180ec397dca9548 Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Thu, 24 Jul 2025 19:45:45 +0100 Subject: [PATCH 105/224] Go build Co-authored-by: Gelu Vrabie --- .gitignore | 2 ++ justfile | 13 +++++++++- master/env.py | 3 ++- test_shard_serialization.py | 1 - throwaway_tests/segfault_multiprocess.py | 31 ------------------------ 5 files changed, 16 insertions(+), 34 deletions(-) delete mode 100644 test_shard_serialization.py delete mode 100644 throwaway_tests/segfault_multiprocess.py diff --git a/.gitignore b/.gitignore index d0ef8f27..b3f86bdf 100644 --- a/.gitignore +++ b/.gitignore @@ -9,3 +9,5 @@ hosts_*.json # TODO figure out how to properly solve the issue with these target directories showing up networking/target/ networking/topology/target/ + +build/ diff --git a/justfile b/justfile index 209cb5e5..a327859d 100644 --- a/justfile +++ b/justfile @@ -32,4 +32,15 @@ protobufs: just regenerate-protobufs build: regenerate-protobufs - uv build --all-packages \ No newline at end of file + uv build --all-packages + +# Build the Go forwarder binary +build-forwarder: + cd networking/forwarder && go build -buildvcs=false -o ../../build/forwarder . + +# Run forwarder tests +test-forwarder: + cd networking/forwarder && go test ./src/... + +# Build all components (Python packages and Go forwarder) +build-all: build build-forwarder \ No newline at end of file diff --git a/master/env.py b/master/env.py index 284bf585..a63914c2 100644 --- a/master/env.py +++ b/master/env.py @@ -5,4 +5,5 @@ from shared.env import BaseEnv class MasterEnvironmentSchema(BaseEnv): # Master-specific: forwarder configuration - FORWARDER_BINARY_PATH: Path | None = None + # Default to build/forwarder if not explicitly set + FORWARDER_BINARY_PATH: Path = Path("build/forwarder") diff --git a/test_shard_serialization.py b/test_shard_serialization.py deleted file mode 100644 index 0519ecba..00000000 --- a/test_shard_serialization.py +++ /dev/null @@ -1 +0,0 @@ - \ No newline at end of file diff --git a/throwaway_tests/segfault_multiprocess.py b/throwaway_tests/segfault_multiprocess.py deleted file mode 100644 index 28c835f6..00000000 --- a/throwaway_tests/segfault_multiprocess.py +++ /dev/null @@ -1,31 +0,0 @@ -import ctypes; -from multiprocessing import Process - -def trigger_segfault(): - ctypes.string_at(0) - -def subprocess_main(id: int): - print(f"SUBPROCESS {id}: PROCESS START") - trigger_segfault() - print(f"SUBPROCESS {id}: PROCESS END") - -def main(): - """This code tests that a master process is not brought down by - segfaults that occur in the child processes - """ - - print("MASTER: PROCESS START") - procs: list[Process] = [] - for i in range(0, 10): - p = Process(target=subprocess_main, args=(i,)) - procs.append(p) - p.start() - - print("MASTER: JOINING SUBPROCESSES") - for p in procs: - p.join() - - print("MASTER: PROCESS END") - -if __name__ == "__main__": - main() \ No newline at end of file From 6f8e3419d502ffa28c96ce65247973efc6f13e25 Mon Sep 17 00:00:00 2001 From: Seth Howes <71157822+sethhowes@users.noreply.github.com> Date: Thu, 24 Jul 2025 20:22:40 +0100 Subject: [PATCH 106/224] Placement strategy Co-authored-by: Alex Cheema --- master/api.py | 6 +- master/main.py | 15 +- master/placement.py | 83 +++++++++-- master/tests/conftest.py | 46 ++++++ master/tests/test_placement.py | 155 ++++++++++++++++++++ master/tests/test_placement_utils.py | 173 +++++++++++++++++++++++ master/tests/test_topology.py | 4 +- master/utils/placement_utils.py | 77 ++++++++++ shared/tests/test_sqlite_connector.py | 7 +- shared/topology.py | 9 ++ shared/types/common.py | 5 +- shared/types/events/chunks.py | 7 +- shared/types/events/commands.py | 21 +-- shared/types/profiling.py | 4 +- shared/types/state.py | 6 - shared/types/topology.py | 2 + shared/types/worker/shards.py | 5 +- worker/download/impl_shard_downloader.py | 4 +- worker/runner/runner_supervisor.py | 2 +- 19 files changed, 572 insertions(+), 59 deletions(-) create mode 100644 master/tests/conftest.py create mode 100644 master/tests/test_placement.py create mode 100644 master/tests/test_placement_utils.py create mode 100644 master/utils/placement_utils.py diff --git a/master/api.py b/master/api.py index dd99a5cf..e2a8428d 100644 --- a/master/api.py +++ b/master/api.py @@ -13,13 +13,13 @@ from shared.types.api import ( ChatCompletionResponse, StreamingChoiceResponse, ) +from shared.types.common import CommandId from shared.types.events import ChunkGenerated, Event from shared.types.events.chunks import TokenChunk from shared.types.events.commands import ( ChatCompletionCommand, Command, - CommandId, - CommandTypes, + CommandType, ) from shared.types.events.components import EventFromEventLog from shared.types.tasks import ChatCompletionTaskParams @@ -101,7 +101,7 @@ class API: request = ChatCompletionCommand( command_id=command_id, - command_type=CommandTypes.CHAT_COMPLETION, + command_type=CommandType.CHAT_COMPLETION, request_params=payload, ) self.command_buffer.append(request) diff --git a/master/main.py b/master/main.py index e9baf241..a253927d 100644 --- a/master/main.py +++ b/master/main.py @@ -14,10 +14,9 @@ from shared.db.sqlite.connector import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogManager from shared.models.model_cards import MODEL_CARDS from shared.models.model_meta import get_model_meta -from shared.types.common import NodeId +from shared.types.common import CommandId, NodeId from shared.types.events import ( ChunkGenerated, - CommandId, InstanceCreated, TaskCreated, ) @@ -143,23 +142,23 @@ class Master: # TODO pass case CreateInstanceCommand(): - if next_command.model_id not in MODEL_CARDS: - raise ValueError(f"Model {next_command.model_id} not supported.") + if next_command.model_meta.model_id not in MODEL_CARDS: + raise ValueError(f"Model {next_command.model_meta.model_id} not supported.") # TODO: we should also support models that aren't in MODEL_CARDS # if it's in MODEL_CARDS, use ModelMetadata from there, otherwise interpret as a repo_id and get from huggingface - if next_command.model_id in MODEL_CARDS: - model_card = MODEL_CARDS[next_command.model_id] + if next_command.model_meta.model_id in MODEL_CARDS: + model_card = MODEL_CARDS[next_command.model_meta.model_id] model_meta = model_card.metadata else: - model_meta = await get_model_meta(next_command.model_id) + model_meta = await get_model_meta(next_command.model_meta.model_id) # TODO: how do we actually schedule an instance? TODO: @@@@@@𝕾𝖊𝖙𝖍@@@@@@ next_event = InstanceCreated( instance_id=InstanceId(), instance_params=InstanceParams( shard_assignments=ShardAssignments( - model_id=next_command.model_id, + model_id=next_command.model_meta.model_id, runner_to_shard={ RunnerId(): PipelineShardMetadata( model_meta=model_meta, diff --git a/master/placement.py b/master/placement.py index b9eb7d70..87d12c6e 100644 --- a/master/placement.py +++ b/master/placement.py @@ -1,24 +1,83 @@ -from queue import Queue -from typing import Mapping, Sequence +from collections.abc import Mapping +from copy import deepcopy +from functools import singledispatch +from typing import Sequence + +from master.utils.placement_utils import ( + filter_cycles_by_memory, + get_shard_assignments, + get_smallest_cycles, +) from shared.topology import Topology -from shared.types.events import Event -from shared.types.state import CachePolicy -from shared.types.tasks import Task -from shared.types.worker.instances import InstanceId, InstanceParams +from shared.types.events import Event, InstanceCreated, InstanceDeleted +from shared.types.events.commands import CreateInstanceCommand, DeleteInstanceCommand +from shared.types.worker.common import InstanceId +from shared.types.worker.instances import InstanceParams, TypeOfInstance +@singledispatch def get_instance_placements( - inbox: Queue[Task], - outbox: Queue[Task], + command: CreateInstanceCommand, topology: Topology, - current_instances: Mapping[InstanceId, InstanceParams], - cache_policy: CachePolicy, -) -> Mapping[InstanceId, InstanceParams]: ... + current_instances: dict[InstanceId, InstanceParams], +) -> dict[InstanceId, InstanceParams]: + available_models = [current_instances[instance].shard_assignments.model_id for instance in current_instances] + if command.model_meta.model_id in available_models: + raise ValueError(f"Instance for {command.model_meta.model_id} already exists") + + candidate_cycles = topology.get_cycles() + cycles = filter_cycles_by_memory(candidate_cycles, command.model_meta.storage_size_kilobytes) + if not cycles: + raise ValueError("No cycles found with sufficient memory") + smallest_cycles = get_smallest_cycles(cycles) + selected_cycle = max(smallest_cycles, key=lambda cycle: sum(node.node_profile.memory.ram_available for node in cycle if node.node_profile is not None)) + + shard_assignments = get_shard_assignments(command.model_meta, selected_cycle) + + instance_id = InstanceId() + target_instances = deepcopy(current_instances) + target_instances[instance_id] = InstanceParams( + shard_assignments=shard_assignments, + hosts=[] + ) + return target_instances + + +@get_instance_placements.register +def _(command: DeleteInstanceCommand, topology: Topology, current_instances: dict[InstanceId, InstanceParams]) -> dict[InstanceId, InstanceParams]: + target_instances = deepcopy(current_instances) + if command.instance_id in target_instances: + del target_instances[command.instance_id] + return target_instances + raise ValueError(f"Instance {command.instance_id} not found") def get_transition_events( current_instances: Mapping[InstanceId, InstanceParams], target_instances: Mapping[InstanceId, InstanceParams], -) -> Sequence[Event]: ... +) -> Sequence[Event]: + events: list[Event] = [] + + # find instances to create + for instance_id, instance_params in target_instances.items(): + if instance_id not in current_instances: + events.append( + InstanceCreated( + instance_id=instance_id, + instance_params=instance_params, + instance_type=TypeOfInstance.ACTIVE + ) + ) + + # find instances to delete + for instance_id in current_instances: + if instance_id not in target_instances: + events.append( + InstanceDeleted( + instance_id=instance_id, + ) + ) + + return events diff --git a/master/tests/conftest.py b/master/tests/conftest.py new file mode 100644 index 00000000..6ab6bd92 --- /dev/null +++ b/master/tests/conftest.py @@ -0,0 +1,46 @@ +import pytest + +from shared.types.common import NodeId +from shared.types.profiling import ( + MemoryPerformanceProfile, + NodePerformanceProfile, + SystemPerformanceProfile, +) +from shared.types.topology import Connection, ConnectionProfile, Node + + +@pytest.fixture +def create_node(): + def _create_node(memory: int, node_id: NodeId | None = None) -> Node: + if node_id is None: + node_id = NodeId() + return Node( + node_id=node_id, + node_profile=NodePerformanceProfile( + model_id="test", + chip_id="test", + memory=MemoryPerformanceProfile( + ram_total=1000, + ram_available=memory, + swap_total=1000, + swap_available=1000 + ), + network_interfaces=[], + system=SystemPerformanceProfile(flops_fp16=1000) + ) + ) + + return _create_node + + +@pytest.fixture +def create_connection(): + def _create_connection(source_node_id: NodeId, sink_node_id: NodeId) -> Connection: + return Connection( + source_node_id=source_node_id, + sink_node_id=sink_node_id, + source_multiaddr="/ip4/127.0.0.1/tcp/1234", + sink_multiaddr="/ip4/127.0.0.1/tcp/1235", + connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000) + ) + return _create_connection \ No newline at end of file diff --git a/master/tests/test_placement.py b/master/tests/test_placement.py new file mode 100644 index 00000000..cf105b97 --- /dev/null +++ b/master/tests/test_placement.py @@ -0,0 +1,155 @@ +from typing import Callable + +import pytest + +from master.placement import get_instance_placements, get_transition_events +from shared.topology import Topology +from shared.types.common import CommandId, NodeId +from shared.types.events._events import ( + _EventType, # pyright: ignore[reportPrivateUsage] +) +from shared.types.events.commands import CreateInstanceCommand +from shared.types.models import ModelMetadata +from shared.types.topology import Connection, Node +from shared.types.worker.common import InstanceId +from shared.types.worker.instances import InstanceParams +from shared.types.worker.runners import ShardAssignments + + +@pytest.fixture +def topology() -> Topology: + return Topology() + +@pytest.fixture +def instance_params() -> InstanceParams: + return InstanceParams( + shard_assignments=ShardAssignments( + model_id="test-model", + runner_to_shard={}, + node_to_runner={} + ), + hosts=[] + ) + +@pytest.fixture +def model_meta() -> ModelMetadata: + return ModelMetadata( + model_id="test-model", + storage_size_kilobytes=1000, + pretty_name="Test Model", + n_layers=10 + ) + +def create_instance_command(model_meta: ModelMetadata) -> CreateInstanceCommand: + return CreateInstanceCommand( + command_id=CommandId(), + model_meta=model_meta + ) + + +@pytest.mark.parametrize("available_memory,total_layers,expected_layers", [ + ((500, 500, 1000), 12, (3, 3, 6)), + ((500, 500, 500), 12, (4, 4, 4)), + ((312, 518, 1024), 12, (2, 3, 7)) +]) +def test_get_instance_placements_create_instance( + available_memory: tuple[int, int, int], + total_layers: int, + expected_layers: tuple[int, int, int], + topology: Topology, + model_meta: ModelMetadata, + create_node: Callable[[int, NodeId | None], Node], + create_connection: Callable[[NodeId, NodeId], Connection] +): + # arrange + model_meta.n_layers = total_layers + + create_instance_command = CreateInstanceCommand( + command_id=CommandId(), + model_meta=model_meta + ) + node_id_a = NodeId() + node_id_b = NodeId() + node_id_c = NodeId() + topology.add_node(create_node(available_memory[0], node_id_a), node_id_a) + topology.add_node(create_node(available_memory[1], node_id_b), node_id_b) + topology.add_node(create_node(available_memory[2], node_id_c), node_id_c) + topology.add_connection(create_connection(node_id_a, node_id_b)) + topology.add_connection(create_connection(node_id_b, node_id_c)) + topology.add_connection(create_connection(node_id_c, node_id_a)) + + # act + placements = get_instance_placements(create_instance_command, topology, {}) + + # assert + assert len(placements) == 1 + instance_id = list(placements.keys())[0] + instance_params = placements[instance_id] + assert instance_params.shard_assignments.model_id == model_meta.model_id + + runner_id_a = instance_params.shard_assignments.node_to_runner[node_id_a] + runner_id_b = instance_params.shard_assignments.node_to_runner[node_id_b] + runner_id_c = instance_params.shard_assignments.node_to_runner[node_id_c] + + shard_a = instance_params.shard_assignments.runner_to_shard[runner_id_a] + shard_b = instance_params.shard_assignments.runner_to_shard[runner_id_b] + shard_c = instance_params.shard_assignments.runner_to_shard[runner_id_c] + + assert shard_a.end_layer - shard_a.start_layer == expected_layers[0] + assert shard_b.end_layer - shard_b.start_layer == expected_layers[1] + assert shard_c.end_layer - shard_c.start_layer == expected_layers[2] + + shards = [shard_a, shard_b, shard_c] + shards_sorted = sorted(shards, key=lambda s: s.start_layer) + assert shards_sorted[0].start_layer == 0 + assert shards_sorted[-1].end_layer == total_layers + + +def test_get_transition_events_no_change(topology: Topology, instance_params: InstanceParams): + # arrange + instance_id = InstanceId() + current_instances = { + instance_id: instance_params + } + target_instances = { + instance_id: instance_params + } + + # act + events = get_transition_events(current_instances, target_instances) + + # assert + assert len(events) == 0 + + +def test_get_transition_events_create_instance(topology: Topology, instance_params: InstanceParams): + # arrange + instance_id = InstanceId() + current_instances: dict[InstanceId, InstanceParams] = {} + target_instances: dict[InstanceId, InstanceParams] = { + instance_id: instance_params + } + + # act + events = get_transition_events(current_instances, target_instances) + + # assert + assert len(events) == 1 + assert events[0].event_type == _EventType.InstanceCreated + + +def test_get_transition_events_delete_instance(topology: Topology, instance_params: InstanceParams): + # arrange + instance_id = InstanceId() + current_instances: dict[InstanceId, InstanceParams] = { + instance_id: instance_params + } + target_instances: dict[InstanceId, InstanceParams] = {} + + # act + events = get_transition_events(current_instances, target_instances) + + # assert + assert len(events) == 1 + assert events[0].event_type == _EventType.InstanceDeleted + assert events[0].instance_id == instance_id diff --git a/master/tests/test_placement_utils.py b/master/tests/test_placement_utils.py new file mode 100644 index 00000000..7dce222f --- /dev/null +++ b/master/tests/test_placement_utils.py @@ -0,0 +1,173 @@ +from typing import Callable + +import pytest + +from master.utils.placement_utils import ( + filter_cycles_by_memory, + get_shard_assignments, + get_smallest_cycles, +) +from shared.topology import Topology +from shared.types.common import NodeId +from shared.types.models import ModelMetadata +from shared.types.topology import Connection, Node + + +@pytest.fixture +def topology() -> Topology: + topology = Topology() + return topology + + +def test_filter_cycles_by_memory(topology: Topology, create_node: Callable[[int, NodeId | None], Node], create_connection: Callable[[NodeId, NodeId], Connection]): + # arrange + node1_id = NodeId() + node2_id = NodeId() + + node1 = create_node(1000, node1_id) + node2 = create_node(1000, node2_id) + + topology.add_node(node1, node1_id) + topology.add_node(node2, node2_id) + + connection1 = create_connection(node1_id, node2_id) + connection2 = create_connection(node2_id, node1_id) + + topology.add_connection(connection1) + topology.add_connection(connection2) + + cycles = topology.get_cycles() + + # act + filtered_cycles = filter_cycles_by_memory(cycles, 1) + + # assert + assert len(filtered_cycles) == 1 + assert len(filtered_cycles[0]) == 2 + assert set(n.node_id for n in filtered_cycles[0]) == {node1_id, node2_id} + + +def test_filter_cycles_by_insufficient_memory(topology: Topology, create_node: Callable[[int, NodeId | None], Node], create_connection: Callable[[NodeId, NodeId], Connection]): + # arrange + node1_id = NodeId() + node2_id = NodeId() + + node1 = create_node(1000, node1_id) + node2 = create_node(1000, node2_id) + + topology.add_node(node1, node1_id) + topology.add_node(node2, node2_id) + + connection1 = create_connection(node1_id, node2_id) + connection2 = create_connection(node2_id, node1_id) + + topology.add_connection(connection1) + topology.add_connection(connection2) + + # act + filtered_cycles = filter_cycles_by_memory(topology.get_cycles(), 2001) + + # assert + assert len(filtered_cycles) == 0 + + +def test_filter_multiple_cycles_by_memory(topology: Topology, create_node: Callable[[int, NodeId | None], Node], create_connection: Callable[[NodeId, NodeId], Connection]): + # arrange + node_a_id = NodeId() + node_b_id = NodeId() + node_c_id = NodeId() + + node_a = create_node(500, node_a_id) + node_b = create_node(500, node_b_id) + node_c = create_node(1000, node_c_id) + + topology.add_node(node_a, node_a_id) + topology.add_node(node_b, node_b_id) + topology.add_node(node_c, node_c_id) + + topology.add_connection(create_connection(node_a_id, node_b_id)) + topology.add_connection(create_connection(node_b_id, node_a_id)) + + topology.add_connection(create_connection(node_a_id, node_c_id)) + topology.add_connection(create_connection(node_c_id, node_b_id)) + + cycles = topology.get_cycles() + + # act + filtered_cycles = filter_cycles_by_memory(cycles, 1500) + + # assert + assert len(filtered_cycles) == 1 + assert len(filtered_cycles[0]) == 3 + assert set(n.node_id for n in filtered_cycles[0]) == {node_a_id, node_b_id, node_c_id} + +def test_get_smallest_cycles(topology: Topology, create_node: Callable[[int, NodeId | None], Node], create_connection: Callable[[NodeId, NodeId], Connection]): + # arrange + node_a_id = NodeId() + node_b_id = NodeId() + node_c_id = NodeId() + + node_a = create_node(500, node_a_id) + node_b = create_node(500, node_b_id) + node_c = create_node(1000, node_c_id) + + topology.add_node(node_a, node_a_id) + topology.add_node(node_b, node_b_id) + topology.add_node(node_c, node_c_id) + + topology.add_connection(create_connection(node_a_id, node_b_id)) + topology.add_connection(create_connection(node_b_id, node_c_id)) + topology.add_connection(create_connection(node_c_id, node_a_id)) + topology.add_connection(create_connection(node_b_id, node_a_id)) + + # act + smallest_cycles = get_smallest_cycles(topology.get_cycles()) + + # assert + assert len(smallest_cycles) == 1 + assert len(smallest_cycles[0]) == 2 + assert set(n.node_id for n in smallest_cycles[0]) == {node_a_id, node_b_id} + +@pytest.mark.parametrize("available_memory,total_layers,expected_layers", [ + ((500, 500, 1000), 12, (3, 3, 6)), + ((500, 500, 500), 12, (4, 4, 4)), + ((312, 518, 1024), 12, (2, 3, 7)) +]) +def test_get_shard_assignments(topology: Topology, create_node: Callable[[int, NodeId | None], Node], create_connection: Callable[[NodeId, NodeId], Connection], available_memory: tuple[int, int, int], total_layers: int, expected_layers: tuple[int, int, int]): + # arrange + node_a_id = NodeId() + node_b_id = NodeId() + node_c_id = NodeId() + + node_a = create_node(available_memory[0], node_a_id) + node_b = create_node(available_memory[1], node_b_id) + node_c = create_node(available_memory[2], node_c_id) + + topology.add_node(node_a, node_a_id) + topology.add_node(node_b, node_b_id) + topology.add_node(node_c, node_c_id) + + topology.add_connection(create_connection(node_a_id, node_b_id)) + topology.add_connection(create_connection(node_b_id, node_c_id)) + topology.add_connection(create_connection(node_c_id, node_a_id)) + topology.add_connection(create_connection(node_b_id, node_a_id)) + + model_meta = ModelMetadata( + model_id="test-model", + pretty_name="Test Model", + n_layers=total_layers, + storage_size_kilobytes=1000 + ) + cycles = topology.get_cycles() + selected_cycle = cycles[0] + + # act + shard_assignments = get_shard_assignments(model_meta, selected_cycle) + + # assert + runner_id_a = shard_assignments.node_to_runner[node_a_id] + runner_id_b = shard_assignments.node_to_runner[node_b_id] + runner_id_c = shard_assignments.node_to_runner[node_c_id] + assert shard_assignments.runner_to_shard[runner_id_c].end_layer - shard_assignments.runner_to_shard[runner_id_c].start_layer == expected_layers[2] + assert shard_assignments.runner_to_shard[runner_id_a].end_layer - shard_assignments.runner_to_shard[runner_id_a].start_layer == expected_layers[0] + assert shard_assignments.runner_to_shard[runner_id_b].end_layer - shard_assignments.runner_to_shard[runner_id_b].start_layer == expected_layers[1] diff --git a/master/tests/test_topology.py b/master/tests/test_topology.py index 5eaca934..1e395d2e 100644 --- a/master/tests/test_topology.py +++ b/master/tests/test_topology.py @@ -19,7 +19,7 @@ def connection() -> Connection: @pytest.fixture def node_profile() -> NodePerformanceProfile: - memory_profile = MemoryPerformanceProfile(ram_total=1000, ram_used=0, swap_total=1000, swap_used=0) + memory_profile = MemoryPerformanceProfile(ram_total=1000, ram_available=1000, swap_total=1000, swap_available=1000) system_profile = SystemPerformanceProfile(flops_fp16=1000) return NodePerformanceProfile(model_id="test", chip_id="test", memory=memory_profile, network_interfaces=[], system=system_profile) @@ -57,7 +57,7 @@ def test_update_node_profile(topology: Topology, node_profile: NodePerformancePr topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile), node_id=connection.sink_node_id) topology.add_connection(connection) - new_node_profile = NodePerformanceProfile(model_id="test", chip_id="test", memory=MemoryPerformanceProfile(ram_total=1000, ram_used=0, swap_total=1000, swap_used=0), network_interfaces=[], system=SystemPerformanceProfile(flops_fp16=1000)) + new_node_profile = NodePerformanceProfile(model_id="test", chip_id="test", memory=MemoryPerformanceProfile(ram_total=1000, ram_available=1000, swap_total=1000, swap_available=1000), network_interfaces=[], system=SystemPerformanceProfile(flops_fp16=1000)) # act topology.update_node_profile(connection.source_node_id, node_profile=new_node_profile) diff --git a/master/utils/placement_utils.py b/master/utils/placement_utils.py new file mode 100644 index 00000000..30d96725 --- /dev/null +++ b/master/utils/placement_utils.py @@ -0,0 +1,77 @@ +from typing import TypeGuard, cast + +from pydantic import BaseModel + +from shared.types.common import NodeId +from shared.types.models import ModelMetadata +from shared.types.profiling import NodePerformanceProfile +from shared.types.topology import Node +from shared.types.worker.common import RunnerId +from shared.types.worker.runners import ShardAssignments +from shared.types.worker.shards import PipelineShardMetadata + + +class NodeWithProfile(BaseModel): + node_id: NodeId + node_profile: NodePerformanceProfile + +def narrow_all_nodes(nodes: list[Node]) -> TypeGuard[list[NodeWithProfile]]: + return all(node.node_profile is not None for node in nodes) + +def filter_cycles_by_memory(cycles: list[list[Node]], required_memory: int) -> list[list[Node]]: + filtered_cycles: list[list[Node]] = [] + for cycle in cycles: + if not narrow_all_nodes(cycle): + continue + + total_mem = sum(node.node_profile.memory.ram_available for node in cycle) + if total_mem >= required_memory: + filtered_cycles.append(cast(list[Node], cycle)) + return filtered_cycles + + +def get_smallest_cycles(cycles: list[list[Node]]) -> list[list[Node]]: + min_nodes = min(len(cycle) for cycle in cycles) + return [cycle for cycle in cycles if len(cycle) == min_nodes] + +def get_shard_assignments( + model_meta: ModelMetadata, + selected_cycle: list[Node], +) -> ShardAssignments: + if not narrow_all_nodes(selected_cycle): + raise ValueError("All nodes must have profiles to create shard assignments") + + cycle_memory = sum(node.node_profile.memory.ram_available for node in selected_cycle) + total_layers = model_meta.n_layers + runner_to_shard: dict[RunnerId, PipelineShardMetadata] = {} + node_to_runner: dict[NodeId, RunnerId] = {} + + layers_assigned = 0 + for i, node in enumerate(selected_cycle): + if i == len(selected_cycle) - 1: + node_layers = total_layers - layers_assigned + else: + node_layers = round(total_layers * (node.node_profile.memory.ram_available / cycle_memory)) + node_layers = max(1, node_layers) + + runner_id = RunnerId() + shard = PipelineShardMetadata( + model_meta=model_meta, + device_rank=i, + world_size=len(selected_cycle), + start_layer=layers_assigned, + end_layer=layers_assigned + node_layers, + n_layers=total_layers + ) + + runner_to_shard[runner_id] = shard + node_to_runner[node.node_id] = runner_id + layers_assigned += node_layers + + shard_assignments = ShardAssignments( + model_id=model_meta.model_id, + runner_to_shard=runner_to_shard, + node_to_runner=node_to_runner + ) + + return shard_assignments diff --git a/shared/tests/test_sqlite_connector.py b/shared/tests/test_sqlite_connector.py index 687ee230..5963cc8e 100644 --- a/shared/tests/test_sqlite_connector.py +++ b/shared/tests/test_sqlite_connector.py @@ -10,11 +10,8 @@ from sqlalchemy import text from sqlalchemy.ext.asyncio import AsyncSession from shared.db.sqlite import AsyncSQLiteEventStorage, EventLogConfig -from shared.types.common import NodeId -from shared.types.events import ( - ChunkGenerated, - CommandId, -) +from shared.types.common import CommandId, NodeId +from shared.types.events import ChunkGenerated from shared.types.events.chunks import ChunkType, TokenChunk # Type ignore comment for all protected member access in this test file diff --git a/shared/topology.py b/shared/topology.py index 289912f3..c44c717e 100644 --- a/shared/topology.py +++ b/shared/topology.py @@ -84,6 +84,15 @@ class Topology(TopologyProto): del self._edge_id_to_rx_id_map[connection] del self._rx_id_to_node_id_map[rx_idx] + def get_cycles(self) -> list[list[Node]]: + cycle_idxs = rx.simple_cycles(self._graph) + cycles: list[list[Node]] = [] + for cycle_idx in cycle_idxs: + cycle = [self._graph[idx] for idx in cycle_idx] + cycles.append(cycle) + + return cycles + def _is_bridge(self, connection: Connection) -> bool: edge_idx = self._edge_id_to_rx_id_map[connection] graph_copy = self._graph.copy().to_undirected() diff --git a/shared/types/common.py b/shared/types/common.py index 347e7864..58051656 100644 --- a/shared/types/common.py +++ b/shared/types/common.py @@ -19,4 +19,7 @@ class ID(str): return handler.generate_schema(str) class NodeId(ID): - pass \ No newline at end of file + pass + +class CommandId(ID): + pass diff --git a/shared/types/events/chunks.py b/shared/types/events/chunks.py index 67e0587d..f060075c 100644 --- a/shared/types/events/chunks.py +++ b/shared/types/events/chunks.py @@ -4,15 +4,10 @@ from typing import Annotated, Literal from pydantic import BaseModel, Field, TypeAdapter from shared.openai_compat import FinishReason -from shared.types.common import ID +from shared.types.common import CommandId from shared.types.models import ModelId -class CommandId(ID): - """ - Newtype around `ID` for command IDs - """ - class ChunkType(str, Enum): token = "token" image = "image" diff --git a/shared/types/events/commands.py b/shared/types/events/commands.py index ae96f6d2..ae17100d 100644 --- a/shared/types/events/commands.py +++ b/shared/types/events/commands.py @@ -4,35 +4,36 @@ from typing import Annotated, Callable, Literal, Sequence from pydantic import BaseModel, Field, TypeAdapter from shared.types.api import ChatCompletionTaskParams +from shared.types.common import CommandId from shared.types.events import Event -from shared.types.events.chunks import CommandId +from shared.types.models import ModelMetadata from shared.types.state import InstanceId, State # TODO: We need to have a distinction between create instance and spin up instance. -class CommandTypes(str, Enum): +class CommandType(str, Enum): CHAT_COMPLETION = "CHAT_COMPLETION" CREATE_INSTANCE = "CREATE_INSTANCE" DELETE_INSTANCE = "DELETE_INSTANCE" -class _BaseCommand[T: CommandTypes](BaseModel): +class _BaseCommand[T: CommandType](BaseModel): command_id: CommandId command_type: T -class ChatCompletionCommand(_BaseCommand[CommandTypes.CHAT_COMPLETION]): - command_type: Literal[CommandTypes.CHAT_COMPLETION] = CommandTypes.CHAT_COMPLETION +class ChatCompletionCommand(_BaseCommand[CommandType.CHAT_COMPLETION]): + command_type: Literal[CommandType.CHAT_COMPLETION] = CommandType.CHAT_COMPLETION request_params: ChatCompletionTaskParams -class CreateInstanceCommand(_BaseCommand[CommandTypes.CREATE_INSTANCE]): - command_type: Literal[CommandTypes.CREATE_INSTANCE] = CommandTypes.CREATE_INSTANCE - model_id: str +class CreateInstanceCommand(_BaseCommand[CommandType.CREATE_INSTANCE]): + command_type: Literal[CommandType.CREATE_INSTANCE] = CommandType.CREATE_INSTANCE + model_meta: ModelMetadata -class DeleteInstanceCommand(_BaseCommand[CommandTypes.DELETE_INSTANCE]): - command_type: Literal[CommandTypes.DELETE_INSTANCE] = CommandTypes.DELETE_INSTANCE +class DeleteInstanceCommand(_BaseCommand[CommandType.DELETE_INSTANCE]): + command_type: Literal[CommandType.DELETE_INSTANCE] = CommandType.DELETE_INSTANCE instance_id: InstanceId diff --git a/shared/types/profiling.py b/shared/types/profiling.py index ff1af45d..841d68ee 100644 --- a/shared/types/profiling.py +++ b/shared/types/profiling.py @@ -3,9 +3,9 @@ from pydantic import BaseModel, Field class MemoryPerformanceProfile(BaseModel): ram_total: int - ram_used: int + ram_available: int swap_total: int - swap_used: int + swap_available: int class SystemPerformanceProfile(BaseModel): diff --git a/shared/types/state.py b/shared/types/state.py index 0129d925..769ad319 100644 --- a/shared/types/state.py +++ b/shared/types/state.py @@ -1,5 +1,4 @@ from collections.abc import Mapping, Sequence -from enum import Enum from pydantic import BaseModel, ConfigDict, Field @@ -12,10 +11,6 @@ from shared.types.worker.instances import BaseInstance from shared.types.worker.runners import RunnerId, RunnerStatus -class CachePolicy(str, Enum): - KEEP_ALL = "KEEP_ALL" - - class State(BaseModel): model_config = ConfigDict(arbitrary_types_allowed=True) node_status: Mapping[NodeId, NodeStatus] = {} @@ -25,5 +20,4 @@ class State(BaseModel): node_profiles: Mapping[NodeId, NodePerformanceProfile] = {} topology: Topology = Topology() history: Sequence[Topology] = [] - cache_policy: CachePolicy = CachePolicy.KEEP_ALL last_event_applied_idx: int = Field(default=0, ge=0) diff --git a/shared/types/topology.py b/shared/types/topology.py index c41907ec..0dac5c08 100644 --- a/shared/types/topology.py +++ b/shared/types/topology.py @@ -63,3 +63,5 @@ class TopologyProto(Protocol): def get_node_profile(self, node_id: NodeId) -> NodePerformanceProfile | None: ... def get_connection_profile(self, connection: Connection) -> ConnectionProfile | None: ... + + def get_cycles(self) -> list[list[Node]]: ... diff --git a/shared/types/worker/shards.py b/shared/types/worker/shards.py index 3bc8b16d..2ef7c8ae 100644 --- a/shared/types/worker/shards.py +++ b/shared/types/worker/shards.py @@ -29,6 +29,9 @@ class BaseShardMetadata(BaseModel, Generic[PartitionStrategyT]): class PipelineShardMetadata(BaseShardMetadata[Literal[PartitionStrategy.pipeline]]): """ Pipeline parallelism shard meta. + + Layers are represented as a half-open interval [start_layer, end_layer), + where start_layer is inclusive and end_layer is exclusive. """ partition_strategy: Literal[PartitionStrategy.pipeline] = Field( @@ -44,7 +47,7 @@ class PipelineShardMetadata(BaseShardMetadata[Literal[PartitionStrategy.pipeline @property def is_last_layer(self) -> bool: - return self.end_layer == self.n_layers - 1 + return self.end_layer == self.n_layers def __hash__(self) -> int: return hash((self.model_meta.model_id, self.start_layer, self.end_layer, self.n_layers)) diff --git a/worker/download/impl_shard_downloader.py b/worker/download/impl_shard_downloader.py index 1ff6d081..3843107e 100644 --- a/worker/download/impl_shard_downloader.py +++ b/worker/download/impl_shard_downloader.py @@ -25,7 +25,7 @@ async def build_base_shard(model_id: str) -> Optional[ShardMetadata]: device_rank=0, world_size=1, start_layer=0, - end_layer=model_meta.n_layers - 1, + end_layer=model_meta.n_layers, n_layers=model_meta.n_layers, ) @@ -39,7 +39,7 @@ async def build_full_shard(model_id: str) -> Optional[PipelineShardMetadata]: device_rank=base_shard.device_rank, world_size=base_shard.world_size, start_layer=base_shard.start_layer, - end_layer=base_shard.n_layers - 1, + end_layer=base_shard.n_layers, n_layers=base_shard.n_layers, ) diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py index d2b556d4..3d1b0553 100644 --- a/worker/runner/runner_supervisor.py +++ b/worker/runner/runner_supervisor.py @@ -5,7 +5,7 @@ from collections.abc import AsyncGenerator from types import CoroutineType from typing import Any, Callable -from shared.types.events import CommandId +from shared.types.common import CommandId from shared.types.events.chunks import GenerationChunk, TokenChunk from shared.types.tasks import ChatCompletionTaskParams, Task from shared.types.worker.commands_runner import ( From a241c92dd10cee4a41ecfc56006bb9b57b5b0557 Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Fri, 25 Jul 2025 13:10:29 +0100 Subject: [PATCH 107/224] Glue --- master/api.py | 70 ++++++- master/forwarder_supervisor.py | 4 +- master/main.py | 238 ++++++++++-------------- master/placement.py | 24 +-- master/tests/test_master.py | 4 +- master/tests/test_placement.py | 52 +++--- networking/forwarder/src/sqlite.go | 2 +- shared/apply/apply.py | 16 +- shared/types/api.py | 17 +- shared/types/events/_events.py | 6 +- shared/types/events/commands.py | 4 +- shared/types/request.py | 8 +- shared/types/state.py | 4 +- shared/types/worker/instances.py | 20 +- worker/main.py | 52 +++--- worker/tests/conftest.py | 18 +- worker/tests/test_worker_handlers.py | 8 +- worker/tests/test_worker_integration.py | 24 +-- worker/tests/test_worker_plan.py | 92 +++------ worker/tests/test_worker_plan_utils.py | 20 +- 20 files changed, 324 insertions(+), 359 deletions(-) diff --git a/master/api.py b/master/api.py index e2a8428d..387f2e5d 100644 --- a/master/api.py +++ b/master/api.py @@ -1,16 +1,21 @@ import asyncio import time from collections.abc import AsyncGenerator -from typing import List, Sequence, final +from typing import Callable, List, Sequence, final import uvicorn -from fastapi import FastAPI +from fastapi import FastAPI, HTTPException from fastapi.responses import StreamingResponse from shared.db.sqlite.connector import AsyncSQLiteEventStorage +from shared.models.model_cards import MODEL_CARDS +from shared.models.model_meta import get_model_meta from shared.types.api import ( ChatCompletionMessage, ChatCompletionResponse, + CreateInstanceResponse, + CreateInstanceTaskParams, + DeleteInstanceResponse, StreamingChoiceResponse, ) from shared.types.common import CommandId @@ -20,9 +25,14 @@ from shared.types.events.commands import ( ChatCompletionCommand, Command, CommandType, + CreateInstanceCommand, + DeleteInstanceCommand, ) from shared.types.events.components import EventFromEventLog +from shared.types.state import State from shared.types.tasks import ChatCompletionTaskParams +from shared.types.worker.common import InstanceId +from shared.types.worker.instances import Instance def chunk_to_response(chunk: TokenChunk) -> ChatCompletionResponse: @@ -45,20 +55,21 @@ def chunk_to_response(chunk: TokenChunk) -> ChatCompletionResponse: @final class API: - def __init__(self, command_buffer: List[Command], global_events: AsyncSQLiteEventStorage) -> None: + def __init__(self, command_buffer: List[Command], global_events: AsyncSQLiteEventStorage, get_state: Callable[[], State]) -> None: self._app = FastAPI() self._setup_routes() self.command_buffer = command_buffer self.global_events = global_events + self.get_state = get_state def _setup_routes(self) -> None: # self._app.get("/topology/control_plane")(self.get_control_plane_topology) # self._app.get("/topology/data_plane")(self.get_data_plane_topology) # self._app.get("/instances/list")(self.list_instances) - # self._app.post("/instances/create")(self.create_instance) - # self._app.get("/instance/{instance_id}/read")(self.get_instance) - # self._app.delete("/instance/{instance_id}/delete")(self.remove_instance) + self._app.post("/instances/create")(self.create_instance) + self._app.get("/instance/{instance_id}")(self.get_instance) + self._app.delete("/instance/{instance_id}")(self.delete_instance) # self._app.get("/model/{model_id}/metadata")(self.get_model_data) # self._app.post("/model/{model_id}/instances")(self.get_instances_by_model) self._app.post("/v1/chat/completions")(self.chat_completions) @@ -80,11 +91,49 @@ class API: # def list_instances(self): # return {"message": "Hello, World!"} - # def create_instance(self, model_id: ModelId) -> InstanceId: ... + async def create_instance(self, payload: CreateInstanceTaskParams) -> CreateInstanceResponse: + if payload.model_id in MODEL_CARDS: + model_card = MODEL_CARDS[payload.model_id] + model_meta = model_card.metadata + else: + model_meta = await get_model_meta(payload.model_id) - # def get_instance(self, instance_id: InstanceId) -> Instance: ... + command = CreateInstanceCommand( + command_id=CommandId(), + command_type=CommandType.CREATE_INSTANCE, + model_meta=model_meta, + instance_id=InstanceId(), + ) + self.command_buffer.append(command) - # def remove_instance(self, instance_id: InstanceId) -> None: ... + return CreateInstanceResponse( + message="Command received.", + command_id=command.command_id, + model_meta=model_meta, + instance_id=command.instance_id, + ) + + def get_instance(self, instance_id: InstanceId) -> Instance: + state = self.get_state() + if instance_id not in state.instances: + raise HTTPException(status_code=404, detail="Instance not found") + return state.instances[instance_id] + + def delete_instance(self, instance_id: InstanceId) -> DeleteInstanceResponse: + if instance_id not in self.get_state().instances: + raise HTTPException(status_code=404, detail="Instance not found") + + command = DeleteInstanceCommand( + command_id=CommandId(), + command_type=CommandType.DELETE_INSTANCE, + instance_id=instance_id, + ) + self.command_buffer.append(command) + return DeleteInstanceResponse( + message="Command received.", + command_id=command.command_id, + instance_id=instance_id, + ) # def get_model_data(self, model_id: ModelId) -> ModelInfo: ... @@ -140,9 +189,10 @@ class API: def start_fastapi_server( command_buffer: List[Command], global_events: AsyncSQLiteEventStorage, + get_state: Callable[[], State], host: str = "0.0.0.0", port: int = 8000, ): - api = API(command_buffer, global_events) + api = API(command_buffer, global_events, get_state) uvicorn.run(api.app, host=host, port=port) \ No newline at end of file diff --git a/master/forwarder_supervisor.py b/master/forwarder_supervisor.py index bdec1f7e..93a0bab0 100644 --- a/master/forwarder_supervisor.py +++ b/master/forwarder_supervisor.py @@ -106,8 +106,8 @@ class ForwarderSupervisor: self._process = await asyncio.create_subprocess_exec( str(self._binary_path), f'{pairs}', - stdout=asyncio.subprocess.PIPE, - stderr=asyncio.subprocess.PIPE + stdout=None, + stderr=None, ) self._logger.info(f"Starting forwarder with forwarding pairs: {pairs}") diff --git a/master/main.py b/master/main.py index a253927d..acc1b122 100644 --- a/master/main.py +++ b/master/main.py @@ -7,92 +7,40 @@ from typing import List from master.api import start_fastapi_server from master.election_callback import ElectionCallbacks -from master.forwarder_supervisor import ForwarderSupervisor +from master.forwarder_supervisor import ForwarderRole, ForwarderSupervisor +from master.placement import get_instance_placements, get_transition_events from shared.apply import apply from shared.db.sqlite.config import EventLogConfig from shared.db.sqlite.connector import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogManager -from shared.models.model_cards import MODEL_CARDS -from shared.models.model_meta import get_model_meta -from shared.types.common import CommandId, NodeId +from shared.node_id import get_node_id_keypair +from shared.types.common import NodeId from shared.types.events import ( - ChunkGenerated, - InstanceCreated, + Event, + NodePerformanceMeasured, TaskCreated, ) -from shared.types.events.chunks import TokenChunk from shared.types.events.commands import ( ChatCompletionCommand, Command, CreateInstanceCommand, DeleteInstanceCommand, ) +from shared.types.profiling import ( + MemoryPerformanceProfile, + NodePerformanceProfile, + SystemPerformanceProfile, +) from shared.types.state import State from shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus, TaskType -from shared.types.worker.common import InstanceId -from shared.types.worker.instances import ( - InstanceParams, - ShardAssignments, - TypeOfInstance, -) -from shared.types.worker.runners import RunnerId -from shared.types.worker.shards import PartitionStrategy, PipelineShardMetadata +from shared.types.worker.instances import Instance -## TODO: Hook this up properly -async def fake_tokens_task(events_log: AsyncSQLiteEventStorage, command_id: CommandId): - model_id = "testmodelabc" - - for i in range(10): - await asyncio.sleep(0.1) - - # Create the event with proper types and consistent IDs - chunk_event = ChunkGenerated( - command_id=command_id, - chunk=TokenChunk( - command_id=command_id, # Use the same task_id - idx=i, - model=model_id, # Use the same model_id - text=f'text{i}', - token_id=i - ) - ) - - # ChunkGenerated needs to be cast to the expected BaseEvent type - await events_log.append_events( - [chunk_event], - origin=NodeId() - ) - - await asyncio.sleep(0.1) - - # Create the event with proper types and consistent IDs - chunk_event = ChunkGenerated( - command_id=command_id, - chunk=TokenChunk( - command_id=command_id, # Use the same task_id - idx=11, - model=model_id, # Use the same model_id - text=f'text{11}', - token_id=11, - finish_reason='stop' - ) - ) - - # ChunkGenerated needs to be cast to the expected BaseEvent type - await events_log.append_events( - [chunk_event], - origin=NodeId() - ) - -def get_node_id() -> NodeId: - return NodeId() # TODO - class Master: - def __init__(self, command_buffer: list[Command], global_events: AsyncSQLiteEventStorage, forwarder_binary_path: Path, logger: Logger): + def __init__(self, node_id: NodeId, command_buffer: list[Command], global_events: AsyncSQLiteEventStorage, forwarder_binary_path: Path, logger: Logger): + self.node_id = node_id self.command_buffer = command_buffer self.global_events = global_events - self.node_id = get_node_id() self.forwarder_supervisor = ForwarderSupervisor( forwarder_binary_path=forwarder_binary_path, logger=logger @@ -104,6 +52,62 @@ class Master: # TODO: for now start from scratch every time, but we can optimize this by keeping a snapshot on disk so we don't have to re-apply all events return State() + async def _run_event_loop_body(self) -> None: + if self.forwarder_supervisor.current_role == ForwarderRole.REPLICA: + await asyncio.sleep(0.1) + return + + next_events: list[Event] = [] + # 1. process commands + if len(self.command_buffer) > 0: + # for now we do one command at a time + next_command = self.command_buffer.pop(0) + self.logger.info(f"got command: {next_command}") + # TODO: validate the command + match next_command: + case ChatCompletionCommand(): + matching_instance: Instance | None = None + for instance in self.state.instances.values(): + if instance.shard_assignments.model_id == next_command.request_params.model: + matching_instance = instance + break + if not matching_instance: + raise ValueError(f"No instance found for model {next_command.request_params.model}") + + task_id = TaskId() + next_events.append(TaskCreated( + task_id=task_id, + task=ChatCompletionTask( + task_id=task_id, + task_type=TaskType.CHAT_COMPLETION, + instance_id=matching_instance.instance_id, + task_status=TaskStatus.PENDING, + task_params=next_command.request_params + ) + )) + case DeleteInstanceCommand(): + placement = get_instance_placements(next_command, self.state.topology, self.state.instances) + transition_events = get_transition_events(self.state.instances, placement) + next_events.extend(transition_events) + case CreateInstanceCommand(): + placement = get_instance_placements(next_command, self.state.topology, self.state.instances) + transition_events = get_transition_events(self.state.instances, placement) + next_events.extend(transition_events) + + await self.global_events.append_events(next_events, origin=self.node_id) + + # 2. get latest events + events = await self.global_events.get_events_since(self.state.last_event_applied_idx) + if len(events) == 0: + await asyncio.sleep(0.01) + return + + # 3. for each event, apply it to the state + for event_from_log in events: + self.state = apply(self.state, event_from_log) + + self.logger.info(f"state: {self.state.model_dump_json()}") + async def run(self): self.state = await self._get_state_snapshot() @@ -115,90 +119,41 @@ class Master: await self.election_callbacks.on_became_master() while True: - next_event = None - # 1. process commands - if len(self.command_buffer) > 0: - # for now we do one command at a time - next_command = self.command_buffer.pop(0) - self.logger.info(f"got command: {next_command}") - # TODO: validate the command - match next_command: - case ChatCompletionCommand(): - # 1. find a valid instance for this request, if none exists ERROR (TODO) - instance_id = InstanceId() - task_id = TaskId() - # 2. publish TaskCreated event (TODO) - next_event = TaskCreated( - task_id=task_id, - task=ChatCompletionTask( - task_id=task_id, - task_type=TaskType.CHAT_COMPLETION, - instance_id=instance_id, - task_status=TaskStatus.PENDING, - task_params=next_command.request_params - ) - ) - case DeleteInstanceCommand(): - # TODO - pass - case CreateInstanceCommand(): - if next_command.model_meta.model_id not in MODEL_CARDS: - raise ValueError(f"Model {next_command.model_meta.model_id} not supported.") - - # TODO: we should also support models that aren't in MODEL_CARDS - # if it's in MODEL_CARDS, use ModelMetadata from there, otherwise interpret as a repo_id and get from huggingface - if next_command.model_meta.model_id in MODEL_CARDS: - model_card = MODEL_CARDS[next_command.model_meta.model_id] - model_meta = model_card.metadata - else: - model_meta = await get_model_meta(next_command.model_meta.model_id) - - # TODO: how do we actually schedule an instance? TODO: @@@@@@𝕾𝖊𝖙𝖍@@@@@@ - next_event = InstanceCreated( - instance_id=InstanceId(), - instance_params=InstanceParams( - shard_assignments=ShardAssignments( - model_id=next_command.model_meta.model_id, - runner_to_shard={ - RunnerId(): PipelineShardMetadata( - model_meta=model_meta, - partition_strategy=PartitionStrategy.pipeline, - device_rank=0, - world_size=1, - start_layer=0, - end_layer=0, - n_layers=0 - ) - }, - node_to_runner={} - ), - hosts=[] - ), - instance_type=TypeOfInstance.ACTIVE, - ) - - if next_event is not None: - await self.global_events.append_events([next_event], origin=self.node_id) - - # 2. get latest events - events = await self.global_events.get_events_since(self.state.last_event_applied_idx) - if len(events) == 0: - await asyncio.sleep(0.01) - continue - - # 3. for each event, apply it to the state - for event_from_log in events: - self.state = apply(self.state, event_from_log) + try: + await self._run_event_loop_body() + except Exception as e: + self.logger.error(f"Error in _run_event_loop_body: {e}") + await asyncio.sleep(0.1) async def main(): logger = Logger(name='master_logger') + node_id_keypair = get_node_id_keypair() + node_id = NodeId(node_id_keypair.to_peer_id().to_base58()) event_log_manager = EventLogManager(EventLogConfig(), logger=logger) await event_log_manager.initialize() global_events: AsyncSQLiteEventStorage = event_log_manager.global_events + # TODO: this should be the resource monitor that does this + await global_events.append_events([NodePerformanceMeasured( + node_id=node_id, + node_profile=NodePerformanceProfile( + model_id="testmodelabc", + chip_id="testchipabc", + memory=MemoryPerformanceProfile( + ram_total=1000, + ram_available=1000, + swap_total=1000, + swap_available=1000 + ), + system=SystemPerformanceProfile( + flops_fp16=1000 + ) + ) + )], origin=node_id) + command_buffer: List[Command] = [] api_thread = threading.Thread( @@ -206,13 +161,14 @@ async def main(): args=( command_buffer, global_events, + lambda: master.state, ), daemon=True ) api_thread.start() logger.info('Running FastAPI server in a separate thread. Listening on port 8000.') - master = Master(command_buffer, global_events, forwarder_binary_path=Path("forwarder"), logger=logger) + master = Master(node_id, command_buffer, global_events, forwarder_binary_path=Path("./build/forwarder"), logger=logger) await master.run() if __name__ == "__main__": diff --git a/master/placement.py b/master/placement.py index 87d12c6e..82730472 100644 --- a/master/placement.py +++ b/master/placement.py @@ -13,15 +13,15 @@ from shared.topology import Topology from shared.types.events import Event, InstanceCreated, InstanceDeleted from shared.types.events.commands import CreateInstanceCommand, DeleteInstanceCommand from shared.types.worker.common import InstanceId -from shared.types.worker.instances import InstanceParams, TypeOfInstance +from shared.types.worker.instances import Instance, InstanceStatus @singledispatch def get_instance_placements( command: CreateInstanceCommand, topology: Topology, - current_instances: dict[InstanceId, InstanceParams], -) -> dict[InstanceId, InstanceParams]: + current_instances: dict[InstanceId, Instance], +) -> dict[InstanceId, Instance]: available_models = [current_instances[instance].shard_assignments.model_id for instance in current_instances] if command.model_meta.model_id in available_models: raise ValueError(f"Instance for {command.model_meta.model_id} already exists") @@ -36,9 +36,11 @@ def get_instance_placements( shard_assignments = get_shard_assignments(command.model_meta, selected_cycle) - instance_id = InstanceId() + instance_id = command.instance_id target_instances = deepcopy(current_instances) - target_instances[instance_id] = InstanceParams( + target_instances[instance_id] = Instance( + instance_id=instance_id, + instance_type=InstanceStatus.ACTIVE, shard_assignments=shard_assignments, hosts=[] ) @@ -46,7 +48,7 @@ def get_instance_placements( @get_instance_placements.register -def _(command: DeleteInstanceCommand, topology: Topology, current_instances: dict[InstanceId, InstanceParams]) -> dict[InstanceId, InstanceParams]: +def _(command: DeleteInstanceCommand, topology: Topology, current_instances: dict[InstanceId, Instance]) -> dict[InstanceId, Instance]: target_instances = deepcopy(current_instances) if command.instance_id in target_instances: del target_instances[command.instance_id] @@ -55,19 +57,17 @@ def _(command: DeleteInstanceCommand, topology: Topology, current_instances: dic def get_transition_events( - current_instances: Mapping[InstanceId, InstanceParams], - target_instances: Mapping[InstanceId, InstanceParams], + current_instances: Mapping[InstanceId, Instance], + target_instances: Mapping[InstanceId, Instance], ) -> Sequence[Event]: events: list[Event] = [] # find instances to create - for instance_id, instance_params in target_instances.items(): + for instance_id, instance in target_instances.items(): if instance_id not in current_instances: events.append( InstanceCreated( - instance_id=instance_id, - instance_params=instance_params, - instance_type=TypeOfInstance.ACTIVE + instance=instance, ) ) diff --git a/master/tests/test_master.py b/master/tests/test_master.py index 6a295652..f8fc6558 100644 --- a/master/tests/test_master.py +++ b/master/tests/test_master.py @@ -11,6 +11,7 @@ from shared.db.sqlite.config import EventLogConfig from shared.db.sqlite.connector import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogManager from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams +from shared.types.common import NodeId from shared.types.events import TaskCreated from shared.types.events.commands import ChatCompletionCommand, Command, CommandId from shared.types.tasks import ChatCompletionTask, TaskStatus, TaskType @@ -36,7 +37,8 @@ async def test_master(): forwarder_binary_path = _create_forwarder_dummy_binary() - master = Master(command_buffer=command_buffer, global_events=global_events, forwarder_binary_path=forwarder_binary_path, logger=logger) + node_id = NodeId("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa") + master = Master(node_id, command_buffer=command_buffer, global_events=global_events, forwarder_binary_path=forwarder_binary_path, logger=logger) asyncio.create_task(master.run()) command_buffer.append( diff --git a/master/tests/test_placement.py b/master/tests/test_placement.py index cf105b97..3218297e 100644 --- a/master/tests/test_placement.py +++ b/master/tests/test_placement.py @@ -12,7 +12,7 @@ from shared.types.events.commands import CreateInstanceCommand from shared.types.models import ModelMetadata from shared.types.topology import Connection, Node from shared.types.worker.common import InstanceId -from shared.types.worker.instances import InstanceParams +from shared.types.worker.instances import Instance, InstanceStatus from shared.types.worker.runners import ShardAssignments @@ -21,8 +21,10 @@ def topology() -> Topology: return Topology() @pytest.fixture -def instance_params() -> InstanceParams: - return InstanceParams( +def instance() -> Instance: + return Instance( + instance_id=InstanceId(), + instance_type=InstanceStatus.ACTIVE, shard_assignments=ShardAssignments( model_id="test-model", runner_to_shard={}, @@ -43,7 +45,8 @@ def model_meta() -> ModelMetadata: def create_instance_command(model_meta: ModelMetadata) -> CreateInstanceCommand: return CreateInstanceCommand( command_id=CommandId(), - model_meta=model_meta + model_meta=model_meta, + instance_id=InstanceId(), ) @@ -66,7 +69,8 @@ def test_get_instance_placements_create_instance( create_instance_command = CreateInstanceCommand( command_id=CommandId(), - model_meta=model_meta + model_meta=model_meta, + instance_id=InstanceId(), ) node_id_a = NodeId() node_id_b = NodeId() @@ -84,16 +88,16 @@ def test_get_instance_placements_create_instance( # assert assert len(placements) == 1 instance_id = list(placements.keys())[0] - instance_params = placements[instance_id] - assert instance_params.shard_assignments.model_id == model_meta.model_id + instance = placements[instance_id] + assert instance.shard_assignments.model_id == model_meta.model_id - runner_id_a = instance_params.shard_assignments.node_to_runner[node_id_a] - runner_id_b = instance_params.shard_assignments.node_to_runner[node_id_b] - runner_id_c = instance_params.shard_assignments.node_to_runner[node_id_c] + runner_id_a = instance.shard_assignments.node_to_runner[node_id_a] + runner_id_b = instance.shard_assignments.node_to_runner[node_id_b] + runner_id_c = instance.shard_assignments.node_to_runner[node_id_c] - shard_a = instance_params.shard_assignments.runner_to_shard[runner_id_a] - shard_b = instance_params.shard_assignments.runner_to_shard[runner_id_b] - shard_c = instance_params.shard_assignments.runner_to_shard[runner_id_c] + shard_a = instance.shard_assignments.runner_to_shard[runner_id_a] + shard_b = instance.shard_assignments.runner_to_shard[runner_id_b] + shard_c = instance.shard_assignments.runner_to_shard[runner_id_c] assert shard_a.end_layer - shard_a.start_layer == expected_layers[0] assert shard_b.end_layer - shard_b.start_layer == expected_layers[1] @@ -105,14 +109,14 @@ def test_get_instance_placements_create_instance( assert shards_sorted[-1].end_layer == total_layers -def test_get_transition_events_no_change(topology: Topology, instance_params: InstanceParams): +def test_get_transition_events_no_change(topology: Topology, instance: Instance): # arrange instance_id = InstanceId() current_instances = { - instance_id: instance_params + instance_id: instance } target_instances = { - instance_id: instance_params + instance_id: instance } # act @@ -122,12 +126,12 @@ def test_get_transition_events_no_change(topology: Topology, instance_params: In assert len(events) == 0 -def test_get_transition_events_create_instance(topology: Topology, instance_params: InstanceParams): +def test_get_transition_events_create_instance(topology: Topology, instance: Instance): # arrange instance_id = InstanceId() - current_instances: dict[InstanceId, InstanceParams] = {} - target_instances: dict[InstanceId, InstanceParams] = { - instance_id: instance_params + current_instances: dict[InstanceId, Instance] = {} + target_instances: dict[InstanceId, Instance] = { + instance_id: instance } # act @@ -138,13 +142,13 @@ def test_get_transition_events_create_instance(topology: Topology, instance_para assert events[0].event_type == _EventType.InstanceCreated -def test_get_transition_events_delete_instance(topology: Topology, instance_params: InstanceParams): +def test_get_transition_events_delete_instance(topology: Topology, instance: Instance): # arrange instance_id = InstanceId() - current_instances: dict[InstanceId, InstanceParams] = { - instance_id: instance_params + current_instances: dict[InstanceId, Instance] = { + instance_id: instance } - target_instances: dict[InstanceId, InstanceParams] = {} + target_instances: dict[InstanceId, Instance] = {} # act events = get_transition_events(current_instances, target_instances) diff --git a/networking/forwarder/src/sqlite.go b/networking/forwarder/src/sqlite.go index 7a449f61..2f52d693 100644 --- a/networking/forwarder/src/sqlite.go +++ b/networking/forwarder/src/sqlite.go @@ -281,7 +281,7 @@ func (c *sqliteConnector) getLatestRowIds() (map[SourceKey]int64, error) { } selectCols := strings.Join(keyCols, ", ") - query := fmt.Sprintf(`SELECT %s, MAX(%s) FROM "%s" GROUP BY %s`, selectCols, rowIDCol, c.tableName, selectCols) + query := fmt.Sprintf(`SELECT %s, MAX(%s) FROM "%s" WHERE %s IS NOT NULL GROUP BY %s`, selectCols, rowIDCol, c.tableName, rowIDCol, selectCols) rows, err := c.db.Query(query) if err != nil { diff --git a/shared/apply/apply.py b/shared/apply/apply.py index fcd8e400..8a333aba 100644 --- a/shared/apply/apply.py +++ b/shared/apply/apply.py @@ -28,7 +28,7 @@ from shared.types.profiling import NodePerformanceProfile from shared.types.state import State from shared.types.tasks import Task, TaskId from shared.types.worker.common import NodeStatus, RunnerId -from shared.types.worker.instances import BaseInstance, InstanceId, TypeOfInstance +from shared.types.worker.instances import Instance, InstanceId, InstanceStatus from shared.types.worker.runners import RunnerStatus S = TypeVar("S", bound=State) @@ -62,8 +62,8 @@ def apply_task_state_updated(event: TaskStateUpdated, state: State) -> State: @event_apply.register(InstanceCreated) def apply_instance_created(event: InstanceCreated, state: State) -> State: - instance = BaseInstance(instance_params=event.instance_params, instance_type=event.instance_type) - new_instances: Mapping[InstanceId, BaseInstance] = {**state.instances, event.instance_id: instance} + instance = event.instance + new_instances: Mapping[InstanceId, Instance] = {**state.instances, instance.instance_id: instance} return state.model_copy(update={"instances": new_instances}) @event_apply.register(InstanceActivated) @@ -71,8 +71,8 @@ def apply_instance_activated(event: InstanceActivated, state: State) -> State: if event.instance_id not in state.instances: return state - updated_instance = state.instances[event.instance_id].model_copy(update={"type": TypeOfInstance.ACTIVE}) - new_instances: Mapping[InstanceId, BaseInstance] = {**state.instances, event.instance_id: updated_instance} + updated_instance = state.instances[event.instance_id].model_copy(update={"type": InstanceStatus.ACTIVE}) + new_instances: Mapping[InstanceId, Instance] = {**state.instances, event.instance_id: updated_instance} return state.model_copy(update={"instances": new_instances}) @event_apply.register(InstanceDeactivated) @@ -80,13 +80,13 @@ def apply_instance_deactivated(event: InstanceDeactivated, state: State) -> Stat if event.instance_id not in state.instances: return state - updated_instance = state.instances[event.instance_id].model_copy(update={"type": TypeOfInstance.INACTIVE}) - new_instances: Mapping[InstanceId, BaseInstance] = {**state.instances, event.instance_id: updated_instance} + updated_instance = state.instances[event.instance_id].model_copy(update={"type": InstanceStatus.INACTIVE}) + new_instances: Mapping[InstanceId, Instance] = {**state.instances, event.instance_id: updated_instance} return state.model_copy(update={"instances": new_instances}) @event_apply.register(InstanceDeleted) def apply_instance_deleted(event: InstanceDeleted, state: State) -> State: - new_instances: Mapping[InstanceId, BaseInstance] = {iid: inst for iid, inst in state.instances.items() if iid != event.instance_id} + new_instances: Mapping[InstanceId, Instance] = {iid: inst for iid, inst in state.instances.items() if iid != event.instance_id} return state.model_copy(update={"instances": new_instances}) @event_apply.register(InstanceReplacedAtomically) diff --git a/shared/types/api.py b/shared/types/api.py index 6b235c16..98d99468 100644 --- a/shared/types/api.py +++ b/shared/types/api.py @@ -3,6 +3,9 @@ from typing import Any, Literal from pydantic import BaseModel from shared.openai_compat import FinishReason +from shared.types.common import CommandId +from shared.types.models import ModelMetadata +from shared.types.worker.instances import InstanceId class ChatCompletionMessage(BaseModel): @@ -97,8 +100,20 @@ class ChatCompletionTaskParams(BaseModel): parallel_tool_calls: bool | None = None user: str | None = None -class RequestInstanceTaskParams(BaseModel): +class CreateInstanceTaskParams(BaseModel): + # TODO: in future the user could specify a specific Instance, not just a model_id model_id: str class DeleteInstanceTaskParams(BaseModel): instance_id: str + +class CreateInstanceResponse(BaseModel): + message: str + command_id: CommandId + model_meta: ModelMetadata + instance_id: InstanceId + +class DeleteInstanceResponse(BaseModel): + message: str + command_id: CommandId + instance_id: InstanceId diff --git a/shared/types/events/_events.py b/shared/types/events/_events.py index 5fe7bd12..e28f55c3 100644 --- a/shared/types/events/_events.py +++ b/shared/types/events/_events.py @@ -18,7 +18,7 @@ from shared.types.common import NodeId from shared.types.events.chunks import CommandId, GenerationChunk from shared.types.tasks import Task, TaskId, TaskStatus from shared.types.worker.common import InstanceId, NodeStatus -from shared.types.worker.instances import InstanceParams, TypeOfInstance +from shared.types.worker.instances import Instance from shared.types.worker.runners import RunnerId, RunnerStatus if TYPE_CHECKING: @@ -114,9 +114,7 @@ class TaskStateUpdated(_BaseEvent[_EventType.TaskStateUpdated]): class InstanceCreated(_BaseEvent[_EventType.InstanceCreated]): event_type: Literal[_EventType.InstanceCreated] = _EventType.InstanceCreated - instance_id: InstanceId - instance_params: InstanceParams - instance_type: TypeOfInstance + instance: Instance class InstanceActivated(_BaseEvent[_EventType.InstanceActivated]): diff --git a/shared/types/events/commands.py b/shared/types/events/commands.py index ae17100d..6f2b98eb 100644 --- a/shared/types/events/commands.py +++ b/shared/types/events/commands.py @@ -7,7 +7,8 @@ from shared.types.api import ChatCompletionTaskParams from shared.types.common import CommandId from shared.types.events import Event from shared.types.models import ModelMetadata -from shared.types.state import InstanceId, State +from shared.types.state import State +from shared.types.worker.common import InstanceId # TODO: We need to have a distinction between create instance and spin up instance. @@ -30,6 +31,7 @@ class ChatCompletionCommand(_BaseCommand[CommandType.CHAT_COMPLETION]): class CreateInstanceCommand(_BaseCommand[CommandType.CREATE_INSTANCE]): command_type: Literal[CommandType.CREATE_INSTANCE] = CommandType.CREATE_INSTANCE model_meta: ModelMetadata + instance_id: InstanceId class DeleteInstanceCommand(_BaseCommand[CommandType.DELETE_INSTANCE]): diff --git a/shared/types/request.py b/shared/types/request.py index 915e9ce5..49cbbf31 100644 --- a/shared/types/request.py +++ b/shared/types/request.py @@ -2,8 +2,8 @@ from pydantic import BaseModel from shared.types.api import ( ChatCompletionTaskParams, + CreateInstanceTaskParams, DeleteInstanceTaskParams, - RequestInstanceTaskParams, ) from shared.types.events import CommandId @@ -12,12 +12,12 @@ class ChatCompletionCommand(BaseModel): command_id: CommandId command_params: ChatCompletionTaskParams -class RequestInstanceCommand(BaseModel): +class CreateInstanceCommand(BaseModel): command_id: CommandId - command_params: RequestInstanceTaskParams + command_params: CreateInstanceTaskParams class DeleteInstanceCommand(BaseModel): command_id: CommandId command_params: DeleteInstanceTaskParams -type Command = ChatCompletionCommand | RequestInstanceCommand | DeleteInstanceCommand +type Command = ChatCompletionCommand | CreateInstanceCommand | DeleteInstanceCommand diff --git a/shared/types/state.py b/shared/types/state.py index 769ad319..7736b838 100644 --- a/shared/types/state.py +++ b/shared/types/state.py @@ -7,14 +7,14 @@ from shared.types.common import NodeId from shared.types.profiling import NodePerformanceProfile from shared.types.tasks import Task, TaskId from shared.types.worker.common import InstanceId, NodeStatus -from shared.types.worker.instances import BaseInstance +from shared.types.worker.instances import Instance from shared.types.worker.runners import RunnerId, RunnerStatus class State(BaseModel): model_config = ConfigDict(arbitrary_types_allowed=True) node_status: Mapping[NodeId, NodeStatus] = {} - instances: Mapping[InstanceId, BaseInstance] = {} + instances: Mapping[InstanceId, Instance] = {} runners: Mapping[RunnerId, RunnerStatus] = {} tasks: Mapping[TaskId, Task] = {} node_profiles: Mapping[NodeId, NodePerformanceProfile] = {} diff --git a/shared/types/worker/instances.py b/shared/types/worker/instances.py index 50047adc..4bfa92af 100644 --- a/shared/types/worker/instances.py +++ b/shared/types/worker/instances.py @@ -9,20 +9,12 @@ from shared.types.worker.runners import ( ) -class TypeOfInstance(str, Enum): - ACTIVE = "active" - INACTIVE = "inactive" +class InstanceStatus(str, Enum): + ACTIVE = "ACTIVE" + INACTIVE = "INACTIVE" - -class InstanceParams(BaseModel): +class Instance(BaseModel): + instance_id: InstanceId + instance_type: InstanceStatus shard_assignments: ShardAssignments hosts: list[Host] - - -class BaseInstance(BaseModel): - instance_params: InstanceParams - instance_type: TypeOfInstance - - -class Instance(BaseInstance): - instance_id: InstanceId diff --git a/worker/main.py b/worker/main.py index 16efa7ec..8a078c6a 100644 --- a/worker/main.py +++ b/worker/main.py @@ -28,7 +28,7 @@ from shared.types.worker.downloads import ( DownloadOngoing, DownloadProgressData, ) -from shared.types.worker.instances import TypeOfInstance +from shared.types.worker.instances import InstanceStatus from shared.types.worker.mlx import Host from shared.types.worker.ops import ( AssignRunnerOp, @@ -323,29 +323,29 @@ class Worker: runner_ids: list[RunnerId] = [ runner_id for instance in state.instances.values() - for runner_id in instance.instance_params.shard_assignments.runner_to_shard + for runner_id in instance.shard_assignments.runner_to_shard ] if runner_id not in runner_ids: return UnassignRunnerOp(runner_id=runner_id) # Then spin down active runners for _instance_id, instance in state.instances.items(): - for node_id, runner_id in instance.instance_params.shard_assignments.node_to_runner.items(): + for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): if node_id != self.node_id: continue # We spin down a runner if it's meant to be inactive and it's Loaded. if runner_id in self.assigned_runners and \ isinstance(self.assigned_runners[runner_id].status, LoadedRunnerStatus) and \ - instance.instance_type == TypeOfInstance.INACTIVE: + instance.instance_type == InstanceStatus.INACTIVE: return RunnerDownOp(runner_id=runner_id) # If we are part of an instance that has a dead node - and we aren't the dead node - we should spin down # TODO: We need to limit number of retries if we keep failing. for _instance_id, instance in state.instances.items(): - if self.node_id in instance.instance_params.shard_assignments.node_to_runner: + if self.node_id in instance.shard_assignments.node_to_runner: other_node_in_instance_has_failed = False - for runner_id in instance.instance_params.shard_assignments.runner_to_shard: + for runner_id in instance.shard_assignments.runner_to_shard: if runner_id in state.runners and \ isinstance(state.runners[runner_id], FailedRunnerStatus) and \ runner_id not in self.assigned_runners: @@ -353,28 +353,28 @@ class Worker: if other_node_in_instance_has_failed: # Spin down *our* runner - return RunnerDownOp(runner_id=instance.instance_params.shard_assignments.node_to_runner[self.node_id]) + return RunnerDownOp(runner_id=instance.shard_assignments.node_to_runner[self.node_id]) # If we are failed - and *all of the other nodes have spun down* - then we can spin down too. for _instance_id, instance in state.instances.items(): - if self.node_id in instance.instance_params.shard_assignments.node_to_runner and \ - instance.instance_params.shard_assignments.node_to_runner[self.node_id] in state.runners and \ - isinstance(state.runners[instance.instance_params.shard_assignments.node_to_runner[self.node_id]], FailedRunnerStatus): + if self.node_id in instance.shard_assignments.node_to_runner and \ + instance.shard_assignments.node_to_runner[self.node_id] in state.runners and \ + isinstance(state.runners[instance.shard_assignments.node_to_runner[self.node_id]], FailedRunnerStatus): num_spundown_nodes = 0 - for runner_id in instance.instance_params.shard_assignments.runner_to_shard: + for runner_id in instance.shard_assignments.runner_to_shard: if isinstance(state.runners[runner_id], ReadyRunnerStatus) and \ runner_id not in self.assigned_runners: num_spundown_nodes += 1 - if num_spundown_nodes == next(iter(instance.instance_params.shard_assignments.runner_to_shard.values())).world_size - 1: + if num_spundown_nodes == next(iter(instance.shard_assignments.runner_to_shard.values())).world_size - 1: # All the other nodes are spun down - so now we can spin down too. # This also catches the case of 1-node. If there's one node in the instance then we should spin down straight away - return RunnerDownOp(runner_id=instance.instance_params.shard_assignments.node_to_runner[self.node_id]) + return RunnerDownOp(runner_id=instance.shard_assignments.node_to_runner[self.node_id]) # Then assign runners we do want for instance_id, instance in state.instances.items(): - for node_id, runner_id in instance.instance_params.shard_assignments.node_to_runner.items(): + for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): if node_id != self.node_id: continue @@ -382,15 +382,15 @@ class Worker: return AssignRunnerOp( runner_id=runner_id, instance_id=instance_id, - shard_metadata=instance.instance_params.shard_assignments.runner_to_shard[runner_id], - hosts=instance.instance_params.hosts + shard_metadata=instance.shard_assignments.runner_to_shard[runner_id], + hosts=instance.hosts ) # Then make sure things are downloading. for instance_id, instance in state.instances.items(): # We should already have asserted that this runner exists # If it didn't exist then we return a assign_runner op. - for node_id, runner_id in instance.instance_params.shard_assignments.node_to_runner.items(): + for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): if node_id != self.node_id: continue assert runner_id in self.assigned_runners @@ -404,29 +404,29 @@ class Worker: return DownloadOp( runner_id=runner_id, instance_id=instance_id, - shard_metadata=instance.instance_params.shard_assignments.runner_to_shard[runner_id], - hosts=instance.instance_params.hosts + shard_metadata=instance.shard_assignments.runner_to_shard[runner_id], + hosts=instance.hosts ) # Then spin up 'ready' runners that should be active for _instance_id, instance in state.instances.items(): - if self.node_id in instance.instance_params.shard_assignments.node_to_runner and \ - self.assigned_runners[instance.instance_params.shard_assignments.node_to_runner[self.node_id]].runner is None and \ - instance.instance_type == TypeOfInstance.ACTIVE: + if self.node_id in instance.shard_assignments.node_to_runner and \ + self.assigned_runners[instance.shard_assignments.node_to_runner[self.node_id]].runner is None and \ + instance.instance_type == InstanceStatus.ACTIVE: # We are part of this instance, we want it up but it hasn't been spun up yet. # Need to assert all other runners are ready before we can spin up. ready_to_spin = True - for runner_id in instance.instance_params.shard_assignments.node_to_runner.values(): + for runner_id in instance.shard_assignments.node_to_runner.values(): if state.runners[runner_id].runner_status != RunnerStatusType.Ready: ready_to_spin = False if ready_to_spin: - return RunnerUpOp(runner_id=instance.instance_params.shard_assignments.node_to_runner[self.node_id]) + return RunnerUpOp(runner_id=instance.shard_assignments.node_to_runner[self.node_id]) # Then make sure things are running based on tasks. for instance_id, instance in state.instances.items(): - for node_id, runner_id in instance.instance_params.shard_assignments.node_to_runner.items(): + for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): if node_id != self.node_id: continue assert runner_id in self.assigned_runners @@ -443,7 +443,7 @@ class Worker: # so let's check that all the other runners are running - ready for us to fire the prompt. running_runner_count = 0 for other_runner_id, other_runner_status in state.runners.items(): - if other_runner_id in instance.instance_params.shard_assignments.node_to_runner.values() and \ + if other_runner_id in instance.shard_assignments.node_to_runner.values() and \ isinstance(other_runner_status, RunningRunnerStatus): running_runner_count += 1 diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index de79fd87..70f230b2 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -19,7 +19,7 @@ from shared.types.tasks import ( TaskType, ) from shared.types.worker.common import InstanceId, NodeStatus -from shared.types.worker.instances import Instance, InstanceParams, TypeOfInstance +from shared.types.worker.instances import Instance, InstanceStatus from shared.types.worker.mlx import Host from shared.types.worker.ops import ( AssignRunnerOp, @@ -140,15 +140,11 @@ def instance(pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], h node_to_runner={node_id: runner_id} ) - instance_params = InstanceParams( - shard_assignments=shard_assignments, - hosts=hosts_one - ) - return Instance( instance_id=InstanceId(), - instance_params=instance_params, - instance_type=TypeOfInstance.ACTIVE + instance_type=InstanceStatus.ACTIVE, + shard_assignments=shard_assignments, + hosts=hosts_one ) return _instance @@ -166,13 +162,13 @@ async def worker_with_assigned_runner(worker: Worker, instance: Callable[[NodeId instance_obj: Instance = instance(worker.node_id, RunnerId()) # Extract runner_id from shard assignments - runner_id = next(iter(instance_obj.instance_params.shard_assignments.runner_to_shard)) + runner_id = next(iter(instance_obj.shard_assignments.runner_to_shard)) # Assign the runner assign_op = AssignRunnerOp( runner_id=runner_id, - shard_metadata=instance_obj.instance_params.shard_assignments.runner_to_shard[runner_id], - hosts=instance_obj.instance_params.hosts, + shard_metadata=instance_obj.shard_assignments.runner_to_shard[runner_id], + hosts=instance_obj.hosts, instance_id=instance_obj.instance_id, ) diff --git a/worker/tests/test_worker_handlers.py b/worker/tests/test_worker_handlers.py index 593ee920..eb791f2d 100644 --- a/worker/tests/test_worker_handlers.py +++ b/worker/tests/test_worker_handlers.py @@ -46,8 +46,8 @@ async def test_assign_op(worker: Worker, instance: Callable[[NodeId, RunnerId], assign_op = AssignRunnerOp( runner_id=runner_id, - shard_metadata=instance_obj.instance_params.shard_assignments.runner_to_shard[runner_id], - hosts=instance_obj.instance_params.hosts, + shard_metadata=instance_obj.shard_assignments.runner_to_shard[runner_id], + hosts=instance_obj.hosts, instance_id=instance_obj.instance_id, ) @@ -138,8 +138,8 @@ async def test_download_op(worker_with_assigned_runner: tuple[Worker, RunnerId, download_op = DownloadOp( instance_id=instance_obj.instance_id, runner_id=runner_id, - shard_metadata=instance_obj.instance_params.shard_assignments.runner_to_shard[runner_id], - hosts=instance_obj.instance_params.hosts, + shard_metadata=instance_obj.shard_assignments.runner_to_shard[runner_id], + hosts=instance_obj.hosts, ) events: list[Event] = [] diff --git a/worker/tests/test_worker_integration.py b/worker/tests/test_worker_integration.py index fa9b49b4..f83b1013 100644 --- a/worker/tests/test_worker_integration.py +++ b/worker/tests/test_worker_integration.py @@ -15,7 +15,7 @@ from shared.types.events.chunks import TokenChunk from shared.types.models import ModelId from shared.types.tasks import Task, TaskId from shared.types.worker.common import InstanceId, RunnerId -from shared.types.worker.instances import Instance, TypeOfInstance +from shared.types.worker.instances import Instance, InstanceStatus from shared.types.worker.runners import ( LoadedRunnerStatus, ReadyRunnerStatus, @@ -50,14 +50,12 @@ async def test_runner_assigned( print(worker) instance_value: Instance = instance(NODE_A, RUNNER_1_ID) - instance_value.instance_type = TypeOfInstance.INACTIVE + instance_value.instance_type = InstanceStatus.INACTIVE await global_events.append_events( [ InstanceCreated( - instance_id=instance_value.instance_id, - instance_params=instance_value.instance_params, - instance_type=instance_value.instance_type + instance=instance_value ) ], origin=MASTER_NODE_ID @@ -87,14 +85,12 @@ async def test_runner_assigned_active( worker, global_events = await worker_running(NODE_A) instance_value: Instance = instance(NODE_A, RUNNER_1_ID) - instance_value.instance_type = TypeOfInstance.ACTIVE + instance_value.instance_type = InstanceStatus.ACTIVE await global_events.append_events( [ InstanceCreated( - instance_id=instance_value.instance_id, - instance_params=instance_value.instance_params, - instance_type=instance_value.instance_type + instance=instance_value ) ], origin=MASTER_NODE_ID @@ -141,9 +137,7 @@ async def test_runner_assigned_wrong_node( await global_events.append_events( [ InstanceCreated( - instance_id=instance_value.instance_id, - instance_params=instance_value.instance_params, - instance_type=instance_value.instance_type + instance=instance_value ) ], origin=MASTER_NODE_ID @@ -168,14 +162,12 @@ async def test_runner_unassigns( worker, global_events = await worker_running(NODE_A) instance_value: Instance = instance(NODE_A, RUNNER_1_ID) - instance_value.instance_type = TypeOfInstance.ACTIVE + instance_value.instance_type = InstanceStatus.ACTIVE await global_events.append_events( [ InstanceCreated( - instance_id=instance_value.instance_id, - instance_params=instance_value.instance_params, - instance_type=instance_value.instance_type + instance=instance_value ) ], origin=MASTER_NODE_ID diff --git a/worker/tests/test_worker_plan.py b/worker/tests/test_worker_plan.py index 4db3f85d..3da7c8c8 100644 --- a/worker/tests/test_worker_plan.py +++ b/worker/tests/test_worker_plan.py @@ -16,7 +16,7 @@ from shared.types.tasks import ( ) from shared.types.worker.common import NodeStatus from shared.types.worker.downloads import DownloadPending -from shared.types.worker.instances import Instance, InstanceParams, TypeOfInstance +from shared.types.worker.instances import Instance, InstanceStatus from shared.types.worker.ops import ( AssignRunnerOp, DownloadOp, @@ -90,9 +90,8 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.INACTIVE, + instance_type=InstanceStatus.INACTIVE, instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( shard_assignments=ShardAssignments( model_id=MODEL_A_ID, runner_to_shard={ @@ -101,7 +100,6 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_to_runner={NODE_A: RUNNER_1_ID} ), hosts=[] - ), ) }, runners={RUNNER_1_ID: make_downloading_status(NODE_A)}, @@ -124,9 +122,8 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.INACTIVE, + instance_type=InstanceStatus.INACTIVE, instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( shard_assignments=ShardAssignments( model_id=MODEL_A_ID, runner_to_shard={ @@ -135,7 +132,6 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_to_runner={NODE_A: RUNNER_1_ID} ), hosts=[] - ), ) }, runners={RUNNER_1_ID: make_downloading_status(NODE_A)}, @@ -158,9 +154,8 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.INACTIVE, + instance_type=InstanceStatus.INACTIVE, instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( shard_assignments=ShardAssignments( model_id=MODEL_A_ID, runner_to_shard={ @@ -169,7 +164,6 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_to_runner={NODE_A: RUNNER_1_ID} ), hosts=[] - ), ) }, runners={RUNNER_1_ID: ReadyRunnerStatus()}, @@ -184,9 +178,8 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.ACTIVE, # Either active or inactive should yield the same. + instance_type=InstanceStatus.ACTIVE, # Either active or inactive should yield the same. instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( shard_assignments=ShardAssignments( model_id=MODEL_A_ID, runner_to_shard={ @@ -195,7 +188,6 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_to_runner={NODE_A: RUNNER_1_ID} ), hosts=[] - ), ) }, runners={RUNNER_1_ID: AssignedRunnerStatus()}, @@ -245,9 +237,8 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.ACTIVE, + instance_type=InstanceStatus.ACTIVE, instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( shard_assignments=ShardAssignments( model_id=MODEL_A_ID, runner_to_shard={ @@ -256,7 +247,6 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_to_runner={NODE_A: RUNNER_1_ID} ), hosts=[] - ), ) }, runners={RUNNER_1_ID: AssignedRunnerStatus()}, @@ -291,9 +281,8 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.ACTIVE, + instance_type=InstanceStatus.ACTIVE, instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( shard_assignments=ShardAssignments( model_id=MODEL_A_ID, runner_to_shard={ @@ -302,7 +291,6 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_to_runner={NODE_A: RUNNER_1_ID} ), hosts=[] - ), ) }, runners={RUNNER_1_ID: ReadyRunnerStatus()}, @@ -337,9 +325,8 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.ACTIVE, + instance_type=InstanceStatus.ACTIVE, instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( shard_assignments=ShardAssignments( model_id=MODEL_A_ID, runner_to_shard={ @@ -349,7 +336,6 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} ), hosts=[] - ), ) }, runners={RUNNER_1_ID: ReadyRunnerStatus(), RUNNER_2_ID: DownloadingRunnerStatus(download_progress=DownloadPending(node_id=NODE_A))}, @@ -382,9 +368,8 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.ACTIVE, + instance_type=InstanceStatus.ACTIVE, instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( shard_assignments=ShardAssignments( model_id=MODEL_A_ID, runner_to_shard={ @@ -394,7 +379,6 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} ), hosts=[] - ), ) }, runners={RUNNER_1_ID: ReadyRunnerStatus(), RUNNER_2_ID: ReadyRunnerStatus()}, @@ -418,9 +402,8 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.INACTIVE, + instance_type=InstanceStatus.INACTIVE, instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( shard_assignments=ShardAssignments( model_id=MODEL_A_ID, runner_to_shard={ @@ -429,7 +412,6 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_to_runner={NODE_A: RUNNER_1_ID} ), hosts=[] - ), ) }, runners={RUNNER_1_ID: LoadedRunnerStatus()}, @@ -453,9 +435,8 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.INACTIVE, + instance_type=InstanceStatus.INACTIVE, instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( shard_assignments=ShardAssignments( model_id=MODEL_A_ID, runner_to_shard={ @@ -464,7 +445,6 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_to_runner={NODE_A: RUNNER_1_ID} ), hosts=[] - ), ) }, runners={RUNNER_1_ID: FailedRunnerStatus()}, @@ -488,9 +468,8 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.ACTIVE, + instance_type=InstanceStatus.ACTIVE, instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( shard_assignments=ShardAssignments( model_id=MODEL_A_ID, runner_to_shard={ @@ -499,7 +478,6 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_to_runner={NODE_A: RUNNER_1_ID} ), hosts=[] - ), ) }, runners={RUNNER_1_ID: LoadedRunnerStatus()}, @@ -542,9 +520,8 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.ACTIVE, + instance_type=InstanceStatus.ACTIVE, instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( shard_assignments=ShardAssignments( model_id=MODEL_A_ID, runner_to_shard={ @@ -554,7 +531,6 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} ), hosts=[] - ), ) }, runners={RUNNER_1_ID: LoadedRunnerStatus(), RUNNER_2_ID: LoadedRunnerStatus()}, @@ -587,9 +563,8 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.ACTIVE, + instance_type=InstanceStatus.ACTIVE, instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( shard_assignments=ShardAssignments( model_id=MODEL_A_ID, runner_to_shard={ @@ -599,7 +574,6 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} ), hosts=[] - ), ) }, runners={RUNNER_1_ID: LoadedRunnerStatus(), RUNNER_2_ID: LoadedRunnerStatus()}, @@ -644,9 +618,8 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Running}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.ACTIVE, + instance_type=InstanceStatus.ACTIVE, instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( shard_assignments=ShardAssignments( model_id=MODEL_A_ID, runner_to_shard={ @@ -656,7 +629,6 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} ), hosts=[] - ), ) }, runners={RUNNER_1_ID: LoadedRunnerStatus(), RUNNER_2_ID: RunningRunnerStatus()}, @@ -701,9 +673,8 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.ACTIVE, + instance_type=InstanceStatus.ACTIVE, instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( shard_assignments=ShardAssignments( model_id=MODEL_A_ID, runner_to_shard={ @@ -713,7 +684,6 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} ), hosts=[] - ), ) }, runners={RUNNER_1_ID: LoadedRunnerStatus(), RUNNER_2_ID: FailedRunnerStatus()}, @@ -737,9 +707,8 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.ACTIVE, + instance_type=InstanceStatus.ACTIVE, instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( shard_assignments=ShardAssignments( model_id=MODEL_A_ID, runner_to_shard={ @@ -748,7 +717,6 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_to_runner={NODE_A: RUNNER_1_ID} ), hosts=[] - ), ) }, runners={RUNNER_1_ID: FailedRunnerStatus()}, @@ -781,9 +749,8 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.ACTIVE, + instance_type=InstanceStatus.ACTIVE, instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( shard_assignments=ShardAssignments( model_id=MODEL_A_ID, runner_to_shard={ @@ -793,7 +760,6 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} ), hosts=[] - ), ) }, runners={RUNNER_1_ID: FailedRunnerStatus(), RUNNER_2_ID: LoadedRunnerStatus()}, @@ -825,19 +791,17 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, instances={ INSTANCE_1_ID: Instance( - instance_type=TypeOfInstance.ACTIVE, + instance_type=InstanceStatus.ACTIVE, instance_id=INSTANCE_1_ID, - instance_params=InstanceParams( - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=2), - RUNNER_2_ID: make_shard_metadata(device_rank=1, world_size=2) - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} - ), - hosts=[] + shard_assignments=ShardAssignments( + model_id=MODEL_A_ID, + runner_to_shard={ + RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=2), + RUNNER_2_ID: make_shard_metadata(device_rank=1, world_size=2) + }, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} ), + hosts=[] ) }, runners={RUNNER_1_ID: FailedRunnerStatus(), RUNNER_2_ID: ReadyRunnerStatus()}, @@ -884,7 +848,7 @@ def test_worker_plan(case: PlanTestCase, tmp_path: Path, monkeypatch: pytest.Mon if len(case.state.instances) == 1: instance_id = next(iter(case.state.instances)) - shard_assignments = case.state.instances[instance_id].instance_params.shard_assignments + shard_assignments = case.state.instances[instance_id].shard_assignments shard_metadata = shard_assignments.runner_to_shard[runner_config.runner_id] # Only add this runner if it belongs to our node diff --git a/worker/tests/test_worker_plan_utils.py b/worker/tests/test_worker_plan_utils.py index 71b90867..b0c81fad 100644 --- a/worker/tests/test_worker_plan_utils.py +++ b/worker/tests/test_worker_plan_utils.py @@ -11,7 +11,7 @@ from shared.types.state import State from shared.types.tasks import TaskId from shared.types.worker.common import InstanceId, NodeStatus, RunnerId from shared.types.worker.downloads import DownloadOngoing, DownloadProgressData -from shared.types.worker.instances import Instance, InstanceParams, TypeOfInstance +from shared.types.worker.instances import Instance, InstanceStatus from shared.types.worker.ops import RunnerOp from shared.types.worker.runners import ( AssignedRunnerStatus, @@ -148,14 +148,11 @@ def create_worker_state( runner_to_shard={runner_id: shard_metadata}, node_to_runner={node_id: runner_id}, ) - instance_params = InstanceParams( - shard_assignments=shard_assignments, - hosts=[], - ) instance = Instance( instance_id=instance_id, - instance_params=instance_params, - instance_type=TypeOfInstance.ACTIVE, + instance_type=InstanceStatus.ACTIVE, + shard_assignments=shard_assignments, + hosts=[], ) instances[instance_id] = instance @@ -198,14 +195,11 @@ def make_instance( runner_to_shard=runner_to_shard, node_to_runner=node_to_runner, ) - instance_params = InstanceParams( + return Instance( + instance_id=instance_id, + instance_type=InstanceStatus.ACTIVE, shard_assignments=shard_assignments, hosts=[], ) - return Instance( - instance_id=instance_id, - instance_params=instance_params, - instance_type=TypeOfInstance.ACTIVE, - ) ### For worker plan tests \ No newline at end of file From 9be08ec7dddf3ca6682db760d3d539cbd55270a6 Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Fri, 25 Jul 2025 13:10:53 +0100 Subject: [PATCH 108/224] add resource monitor Co-authored-by: Gelu Vrabie --- .gitattributes | 1 + .githooks/post-checkout | 3 + .githooks/post-commit | 3 + .githooks/post-merge | 3 + .githooks/pre-push | 3 + worker/__init__.py | 1 - worker/main.py | 11 +- worker/utils/__init__.py | 3 + worker/utils/macmon/.DS_Store | Bin 0 -> 6148 bytes worker/utils/macmon/__init__.py | 3 + worker/utils/macmon/bin/LICENSE.txt | 21 ++++ worker/utils/macmon/bin/readme.md | 154 ++++++++++++++++++++++++ worker/utils/macmon/macmon.py | 174 ++++++++++++++++++++++++++++ worker/utils/profile.py | 92 +++++++++++++++ 14 files changed, 470 insertions(+), 2 deletions(-) create mode 100644 .gitattributes create mode 100755 .githooks/post-checkout create mode 100755 .githooks/post-commit create mode 100755 .githooks/post-merge create mode 100755 .githooks/pre-push create mode 100644 worker/utils/__init__.py create mode 100644 worker/utils/macmon/.DS_Store create mode 100644 worker/utils/macmon/__init__.py create mode 100644 worker/utils/macmon/bin/LICENSE.txt create mode 100644 worker/utils/macmon/bin/readme.md create mode 100644 worker/utils/macmon/macmon.py create mode 100644 worker/utils/profile.py diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 00000000..c2b5fa9b --- /dev/null +++ b/.gitattributes @@ -0,0 +1 @@ +worker/utils/macmon/bin/macmon filter=lfs diff=lfs merge=lfs -text diff --git a/.githooks/post-checkout b/.githooks/post-checkout new file mode 100755 index 00000000..5abf8ed9 --- /dev/null +++ b/.githooks/post-checkout @@ -0,0 +1,3 @@ +#!/bin/sh +command -v git-lfs >/dev/null 2>&1 || { printf >&2 "\n%s\n\n" "This repository is configured for Git LFS but 'git-lfs' was not found on your path. If you no longer wish to use Git LFS, remove this hook by deleting the 'post-checkout' file in the hooks directory (set by 'core.hookspath'; usually '.git/hooks')."; exit 2; } +git lfs post-checkout "$@" diff --git a/.githooks/post-commit b/.githooks/post-commit new file mode 100755 index 00000000..b8b76c2c --- /dev/null +++ b/.githooks/post-commit @@ -0,0 +1,3 @@ +#!/bin/sh +command -v git-lfs >/dev/null 2>&1 || { printf >&2 "\n%s\n\n" "This repository is configured for Git LFS but 'git-lfs' was not found on your path. If you no longer wish to use Git LFS, remove this hook by deleting the 'post-commit' file in the hooks directory (set by 'core.hookspath'; usually '.git/hooks')."; exit 2; } +git lfs post-commit "$@" diff --git a/.githooks/post-merge b/.githooks/post-merge new file mode 100755 index 00000000..726f9098 --- /dev/null +++ b/.githooks/post-merge @@ -0,0 +1,3 @@ +#!/bin/sh +command -v git-lfs >/dev/null 2>&1 || { printf >&2 "\n%s\n\n" "This repository is configured for Git LFS but 'git-lfs' was not found on your path. If you no longer wish to use Git LFS, remove this hook by deleting the 'post-merge' file in the hooks directory (set by 'core.hookspath'; usually '.git/hooks')."; exit 2; } +git lfs post-merge "$@" diff --git a/.githooks/pre-push b/.githooks/pre-push new file mode 100755 index 00000000..5f26dc45 --- /dev/null +++ b/.githooks/pre-push @@ -0,0 +1,3 @@ +#!/bin/sh +command -v git-lfs >/dev/null 2>&1 || { printf >&2 "\n%s\n\n" "This repository is configured for Git LFS but 'git-lfs' was not found on your path. If you no longer wish to use Git LFS, remove this hook by deleting the 'pre-push' file in the hooks directory (set by 'core.hookspath'; usually '.git/hooks')."; exit 2; } +git lfs pre-push "$@" diff --git a/worker/__init__.py b/worker/__init__.py index 0519ecba..e69de29b 100644 --- a/worker/__init__.py +++ b/worker/__init__.py @@ -1 +0,0 @@ - \ No newline at end of file diff --git a/worker/main.py b/worker/main.py index 8a078c6a..3c4a5c45 100644 --- a/worker/main.py +++ b/worker/main.py @@ -15,10 +15,12 @@ from shared.types.events import ( ChunkGenerated, Event, InstanceId, + NodePerformanceMeasured, RunnerDeleted, RunnerStatusUpdated, TaskStateUpdated, ) +from shared.types.profiling import NodePerformanceProfile from shared.types.state import State from shared.types.tasks import TaskStatus from shared.types.worker.common import RunnerId @@ -52,6 +54,7 @@ from shared.types.worker.runners import ( from shared.types.worker.shards import ShardMetadata from worker.download.download_utils import build_model_path from worker.runner.runner_supervisor import RunnerSupervisor +from worker.utils.profile import start_polling_node_metrics def get_node_id() -> NodeId: @@ -482,7 +485,6 @@ class Worker: await asyncio.sleep(0.01) - # TODO: Handle resource monitoring (write-only) async def main(): node_id: NodeId = get_node_id() @@ -490,6 +492,13 @@ async def main(): event_log_manager = EventLogManager(EventLogConfig(), logger) await event_log_manager.initialize() + + # TODO: add profiling etc to resource monitor + async def resource_monitor_callback(node_performance_profile: NodePerformanceProfile) -> None: + await event_log_manager.worker_events.append_events( + [NodePerformanceMeasured(node_id=node_id, node_profile=node_performance_profile)], origin=node_id + ) + asyncio.create_task(start_polling_node_metrics(callback=resource_monitor_callback)) worker = Worker(node_id, logger, event_log_manager.worker_events) diff --git a/worker/utils/__init__.py b/worker/utils/__init__.py new file mode 100644 index 00000000..386a613c --- /dev/null +++ b/worker/utils/__init__.py @@ -0,0 +1,3 @@ +from .profile import start_polling_node_metrics + +__all__ = ["start_polling_node_metrics"] diff --git a/worker/utils/macmon/.DS_Store b/worker/utils/macmon/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..a3585876b6842aef6ec2eca2c673c194487ea3b6 GIT binary patch literal 6148 zcmeH~O=`nH427SXECStl+2w30pQvfVyQljO&;ssLc!1UOG})p;=82 zR;?Ceh}WZ?+UmMqI#RP8R>OzYoz15hnq@nzF`-!xQ4j$USP + +Sudoless performance monitoring CLI tool for Apple Silicon processors. + +[](https://github.com/vladkens/macmon/releases) +[](https://github.com/vladkens/macmon/releases) +[](https://github.com/vladkens/macmon/blob/main/LICENSE) +[donate](https://buymeacoffee.com/vladkens) + + + +
+ preview +
+ +## Motivation + +Apple Silicon processors don't provide an easy way to see live power consumption. I was interested in this information while testing local LLM models. `asitop` is a nice and simple TUI to quickly see current metrics, but it reads data from `powermetrics` and requires root privileges. `macmon` uses a private macOS API to gather metrics (essentially the same as `powermetrics`) but runs without sudo. 🎉 + +## 🌟 Features + +- 🚫 Works without sudo +- ⚡ Real-time CPU / GPU / ANE power usage +- 📊 CPU utilization per cluster +- 💾 RAM / Swap usage +- 📈 Historical charts + avg / max values +- 🌡️ Average CPU / GPU temperature +- 🎨 Switchable colors (6 variants) +- 🪟 Can be rendered in a small window +- 🦀 Written in Rust + +## 🍺 Install via Homebrew + +You can install [`macmon`](https://formulae.brew.sh/formula/macmon) using [brew](https://brew.sh/): + +```sh +$ brew install macmon +``` + +## 🖥️ Install via MacPorts + +You can also install [`macmon`](https://ports.macports.org/port/macmon/) using [MacPorts](https://macports.org/): + +```sh +$ sudo port install macmon +``` + +## 📦 Install from source + +1. Install [Rust toolchain](https://www.rust-lang.org/tools/install) + +2. Clone the repo: + +```sh +git clone https://github.com/vladkens/macmon.git && cd macmon +``` + +3. Build and run: + +```sh +cargo run -r +``` + +4. (Optionally) Binary can be moved to bin folder: + +```sh +sudo cp target/release/macmon /usr/local/bin +``` + +## 🚀 Usage + +```sh +Usage: macmon [OPTIONS] [COMMAND] + +Commands: + pipe Output metrics in JSON format + debug Print debug information + help Print this message or the help of the given subcommand(s) + +Options: + -i, --interval Update interval in milliseconds [default: 1000] + -h, --help Print help + -V, --version Print version + +Controls: + c - change color + v - switch charts view: gauge / sparkline + q - quit +``` + +## 🚰 Piping + +You can use the pipe subcommand to output metrics in JSON format, which is suitable for piping into other tools or scripts. For example: + +```sh +macmon pipe | jq +``` + +This command runs `macmon` in "pipe" mode and navigate output to `jq` for pretty-printing. + +You can also specify the number of samples to run using `-s` or `--samples` parameter (default: `0`, which runs indefinitely), and set update interval in milliseconds using the `-i` or `--interval` parameter (default: `1000` ms). For example: + +```sh +macmon pipe -s 10 -i 500 | jq +``` + +This will collect 10 samples with an update interval of 500 milliseconds. + +### Output + +```jsonc +{ + "timestamp": "2025-02-24T20:38:15.427569+00:00", + "temp": { + "cpu_temp_avg": 43.73614, // Celsius + "gpu_temp_avg": 36.95167 // Celsius + }, + "memory": { + "ram_total": 25769803776, // Bytes + "ram_usage": 20985479168, // Bytes + "swap_total": 4294967296, // Bytes + "swap_usage": 2602434560 // Bytes + }, + "ecpu_usage": [1181, 0.082656614], // (Frequency MHz, Usage %) + "pcpu_usage": [1974, 0.015181795], // (Frequency MHz, Usage %) + "gpu_usage": [461, 0.021497859], // (Frequency MHz, Usage %) + "cpu_power": 0.20486385, // Watts + "gpu_power": 0.017451683, // Watts + "ane_power": 0.0, // Watts + "all_power": 0.22231553, // Watts + "sys_power": 5.876533, // Watts + "ram_power": 0.11635789, // Watts + "gpu_ram_power": 0.0009615385 // Watts (not sure what it means) +} +``` + +## 🤝 Contributing +We love contributions! Whether you have ideas, suggestions, or bug reports, feel free to open an issue or submit a pull request. Your input is essential in helping us improve `macmon` 💪 + +## 📝 License +`macmon` is distributed under the MIT License. For more details, check out the LICENSE. + +## 🔍 See also +- [tlkh/asitop](https://github.com/tlkh/asitop) – Original tool. Python, requires sudo. +- [dehydratedpotato/socpowerbud](https://github.com/dehydratedpotato/socpowerbud) – ObjectiveC, sudoless, no TUI. +- [op06072/NeoAsitop](https://github.com/op06072/NeoAsitop) – Swift, sudoless. +- [graelo/pumas](https://github.com/graelo/pumas) – Rust, requires sudo. +- [context-labs/mactop](https://github.com/context-labs/mactop) – Go, requires sudo. + +--- + +*PS: One More Thing... Remember, monitoring your Mac's performance with `macmon` is like having a personal trainer for your processor — keeping those cores in shape! 💪* diff --git a/worker/utils/macmon/macmon.py b/worker/utils/macmon/macmon.py new file mode 100644 index 00000000..26b18416 --- /dev/null +++ b/worker/utils/macmon/macmon.py @@ -0,0 +1,174 @@ +import asyncio +import os +import platform +import subprocess +from pathlib import Path +from typing import Optional, Tuple + +from pydantic import BaseModel, ConfigDict, ValidationError + + +class MacMonError(Exception): + """Exception raised for errors in the MacMon functions.""" + + +def _get_binary_path(binary_path: Optional[str] = None) -> str: + """ + Get the path to the macmon binary. + + Args: + binary_path: Optional path to the binary. If not provided, will use the bundled binary. + + Returns: + The path to the macmon binary. + + Raises: + MacMonError: If the binary doesn't exist or can't be made executable. + """ + # Check for macOS with ARM chip + system = platform.system().lower() + machine = platform.machine().lower() + + if system != "darwin" or not ( + "arm" in machine or "m1" in machine or "m2" in machine + ): + raise MacMonError("MacMon only supports macOS with Apple Silicon (ARM) chips") + + if binary_path: + path = binary_path + else: + # Get the directory where this module is located + module_dir = Path(os.path.dirname(os.path.abspath(__file__))) + path = str(module_dir / "bin" / "macmon") + + # Ensure the binary exists and is executable + if not os.path.isfile(path): + raise MacMonError(f"Binary not found at: {path}") + + # Make the binary executable if it's not already + if not os.access(path, os.X_OK): + try: + os.chmod(path, 0o755) # rwx r-x r-x + except OSError as e: + raise MacMonError(f"Failed to make binary executable: {e}") from e + + return path + + +# --------------------------------------------------------------------------- +# Pydantic metric structures +# --------------------------------------------------------------------------- + + +class MemoryMetrics(BaseModel): + """Memory-related metrics returned by macmon.""" + + ram_total: Optional[int] = None + ram_usage: Optional[int] = None + swap_total: Optional[int] = None + swap_usage: Optional[int] = None + + model_config = ConfigDict(extra="ignore") + + +class TempMetrics(BaseModel): + """Temperature-related metrics returned by macmon.""" + + cpu_temp_avg: Optional[float] = None + gpu_temp_avg: Optional[float] = None + + model_config = ConfigDict(extra="ignore") + + +class Metrics(BaseModel): + """Complete set of metrics returned by *macmon* binary. + + All fields are optional to allow for partial output from the binary. + Unknown fields are ignored for forward-compatibility. + """ + + all_power: Optional[float] = None + ane_power: Optional[float] = None + cpu_power: Optional[float] = None + ecpu_usage: Optional[Tuple[int, float]] = None + gpu_power: Optional[float] = None + gpu_ram_power: Optional[float] = None + gpu_usage: Optional[Tuple[int, float]] = None + memory: Optional[MemoryMetrics] = None + pcpu_usage: Optional[Tuple[int, float]] = None + ram_power: Optional[float] = None + sys_power: Optional[float] = None + temp: Optional[TempMetrics] = None + timestamp: Optional[str] = None + + model_config = ConfigDict(extra="ignore") + + +# --------------------------------------------------------------------------- +# Synchronous helper +# --------------------------------------------------------------------------- + + +def get_metrics(binary_path: Optional[str] = None) -> Metrics: + """ + Run the binary and return the metrics as a Python dictionary. + + Args: + binary_path: Optional path to the binary. If not provided, will use the bundled binary. + + Returns: + A mapping containing system metrics. + + Raises: + MacMonError: If there's an error running the binary. + """ + path = _get_binary_path(binary_path) + + try: + # Run the binary with the argument -s 1 and capture its output + result = subprocess.run( + [path, "pipe", "-s", "1"], capture_output=True, text=True, check=True + ) + + return Metrics.model_validate_json(result.stdout) + + except subprocess.CalledProcessError as e: + raise MacMonError(f"Error running binary: {e.stderr}") from e # type: ignore + except ValidationError as e: + raise MacMonError(f"Error parsing JSON output: {e}") from e + + +async def get_metrics_async(binary_path: Optional[str] = None) -> Metrics: + """ + Asynchronously run the binary and return the metrics as a Python dictionary. + + Args: + binary_path: Optional path to the binary. If not provided, will use the bundled binary. + + Returns: + A mapping containing system metrics. + + Raises: + MacMonError: If there's an error running the binary. + """ + path = _get_binary_path(binary_path) + + try: + proc = await asyncio.create_subprocess_exec( + path, + "pipe", + "-s", + "1", + stdout=asyncio.subprocess.PIPE, + stderr=asyncio.subprocess.PIPE, + ) + + stdout, stderr = await proc.communicate() + + if proc.returncode != 0: + raise MacMonError(f"Error running binary: {stderr.decode().strip()}") + + return Metrics.model_validate_json(stdout.decode().strip()) + + except ValidationError as e: + raise MacMonError(f"Error parsing JSON output: {e}") from e diff --git a/worker/utils/profile.py b/worker/utils/profile.py new file mode 100644 index 00000000..b152e00c --- /dev/null +++ b/worker/utils/profile.py @@ -0,0 +1,92 @@ +import asyncio +import platform +from typing import Any, Callable, Coroutine + +from shared.types.profiling import ( + MemoryPerformanceProfile, + NodePerformanceProfile, + SystemPerformanceProfile, +) +from worker.utils.macmon.macmon import ( + Metrics, +) +from worker.utils.macmon.macmon import ( + get_metrics_async as macmon_get_metrics_async, +) + +# from exo.infra.event_log import EventLog +# from exo.app.config import ResourceMonitorConfig +# from exo.utils.mlx.mlx_utils import profile_flops_fp16 + + +async def get_metrics_async() -> Metrics: + """Return detailed Metrics on macOS or a minimal fallback elsewhere. + + The *Metrics* schema comes from ``utils.macmon.macmon``; on non-macOS systems we + fill only the ``memory`` sub-structure so downstream code can still access + ``metrics.memory.ram_total`` & ``ram_usage``. + """ + + if platform.system().lower() == "darwin": + return await macmon_get_metrics_async() + return Metrics() + + +async def start_polling_node_metrics( + callback: Callable[[NodePerformanceProfile], Coroutine[Any, Any, None]], +): + poll_interval_s = 1.0 + while True: + try: + # Gather metrics & system info with a timeout on each call + metrics = await get_metrics_async() + + # Extract memory totals from metrics + total_mem = ( + metrics.memory.ram_total + if metrics.memory is not None and metrics.memory.ram_total is not None + else 0 + ) + used_mem = ( + metrics.memory.ram_usage + if metrics.memory is not None and metrics.memory.ram_usage is not None + else 0 + ) + + # Run heavy FLOPs profiling only if enough time has elapsed + + await callback( + NodePerformanceProfile( + model_id=platform.machine(), + chip_id=platform.processor(), + memory=MemoryPerformanceProfile( + ram_total=total_mem, + ram_available=total_mem - used_mem, + swap_total=metrics.memory.swap_total + if metrics.memory is not None + and metrics.memory.swap_total is not None + else 0, + swap_available=metrics.memory.swap_total + - metrics.memory.swap_usage + if metrics.memory is not None + and metrics.memory.swap_usage is not None + and metrics.memory.swap_total is not None + else 0, + ), + network_interfaces=[], + system=SystemPerformanceProfile( + flops_fp16=0, + ), + ) + ) + + except asyncio.TimeoutError: + # One of the operations took too long; skip this iteration but keep the loop alive. + print( + "[resource_monitor] Operation timed out after 30s, skipping this cycle." + ) + except Exception as e: + # Catch-all to ensure the monitor keeps running. + print(f"[resource_monitor] Encountered error: {e}") + finally: + await asyncio.sleep(poll_interval_s) From a97fb27c64e7cc804f2069904e5a4a861f86c4a7 Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Fri, 25 Jul 2025 14:32:34 +0100 Subject: [PATCH 109/224] Glue TWO --- master/main.py | 50 +++++++++++--------------------- shared/constants.py | 4 ++- worker/main.py | 29 +++++++++++------- worker/tests/conftest.py | 4 +-- worker/tests/test_worker_plan.py | 2 +- 5 files changed, 41 insertions(+), 48 deletions(-) diff --git a/master/main.py b/master/main.py index acc1b122..3c1e8a57 100644 --- a/master/main.py +++ b/master/main.py @@ -1,7 +1,8 @@ import asyncio +import logging import os import threading -from logging import Logger +import traceback from pathlib import Path from typing import List @@ -17,7 +18,6 @@ from shared.node_id import get_node_id_keypair from shared.types.common import NodeId from shared.types.events import ( Event, - NodePerformanceMeasured, TaskCreated, ) from shared.types.events.commands import ( @@ -26,18 +26,13 @@ from shared.types.events.commands import ( CreateInstanceCommand, DeleteInstanceCommand, ) -from shared.types.profiling import ( - MemoryPerformanceProfile, - NodePerformanceProfile, - SystemPerformanceProfile, -) from shared.types.state import State from shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus, TaskType from shared.types.worker.instances import Instance class Master: - def __init__(self, node_id: NodeId, command_buffer: list[Command], global_events: AsyncSQLiteEventStorage, forwarder_binary_path: Path, logger: Logger): + def __init__(self, node_id: NodeId, command_buffer: list[Command], global_events: AsyncSQLiteEventStorage, forwarder_binary_path: Path, logger: logging.Logger): self.node_id = node_id self.command_buffer = command_buffer self.global_events = global_events @@ -53,13 +48,9 @@ class Master: return State() async def _run_event_loop_body(self) -> None: - if self.forwarder_supervisor.current_role == ForwarderRole.REPLICA: - await asyncio.sleep(0.1) - return - next_events: list[Event] = [] # 1. process commands - if len(self.command_buffer) > 0: + if self.forwarder_supervisor.current_role == ForwarderRole.MASTER and len(self.command_buffer) > 0: # for now we do one command at a time next_command = self.command_buffer.pop(0) self.logger.info(f"got command: {next_command}") @@ -106,7 +97,7 @@ class Master: for event_from_log in events: self.state = apply(self.state, event_from_log) - self.logger.info(f"state: {self.state.model_dump_json()}") + self.logger.info(f"state: {self.state}") async def run(self): self.state = await self._get_state_snapshot() @@ -123,12 +114,19 @@ class Master: await self._run_event_loop_body() except Exception as e: self.logger.error(f"Error in _run_event_loop_body: {e}") + traceback.print_exc() await asyncio.sleep(0.1) async def main(): - logger = Logger(name='master_logger') + logger = logging.getLogger('master_logger') + logger.setLevel(logging.DEBUG) + if not logger.handlers: + handler = logging.StreamHandler() + handler.setFormatter(logging.Formatter('%(asctime)s - %(levelname)s - %(message)s')) + logger.addHandler(handler) + node_id_keypair = get_node_id_keypair() node_id = NodeId(node_id_keypair.to_peer_id().to_base58()) @@ -136,32 +134,18 @@ async def main(): await event_log_manager.initialize() global_events: AsyncSQLiteEventStorage = event_log_manager.global_events - # TODO: this should be the resource monitor that does this - await global_events.append_events([NodePerformanceMeasured( - node_id=node_id, - node_profile=NodePerformanceProfile( - model_id="testmodelabc", - chip_id="testchipabc", - memory=MemoryPerformanceProfile( - ram_total=1000, - ram_available=1000, - swap_total=1000, - swap_available=1000 - ), - system=SystemPerformanceProfile( - flops_fp16=1000 - ) - ) - )], origin=node_id) - command_buffer: List[Command] = [] + logger.info(f"Starting Master with node_id: {node_id}") + api_thread = threading.Thread( target=start_fastapi_server, args=( command_buffer, global_events, lambda: master.state, + "0.0.0.0", + int(os.environ.get("API_PORT", 8000)) ), daemon=True ) diff --git a/shared/constants.py b/shared/constants.py index 61119538..6f30ab88 100644 --- a/shared/constants.py +++ b/shared/constants.py @@ -1,7 +1,9 @@ import inspect +import os from pathlib import Path -EXO_HOME = Path.home() / ".exo" +EXO_HOME_RELATIVE_PATH = os.environ.get("EXO_HOME", ".exo") +EXO_HOME = Path.home() / EXO_HOME_RELATIVE_PATH EXO_GLOBAL_EVENT_DB = EXO_HOME / "global_events.db" EXO_WORKER_EVENT_DB = EXO_HOME / "worker_events.db" EXO_MASTER_STATE = EXO_HOME / "master_state.json" diff --git a/worker/main.py b/worker/main.py index 3c4a5c45..0196116c 100644 --- a/worker/main.py +++ b/worker/main.py @@ -1,8 +1,8 @@ import asyncio +import logging import os from asyncio import Queue from functools import partial -from logging import Logger from typing import AsyncGenerator, Optional from pydantic import BaseModel, ConfigDict @@ -10,6 +10,7 @@ from pydantic import BaseModel, ConfigDict from shared.apply import apply from shared.db.sqlite import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from shared.node_id import get_node_id_keypair from shared.types.common import NodeId from shared.types.events import ( ChunkGenerated, @@ -57,9 +58,6 @@ from worker.runner.runner_supervisor import RunnerSupervisor from worker.utils.profile import start_polling_node_metrics -def get_node_id() -> NodeId: - return NodeId() # TODO - class AssignedRunner(BaseModel): runner_id: RunnerId instance_id: InstanceId @@ -86,13 +84,15 @@ class Worker: def __init__( self, node_id: NodeId, - logger: Logger, + logger: logging.Logger, worker_events: AsyncSQLiteEventStorage | None, + global_events: AsyncSQLiteEventStorage | None, ): self.node_id: NodeId = node_id self.state: State = State() self.worker_events: AsyncSQLiteEventStorage | None = worker_events # worker_events is None in some tests. - self.logger: Logger = logger + self.global_events: AsyncSQLiteEventStorage | None = global_events + self.logger: logging.Logger = logger self.assigned_runners: dict[RunnerId, AssignedRunner] = {} self._task: asyncio.Task[None] | None = None @@ -462,11 +462,11 @@ class Worker: # Handle state updates async def run(self): - assert self.worker_events is not None + assert self.global_events is not None while True: # 1. get latest events - events = await self.worker_events.get_events_since(self.state.last_event_applied_idx) + events = await self.global_events.get_events_since(self.state.last_event_applied_idx) if len(events) == 0: await asyncio.sleep(0.01) continue @@ -484,11 +484,18 @@ class Worker: await self.event_publisher(event) await asyncio.sleep(0.01) + self.logger.info(f"state: {self.state}") async def main(): - node_id: NodeId = get_node_id() - logger: Logger = Logger('worker_log') + node_id_keypair = get_node_id_keypair() + node_id = NodeId(node_id_keypair.to_peer_id().to_base58()) + logger: logging.Logger = logging.getLogger('worker_logger') + logger.setLevel(logging.DEBUG) + if not logger.handlers: + handler = logging.StreamHandler() + handler.setFormatter(logging.Formatter('%(asctime)s - %(levelname)s - %(message)s')) + logger.addHandler(handler) event_log_manager = EventLogManager(EventLogConfig(), logger) await event_log_manager.initialize() @@ -500,7 +507,7 @@ async def main(): ) asyncio.create_task(start_polling_node_metrics(callback=resource_monitor_callback)) - worker = Worker(node_id, logger, event_log_manager.worker_events) + worker = Worker(node_id, logger, event_log_manager.worker_events, event_log_manager.global_events) await worker.run() diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index 70f230b2..38ed90d8 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -153,7 +153,7 @@ async def worker(node_id: NodeId, logger: Logger): event_log_manager = EventLogManager(EventLogConfig(), logger) await event_log_manager.initialize() - return Worker(node_id, logger, worker_events=event_log_manager.global_events) + return Worker(node_id, logger, worker_events=event_log_manager.global_events, global_events=event_log_manager.global_events) @pytest.fixture async def worker_with_assigned_runner(worker: Worker, instance: Callable[[NodeId, RunnerId], Instance]): @@ -202,7 +202,7 @@ def worker_running(logger: Logger) -> Callable[[NodeId], Awaitable[tuple[Worker, global_events = event_log_manager.global_events await global_events.delete_all_events() - worker = Worker(node_id, logger=logger, worker_events=global_events) + worker = Worker(node_id, logger=logger, worker_events=global_events, global_events=global_events) asyncio.create_task(worker.run()) return worker, global_events diff --git a/worker/tests/test_worker_plan.py b/worker/tests/test_worker_plan.py index 3da7c8c8..8f00b84b 100644 --- a/worker/tests/test_worker_plan.py +++ b/worker/tests/test_worker_plan.py @@ -835,7 +835,7 @@ def test_worker_plan(case: PlanTestCase, tmp_path: Path, monkeypatch: pytest.Mon node_id = NODE_A logger = logging.getLogger("test_worker_plan") - worker = Worker(node_id=node_id, worker_events=None, logger=logger) + worker = Worker(node_id=node_id, worker_events=None, global_events=None, logger=logger) path_downloaded_map: dict[str, bool] = {} From 261e575262a03645b10ed0a7fe429fb78f7fefd7 Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Fri, 25 Jul 2025 15:09:03 +0100 Subject: [PATCH 110/224] Serialize topology Co-authored-by: Gelu Vrabie --- shared/tests/test_state_serialization.py | 30 ++++++++++++++++ shared/topology.py | 43 +++++++++++++++++++++-- shared/types/state.py | 44 ++++++++++++++++++++++-- 3 files changed, 113 insertions(+), 4 deletions(-) create mode 100644 shared/tests/test_state_serialization.py diff --git a/shared/tests/test_state_serialization.py b/shared/tests/test_state_serialization.py new file mode 100644 index 00000000..11306b34 --- /dev/null +++ b/shared/tests/test_state_serialization.py @@ -0,0 +1,30 @@ +from __future__ import annotations + +from shared.types.common import NodeId +from shared.types.state import State +from shared.types.topology import Connection + + +def test_state_serialization_roundtrip() -> None: + """Verify that State → JSON → State round-trip preserves topology.""" + + # --- build a simple state ------------------------------------------------ + node_a = NodeId("node-a") + node_b = NodeId("node-b") + + connection = Connection( + source_node_id=node_a, + sink_node_id=node_b, + source_multiaddr="/ip4/127.0.0.1/tcp/10000", + sink_multiaddr="/ip4/127.0.0.1/tcp/10001", + ) + + state = State() + state.topology.add_connection(connection) + state.topology.master_node_id = node_a + + json_repr = state.model_dump_json() + restored_state = State.model_validate_json(json_repr) + + assert state.topology.to_snapshot() == restored_state.topology.to_snapshot() + assert restored_state.model_dump_json() == json_repr \ No newline at end of file diff --git a/shared/topology.py b/shared/topology.py index c44c717e..0e40905d 100644 --- a/shared/topology.py +++ b/shared/topology.py @@ -1,12 +1,24 @@ +import contextlib from typing import Iterable import rustworkx as rx +from pydantic import BaseModel, ConfigDict from shared.types.common import NodeId from shared.types.profiling import ConnectionProfile, NodePerformanceProfile from shared.types.topology import Connection, Node, TopologyProto +class TopologySnapshot(BaseModel): + """Immutable serialisable representation of a :class:`Topology`.""" + + nodes: list[Node] + connections: list[Connection] + master_node_id: NodeId | None = None + + model_config = ConfigDict(frozen=True, extra="forbid", strict=True) + + class Topology(TopologyProto): def __init__(self) -> None: self._graph: rx.PyDiGraph[Node, Connection] = rx.PyDiGraph() @@ -14,8 +26,35 @@ class Topology(TopologyProto): self._rx_id_to_node_id_map: dict[int, NodeId] = dict() self._edge_id_to_rx_id_map: dict[Connection, int] = dict() self.master_node_id: NodeId | None = None - - # TODO: implement serialization + deserialization method + + def to_snapshot(self) -> TopologySnapshot: + """Return an immutable snapshot suitable for JSON serialisation.""" + + return TopologySnapshot( + nodes=list(self.list_nodes()), + connections=list(self.list_connections()), + master_node_id=self.master_node_id, + ) + + @classmethod + def from_snapshot(cls, snapshot: TopologySnapshot) -> "Topology": + """Reconstruct a :class:`Topology` from *snapshot*. + + The reconstructed topology is equivalent (w.r.t. nodes, connections + and ``master_node_id``) to the original one that produced *snapshot*. + """ + + topology = cls() + topology.master_node_id = snapshot.master_node_id + + for node in snapshot.nodes: + with contextlib.suppress(ValueError): + topology.add_node(node, node.node_id) + + for connection in snapshot.connections: + topology.add_connection(connection) + + return topology def add_node(self, node: Node, node_id: NodeId) -> None: if node_id in self._node_id_to_rx_id_map: diff --git a/shared/types/state.py b/shared/types/state.py index 7736b838..24a0c424 100644 --- a/shared/types/state.py +++ b/shared/types/state.py @@ -1,6 +1,7 @@ from collections.abc import Mapping, Sequence +from typing import Any, cast -from pydantic import BaseModel, ConfigDict, Field +from pydantic import BaseModel, ConfigDict, Field, field_validator from shared.topology import Topology from shared.types.common import NodeId @@ -11,8 +12,25 @@ from shared.types.worker.instances import Instance from shared.types.worker.runners import RunnerId, RunnerStatus +def _encode_topology(topo: "Topology") -> dict[str, Any]: # noqa: D401 + """Serialise *topo* into a JSON-compatible dict.""" + + return topo.to_snapshot().model_dump() + class State(BaseModel): - model_config = ConfigDict(arbitrary_types_allowed=True) + """Global system state. + + The :class:`Topology` instance is encoded/decoded via an immutable + :class:`~shared.topology.TopologySnapshot` to ensure compatibility with + standard JSON serialisation. + """ + + model_config = ConfigDict( + arbitrary_types_allowed=True, + json_encoders={ + Topology: _encode_topology, + }, + ) node_status: Mapping[NodeId, NodeStatus] = {} instances: Mapping[InstanceId, Instance] = {} runners: Mapping[RunnerId, RunnerStatus] = {} @@ -21,3 +39,25 @@ class State(BaseModel): topology: Topology = Topology() history: Sequence[Topology] = [] last_event_applied_idx: int = Field(default=0, ge=0) + + @field_validator("topology", mode="before") + @classmethod + def _deserialize_topology(cls, value: object) -> Topology: # noqa: D401 – Pydantic validator signature + """Convert an incoming *value* into a :class:`Topology` instance. + + Accepts either an already constructed :class:`Topology` or a mapping + representing :class:`~shared.topology.TopologySnapshot`. + """ + + if isinstance(value, Topology): + return value + + # Lazy import to avoid circular dependencies. + from shared.topology import Topology as _Topology + from shared.topology import TopologySnapshot + + if isinstance(value, Mapping): # likely a snapshot-dict coming from JSON + snapshot = TopologySnapshot(**cast(dict[str, Any], value)) # type: ignore[arg-type] + return _Topology.from_snapshot(snapshot) + + raise TypeError("Invalid representation for Topology field in State") From 2e4635a8f543ebd60f37a755e0c28f36081ade68 Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Sat, 26 Jul 2025 19:12:26 +0100 Subject: [PATCH 111/224] add node started event Co-authored-by: Gelu Vrabie --- master/main.py | 17 ++++++++++++--- master/tests/test_master.py | 16 ++++++++------ master/tests/test_placement.py | 6 +++--- master/tests/test_placement_utils.py | 26 +++++++++++----------- master/tests/test_topology.py | 32 ++++++++++++++-------------- shared/apply/apply.py | 8 +++++++ shared/topology.py | 14 ++++++------ shared/types/events/_events.py | 5 +++++ shared/types/topology.py | 2 +- 9 files changed, 76 insertions(+), 50 deletions(-) diff --git a/master/main.py b/master/main.py index 3c1e8a57..c755cf75 100644 --- a/master/main.py +++ b/master/main.py @@ -19,6 +19,7 @@ from shared.types.common import NodeId from shared.types.events import ( Event, TaskCreated, + TopologyNodeCreated, ) from shared.types.events.commands import ( ChatCompletionCommand, @@ -32,10 +33,11 @@ from shared.types.worker.instances import Instance class Master: - def __init__(self, node_id: NodeId, command_buffer: list[Command], global_events: AsyncSQLiteEventStorage, forwarder_binary_path: Path, logger: logging.Logger): + def __init__(self, node_id: NodeId, command_buffer: list[Command], global_events: AsyncSQLiteEventStorage, worker_events: AsyncSQLiteEventStorage, forwarder_binary_path: Path, logger: logging.Logger): self.node_id = node_id self.command_buffer = command_buffer self.global_events = global_events + self.worker_events = worker_events self.forwarder_supervisor = ForwarderSupervisor( forwarder_binary_path=forwarder_binary_path, logger=logger @@ -43,6 +45,13 @@ class Master: self.election_callbacks = ElectionCallbacks(self.forwarder_supervisor, logger) self.logger = logger + @property + def event_log_for_writes(self) -> AsyncSQLiteEventStorage: + if self.forwarder_supervisor.current_role == ForwarderRole.MASTER: + return self.global_events + else: + return self.worker_events + async def _get_state_snapshot(self) -> State: # TODO: for now start from scratch every time, but we can optimize this by keeping a snapshot on disk so we don't have to re-apply all events return State() @@ -85,7 +94,7 @@ class Master: transition_events = get_transition_events(self.state.instances, placement) next_events.extend(transition_events) - await self.global_events.append_events(next_events, origin=self.node_id) + await self.event_log_for_writes.append_events(next_events, origin=self.node_id) # 2. get latest events events = await self.global_events.get_events_since(self.state.last_event_applied_idx) @@ -109,6 +118,7 @@ class Master: else: await self.election_callbacks.on_became_master() + await self.event_log_for_writes.append_events([TopologyNodeCreated(node_id=self.node_id)], origin=self.node_id) while True: try: await self._run_event_loop_body() @@ -133,6 +143,7 @@ async def main(): event_log_manager = EventLogManager(EventLogConfig(), logger=logger) await event_log_manager.initialize() global_events: AsyncSQLiteEventStorage = event_log_manager.global_events + worker_events: AsyncSQLiteEventStorage = event_log_manager.worker_events command_buffer: List[Command] = [] @@ -152,7 +163,7 @@ async def main(): api_thread.start() logger.info('Running FastAPI server in a separate thread. Listening on port 8000.') - master = Master(node_id, command_buffer, global_events, forwarder_binary_path=Path("./build/forwarder"), logger=logger) + master = Master(node_id, command_buffer, global_events, worker_events, forwarder_binary_path=Path("./build/forwarder"), logger=logger) await master.run() if __name__ == "__main__": diff --git a/master/tests/test_master.py b/master/tests/test_master.py index f8fc6558..5445c967 100644 --- a/master/tests/test_master.py +++ b/master/tests/test_master.py @@ -13,6 +13,7 @@ from shared.db.sqlite.event_log_manager import EventLogManager from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams from shared.types.common import NodeId from shared.types.events import TaskCreated +from shared.types.events._events import TopologyNodeCreated from shared.types.events.commands import ChatCompletionCommand, Command, CommandId from shared.types.tasks import ChatCompletionTask, TaskStatus, TaskType @@ -38,7 +39,7 @@ async def test_master(): forwarder_binary_path = _create_forwarder_dummy_binary() node_id = NodeId("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa") - master = Master(node_id, command_buffer=command_buffer, global_events=global_events, forwarder_binary_path=forwarder_binary_path, logger=logger) + master = Master(node_id, command_buffer=command_buffer, global_events=global_events, worker_events=event_log_manager.worker_events, forwarder_binary_path=forwarder_binary_path, logger=logger) asyncio.create_task(master.run()) command_buffer.append( @@ -54,15 +55,16 @@ async def test_master(): await asyncio.sleep(0.001) events = await global_events.get_events_since(0) - assert len(events) == 1 + assert len(events) == 2 assert events[0].idx_in_log == 1 - assert isinstance(events[0].event, TaskCreated) - assert events[0].event == TaskCreated( - task_id=events[0].event.task_id, + assert isinstance(events[0].event, TopologyNodeCreated) + assert isinstance(events[1].event, TaskCreated) + assert events[1].event == TaskCreated( + task_id=events[1].event.task_id, task=ChatCompletionTask( - task_id=events[0].event.task_id, + task_id=events[1].event.task_id, task_type=TaskType.CHAT_COMPLETION, - instance_id=events[0].event.task.instance_id, + instance_id=events[1].event.task.instance_id, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams( model="llama-3.2-1b", diff --git a/master/tests/test_placement.py b/master/tests/test_placement.py index 3218297e..9bef8116 100644 --- a/master/tests/test_placement.py +++ b/master/tests/test_placement.py @@ -75,9 +75,9 @@ def test_get_instance_placements_create_instance( node_id_a = NodeId() node_id_b = NodeId() node_id_c = NodeId() - topology.add_node(create_node(available_memory[0], node_id_a), node_id_a) - topology.add_node(create_node(available_memory[1], node_id_b), node_id_b) - topology.add_node(create_node(available_memory[2], node_id_c), node_id_c) + topology.add_node(create_node(available_memory[0], node_id_a)) + topology.add_node(create_node(available_memory[1], node_id_b)) + topology.add_node(create_node(available_memory[2], node_id_c)) topology.add_connection(create_connection(node_id_a, node_id_b)) topology.add_connection(create_connection(node_id_b, node_id_c)) topology.add_connection(create_connection(node_id_c, node_id_a)) diff --git a/master/tests/test_placement_utils.py b/master/tests/test_placement_utils.py index 7dce222f..2ef84cd1 100644 --- a/master/tests/test_placement_utils.py +++ b/master/tests/test_placement_utils.py @@ -27,8 +27,8 @@ def test_filter_cycles_by_memory(topology: Topology, create_node: Callable[[int, node1 = create_node(1000, node1_id) node2 = create_node(1000, node2_id) - topology.add_node(node1, node1_id) - topology.add_node(node2, node2_id) + topology.add_node(node1) + topology.add_node(node2) connection1 = create_connection(node1_id, node2_id) connection2 = create_connection(node2_id, node1_id) @@ -55,8 +55,8 @@ def test_filter_cycles_by_insufficient_memory(topology: Topology, create_node: C node1 = create_node(1000, node1_id) node2 = create_node(1000, node2_id) - topology.add_node(node1, node1_id) - topology.add_node(node2, node2_id) + topology.add_node(node1) + topology.add_node(node2) connection1 = create_connection(node1_id, node2_id) connection2 = create_connection(node2_id, node1_id) @@ -81,9 +81,9 @@ def test_filter_multiple_cycles_by_memory(topology: Topology, create_node: Calla node_b = create_node(500, node_b_id) node_c = create_node(1000, node_c_id) - topology.add_node(node_a, node_a_id) - topology.add_node(node_b, node_b_id) - topology.add_node(node_c, node_c_id) + topology.add_node(node_a) + topology.add_node(node_b) + topology.add_node(node_c) topology.add_connection(create_connection(node_a_id, node_b_id)) topology.add_connection(create_connection(node_b_id, node_a_id)) @@ -111,9 +111,9 @@ def test_get_smallest_cycles(topology: Topology, create_node: Callable[[int, Nod node_b = create_node(500, node_b_id) node_c = create_node(1000, node_c_id) - topology.add_node(node_a, node_a_id) - topology.add_node(node_b, node_b_id) - topology.add_node(node_c, node_c_id) + topology.add_node(node_a) + topology.add_node(node_b) + topology.add_node(node_c) topology.add_connection(create_connection(node_a_id, node_b_id)) topology.add_connection(create_connection(node_b_id, node_c_id)) @@ -143,9 +143,9 @@ def test_get_shard_assignments(topology: Topology, create_node: Callable[[int, N node_b = create_node(available_memory[1], node_b_id) node_c = create_node(available_memory[2], node_c_id) - topology.add_node(node_a, node_a_id) - topology.add_node(node_b, node_b_id) - topology.add_node(node_c, node_c_id) + topology.add_node(node_a) + topology.add_node(node_b) + topology.add_node(node_c) topology.add_connection(create_connection(node_a_id, node_b_id)) topology.add_connection(create_connection(node_b_id, node_c_id)) diff --git a/master/tests/test_topology.py b/master/tests/test_topology.py index 1e395d2e..e5790c0a 100644 --- a/master/tests/test_topology.py +++ b/master/tests/test_topology.py @@ -32,7 +32,7 @@ def test_add_node(topology: Topology, node_profile: NodePerformanceProfile): node_id = NodeId() # act - topology.add_node(Node(node_id=node_id, node_profile=node_profile), node_id=node_id) + topology.add_node(Node(node_id=node_id, node_profile=node_profile)) # assert data = topology.get_node_profile(node_id) @@ -41,8 +41,8 @@ def test_add_node(topology: Topology, node_profile: NodePerformanceProfile): def test_add_connection(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): # arrange - topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile), node_id=connection.source_node_id) - topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile), node_id=connection.sink_node_id) + topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile)) topology.add_connection(connection) # act @@ -53,8 +53,8 @@ def test_add_connection(topology: Topology, node_profile: NodePerformanceProfile def test_update_node_profile(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): # arrange - topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile), node_id=connection.source_node_id) - topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile), node_id=connection.sink_node_id) + topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile)) topology.add_connection(connection) new_node_profile = NodePerformanceProfile(model_id="test", chip_id="test", memory=MemoryPerformanceProfile(ram_total=1000, ram_available=1000, swap_total=1000, swap_available=1000), network_interfaces=[], system=SystemPerformanceProfile(flops_fp16=1000)) @@ -68,8 +68,8 @@ def test_update_node_profile(topology: Topology, node_profile: NodePerformancePr def test_update_connection_profile(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): # arrange - topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile), node_id=connection.source_node_id) - topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile), node_id=connection.sink_node_id) + topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile)) topology.add_connection(connection) new_connection_profile = ConnectionProfile(throughput=2000, latency=2000, jitter=2000) @@ -84,8 +84,8 @@ def test_update_connection_profile(topology: Topology, node_profile: NodePerform def test_remove_connection_still_connected(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): # arrange - topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile), node_id=connection.source_node_id) - topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile), node_id=connection.sink_node_id) + topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile)) topology.add_connection(connection) # act @@ -103,9 +103,9 @@ def test_remove_connection_bridge(topology: Topology, node_profile: NodePerforma node_a_id = NodeId() node_b_id = NodeId() - topology.add_node(Node(node_id=master_id, node_profile=node_profile), node_id=master_id) - topology.add_node(Node(node_id=node_a_id, node_profile=node_profile), node_id=node_a_id) - topology.add_node(Node(node_id=node_b_id, node_profile=node_profile), node_id=node_b_id) + topology.add_node(Node(node_id=master_id, node_profile=node_profile)) + topology.add_node(Node(node_id=node_a_id, node_profile=node_profile)) + topology.add_node(Node(node_id=node_b_id, node_profile=node_profile)) connection_master_to_a = Connection( source_node_id=master_id, @@ -143,8 +143,8 @@ def test_remove_connection_bridge(topology: Topology, node_profile: NodePerforma def test_remove_node_still_connected(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): # arrange - topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile), node_id=connection.source_node_id) - topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile), node_id=connection.sink_node_id) + topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile)) topology.add_connection(connection) # act @@ -157,8 +157,8 @@ def test_remove_node_still_connected(topology: Topology, node_profile: NodePerfo def test_list_nodes(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): # arrange - topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile), node_id=connection.source_node_id) - topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile), node_id=connection.sink_node_id) + topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile)) topology.add_connection(connection) # act diff --git a/shared/apply/apply.py b/shared/apply/apply.py index 8a333aba..85289c00 100644 --- a/shared/apply/apply.py +++ b/shared/apply/apply.py @@ -22,11 +22,13 @@ from shared.types.events import ( TopologyEdgeCreated, TopologyEdgeDeleted, TopologyEdgeReplacedAtomically, + TopologyNodeCreated, WorkerStatusUpdated, ) from shared.types.profiling import NodePerformanceProfile from shared.types.state import State from shared.types.tasks import Task, TaskId +from shared.types.topology import Node from shared.types.worker.common import NodeStatus, RunnerId from shared.types.worker.instances import Instance, InstanceId, InstanceStatus from shared.types.worker.runners import RunnerStatus @@ -122,6 +124,12 @@ def apply_worker_status_updated(event: WorkerStatusUpdated, state: State) -> Sta def apply_chunk_generated(event: ChunkGenerated, state: State) -> State: return state +@event_apply.register(TopologyNodeCreated) +def apply_topology_node_created(event: TopologyNodeCreated, state: State) -> State: + topology = copy.copy(state.topology) + topology.add_node(Node(node_id=event.node_id)) + return state.model_copy(update={"topology": topology}) + @event_apply.register(TopologyEdgeCreated) def apply_topology_edge_created(event: TopologyEdgeCreated, state: State) -> State: topology = copy.copy(state.topology) diff --git a/shared/topology.py b/shared/topology.py index 0e40905d..52e2f9cd 100644 --- a/shared/topology.py +++ b/shared/topology.py @@ -49,19 +49,19 @@ class Topology(TopologyProto): for node in snapshot.nodes: with contextlib.suppress(ValueError): - topology.add_node(node, node.node_id) + topology.add_node(node) for connection in snapshot.connections: topology.add_connection(connection) return topology - def add_node(self, node: Node, node_id: NodeId) -> None: - if node_id in self._node_id_to_rx_id_map: + def add_node(self, node: Node) -> None: + if node.node_id in self._node_id_to_rx_id_map: raise ValueError("Node already exists") rx_id = self._graph.add_node(node) - self._node_id_to_rx_id_map[node_id] = rx_id - self._rx_id_to_node_id_map[rx_id] = node_id + self._node_id_to_rx_id_map[node.node_id] = rx_id + self._rx_id_to_node_id_map[rx_id] = node.node_id def add_connection( @@ -69,9 +69,9 @@ class Topology(TopologyProto): connection: Connection, ) -> None: if connection.source_node_id not in self._node_id_to_rx_id_map: - self.add_node(Node(node_id=connection.source_node_id), node_id=connection.source_node_id) + self.add_node(Node(node_id=connection.source_node_id)) if connection.sink_node_id not in self._node_id_to_rx_id_map: - self.add_node(Node(node_id=connection.sink_node_id), node_id=connection.sink_node_id) + self.add_node(Node(node_id=connection.sink_node_id)) src_id = self._node_id_to_rx_id_map[connection.source_node_id] sink_id = self._node_id_to_rx_id_map[connection.sink_node_id] diff --git a/shared/types/events/_events.py b/shared/types/events/_events.py index e28f55c3..20d4c6c5 100644 --- a/shared/types/events/_events.py +++ b/shared/types/events/_events.py @@ -66,6 +66,7 @@ class _EventType(str, Enum): NodePerformanceMeasured = "NodePerformanceMeasured" # Topology Events + TopologyNodeCreated = "TopologyNodeCreated" TopologyEdgeCreated = "TopologyEdgeCreated" TopologyEdgeReplacedAtomically = "TopologyEdgeReplacedAtomically" TopologyEdgeDeleted = "TopologyEdgeDeleted" @@ -166,6 +167,9 @@ class ChunkGenerated(_BaseEvent[_EventType.ChunkGenerated]): command_id: CommandId chunk: GenerationChunk +class TopologyNodeCreated(_BaseEvent[_EventType.TopologyNodeCreated]): + event_type: Literal[_EventType.TopologyNodeCreated] = _EventType.TopologyNodeCreated + node_id: NodeId class TopologyEdgeCreated(_BaseEvent[_EventType.TopologyEdgeCreated]): event_type: Literal[_EventType.TopologyEdgeCreated] = _EventType.TopologyEdgeCreated @@ -196,6 +200,7 @@ _Event = Union[ NodePerformanceMeasured, WorkerStatusUpdated, ChunkGenerated, + TopologyNodeCreated, TopologyEdgeCreated, TopologyEdgeReplacedAtomically, TopologyEdgeDeleted, diff --git a/shared/types/topology.py b/shared/types/topology.py index 0dac5c08..f6e170af 100644 --- a/shared/types/topology.py +++ b/shared/types/topology.py @@ -41,7 +41,7 @@ class Node(BaseModel): class TopologyProto(Protocol): - def add_node(self, node: Node, node_id: NodeId) -> None: ... + def add_node(self, node: Node) -> None: ... def add_connection( self, From 93330f0283d53c873f93f667dd0eed942bcb9cd9 Mon Sep 17 00:00:00 2001 From: Matt Beton Date: Sat, 26 Jul 2025 20:08:25 +0100 Subject: [PATCH 112/224] Inference Integration Test Co-authored-by: Alex Cheema --- read_events.py | 25 ++ shared/apply/apply.py | 2 +- shared/types/worker/ops.py | 6 + worker/main.py | 41 ++- worker/runner/runner.py | 4 +- worker/runner/runner_supervisor.py | 40 ++- worker/tests/conftest.py | 24 +- worker/tests/test_serdes.py | 6 +- worker/tests/test_supervisor.py | 30 +- worker/tests/test_worker_handlers.py | 21 +- worker/tests/test_worker_integration.py | 288 +++++++++++++++++- worker/tests/test_worker_integration_utils.py | 44 +++ worker/tests/test_worker_plan.py | 18 +- 13 files changed, 476 insertions(+), 73 deletions(-) create mode 100644 read_events.py create mode 100644 worker/tests/test_worker_integration_utils.py diff --git a/read_events.py b/read_events.py new file mode 100644 index 00000000..d63ad636 --- /dev/null +++ b/read_events.py @@ -0,0 +1,25 @@ +import asyncio +from logging import Logger + + +from worker.main import get_node_id +from shared.types.common import NodeId +from shared.db.sqlite.event_log_manager import EventLogManager, EventLogConfig + +async def main(): + node_id: NodeId = get_node_id() + logger: Logger = Logger('worker_log') + + event_log_manager: EventLogManager = EventLogManager(EventLogConfig(), logger) + await event_log_manager.initialize() + + events = await event_log_manager.global_events.get_events_since(0) + + for wrapped_event in events: + event = wrapped_event.event + event_type = type(event).__name__.replace('_', ' ').title() + attributes = ', '.join(f"{key}={value!r}" for key, value in vars(event).items()) + print(f"{event_type}: {attributes}") + +if __name__ == "__main__": + asyncio.run(main()) \ No newline at end of file diff --git a/shared/apply/apply.py b/shared/apply/apply.py index 85289c00..0cf79e40 100644 --- a/shared/apply/apply.py +++ b/shared/apply/apply.py @@ -106,7 +106,7 @@ def apply_runner_status_updated(event: RunnerStatusUpdated, state: State) -> Sta return state.model_copy(update={"runners": new_runners}) @event_apply.register(RunnerDeleted) -def apply_runner_deleted(event: RunnerStatusUpdated, state: State) -> State: +def apply_runner_deleted(event: RunnerDeleted, state: State) -> State: new_runners: Mapping[RunnerId, RunnerStatus] = {rid: rs for rid, rs in state.runners.items() if rid != event.runner_id} return state.model_copy(update={"runners": new_runners}) diff --git a/shared/types/worker/ops.py b/shared/types/worker/ops.py index fb4a7521..97787fba 100644 --- a/shared/types/worker/ops.py +++ b/shared/types/worker/ops.py @@ -15,6 +15,7 @@ class RunnerOpType(str, Enum): UNASSIGN_RUNNER = "unassign_runner" RUNNER_UP = "runner_up" RUNNER_DOWN = "runner_down" + RUNNER_FAILED = "runner_failed" DOWNLOAD = "download" CHAT_COMPLETION = "chat_completion" @@ -42,6 +43,10 @@ class RunnerDownOp(BaseRunnerOp[Literal[RunnerOpType.RUNNER_DOWN]]): op_type: Literal[RunnerOpType.RUNNER_DOWN] = Field(default=RunnerOpType.RUNNER_DOWN, frozen=True) runner_id: RunnerId +class RunnerFailedOp(BaseRunnerOp[Literal[RunnerOpType.RUNNER_FAILED]]): + op_type: Literal[RunnerOpType.RUNNER_FAILED] = Field(default=RunnerOpType.RUNNER_FAILED, frozen=True) + runner_id: RunnerId + class DownloadOp(BaseRunnerOp[Literal[RunnerOpType.DOWNLOAD]]): op_type: Literal[RunnerOpType.DOWNLOAD] = Field(default=RunnerOpType.DOWNLOAD, frozen=True) instance_id: InstanceId @@ -62,6 +67,7 @@ RunnerOp = Annotated[ UnassignRunnerOp, RunnerUpOp, RunnerDownOp, + RunnerFailedOp, DownloadOp, ExecuteTaskOp, ], diff --git a/worker/main.py b/worker/main.py index 0196116c..e41ab847 100644 --- a/worker/main.py +++ b/worker/main.py @@ -38,6 +38,7 @@ from shared.types.worker.ops import ( DownloadOp, ExecuteTaskOp, RunnerDownOp, + RunnerFailedOp, RunnerOp, RunnerOpType, RunnerUpOp, @@ -162,6 +163,18 @@ class Worker: assigned_runner.status = ReadyRunnerStatus() yield assigned_runner.status_update_event() + return + + async def _execute_runner_failed_op( + self, op: RunnerFailedOp + ) -> AsyncGenerator[Event, None]: + ''' + We detected that this runner has failed. So we'll put it into 'failed' state now, triggering the rest of the instance to spin down. + ''' + assigned_runner = self.assigned_runners[op.runner_id] + + assigned_runner.status = FailedRunnerStatus() + yield self.assigned_runners[op.runner_id].status_update_event() async def _execute_download_op( self, op: DownloadOp @@ -309,6 +322,8 @@ class Worker: event_generator = self._execute_runner_up_op(op) case RunnerOpType.RUNNER_DOWN: event_generator = self._execute_runner_down_op(op) + case RunnerOpType.RUNNER_FAILED: + event_generator = self._execute_runner_failed_op(op) case RunnerOpType.DOWNLOAD: event_generator = self._execute_download_op(op) case RunnerOpType.CHAT_COMPLETION: @@ -331,6 +346,12 @@ class Worker: if runner_id not in runner_ids: return UnassignRunnerOp(runner_id=runner_id) + for runner_id, assigned_runner in self.assigned_runners.items(): + if assigned_runner.runner is not None and \ + not assigned_runner.runner.healthy and \ + not isinstance(assigned_runner.status, FailedRunnerStatus): + return RunnerFailedOp(runner_id=runner_id) + # Then spin down active runners for _instance_id, instance in state.instances.items(): for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): @@ -346,7 +367,9 @@ class Worker: # If we are part of an instance that has a dead node - and we aren't the dead node - we should spin down # TODO: We need to limit number of retries if we keep failing. for _instance_id, instance in state.instances.items(): - if self.node_id in instance.shard_assignments.node_to_runner: + if self.node_id in instance.shard_assignments.node_to_runner and \ + instance.shard_assignments.node_to_runner[self.node_id] in self.assigned_runners and \ + not isinstance(self.assigned_runners[instance.shard_assignments.node_to_runner[self.node_id]].status, ReadyRunnerStatus): # make sure that our runner has not already been spun down into ready state other_node_in_instance_has_failed = False for runner_id in instance.shard_assignments.runner_to_shard: if runner_id in state.runners and \ @@ -362,13 +385,17 @@ class Worker: for _instance_id, instance in state.instances.items(): if self.node_id in instance.shard_assignments.node_to_runner and \ instance.shard_assignments.node_to_runner[self.node_id] in state.runners and \ - isinstance(state.runners[instance.shard_assignments.node_to_runner[self.node_id]], FailedRunnerStatus): - + isinstance(self.assigned_runners[instance.shard_assignments.node_to_runner[self.node_id]].status, FailedRunnerStatus): + num_spundown_nodes = 0 for runner_id in instance.shard_assignments.runner_to_shard: if isinstance(state.runners[runner_id], ReadyRunnerStatus) and \ runner_id not in self.assigned_runners: num_spundown_nodes += 1 + # Suggested: + # if runner_id in state.runners and isinstance(state.runners[runner_id], ReadyRunnerStatus): + # if runner_id != instance.shard_assignments.node_to_runner[self.node_id]: + # num_spundown_nodes += 1 if num_spundown_nodes == next(iter(instance.shard_assignments.runner_to_shard.values())).world_size - 1: # All the other nodes are spun down - so now we can spin down too. @@ -421,7 +448,7 @@ class Worker: # Need to assert all other runners are ready before we can spin up. ready_to_spin = True for runner_id in instance.shard_assignments.node_to_runner.values(): - if state.runners[runner_id].runner_status != RunnerStatusType.Ready: + if runner_id in state.runners and state.runners[runner_id].runner_status != RunnerStatusType.Ready: ready_to_spin = False if ready_to_spin: @@ -438,7 +465,7 @@ class Worker: continue # The only previous state to get to Running is from Loaded for _, task in state.tasks.items(): - if task.instance_id == instance_id: + if task.instance_id == instance_id and task.task_status == TaskStatus.PENDING: if (runner.shard_metadata.device_rank >= 1 or runner.shard_metadata.world_size == 1): return ExecuteTaskOp(runner_id=runner_id, task=task) else: @@ -465,11 +492,9 @@ class Worker: assert self.global_events is not None while True: + _rank = list(self.assigned_runners.values())[0].shard_metadata.device_rank if self.assigned_runners else None # 1. get latest events events = await self.global_events.get_events_since(self.state.last_event_applied_idx) - if len(events) == 0: - await asyncio.sleep(0.01) - continue # 2. for each event, apply it to the state and run sagas for event_from_log in events: diff --git a/worker/runner/runner.py b/worker/runner/runner.py index 99d6a2e5..d5a1fbb2 100644 --- a/worker/runner/runner.py +++ b/worker/runner/runner.py @@ -91,8 +91,8 @@ async def _mlx_generate( runner_print(item.text) yield item - # TODO: There is a big bug on this line! - assert future.done() + # Wait for the executor thread to complete + await future async def main(): diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py index 3d1b0553..54d380d2 100644 --- a/worker/runner/runner_supervisor.py +++ b/worker/runner/runner_supervisor.py @@ -88,12 +88,23 @@ class RunnerSupervisor: async def astop(self) -> None: async def terminate() -> None: - self.runner_process.terminate() - _ = await self.runner_process.wait() + # Check if process is already dead before trying to terminate + if self.runner_process.returncode is None: + self.runner_process.terminate() + + # Wait for the process to exit (or confirm it's already exited) + try: + _ = await asyncio.wait_for(self.runner_process.wait(), timeout=1.0) + except asyncio.TimeoutError: + # If terminate didn't work, force kill + if self.runner_process.returncode is None: + self.runner_process.kill() + _ = await self.runner_process.wait() if not self.healthy: print("Runner process is not healthy, killing...") await terminate() + print('terminated') if self.runner_process.stdout is not None: while True: @@ -107,15 +118,20 @@ class RunnerSupervisor: except asyncio.TimeoutError: break - try: - # Give the process a moment to exit gracefully - await supervisor_write_message( - proc=self.runner_process, message=ExitMessage() - ) - _ = await asyncio.wait_for(self.runner_process.wait(), timeout=0.1) - except asyncio.TimeoutError: - print("Runner process did not terminate, killing...") - await terminate() + # Only try to send ExitMessage if process is still alive + if self.runner_process.returncode is None: + try: + # Give the process a moment to exit gracefully + await supervisor_write_message( + proc=self.runner_process, message=ExitMessage() + ) + _ = await asyncio.wait_for(self.runner_process.wait(), timeout=0.1) + except asyncio.TimeoutError: + print("Runner process did not terminate, killing...") + await terminate() + except Exception: + # If we can't write to the process (e.g., broken pipe), it's probably already dead + pass self.running = False @@ -124,7 +140,7 @@ class RunnerSupervisor: self.running = False def __del__(self) -> None: - if not self.running: + if self.running: print( "Warning: RunnerSupervisor was not stopped cleanly before garbage collection. Force killing process." ) diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index 38ed90d8..ad76fdab 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -99,14 +99,16 @@ def completion_create_params(user_message: str) -> ChatCompletionTaskParams: ) @pytest.fixture -def chat_completion_task(completion_create_params: ChatCompletionTaskParams) -> ChatCompletionTask: - return ChatCompletionTask( - task_id=TaskId(), - instance_id=InstanceId(), - task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.PENDING, - task_params=completion_create_params - ) +def chat_completion_task(completion_create_params: ChatCompletionTaskParams): + def _chat_completion_task(instance_id: InstanceId) -> ChatCompletionTask: + return ChatCompletionTask( + task_id=TaskId(), + instance_id=instance_id, + task_type=TaskType.CHAT_COMPLETION, + task_status=TaskStatus.PENDING, + task_params=completion_create_params + ) + return _chat_completion_task @pytest.fixture def node_id() -> NodeId: @@ -129,7 +131,7 @@ def logger() -> Logger: @pytest.fixture def instance(pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts_one: list[Host]): - def _instance(node_id: NodeId, runner_id: RunnerId) -> Instance: + def _instance(instance_id: InstanceId, node_id: NodeId, runner_id: RunnerId) -> Instance: model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') shard_assignments = ShardAssignments( @@ -156,10 +158,10 @@ async def worker(node_id: NodeId, logger: Logger): return Worker(node_id, logger, worker_events=event_log_manager.global_events, global_events=event_log_manager.global_events) @pytest.fixture -async def worker_with_assigned_runner(worker: Worker, instance: Callable[[NodeId, RunnerId], Instance]): +async def worker_with_assigned_runner(worker: Worker, instance: Callable[[InstanceId, NodeId, RunnerId], Instance]): """Fixture that provides a worker with an already assigned runner.""" - instance_obj: Instance = instance(worker.node_id, RunnerId()) + instance_obj: Instance = instance(InstanceId(), worker.node_id, RunnerId()) # Extract runner_id from shard assignments runner_id = next(iter(instance_obj.shard_assignments.runner_to_shard)) diff --git a/worker/tests/test_serdes.py b/worker/tests/test_serdes.py index 6e54178b..42af427e 100644 --- a/worker/tests/test_serdes.py +++ b/worker/tests/test_serdes.py @@ -9,6 +9,7 @@ from shared.types.worker.commands_runner import ( RunnerMessageTypeAdapter, SetupMessage, ) +from shared.types.worker.common import InstanceId from shared.types.worker.mlx import Host from shared.types.worker.shards import PipelineShardMetadata @@ -37,9 +38,10 @@ def test_supervisor_setup_message_serdes( def test_supervisor_task_message_serdes( - chat_completion_task: Task, + chat_completion_task: Callable[[InstanceId], Task], ): + task = chat_completion_task(InstanceId()) task_message = ChatTaskMessage( - task_data=chat_completion_task.task_params, + task_data=task.task_params, ) assert_equal_serdes(task_message, RunnerMessageTypeAdapter) diff --git a/worker/tests/test_supervisor.py b/worker/tests/test_supervisor.py index b482e833..5a77eccd 100644 --- a/worker/tests/test_supervisor.py +++ b/worker/tests/test_supervisor.py @@ -11,6 +11,7 @@ from shared.types.tasks import ( Task, TaskType, ) +from shared.types.worker.common import InstanceId from shared.types.worker.mlx import Host from shared.types.worker.shards import PipelineShardMetadata from worker.runner.runner_supervisor import RunnerSupervisor @@ -26,11 +27,12 @@ def user_message(): async def test_supervisor_single_node_response( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_completion_task: Task, + chat_completion_task: Callable[[InstanceId], Task], tmp_path: Path, ): """Test that asking for the capital of France returns 'Paris' in the response""" model_shard_meta = pipeline_shard_meta(1, 0) + instance_id = InstanceId() print(f'{model_shard_meta=}') @@ -43,7 +45,7 @@ async def test_supervisor_single_node_response( full_response = "" stop_reason: FinishReason | None = None - async for chunk in supervisor.stream_response(task=chat_completion_task): + async for chunk in supervisor.stream_response(task=chat_completion_task(instance_id)): if isinstance(chunk, TokenChunk): full_response += chunk.text if chunk.finish_reason: @@ -63,10 +65,11 @@ async def test_supervisor_single_node_response( async def test_supervisor_two_node_response( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_completion_task: Task, + chat_completion_task: Callable[[InstanceId], Task], tmp_path: Path, ): """Test that asking for the capital of France returns 'Paris' in the response""" + instance_id = InstanceId() supervisor_0 = await RunnerSupervisor.create( model_shard_meta=pipeline_shard_meta(2, 0), hosts=hosts(2, offset=15), @@ -85,13 +88,13 @@ async def test_supervisor_two_node_response( async def collect_response_0(): nonlocal full_response_0 - async for chunk in supervisor_0.stream_response(task=chat_completion_task): + async for chunk in supervisor_0.stream_response(task=chat_completion_task(instance_id)): if isinstance(chunk, TokenChunk): full_response_0 += chunk.text async def collect_response_1(): nonlocal full_response_1 - async for chunk in supervisor_1.stream_response(task=chat_completion_task): + async for chunk in supervisor_1.stream_response(task=chat_completion_task(instance_id)): if isinstance(chunk, TokenChunk): full_response_1 += chunk.text @@ -118,22 +121,25 @@ async def test_supervisor_two_node_response( async def test_supervisor_early_stopping( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_completion_task: Task, + chat_completion_task: Callable[[InstanceId], Task], tmp_path: Path, ): """Test that asking for the capital of France returns 'Paris' in the response""" model_shard_meta = pipeline_shard_meta(1, 0) + instance_id = InstanceId() supervisor = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), ) + task = chat_completion_task(instance_id) + max_tokens = 50 - assert chat_completion_task.task_type == TaskType.CHAT_COMPLETION - print(f'chat_completion_task.task_params: {chat_completion_task.task_params}') - assert isinstance(chat_completion_task.task_params, ChatCompletionTaskParams) - task_params: ChatCompletionTaskParams = chat_completion_task.task_params + assert task.task_type == TaskType.CHAT_COMPLETION + print(f'chat_completion_task.task_params: {task.task_params}') + assert isinstance(task.task_params, ChatCompletionTaskParams) + task_params: ChatCompletionTaskParams = task.task_params try: task_params.max_tokens = max_tokens @@ -146,7 +152,7 @@ async def test_supervisor_early_stopping( count = 0 stop_reason: FinishReason | None = None - async for chunk in supervisor.stream_response(task=chat_completion_task): + async for chunk in supervisor.stream_response(task=task): if isinstance(chunk, TokenChunk): full_response += chunk.text count += 1 @@ -169,7 +175,6 @@ async def test_supervisor_early_stopping( async def test_supervisor_handles_terminated_runner( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_completion_task: Task, tmp_path: Path, ): """Test that the supervisor handles a terminated runner""" @@ -194,7 +199,6 @@ async def test_supervisor_handles_terminated_runner( async def test_supervisor_handles_killed_runner( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_completion_task: Task, tmp_path: Path, ): """Test that the supervisor handles a killed runner""" diff --git a/worker/tests/test_worker_handlers.py b/worker/tests/test_worker_handlers.py index eb791f2d..ef5c634e 100644 --- a/worker/tests/test_worker_handlers.py +++ b/worker/tests/test_worker_handlers.py @@ -16,7 +16,7 @@ from shared.types.events import ( from shared.types.events.chunks import TokenChunk from shared.types.tasks import Task, TaskStatus from shared.types.worker.common import RunnerId -from shared.types.worker.instances import Instance +from shared.types.worker.instances import Instance, InstanceId from shared.types.worker.ops import ( AssignRunnerOp, DownloadOp, @@ -40,9 +40,9 @@ def user_message(): return "What, according to Douglas Adams, is the meaning of life, the universe and everything?" @pytest.mark.asyncio -async def test_assign_op(worker: Worker, instance: Callable[[NodeId, RunnerId], Instance], tmp_path: Path): +async def test_assign_op(worker: Worker, instance: Callable[[InstanceId, NodeId, RunnerId], Instance], tmp_path: Path): runner_id = RunnerId() - instance_obj: Instance = instance(worker.node_id, runner_id) + instance_obj: Instance = instance(InstanceId(), worker.node_id, runner_id) assign_op = AssignRunnerOp( runner_id=runner_id, @@ -84,7 +84,7 @@ async def test_unassign_op(worker_with_assigned_runner: tuple[Worker, RunnerId, assert isinstance(events[0], RunnerDeleted) @pytest.mark.asyncio -async def test_runner_up_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], chat_completion_task: Task, tmp_path: Path): +async def test_runner_up_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], chat_completion_task: Callable[[InstanceId], Task], tmp_path: Path): worker, runner_id, _ = worker_with_assigned_runner runner_up_op = RunnerUpOp(runner_id=runner_id) @@ -104,7 +104,7 @@ async def test_runner_up_op(worker_with_assigned_runner: tuple[Worker, RunnerId, full_response = '' - async for chunk in supervisor.stream_response(task=chat_completion_task): + async for chunk in supervisor.stream_response(task=chat_completion_task(InstanceId())): if isinstance(chunk, TokenChunk): full_response += chunk.text @@ -153,12 +153,12 @@ async def test_download_op(worker_with_assigned_runner: tuple[Worker, RunnerId, @pytest.mark.asyncio async def test_execute_task_op( worker_with_running_runner: tuple[Worker, RunnerId, Instance], - chat_completion_task: Task, tmp_path: Path): + chat_completion_task: Callable[[InstanceId], Task], tmp_path: Path): worker, runner_id, _ = worker_with_running_runner execute_task_op = ExecuteTaskOp( runner_id=runner_id, - task=chat_completion_task + task=chat_completion_task(InstanceId()) ) events: list[Event] = [] @@ -196,15 +196,16 @@ async def test_execute_task_op( @pytest.mark.asyncio async def test_execute_task_fails( worker_with_running_runner: tuple[Worker, RunnerId, Instance], - chat_completion_task: Task, tmp_path: Path): + chat_completion_task: Callable[[InstanceId], Task], tmp_path: Path): worker, runner_id, _ = worker_with_running_runner - messages = chat_completion_task.task_params.messages + task = chat_completion_task(InstanceId()) + messages = task.task_params.messages messages[0].content = 'Artificial prompt: EXO RUNNER MUST FAIL' execute_task_op = ExecuteTaskOp( runner_id=runner_id, - task=chat_completion_task + task=task ) events: list[Event] = [] diff --git a/worker/tests/test_worker_integration.py b/worker/tests/test_worker_integration.py index f83b1013..3041080c 100644 --- a/worker/tests/test_worker_integration.py +++ b/worker/tests/test_worker_integration.py @@ -1,27 +1,39 @@ import asyncio +from logging import Logger from typing import Awaitable, Callable, Final import pytest +# TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py from shared.db.sqlite.connector import AsyncSQLiteEventStorage +from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager from shared.types.common import NodeId from shared.types.events import ( InstanceCreated, InstanceDeleted, RunnerDeleted, RunnerStatusUpdated, + TaskCreated, ) from shared.types.events.chunks import TokenChunk from shared.types.models import ModelId from shared.types.tasks import Task, TaskId from shared.types.worker.common import InstanceId, RunnerId -from shared.types.worker.instances import Instance, InstanceStatus +from shared.types.worker.instances import ( + Instance, + InstanceStatus, + ShardAssignments, +) +from shared.types.worker.mlx import Host from shared.types.worker.runners import ( + FailedRunnerStatus, LoadedRunnerStatus, ReadyRunnerStatus, # RunningRunnerStatus, ) -from worker.main import Worker +from shared.types.worker.shards import PipelineShardMetadata +from worker.main import AssignedRunner, Worker +from worker.tests.test_worker_integration_utils import read_streaming_response MASTER_NODE_ID = NodeId("ffffffff-aaaa-4aaa-8aaa-aaaaaaaaaaaa") NODE_A: Final[NodeId] = NodeId("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa") @@ -42,14 +54,14 @@ def user_message(): async def test_runner_assigned( worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], - instance: Callable[[NodeId, RunnerId], Instance] + instance: Callable[[InstanceId, NodeId, RunnerId], Instance] ): worker, global_events = await worker_running(NODE_A) print(worker) - instance_value: Instance = instance(NODE_A, RUNNER_1_ID) + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) instance_value.instance_type = InstanceStatus.INACTIVE await global_events.append_events( @@ -79,12 +91,12 @@ async def test_runner_assigned( async def test_runner_assigned_active( worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], - instance: Callable[[NodeId, RunnerId], Instance], - chat_completion_task: Task + instance: Callable[[InstanceId, NodeId, RunnerId], Instance], + chat_completion_task: Callable[[InstanceId], Task] ): worker, global_events = await worker_running(NODE_A) - instance_value: Instance = instance(NODE_A, RUNNER_1_ID) + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) instance_value.instance_type = InstanceStatus.ACTIVE await global_events.append_events( @@ -118,7 +130,7 @@ async def test_runner_assigned_active( full_response = '' - async for chunk in supervisor.stream_response(task=chat_completion_task): + async for chunk in supervisor.stream_response(task=chat_completion_task(INSTANCE_1_ID)): if isinstance(chunk, TokenChunk): full_response += chunk.text @@ -128,11 +140,11 @@ async def test_runner_assigned_active( async def test_runner_assigned_wrong_node( worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], - instance: Callable[[NodeId, RunnerId], Instance] + instance: Callable[[InstanceId, NodeId, RunnerId], Instance] ): worker, global_events = await worker_running(NODE_A) - instance_value = instance(NODE_B, RUNNER_1_ID) + instance_value = instance(INSTANCE_1_ID, NODE_B, RUNNER_1_ID) await global_events.append_events( [ @@ -157,11 +169,11 @@ async def test_runner_assigned_wrong_node( async def test_runner_unassigns( worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], - instance: Callable[[NodeId, RunnerId], Instance] + instance: Callable[[InstanceId, NodeId, RunnerId], Instance] ): worker, global_events = await worker_running(NODE_A) - instance_value: Instance = instance(NODE_A, RUNNER_1_ID) + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) instance_value.instance_type = InstanceStatus.ACTIVE await global_events.append_events( @@ -206,4 +218,254 @@ async def test_runner_unassigns( events = await global_events.get_events_since(0) assert isinstance(events[-1].event, RunnerDeleted) # After deletion, runner should be removed from state.runners - assert len(worker.state.runners) == 0 \ No newline at end of file + assert len(worker.state.runners) == 0 + +async def test_runner_inference( + worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + instance: Callable[[InstanceId, NodeId, RunnerId], Instance], + chat_completion_task: Callable[[InstanceId], Task] + ): + _worker, global_events = await worker_running(NODE_A) + + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) + instance_value.instance_type = InstanceStatus.ACTIVE + + task: Task = chat_completion_task(INSTANCE_1_ID) + await global_events.append_events( + [ + InstanceCreated( + instance=instance_value, + ), + TaskCreated( + task_id=task.task_id, + task=task + ) + ], + origin=MASTER_NODE_ID + ) + + seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) + + assert seen_task_started + assert seen_task_finished + assert 'tokyo' in response_string.lower() + + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance_value.instance_id, + ), + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(0.3) + +async def test_2_runner_inference( + logger: Logger, + pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], + hosts: Callable[[int], list[Host]], + chat_completion_task: Callable[[InstanceId], Task] + ): + event_log_manager = EventLogManager(EventLogConfig(), logger) + await event_log_manager.initialize() + + global_events = event_log_manager.global_events + await global_events.delete_all_events() + + worker1 = Worker(NODE_A, logger=logger, worker_events=global_events, global_events=global_events) + asyncio.create_task(worker1.run()) + + worker2 = Worker(NODE_B, logger=logger, worker_events=global_events, global_events=global_events) + asyncio.create_task(worker2.run()) + + ## Instance + model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') + + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard={ + RUNNER_1_ID: pipeline_shard_meta(2, 0), + RUNNER_2_ID: pipeline_shard_meta(2, 1) + }, + node_to_runner={ + NODE_A: RUNNER_1_ID, + NODE_B: RUNNER_2_ID + } + ) + + instance = Instance( + instance_id=INSTANCE_1_ID, + instance_type=InstanceStatus.ACTIVE, + shard_assignments=shard_assignments, + hosts=hosts(2) + ) + + task = chat_completion_task(INSTANCE_1_ID) + await global_events.append_events( + [ + InstanceCreated( + instance=instance + ), + TaskCreated( + task_id=task.task_id, + task=task + ) + ], + origin=MASTER_NODE_ID + ) + + seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) + + assert seen_task_started + assert seen_task_finished + assert 'tokyo' in response_string.lower() + + + idx = await global_events.get_last_idx() + await asyncio.sleep(1.0) + events = await global_events.get_events_since(idx) + assert len(events) == 0 + + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance.instance_id, + ), + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(2.0) + + + +async def test_runner_respawn( + logger: Logger, + pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], + hosts: Callable[[int], list[Host]], + chat_completion_task: Callable[[InstanceId], Task] + ): + event_log_manager = EventLogManager(EventLogConfig(), logger) + await event_log_manager.initialize() + + global_events = event_log_manager.global_events + await global_events.delete_all_events() + + worker1 = Worker(NODE_A, logger=logger, worker_events=global_events, global_events=global_events) + asyncio.create_task(worker1.run()) + + worker2 = Worker(NODE_B, logger=logger, worker_events=global_events, global_events=global_events) + asyncio.create_task(worker2.run()) + + ## Instance + model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') + + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard={ + RUNNER_1_ID: pipeline_shard_meta(2, 0), + RUNNER_2_ID: pipeline_shard_meta(2, 1) + }, + node_to_runner={ + NODE_A: RUNNER_1_ID, + NODE_B: RUNNER_2_ID + } + ) + + instance = Instance( + instance_id=INSTANCE_1_ID, + instance_type=InstanceStatus.ACTIVE, + shard_assignments=shard_assignments, + hosts=hosts(2) + ) + + task = chat_completion_task(INSTANCE_1_ID) + await global_events.append_events( + [ + InstanceCreated( + instance=instance + ), + TaskCreated( + task_id=task.task_id, + task=task + ) + ], + origin=MASTER_NODE_ID + ) + + seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) + + assert seen_task_started + assert seen_task_finished + assert 'tokyo' in response_string.lower() + + await asyncio.sleep(0.1) + + idx = await global_events.get_last_idx() + + assigned_runner: AssignedRunner = worker1.assigned_runners[RUNNER_1_ID] + assert assigned_runner.runner is not None + assigned_runner.runner.runner_process.kill() + + # Wait for the process to actually be detected as dead or cleaned up + for _ in range(100): # Wait up to 1 second + await asyncio.sleep(0.01) + # The worker may clean up the runner (set to None) when it detects it's dead + if assigned_runner.runner and not assigned_runner.runner.healthy: + break + else: + raise AssertionError("Runner should have been detected as unhealthy or cleaned up after kill()") + + await asyncio.sleep(5.0) + + events = await global_events.get_events_since(idx) + print(f'{events=}') + # assert len(events) == 2 + assert isinstance(events[0].event, RunnerStatusUpdated) + assert isinstance(events[0].event.runner_status, FailedRunnerStatus) + + assert isinstance(events[1].event, RunnerStatusUpdated) + assert isinstance(events[1].event.runner_status, ReadyRunnerStatus) + assert events[1].event.runner_id == RUNNER_2_ID + + assert isinstance(events[2].event, RunnerStatusUpdated) + assert isinstance(events[2].event.runner_status, ReadyRunnerStatus) + assert events[2].event.runner_id == RUNNER_1_ID + + print(worker1.state) + print(worker2.state) + + for event in [events[3].event, events[4].event]: + assert isinstance(event, RunnerStatusUpdated) + assert isinstance(event.runner_status, LoadedRunnerStatus) + + task = chat_completion_task(INSTANCE_1_ID) + await global_events.append_events( + [ + TaskCreated( + task_id=task.task_id, + task=task + ) + ], + origin=MASTER_NODE_ID + ) + + seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) + + assert seen_task_started + assert seen_task_finished + assert 'tokyo' in response_string.lower() + + await asyncio.sleep(0.1) + + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance.instance_id, + ), + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(1.0) \ No newline at end of file diff --git a/worker/tests/test_worker_integration_utils.py b/worker/tests/test_worker_integration_utils.py new file mode 100644 index 00000000..5e0b78d8 --- /dev/null +++ b/worker/tests/test_worker_integration_utils.py @@ -0,0 +1,44 @@ + + +import asyncio +from typing import Tuple + +from shared.db.sqlite.connector import AsyncSQLiteEventStorage +from shared.types.events import ChunkGenerated, TaskStateUpdated +from shared.types.events.chunks import TokenChunk +from shared.types.tasks import TaskStatus + + +async def read_streaming_response(global_events: AsyncSQLiteEventStorage) -> Tuple[bool, bool, str]: + # Read off all events - these should be our GenerationChunk events + seen_task_started, seen_task_finished = 0, 0 + response_string = '' + finish_reason: str | None = None + + idx = 0 + while not finish_reason: + events = await global_events.get_events_since(idx) + if len(events) == 0: + await asyncio.sleep(0.01) + continue + idx = events[-1].idx_in_log + + for wrapped_event in events: + event = wrapped_event.event + if isinstance(event, TaskStateUpdated): + if event.task_status == TaskStatus.RUNNING: + seen_task_started += 1 + if event.task_status == TaskStatus.COMPLETE: + seen_task_finished += 1 + + if isinstance(event, ChunkGenerated): + assert isinstance(event.chunk, TokenChunk) + response_string += event.chunk.text + if event.chunk.finish_reason: + finish_reason = event.chunk.finish_reason + + await asyncio.sleep(0.2) + + print(f'event log: {await global_events.get_events_since(0)}') + + return seen_task_started == 1, seen_task_finished == 1, response_string \ No newline at end of file diff --git a/worker/tests/test_worker_plan.py b/worker/tests/test_worker_plan.py index 8f00b84b..120e3895 100644 --- a/worker/tests/test_worker_plan.py +++ b/worker/tests/test_worker_plan.py @@ -481,7 +481,23 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: ) }, runners={RUNNER_1_ID: LoadedRunnerStatus()}, - tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, + tasks={ + TASK_1_ID: ChatCompletionTask( + task_id=TASK_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_status=TaskStatus.PENDING, + task_params=ChatCompletionTaskParams( + model=str(MODEL_A_ID), + messages=[ + ChatCompletionMessage( + role="user", + content="Hello, world!" + ) + ] + ), + instance_id=INSTANCE_1_ID + ) + }, ), expected_op=ExecuteTaskOp(runner_id=RUNNER_1_ID, task=ChatCompletionTask( task_id=TASK_1_ID, From 98f204d14a0812acf0e62a97c380ca5ecb5fe7c6 Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Sat, 26 Jul 2025 20:08:37 +0100 Subject: [PATCH 113/224] Fix placement single node --- master/placement.py | 12 ++++-- master/tests/test_placement.py | 71 ++++++++++++++++++++++++++++++++++ shared/apply/apply.py | 5 ++- shared/topology.py | 2 +- 4 files changed, 84 insertions(+), 6 deletions(-) diff --git a/master/placement.py b/master/placement.py index 82730472..7137938f 100644 --- a/master/placement.py +++ b/master/placement.py @@ -26,12 +26,16 @@ def get_instance_placements( if command.model_meta.model_id in available_models: raise ValueError(f"Instance for {command.model_meta.model_id} already exists") - candidate_cycles = topology.get_cycles() - cycles = filter_cycles_by_memory(candidate_cycles, command.model_meta.storage_size_kilobytes) - if not cycles: + all_nodes = list(topology.list_nodes()) + cycles = topology.get_cycles() + nodes_in_cycles = {node.node_id for cycle in cycles for node in cycle} + singleton_cycles = [[node] for node in all_nodes if node.node_id not in nodes_in_cycles] + candidate_cycles = cycles + singleton_cycles + cycles_with_sufficient_memory = filter_cycles_by_memory(candidate_cycles, command.model_meta.storage_size_kilobytes) + if not cycles_with_sufficient_memory: raise ValueError("No cycles found with sufficient memory") - smallest_cycles = get_smallest_cycles(cycles) + smallest_cycles = get_smallest_cycles(cycles_with_sufficient_memory) selected_cycle = max(smallest_cycles, key=lambda cycle: sum(node.node_profile.memory.ram_available for node in cycle if node.node_profile is not None)) shard_assignments = get_shard_assignments(command.model_meta, selected_cycle) diff --git a/master/tests/test_placement.py b/master/tests/test_placement.py index 9bef8116..d51d16b1 100644 --- a/master/tests/test_placement.py +++ b/master/tests/test_placement.py @@ -108,6 +108,77 @@ def test_get_instance_placements_create_instance( assert shards_sorted[0].start_layer == 0 assert shards_sorted[-1].end_layer == total_layers +def test_get_instance_placements_one_node_exact_fit( + create_node: Callable[[int, NodeId | None], Node], +) -> None: + topology = Topology() + node_id = NodeId() + topology.add_node(create_node(1000, node_id)) + create_instance_command = CreateInstanceCommand( + command_id=CommandId(), + model_meta=ModelMetadata( + model_id="test-model", + storage_size_kilobytes=1000, + pretty_name="Test Model", + n_layers=10 + ), + instance_id=InstanceId(), + ) + placements = get_instance_placements(create_instance_command, topology, {}) + + assert len(placements) == 1 + instance_id = list(placements.keys())[0] + instance = placements[instance_id] + assert instance.shard_assignments.model_id == "test-model" + assert len(instance.shard_assignments.node_to_runner) == 1 + assert len(instance.shard_assignments.runner_to_shard) == 1 + assert len(instance.shard_assignments.runner_to_shard) == 1 + +def test_get_instance_placements_one_node_fits_with_extra_memory( + create_node: Callable[[int, NodeId | None], Node], +) -> None: + topology = Topology() + node_id = NodeId() + topology.add_node(create_node(1001, node_id)) + create_instance_command = CreateInstanceCommand( + command_id=CommandId(), + model_meta=ModelMetadata( + model_id="test-model", + storage_size_kilobytes=1000, + pretty_name="Test Model", + n_layers=10 + ), + instance_id=InstanceId(), + ) + placements = get_instance_placements(create_instance_command, topology, {}) + + assert len(placements) == 1 + instance_id = list(placements.keys())[0] + instance = placements[instance_id] + assert instance.shard_assignments.model_id == "test-model" + assert len(instance.shard_assignments.node_to_runner) == 1 + assert len(instance.shard_assignments.runner_to_shard) == 1 + assert len(instance.shard_assignments.runner_to_shard) == 1 + +def test_get_instance_placements_one_node_not_fit( + create_node: Callable[[int, NodeId | None], Node], +) -> None: + topology = Topology() + node_id = NodeId() + topology.add_node(create_node(1000, node_id)) + create_instance_command = CreateInstanceCommand( + command_id=CommandId(), + model_meta=ModelMetadata( + model_id="test-model", + storage_size_kilobytes=1001, + pretty_name="Test Model", + n_layers=10 + ), + instance_id=InstanceId(), + ) + + with pytest.raises(ValueError, match="No cycles found with sufficient memory"): + get_instance_placements(create_instance_command, topology, {}) def test_get_transition_events_no_change(topology: Topology, instance: Instance): # arrange diff --git a/shared/apply/apply.py b/shared/apply/apply.py index 0cf79e40..b5f49538 100644 --- a/shared/apply/apply.py +++ b/shared/apply/apply.py @@ -113,7 +113,10 @@ def apply_runner_deleted(event: RunnerDeleted, state: State) -> State: @event_apply.register(NodePerformanceMeasured) def apply_node_performance_measured(event: NodePerformanceMeasured, state: State) -> State: new_profiles: Mapping[NodeId, NodePerformanceProfile] = {**state.node_profiles, event.node_id: event.node_profile} - return state.model_copy(update={"node_profiles": new_profiles}) + state = state.model_copy(update={"node_profiles": new_profiles}) + topology = copy.copy(state.topology) + topology.update_node_profile(event.node_id, event.node_profile) + return state.model_copy(update={"topology": topology}) @event_apply.register(WorkerStatusUpdated) def apply_worker_status_updated(event: WorkerStatusUpdated, state: State) -> State: diff --git a/shared/topology.py b/shared/topology.py index 52e2f9cd..7b5cde1d 100644 --- a/shared/topology.py +++ b/shared/topology.py @@ -58,7 +58,7 @@ class Topology(TopologyProto): def add_node(self, node: Node) -> None: if node.node_id in self._node_id_to_rx_id_map: - raise ValueError("Node already exists") + return rx_id = self._graph.add_node(node) self._node_id_to_rx_id_map[node.node_id] = rx_id self._rx_id_to_node_id_map[rx_id] = node.node_id From b687dec6b2f01397724b2ba381584c5183ee6833 Mon Sep 17 00:00:00 2001 From: Andrei Cravtov Date: Sun, 27 Jul 2025 15:43:59 +0300 Subject: [PATCH 114/224] Discovery integration master Co-authored-by: Alex Cheema --- .idea/exo-v2.iml | 12 ++ master/discovery_supervisor.py | 132 ++++++++++++ master/main.py | 20 +- master/tests/conftest.py | 27 +-- master/tests/test_master.py | 7 +- master/tests/test_topology.py | 100 +++++---- rust/Cargo.toml | 2 +- rust/discovery/src/behaviour.rs | 189 +++++++++++++++++- rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi | 16 +- rust/exo_pyo3_bindings/src/discovery.rs | 16 +- .../src/pylibp2p/multiaddr.rs | 28 ++- rust/exo_pyo3_bindings/tests/test_python.py | 94 ++++++--- shared/node_id.py | 44 ---- shared/tests/test_node_id_persistence.py | 2 +- shared/tests/test_state_serialization.py | 10 +- shared/topology.py | 39 ++-- shared/types/common.py | 8 +- shared/types/events/_events.py | 9 +- shared/types/topology.py | 36 ++-- shared/utils.py | 57 ++++++ worker/main.py | 6 +- 21 files changed, 655 insertions(+), 199 deletions(-) create mode 100644 master/discovery_supervisor.py delete mode 100644 shared/node_id.py diff --git a/.idea/exo-v2.iml b/.idea/exo-v2.iml index 01e49642..d0dab3c0 100644 --- a/.idea/exo-v2.iml +++ b/.idea/exo-v2.iml @@ -1,5 +1,10 @@ + + + + + @@ -11,10 +16,17 @@ + + + + + + + \ No newline at end of file diff --git a/master/discovery_supervisor.py b/master/discovery_supervisor.py new file mode 100644 index 00000000..16ed116a --- /dev/null +++ b/master/discovery_supervisor.py @@ -0,0 +1,132 @@ +import asyncio +import logging + +from exo_pyo3_bindings import ConnectionUpdate, DiscoveryService, Keypair + +from shared.db import AsyncSQLiteEventStorage +from shared.types.common import NodeId +from shared.types.events import TopologyEdgeCreated, TopologyEdgeDeleted +from shared.types.topology import Connection + + +class DiscoverySupervisor: + def __init__(self, node_id_keypair: Keypair, node_id: NodeId, global_events: AsyncSQLiteEventStorage, + logger: logging.Logger): + self.global_events = global_events + self.logger = logger + self.node_id = node_id + + # configure callbacks + self.discovery_service = DiscoveryService(node_id_keypair) + self._add_connected_callback() + self._add_disconnected_callback() + + def _add_connected_callback(self): + stream_get, stream_put = _make_iter() + self.discovery_service.add_connected_callback(stream_put) + + async def run(): + async for c in stream_get: + await self._connected_callback(c) + + return asyncio.create_task(run()) + + def _add_disconnected_callback(self): + stream_get, stream_put = _make_iter() + + async def run(): + async for c in stream_get: + await self._disconnected_callback(c) + + self.discovery_service.add_disconnected_callback(stream_put) + return asyncio.create_task(run()) + + async def _connected_callback(self, e: ConnectionUpdate) -> None: + local_node_id = self.node_id + send_back_node_id = NodeId(e.peer_id.to_base58()) + local_multiaddr = e.local_addr.to_string() + send_back_multiaddr = e.send_back_addr.to_string() + connection_profile = None + + topology_edge_created = TopologyEdgeCreated(edge=Connection( + local_node_id=local_node_id, + send_back_node_id=send_back_node_id, + local_multiaddr=local_multiaddr, + send_back_multiaddr=send_back_multiaddr, + connection_profile=connection_profile + )) + self.logger.error( + msg=f"CONNECTED CALLBACK: {local_node_id} -> {send_back_node_id}, {local_multiaddr} -> {send_back_multiaddr}") + await self.global_events.append_events( + [topology_edge_created], + self.node_id + ) + + async def _disconnected_callback(self, e: ConnectionUpdate) -> None: + local_node_id = self.node_id + send_back_node_id = NodeId(e.peer_id.to_base58()) + local_multiaddr = e.local_addr.to_string() + send_back_multiaddr = e.send_back_addr.to_string() + connection_profile = None + + topology_edge_created = TopologyEdgeDeleted(edge=Connection( + local_node_id=local_node_id, + send_back_node_id=send_back_node_id, + local_multiaddr=local_multiaddr, + send_back_multiaddr=send_back_multiaddr, + connection_profile=connection_profile + )) + self.logger.error( + msg=f"DISCONNECTED CALLBACK: {local_node_id} -> {send_back_node_id}, {local_multiaddr} -> {send_back_multiaddr}") + await self.global_events.append_events( + [topology_edge_created], + self.node_id + ) + + +def _make_iter(): # TODO: generalize to generic utility + loop = asyncio.get_event_loop() + queue: asyncio.Queue[ConnectionUpdate] = asyncio.Queue() + + def put(c: ConnectionUpdate) -> None: + loop.call_soon_threadsafe(queue.put_nowait, c) + + async def get(): + while True: + yield await queue.get() + + return get(), put + +# class MyClass: # TODO: figure out how to make pydantic integrate with Multiaddr +# def __init__(self, data: str): +# self.data = data +# +# @staticmethod +# def from_str(s: str, _i: ValidationInfo) -> 'MyClass': +# return MyClass(s) +# +# def __str__(self): +# return self.data +# +# @classmethod +# def __get_pydantic_core_schema__( +# cls, source_type: type[any], handler: GetCoreSchemaHandler +# ) -> CoreSchema: +# return core_schema.with_info_after_validator_function( +# function=MyClass.from_str, +# schema=core_schema.bytes_schema(), +# serialization=core_schema.to_string_ser_schema() +# ) +# +# +# # Use directly in a model (no Annotated needed) +# class ExampleModel(BaseModel): +# field: MyClass +# +# +# m = ExampleModel(field=MyClass("foo")) +# d = m.model_dump() +# djs = m.model_dump_json() +# +# print(d) +# print(djs) diff --git a/master/main.py b/master/main.py index c755cf75..24868af7 100644 --- a/master/main.py +++ b/master/main.py @@ -6,7 +6,10 @@ import traceback from pathlib import Path from typing import List +from exo_pyo3_bindings import Keypair + from master.api import start_fastapi_server +from master.discovery_supervisor import DiscoverySupervisor from master.election_callback import ElectionCallbacks from master.forwarder_supervisor import ForwarderRole, ForwarderSupervisor from master.placement import get_instance_placements, get_transition_events @@ -14,7 +17,6 @@ from shared.apply import apply from shared.db.sqlite.config import EventLogConfig from shared.db.sqlite.connector import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogManager -from shared.node_id import get_node_id_keypair from shared.types.common import NodeId from shared.types.events import ( Event, @@ -30,14 +32,23 @@ from shared.types.events.commands import ( from shared.types.state import State from shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus, TaskType from shared.types.worker.instances import Instance +from shared.utils import get_node_id_keypair class Master: - def __init__(self, node_id: NodeId, command_buffer: list[Command], global_events: AsyncSQLiteEventStorage, worker_events: AsyncSQLiteEventStorage, forwarder_binary_path: Path, logger: logging.Logger): + def __init__(self, node_id_keypair: Keypair, node_id: NodeId, command_buffer: list[Command], + global_events: AsyncSQLiteEventStorage, worker_events: AsyncSQLiteEventStorage, + forwarder_binary_path: Path, logger: logging.Logger): self.node_id = node_id self.command_buffer = command_buffer self.global_events = global_events self.worker_events = worker_events + self.discovery_supervisor = DiscoverySupervisor( + node_id_keypair, + node_id, + global_events, + logger + ) self.forwarder_supervisor = ForwarderSupervisor( forwarder_binary_path=forwarder_binary_path, logger=logger @@ -128,7 +139,6 @@ class Master: await asyncio.sleep(0.1) - async def main(): logger = logging.getLogger('master_logger') logger.setLevel(logging.DEBUG) @@ -163,8 +173,10 @@ async def main(): api_thread.start() logger.info('Running FastAPI server in a separate thread. Listening on port 8000.') - master = Master(node_id, command_buffer, global_events, worker_events, forwarder_binary_path=Path("./build/forwarder"), logger=logger) + master = Master(node_id_keypair, node_id, command_buffer, global_events, worker_events, + forwarder_binary_path=Path("./build/forwarder"), logger=logger) await master.run() + if __name__ == "__main__": asyncio.run(main()) diff --git a/master/tests/conftest.py b/master/tests/conftest.py index 6ab6bd92..6aee767a 100644 --- a/master/tests/conftest.py +++ b/master/tests/conftest.py @@ -15,17 +15,17 @@ def create_node(): if node_id is None: node_id = NodeId() return Node( - node_id=node_id, + node_id=node_id, node_profile=NodePerformanceProfile( - model_id="test", - chip_id="test", + model_id="test", + chip_id="test", memory=MemoryPerformanceProfile( - ram_total=1000, - ram_available=memory, - swap_total=1000, + ram_total=1000, + ram_available=memory, + swap_total=1000, swap_available=1000 - ), - network_interfaces=[], + ), + network_interfaces=[], system=SystemPerformanceProfile(flops_fp16=1000) ) ) @@ -37,10 +37,11 @@ def create_node(): def create_connection(): def _create_connection(source_node_id: NodeId, sink_node_id: NodeId) -> Connection: return Connection( - source_node_id=source_node_id, - sink_node_id=sink_node_id, - source_multiaddr="/ip4/127.0.0.1/tcp/1234", - sink_multiaddr="/ip4/127.0.0.1/tcp/1235", + local_node_id=source_node_id, + send_back_node_id=sink_node_id, + local_multiaddr="/ip4/127.0.0.1/tcp/1234", + send_back_multiaddr="/ip4/127.0.0.1/tcp/1235", connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000) ) - return _create_connection \ No newline at end of file + + return _create_connection diff --git a/master/tests/test_master.py b/master/tests/test_master.py index 5445c967..4c4d23e4 100644 --- a/master/tests/test_master.py +++ b/master/tests/test_master.py @@ -5,6 +5,7 @@ from pathlib import Path from typing import List import pytest +from exo_pyo3_bindings import Keypair from master.main import Master from shared.db.sqlite.config import EventLogConfig @@ -38,8 +39,10 @@ async def test_master(): forwarder_binary_path = _create_forwarder_dummy_binary() - node_id = NodeId("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa") - master = Master(node_id, command_buffer=command_buffer, global_events=global_events, worker_events=event_log_manager.worker_events, forwarder_binary_path=forwarder_binary_path, logger=logger) + node_id_keypair = Keypair.generate_ed25519() + node_id = NodeId(node_id_keypair.to_peer_id().to_base58()) + master = Master(node_id_keypair, node_id, command_buffer=command_buffer, global_events=global_events, + forwarder_binary_path=forwarder_binary_path, logger=logger, worker_events=event_log_manager.worker_events) asyncio.create_task(master.run()) command_buffer.append( diff --git a/master/tests/test_topology.py b/master/tests/test_topology.py index e5790c0a..5264c7b6 100644 --- a/master/tests/test_topology.py +++ b/master/tests/test_topology.py @@ -13,20 +13,27 @@ from shared.types.topology import Connection, ConnectionProfile, Node, NodeId def topology() -> Topology: return Topology() + @pytest.fixture def connection() -> Connection: - return Connection(source_node_id=NodeId(), sink_node_id=NodeId(), source_multiaddr="/ip4/127.0.0.1/tcp/1234", sink_multiaddr="/ip4/127.0.0.1/tcp/1235", connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000)) + return Connection(local_node_id=NodeId(), send_back_node_id=NodeId(), local_multiaddr="/ip4/127.0.0.1/tcp/1234", + send_back_multiaddr="/ip4/127.0.0.1/tcp/1235", + connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000)) + @pytest.fixture def node_profile() -> NodePerformanceProfile: memory_profile = MemoryPerformanceProfile(ram_total=1000, ram_available=1000, swap_total=1000, swap_available=1000) system_profile = SystemPerformanceProfile(flops_fp16=1000) - return NodePerformanceProfile(model_id="test", chip_id="test", memory=memory_profile, network_interfaces=[], system=system_profile) + return NodePerformanceProfile(model_id="test", chip_id="test", memory=memory_profile, network_interfaces=[], + system=system_profile) + @pytest.fixture def connection_profile() -> ConnectionProfile: return ConnectionProfile(throughput=1000, latency=1000, jitter=1000) + def test_add_node(topology: Topology, node_profile: NodePerformanceProfile): # arrange node_id = NodeId() @@ -41,39 +48,47 @@ def test_add_node(topology: Topology, node_profile: NodePerformanceProfile): def test_add_connection(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): # arrange - topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile)) - topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.send_back_node_id, node_profile=node_profile)) topology.add_connection(connection) # act data = topology.get_connection_profile(connection) # assert - assert data == connection.connection_profile + assert data == connection.connection_profile + def test_update_node_profile(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): # arrange - topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile)) - topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.send_back_node_id, node_profile=node_profile)) topology.add_connection(connection) - new_node_profile = NodePerformanceProfile(model_id="test", chip_id="test", memory=MemoryPerformanceProfile(ram_total=1000, ram_available=1000, swap_total=1000, swap_available=1000), network_interfaces=[], system=SystemPerformanceProfile(flops_fp16=1000)) + new_node_profile = NodePerformanceProfile(model_id="test", chip_id="test", + memory=MemoryPerformanceProfile(ram_total=1000, ram_available=1000, + swap_total=1000, swap_available=1000), + network_interfaces=[], system=SystemPerformanceProfile(flops_fp16=1000)) # act - topology.update_node_profile(connection.source_node_id, node_profile=new_node_profile) + topology.update_node_profile(connection.local_node_id, node_profile=new_node_profile) # assert - data = topology.get_node_profile(connection.source_node_id) + data = topology.get_node_profile(connection.local_node_id) assert data == new_node_profile + def test_update_connection_profile(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): # arrange - topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile)) - topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.send_back_node_id, node_profile=node_profile)) topology.add_connection(connection) new_connection_profile = ConnectionProfile(throughput=2000, latency=2000, jitter=2000) - connection = Connection(source_node_id=connection.source_node_id, sink_node_id=connection.sink_node_id, source_multiaddr=connection.source_multiaddr, sink_multiaddr=connection.sink_multiaddr, connection_profile=new_connection_profile) + connection = Connection(local_node_id=connection.local_node_id, send_back_node_id=connection.send_back_node_id, + local_multiaddr=connection.local_multiaddr, + send_back_multiaddr=connection.send_back_multiaddr, + connection_profile=new_connection_profile) # act topology.update_connection_profile(connection) @@ -82,10 +97,12 @@ def test_update_connection_profile(topology: Topology, node_profile: NodePerform data = topology.get_connection_profile(connection) assert data == new_connection_profile -def test_remove_connection_still_connected(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): + +def test_remove_connection_still_connected(topology: Topology, node_profile: NodePerformanceProfile, + connection: Connection): # arrange - topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile)) - topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.send_back_node_id, node_profile=node_profile)) topology.add_connection(connection) # act @@ -94,7 +111,8 @@ def test_remove_connection_still_connected(topology: Topology, node_profile: Nod # assert with pytest.raises(IndexError): topology.get_connection_profile(connection) - + + def test_remove_connection_bridge(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): """Create a bridge scenario: master -> node_a -> node_b and remove the bridge connection (master -> node_a)""" @@ -102,63 +120,63 @@ def test_remove_connection_bridge(topology: Topology, node_profile: NodePerforma master_id = NodeId() node_a_id = NodeId() node_b_id = NodeId() - + topology.add_node(Node(node_id=master_id, node_profile=node_profile)) topology.add_node(Node(node_id=node_a_id, node_profile=node_profile)) topology.add_node(Node(node_id=node_b_id, node_profile=node_profile)) - + connection_master_to_a = Connection( - source_node_id=master_id, - sink_node_id=node_a_id, - source_multiaddr="/ip4/127.0.0.1/tcp/1234", - sink_multiaddr="/ip4/127.0.0.1/tcp/1235", + local_node_id=master_id, + send_back_node_id=node_a_id, + local_multiaddr="/ip4/127.0.0.1/tcp/1234", + send_back_multiaddr="/ip4/127.0.0.1/tcp/1235", connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000) ) - + connection_a_to_b = Connection( - source_node_id=node_a_id, - sink_node_id=node_b_id, - source_multiaddr="/ip4/127.0.0.1/tcp/1236", - sink_multiaddr="/ip4/127.0.0.1/tcp/1237", + local_node_id=node_a_id, + send_back_node_id=node_b_id, + local_multiaddr="/ip4/127.0.0.1/tcp/1236", + send_back_multiaddr="/ip4/127.0.0.1/tcp/1237", connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000) ) - + topology.add_connection(connection_master_to_a) topology.add_connection(connection_a_to_b) - + assert len(list(topology.list_nodes())) == 3 - + topology.remove_connection(connection_master_to_a) - + remaining_nodes = list(topology.list_nodes()) assert len(remaining_nodes) == 1 assert remaining_nodes[0].node_id == master_id - + with pytest.raises(KeyError): topology.get_node_profile(node_a_id) - + with pytest.raises(KeyError): topology.get_node_profile(node_b_id) def test_remove_node_still_connected(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): # arrange - topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile)) - topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.send_back_node_id, node_profile=node_profile)) topology.add_connection(connection) # act - topology.remove_node(connection.source_node_id) + topology.remove_node(connection.local_node_id) # assert with pytest.raises(KeyError): - topology.get_node_profile(connection.source_node_id) + topology.get_node_profile(connection.local_node_id) def test_list_nodes(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): # arrange - topology.add_node(Node(node_id=connection.source_node_id, node_profile=node_profile)) - topology.add_node(Node(node_id=connection.sink_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) + topology.add_node(Node(node_id=connection.send_back_node_id, node_profile=node_profile)) topology.add_connection(connection) # act @@ -167,4 +185,4 @@ def test_list_nodes(topology: Topology, node_profile: NodePerformanceProfile, co # assert assert len(nodes) == 2 assert all(isinstance(node, Node) for node in nodes) - assert {node.node_id for node in nodes} == {connection.source_node_id, connection.sink_node_id} + assert {node.node_id for node in nodes} == {connection.local_node_id, connection.send_back_node_id} diff --git a/rust/Cargo.toml b/rust/Cargo.toml index 97c472da..8cbb5684 100644 --- a/rust/Cargo.toml +++ b/rust/Cargo.toml @@ -76,7 +76,7 @@ libp2p-tcp = "0.44" # interop pyo3 = "0.25" #pyo3-stub-gen = { git = "https://github.com/Jij-Inc/pyo3-stub-gen.git", rev = "d2626600e52452e71095c57e721514de748d419d" } # v0.11 not yet published to crates -pyo3-stub-gen = { git = "https://github.com/cstruct/pyo3-stub-gen.git", rev = "2efddde7dcffc462868aa0e4bbc46877c657a0fe" } # This fork adds support for type overrides => not merged yet!!! +pyo3-stub-gen = { git = "https://github.com/cstruct/pyo3-stub-gen.git", rev = "a935099276fa2d273496a2759d4af7177a6acd57" } # This fork adds support for type overrides => not merged yet!!! pyo3-async-runtimes = "0.25" [workspace.lints.rust] diff --git a/rust/discovery/src/behaviour.rs b/rust/discovery/src/behaviour.rs index 52a7032e..15efe265 100644 --- a/rust/discovery/src/behaviour.rs +++ b/rust/discovery/src/behaviour.rs @@ -1,6 +1,14 @@ use crate::alias::AnyResult; -use libp2p::swarm::NetworkBehaviour; -use libp2p::{gossipsub, identity, mdns}; +use libp2p::core::Endpoint; +use libp2p::core::transport::PortUse; +use libp2p::swarm::derive_prelude::Either; +use libp2p::swarm::{ + ConnectionDenied, ConnectionHandler, ConnectionHandlerSelect, ConnectionId, FromSwarm, + NetworkBehaviour, THandler, THandlerInEvent, THandlerOutEvent, ToSwarm, +}; +use libp2p::{Multiaddr, PeerId, gossipsub, identity, mdns}; +use std::fmt; +use std::fmt::Debug; use std::hash::{DefaultHasher, Hash, Hasher}; use std::time::Duration; @@ -12,8 +20,183 @@ pub struct DiscoveryBehaviour { pub gossipsub: gossipsub::Behaviour, } +// #[doc = "`NetworkBehaviour::ToSwarm` produced by DiscoveryBehaviour."] +// pub enum DiscoveryBehaviourEvent { +// Mdns(::ToSwarm), +// Gossipsub(::ToSwarm), +// } +// impl Debug for DiscoveryBehaviourEvent +// where +// ::ToSwarm: Debug, +// ::ToSwarm: Debug, +// { +// fn fmt(&self, f: &mut fmt::Formatter<'_>) -> Result<(), fmt::Error> { +// match &self { +// DiscoveryBehaviourEvent::Mdns(event) => { +// f.write_fmt(format_args!("{}: {:?}", "DiscoveryBehaviourEvent", event)) +// } +// DiscoveryBehaviourEvent::Gossipsub(event) => { +// f.write_fmt(format_args!("{}: {:?}", "DiscoveryBehaviourEvent", event)) +// } +// } +// } +// } +// impl NetworkBehaviour for DiscoveryBehaviour +// where +// mdns::tokio::Behaviour: NetworkBehaviour, +// gossipsub::Behaviour: NetworkBehaviour, +// { +// type ConnectionHandler = +// ConnectionHandlerSelect, THandler>; +// type ToSwarm = DiscoveryBehaviourEvent; +// #[allow(clippy::needless_question_mark)] +// fn handle_pending_inbound_connection( +// &mut self, +// connection_id: ConnectionId, +// local_addr: &Multiaddr, +// remote_addr: &Multiaddr, +// ) -> Result<(), ConnectionDenied> { +// NetworkBehaviour::handle_pending_inbound_connection( +// &mut self.mdns, +// connection_id, +// local_addr, +// remote_addr, +// )?; +// NetworkBehaviour::handle_pending_inbound_connection( +// &mut self.gossipsub, +// connection_id, +// local_addr, +// remote_addr, +// )?; +// Ok(()) +// } +// #[allow(clippy::needless_question_mark)] +// fn handle_established_inbound_connection( +// &mut self, +// connection_id: ConnectionId, +// peer: PeerId, +// local_addr: &Multiaddr, +// remote_addr: &Multiaddr, +// ) -> Result, ConnectionDenied> { +// Ok(ConnectionHandler::select( +// self.mdns.handle_established_inbound_connection( +// connection_id, +// peer, +// local_addr, +// remote_addr, +// )?, +// self.gossipsub.handle_established_inbound_connection( +// connection_id, +// peer, +// local_addr, +// remote_addr, +// )?, +// )) +// } +// #[allow(clippy::needless_question_mark)] +// fn handle_pending_outbound_connection( +// &mut self, +// connection_id: ConnectionId, +// maybe_peer: Option, +// addresses: &[Multiaddr], +// effective_role: Endpoint, +// ) -> Result, ConnectionDenied> { +// let mut combined_addresses = Vec::new(); +// combined_addresses.extend(NetworkBehaviour::handle_pending_outbound_connection( +// &mut self.mdns, +// connection_id, +// maybe_peer, +// addresses, +// effective_role, +// )?); +// combined_addresses.extend(NetworkBehaviour::handle_pending_outbound_connection( +// &mut self.gossipsub, +// connection_id, +// maybe_peer, +// addresses, +// effective_role, +// )?); +// Ok(combined_addresses) +// } +// #[allow(clippy::needless_question_mark)] +// fn handle_established_outbound_connection( +// &mut self, +// connection_id: ConnectionId, +// peer: PeerId, +// addr: &Multiaddr, +// role_override: Endpoint, +// port_use: PortUse, +// ) -> Result, ConnectionDenied> { +// Ok(ConnectionHandler::select( +// self.mdns.handle_established_outbound_connection( +// connection_id, +// peer, +// addr, +// role_override, +// port_use, +// )?, +// self.gossipsub.handle_established_outbound_connection( +// connection_id, +// peer, +// addr, +// role_override, +// port_use, +// )?, +// )) +// } +// fn on_swarm_event(&mut self, event: FromSwarm) { +// self.mdns.on_swarm_event(event); +// self.gossipsub.on_swarm_event(event); +// } +// fn on_connection_handler_event( +// &mut self, +// peer_id: PeerId, +// connection_id: ConnectionId, +// event: THandlerOutEvent, +// ) { +// match event { +// Either::Left(ev) => NetworkBehaviour::on_connection_handler_event( +// &mut self.mdns, +// peer_id, +// connection_id, +// ev, +// ), +// Either::Right(ev) => NetworkBehaviour::on_connection_handler_event( +// &mut self.gossipsub, +// peer_id, +// connection_id, +// ev, +// ), +// } +// } +// fn poll( +// &mut self, +// cx: &mut std::task::Context, +// ) -> std::task::Poll>> { +// match NetworkBehaviour::poll(&mut self.mdns, cx) { +// std::task::Poll::Ready(e) => { +// return std::task::Poll::Ready( +// e.map_out(DiscoveryBehaviourEvent::Mdns) +// .map_in(|event| Either::Left(event)), +// ); +// } +// std::task::Poll::Pending => {} +// } +// match NetworkBehaviour::poll(&mut self.gossipsub, cx) { +// std::task::Poll::Ready(e) => { +// return std::task::Poll::Ready( +// e.map_out(DiscoveryBehaviourEvent::Gossipsub) +// .map_in(|event| Either::Right(event)), +// ); +// } +// std::task::Poll::Pending => {} +// } +// std::task::Poll::Pending +// } +// } + fn mdns_behaviour(keypair: &identity::Keypair) -> AnyResult { - use mdns::{tokio, Config}; + use mdns::{Config, tokio}; // mDNS config => enable IPv6 let mdns_config = Config { diff --git a/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi b/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi index f6e52b66..49ae35f1 100644 --- a/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi +++ b/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi @@ -110,6 +110,16 @@ class Multiaddr: r""" TODO: documentation """ + @staticmethod + def from_bytes(bytes:bytes) -> Multiaddr: + r""" + TODO: documentation + """ + @staticmethod + def from_string(string:builtins.str) -> Multiaddr: + r""" + TODO: documentation + """ def len(self) -> builtins.int: r""" TODO: documentation @@ -122,8 +132,10 @@ class Multiaddr: r""" TODO: documentation """ - def __repr__(self) -> builtins.str: ... - def __str__(self) -> builtins.str: ... + def to_string(self) -> builtins.str: + r""" + TODO: documentation + """ class PeerId: r""" diff --git a/rust/exo_pyo3_bindings/src/discovery.rs b/rust/exo_pyo3_bindings/src/discovery.rs index fc3dfa6c..411c41b6 100644 --- a/rust/exo_pyo3_bindings/src/discovery.rs +++ b/rust/exo_pyo3_bindings/src/discovery.rs @@ -9,7 +9,7 @@ use crate::ext::ResultExt; use crate::pylibp2p::connection::PyConnectionId; use crate::pylibp2p::ident::{PyKeypair, PyPeerId}; use crate::pylibp2p::multiaddr::PyMultiaddr; -use crate::{alias, pyclass, MPSC_CHANNEL_SIZE}; +use crate::{MPSC_CHANNEL_SIZE, alias, pyclass}; use discovery::behaviour::{DiscoveryBehaviour, DiscoveryBehaviourEvent}; use discovery::discovery_swarm; use libp2p::core::ConnectedPoint; @@ -17,9 +17,9 @@ use libp2p::futures::StreamExt; use libp2p::multiaddr::multiaddr; use libp2p::swarm::dial_opts::DialOpts; use libp2p::swarm::{ConnectionId, SwarmEvent, ToSwarm}; -use libp2p::{gossipsub, mdns, Multiaddr, PeerId, Swarm}; +use libp2p::{Multiaddr, PeerId, Swarm, gossipsub, mdns}; use pyo3::prelude::{PyModule, PyModuleMethods as _}; -use pyo3::{pymethods, Bound, Py, PyObject, PyResult, PyTraverseError, PyVisit, Python}; +use pyo3::{Bound, Py, PyObject, PyResult, PyTraverseError, PyVisit, Python, pymethods}; use pyo3_stub_gen::derive::{gen_stub_pyclass, gen_stub_pymethods}; use std::convert::identity; use std::error::Error; @@ -274,7 +274,10 @@ impl PyDiscoveryService { #[allow(clippy::expect_used)] fn add_connected_callback<'py>( &self, - #[override_type(type_repr="collections.abc.Callable[[ConnectionUpdate], None]", imports=("collections.abc"))] + #[gen_stub(override_type( + type_repr="collections.abc.Callable[[ConnectionUpdate], None]", + imports=("collections.abc") + ))] callback: PyObject, ) -> PyResult<()> { use pyo3_async_runtimes::tokio::get_runtime; @@ -304,7 +307,10 @@ impl PyDiscoveryService { #[allow(clippy::expect_used)] fn add_disconnected_callback<'py>( &self, - #[override_type(type_repr="collections.abc.Callable[[ConnectionUpdate], None]", imports=("collections.abc"))] + #[gen_stub(override_type( + type_repr="collections.abc.Callable[[ConnectionUpdate], None]", + imports=("collections.abc") + ))] callback: PyObject, ) -> PyResult<()> { use pyo3_async_runtimes::tokio::get_runtime; diff --git a/rust/exo_pyo3_bindings/src/pylibp2p/multiaddr.rs b/rust/exo_pyo3_bindings/src/pylibp2p/multiaddr.rs index 38f555f4..71fd5251 100644 --- a/rust/exo_pyo3_bindings/src/pylibp2p/multiaddr.rs +++ b/rust/exo_pyo3_bindings/src/pylibp2p/multiaddr.rs @@ -1,8 +1,10 @@ +use crate::ext::ResultExt; use libp2p::Multiaddr; -use pyo3::prelude::{PyModule, PyModuleMethods}; +use pyo3::prelude::{PyBytesMethods, PyModule, PyModuleMethods}; use pyo3::types::PyBytes; -use pyo3::{pyclass, pymethods, Bound, PyResult, Python}; +use pyo3::{Bound, PyResult, Python, pyclass, pymethods}; use pyo3_stub_gen::derive::{gen_stub_pyclass, gen_stub_pymethods}; +use std::str::FromStr; /// TODO: documentation... #[gen_stub_pyclass] @@ -27,6 +29,19 @@ impl PyMultiaddr { Self(Multiaddr::with_capacity(n)) } + /// TODO: documentation + #[staticmethod] + fn from_bytes(bytes: Bound<'_, PyBytes>) -> PyResult { + let bytes = Vec::from(bytes.as_bytes()); + Ok(Self(Multiaddr::try_from(bytes).pyerr()?)) + } + + /// TODO: documentation + #[staticmethod] + fn from_string(string: String) -> PyResult { + Ok(Self(Multiaddr::from_str(&string).pyerr()?)) + } + /// TODO: documentation fn len(&self) -> usize { self.0.len() @@ -43,12 +58,19 @@ impl PyMultiaddr { PyBytes::new(py, &bytes) } + /// TODO: documentation + fn to_string(&self) -> String { + self.0.to_string() + } + + #[gen_stub(skip)] fn __repr__(&self) -> String { format!("Multiaddr({})", self.0) } + #[gen_stub(skip)] fn __str__(&self) -> String { - self.0.to_string() + self.to_string() } } diff --git a/rust/exo_pyo3_bindings/tests/test_python.py b/rust/exo_pyo3_bindings/tests/test_python.py index 1643c5a5..f505b41a 100644 --- a/rust/exo_pyo3_bindings/tests/test_python.py +++ b/rust/exo_pyo3_bindings/tests/test_python.py @@ -1,10 +1,5 @@ -import logging -import multiprocessing -import multiprocessing.queues -import pickle +import asyncio import time -from collections.abc import Awaitable -from typing import Callable import pytest from exo_pyo3_bindings import ConnectionUpdate, Keypair, DiscoveryService @@ -49,43 +44,86 @@ async def test_discovery_callbacks() -> None: ident = Keypair.generate_ed25519() service = DiscoveryService(ident) - service.add_connected_callback(add_connected_callback) - service.add_disconnected_callback(disconnected_callback) + a = _add_connected_callback(service) + d = _add_disconnected_callback(service) - for i in range(0, 1): + # stream_get_a, stream_put = _make_iter() + # service.add_connected_callback(stream_put) + # + # stream_get_d, stream_put = _make_iter() + # service.add_disconnected_callback(stream_put) + + # async for c in stream_get_a: + # await connected_callback(c) + + for i in range(0, 10): print(f"PYTHON: tick {i} of 10") - time.sleep(1) + await asyncio.sleep(1) - pass + print(service, a, d) # only done to prevent GC... TODO: come up with less hacky solution -def add_connected_callback(e: ConnectionUpdate) -> None: +def _add_connected_callback(d: DiscoveryService): + stream_get, stream_put = _make_iter() + d.add_connected_callback(stream_put) + + async def run(): + async for c in stream_get: + await connected_callback(c) + + return asyncio.create_task(run()) + + +def _add_disconnected_callback(d: DiscoveryService): + stream_get, stream_put = _make_iter() + + async def run(): + async for c in stream_get: + await disconnected_callback(c) + + d.add_disconnected_callback(stream_put) + return asyncio.create_task(run()) + + +async def connected_callback(e: ConnectionUpdate) -> None: print(f"\n\nPYTHON: Connected callback: {e.peer_id}, {e.connection_id}, {e.local_addr}, {e.send_back_addr}") print( f"PYTHON: Connected callback: {e.peer_id.__repr__()}, {e.connection_id.__repr__()}, {e.local_addr.__repr__()}, {e.send_back_addr.__repr__()}\n\n") -def disconnected_callback(e: ConnectionUpdate) -> None: +async def disconnected_callback(e: ConnectionUpdate) -> None: print(f"\n\nPYTHON: Disconnected callback: {e.peer_id}, {e.connection_id}, {e.local_addr}, {e.send_back_addr}") print( f"PYTHON: Disconnected callback: {e.peer_id.__repr__()}, {e.connection_id.__repr__()}, {e.local_addr.__repr__()}, {e.send_back_addr.__repr__()}\n\n") -# async def foobar(a: Callable[[str], Awaitable[str]]): -# abc = await a("") -# pass +def _foo_task() -> None: + print("PYTHON: This simply runs in asyncio context") -# def test_keypair_pickling() -> None: -# def subprocess_task(kp: Keypair, q: multiprocessing.queues.Queue[Keypair]): -# logging.info("a") -# assert q.get() == kp -# logging.info("b") + +def _make_iter(): + loop = asyncio.get_event_loop() + queue: asyncio.Queue[ConnectionUpdate] = asyncio.Queue() + + def put(c: ConnectionUpdate) -> None: + loop.call_soon_threadsafe(queue.put_nowait, c) + + async def get(): + while True: + yield await queue.get() + + return get(), put + +# async def inputstream_generator(channels=1, **kwargs): +# """Generator that yields blocks of input data as NumPy arrays.""" +# q_in = asyncio.Queue() +# loop = asyncio.get_event_loop() # +# def callback(indata, frame_count, time_info, status): +# loop.call_soon_threadsafe(q_in.put_nowait, (indata.copy(), status)) # -# kp = Keypair.generate_ed25519() -# q: multiprocessing.queues.Queue[Keypair] = multiprocessing.Queue() -# -# p = multiprocessing.Process(target=subprocess_task, args=(kp, q)) -# p.start() -# q.put(kp) -# p.join() \ No newline at end of file +# stream = sd.InputStream(callback=callback, channels=channels, **kwargs) +# with stream: +# while True: +# indata, status = await q_in.get() +# yield indata, status diff --git a/shared/node_id.py b/shared/node_id.py deleted file mode 100644 index 3d7942f4..00000000 --- a/shared/node_id.py +++ /dev/null @@ -1,44 +0,0 @@ -from __future__ import annotations - -import logging -import os -from pathlib import Path - -from exo_pyo3_bindings import Keypair -from filelock import FileLock - -from shared.constants import EXO_NODE_ID_KEYPAIR - -""" -This file is responsible for concurrent race-free persistent node-ID retrieval. -""" - - -def _lock_path(path: str | bytes | os.PathLike[str] | os.PathLike[bytes]) -> Path: - return Path(str(path) + ".lock") - - -def get_node_id_keypair(path: str | bytes | os.PathLike[str] | os.PathLike[bytes] = EXO_NODE_ID_KEYPAIR) -> Keypair: - """ - Obtains the :class:`Keypair` associated with this node-ID. - Obtain the :class:`PeerId` by from it. - """ - - # operate with cross-process lock to avoid race conditions - with FileLock(_lock_path(path)): - with open(path, 'a+b') as f: # opens in append-mode => starts at EOF - # if non-zero EOF, then file exists => use to get node-ID - if f.tell() != 0: - f.seek(0) # go to start & read protobuf-encoded bytes - protobuf_encoded = f.read() - - try: # if decoded successfully, save & return - return Keypair.from_protobuf_encoding(protobuf_encoded) - except RuntimeError as e: # on runtime error, assume corrupt file - logging.warning(f"Encountered runtime error when trying to get keypair: {e}") - - # if no valid credentials, create new ones and persist - with open(path, 'w+b') as f: - keypair = Keypair.generate_ed25519() - f.write(keypair.to_protobuf_encoding()) - return keypair diff --git a/shared/tests/test_node_id_persistence.py b/shared/tests/test_node_id_persistence.py index 44943f49..6417e416 100644 --- a/shared/tests/test_node_id_persistence.py +++ b/shared/tests/test_node_id_persistence.py @@ -14,7 +14,7 @@ from typing import Optional from pytest import LogCaptureFixture from shared.constants import EXO_NODE_ID_KEYPAIR -from shared.node_id import get_node_id_keypair +from shared.utils import get_node_id_keypair NUM_CONCURRENT_PROCS = 10 diff --git a/shared/tests/test_state_serialization.py b/shared/tests/test_state_serialization.py index 11306b34..c41e0cc3 100644 --- a/shared/tests/test_state_serialization.py +++ b/shared/tests/test_state_serialization.py @@ -13,10 +13,10 @@ def test_state_serialization_roundtrip() -> None: node_b = NodeId("node-b") connection = Connection( - source_node_id=node_a, - sink_node_id=node_b, - source_multiaddr="/ip4/127.0.0.1/tcp/10000", - sink_multiaddr="/ip4/127.0.0.1/tcp/10001", + local_node_id=node_a, + send_back_node_id=node_b, + local_multiaddr="/ip4/127.0.0.1/tcp/10000", + send_back_multiaddr="/ip4/127.0.0.1/tcp/10001", ) state = State() @@ -27,4 +27,4 @@ def test_state_serialization_roundtrip() -> None: restored_state = State.model_validate_json(json_repr) assert state.topology.to_snapshot() == restored_state.topology.to_snapshot() - assert restored_state.model_dump_json() == json_repr \ No newline at end of file + assert restored_state.model_dump_json() == json_repr diff --git a/shared/topology.py b/shared/topology.py index 7b5cde1d..d007e532 100644 --- a/shared/topology.py +++ b/shared/topology.py @@ -63,18 +63,17 @@ class Topology(TopologyProto): self._node_id_to_rx_id_map[node.node_id] = rx_id self._rx_id_to_node_id_map[rx_id] = node.node_id - def add_connection( - self, - connection: Connection, + self, + connection: Connection, ) -> None: - if connection.source_node_id not in self._node_id_to_rx_id_map: - self.add_node(Node(node_id=connection.source_node_id)) - if connection.sink_node_id not in self._node_id_to_rx_id_map: - self.add_node(Node(node_id=connection.sink_node_id)) + if connection.local_node_id not in self._node_id_to_rx_id_map: + self.add_node(Node(node_id=connection.local_node_id)) + if connection.send_back_node_id not in self._node_id_to_rx_id_map: + self.add_node(Node(node_id=connection.send_back_node_id)) - src_id = self._node_id_to_rx_id_map[connection.source_node_id] - sink_id = self._node_id_to_rx_id_map[connection.sink_node_id] + src_id = self._node_id_to_rx_id_map[connection.local_node_id] + sink_id = self._node_id_to_rx_id_map[connection.send_back_node_id] rx_id = self._graph.add_edge(src_id, sink_id, connection) self._edge_id_to_rx_id_map[connection] = rx_id @@ -89,15 +88,15 @@ class Topology(TopologyProto): def get_node_profile(self, node_id: NodeId) -> NodePerformanceProfile | None: rx_idx = self._node_id_to_rx_id_map[node_id] return self._graph.get_node_data(rx_idx).node_profile - + def update_node_profile(self, node_id: NodeId, node_profile: NodePerformanceProfile) -> None: rx_idx = self._node_id_to_rx_id_map[node_id] self._graph[rx_idx].node_profile = node_profile - + def update_connection_profile(self, connection: Connection) -> None: rx_idx = self._edge_id_to_rx_id_map[connection] self._graph.update_edge_by_index(rx_idx, connection) - + def get_connection_profile(self, connection: Connection) -> ConnectionProfile | None: rx_idx = self._edge_id_to_rx_id_map[connection] return self._graph.get_edge_data_by_index(rx_idx).connection_profile @@ -112,7 +111,7 @@ class Topology(TopologyProto): def remove_connection(self, connection: Connection) -> None: rx_idx = self._edge_id_to_rx_id_map[connection] if self._is_bridge(connection): - orphan_node_ids = self._get_orphan_node_ids(connection.source_node_id, connection) + orphan_node_ids = self._get_orphan_node_ids(connection.local_node_id, connection) for orphan_node_id in orphan_node_ids: orphan_node_rx_id = self._node_id_to_rx_id_map[orphan_node_id] self._graph.remove_node(orphan_node_rx_id) @@ -122,16 +121,16 @@ class Topology(TopologyProto): self._graph.remove_edge_from_index(rx_idx) del self._edge_id_to_rx_id_map[connection] del self._rx_id_to_node_id_map[rx_idx] - + def get_cycles(self) -> list[list[Node]]: cycle_idxs = rx.simple_cycles(self._graph) cycles: list[list[Node]] = [] for cycle_idx in cycle_idxs: cycle = [self._graph[idx] for idx in cycle_idx] cycles.append(cycle) - + return cycles - + def _is_bridge(self, connection: Connection) -> bool: edge_idx = self._edge_id_to_rx_id_map[connection] graph_copy = self._graph.copy().to_undirected() @@ -141,17 +140,17 @@ class Topology(TopologyProto): components_after = rx.number_connected_components(graph_copy) return components_after > components_before - + def _get_orphan_node_ids(self, master_node_id: NodeId, connection: Connection) -> list[NodeId]: edge_idx = self._edge_id_to_rx_id_map[connection] graph_copy = self._graph.copy().to_undirected() graph_copy.remove_edge_from_index(edge_idx) components = rx.connected_components(graph_copy) - - orphan_node_rx_ids: set[int] = set() + + orphan_node_rx_ids: set[int] = set() master_node_rx_id = self._node_id_to_rx_id_map[master_node_id] for component in components: if master_node_rx_id not in component: orphan_node_rx_ids.update(component) - + return [self._rx_id_to_node_id_map[rx_id] for rx_id in orphan_node_rx_ids] diff --git a/shared/types/common.py b/shared/types/common.py index 58051656..0cd167ab 100644 --- a/shared/types/common.py +++ b/shared/types/common.py @@ -11,15 +11,17 @@ class ID(str): @classmethod def __get_pydantic_core_schema__( - cls, - _source: type[Any], - handler: GetCoreSchemaHandler + cls, + _source: type[Any], + handler: GetCoreSchemaHandler ) -> core_schema.CoreSchema: # Re‑use the already‑defined schema for `str` return handler.generate_schema(str) + class NodeId(ID): pass + class CommandId(ID): pass diff --git a/shared/types/events/_events.py b/shared/types/events/_events.py index 20d4c6c5..668b556d 100644 --- a/shared/types/events/_events.py +++ b/shared/types/events/_events.py @@ -177,6 +177,10 @@ class TopologyEdgeCreated(_BaseEvent[_EventType.TopologyEdgeCreated]): class TopologyEdgeReplacedAtomically(_BaseEvent[_EventType.TopologyEdgeReplacedAtomically]): + """ + TODO: delete this???? + """ + event_type: Literal[_EventType.TopologyEdgeReplacedAtomically] = _EventType.TopologyEdgeReplacedAtomically edge: Connection edge_profile: ConnectionProfile @@ -186,6 +190,7 @@ class TopologyEdgeDeleted(_BaseEvent[_EventType.TopologyEdgeDeleted]): event_type: Literal[_EventType.TopologyEdgeDeleted] = _EventType.TopologyEdgeDeleted edge: Connection + _Event = Union[ TaskCreated, TaskStateUpdated, @@ -263,8 +268,6 @@ def _check_event_type_consistency(): _check_event_type_consistency() - - Event = Annotated[_Event, Field(discriminator="event_type")] """Type of events, a discriminated union.""" @@ -276,4 +279,4 @@ Event = Annotated[_Event, Field(discriminator="event_type")] # # class TimerFired(_BaseEvent[_EventType.TimerFired]): # event_type: Literal[_EventType.TimerFired] = _EventType.TimerFired -# timer_id: TimerId \ No newline at end of file +# timer_id: TimerId diff --git a/shared/types/topology.py b/shared/types/topology.py index f6e170af..de32abd1 100644 --- a/shared/types/topology.py +++ b/shared/types/topology.py @@ -7,31 +7,33 @@ from shared.types.profiling import ConnectionProfile, NodePerformanceProfile class Connection(BaseModel): - source_node_id: NodeId - sink_node_id: NodeId - source_multiaddr: str - sink_multiaddr: str + local_node_id: NodeId + send_back_node_id: NodeId + local_multiaddr: str + send_back_multiaddr: str connection_profile: ConnectionProfile | None = None # required for Connection to be used as a key model_config = ConfigDict(frozen=True, extra="forbid", strict=True) + def __hash__(self) -> int: - return hash( - ( - self.source_node_id, - self.sink_node_id, - self.source_multiaddr, - self.sink_multiaddr, - ) + return hash( + ( + self.local_node_id, + self.send_back_node_id, + self.local_multiaddr, + self.send_back_multiaddr, ) + ) + def __eq__(self, other: object) -> bool: if not isinstance(other, Connection): raise ValueError("Cannot compare Connection with non-Connection") return ( - self.source_node_id == other.source_node_id - and self.sink_node_id == other.sink_node_id - and self.source_multiaddr == other.source_multiaddr - and self.sink_multiaddr == other.sink_multiaddr + self.local_node_id == other.local_node_id + and self.send_back_node_id == other.send_back_node_id + and self.local_multiaddr == other.local_multiaddr + and self.send_back_multiaddr == other.send_back_multiaddr ) @@ -44,8 +46,8 @@ class TopologyProto(Protocol): def add_node(self, node: Node) -> None: ... def add_connection( - self, - connection: Connection, + self, + connection: Connection, ) -> None: ... def list_nodes(self) -> Iterable[Node]: ... diff --git a/shared/utils.py b/shared/utils.py index 974091eb..9cdb22cb 100644 --- a/shared/utils.py +++ b/shared/utils.py @@ -1,7 +1,64 @@ +from __future__ import annotations + +import logging +import os +from pathlib import Path from typing import Any, Type +from exo_pyo3_bindings import Keypair +from filelock import FileLock + +from shared.constants import EXO_NODE_ID_KEYPAIR + def ensure_type[T](obj: Any, expected_type: Type[T]) -> T: # type: ignore if not isinstance(obj, expected_type): raise TypeError(f"Expected {expected_type}, got {type(obj)}") # type: ignore return obj + + +# def make_async_iter[T](): +# """ +# Creates a pair `, ` of an asynchronous iterator +# and a synchronous function to put items into that iterator. +# """ +# +# loop = asyncio.get_event_loop() +# queue: asyncio.Queue[T] = asyncio.Queue() +# +# def put(c: ConnectionUpdate) -> None: +# loop.call_soon_threadsafe(queue.put_nowait, (c,)) +# +# async def get(): +# while True: +# yield await queue.get() +# +# return get(), put + +def get_node_id_keypair(path: str | bytes | os.PathLike[str] | os.PathLike[bytes] = EXO_NODE_ID_KEYPAIR) -> Keypair: + """ + Obtains the :class:`Keypair` associated with this node-ID. + Obtain the :class:`PeerId` by from it. + """ + + def lock_path(path: str | bytes | os.PathLike[str] | os.PathLike[bytes]) -> Path: + return Path(str(path) + ".lock") + + # operate with cross-process lock to avoid race conditions + with FileLock(lock_path(path)): + with open(path, 'a+b') as f: # opens in append-mode => starts at EOF + # if non-zero EOF, then file exists => use to get node-ID + if f.tell() != 0: + f.seek(0) # go to start & read protobuf-encoded bytes + protobuf_encoded = f.read() + + try: # if decoded successfully, save & return + return Keypair.from_protobuf_encoding(protobuf_encoded) + except RuntimeError as e: # on runtime error, assume corrupt file + logging.warning(f"Encountered runtime error when trying to get keypair: {e}") + + # if no valid credentials, create new ones and persist + with open(path, 'w+b') as f: + keypair = Keypair.generate_ed25519() + f.write(keypair.to_protobuf_encoding()) + return keypair diff --git a/worker/main.py b/worker/main.py index e41ab847..987da047 100644 --- a/worker/main.py +++ b/worker/main.py @@ -10,7 +10,6 @@ from pydantic import BaseModel, ConfigDict from shared.apply import apply from shared.db.sqlite import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from shared.node_id import get_node_id_keypair from shared.types.common import NodeId from shared.types.events import ( ChunkGenerated, @@ -54,6 +53,7 @@ from shared.types.worker.runners import ( RunningRunnerStatus, ) from shared.types.worker.shards import ShardMetadata +from shared.utils import get_node_id_keypair from worker.download.download_utils import build_model_path from worker.runner.runner_supervisor import RunnerSupervisor from worker.utils.profile import start_polling_node_metrics @@ -226,7 +226,6 @@ class Worker: assigned_runner.status = ReadyRunnerStatus() yield assigned_runner.status_update_event() - async def _execute_task_op( self, op: ExecuteTaskOp ) -> AsyncGenerator[Event, None]: @@ -308,7 +307,6 @@ class Worker: # Ensure the task is cleaned up await task - ## Operation Planner async def _execute_op(self, op: RunnerOp) -> AsyncGenerator[Event, None]: @@ -474,7 +472,7 @@ class Worker: running_runner_count = 0 for other_runner_id, other_runner_status in state.runners.items(): if other_runner_id in instance.shard_assignments.node_to_runner.values() and \ - isinstance(other_runner_status, RunningRunnerStatus): + isinstance(other_runner_status, RunningRunnerStatus): running_runner_count += 1 if running_runner_count == runner.shard_metadata.world_size - 1: From 57ca487fdefb7b7b7715d637f847a3b30354c396 Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Mon, 28 Jul 2025 10:51:03 +0100 Subject: [PATCH 115/224] Fixes for running this end to end Co-authored-by: Gelu Vrabie Co-authored-by: Gelu Vrabie --- master/api.py | 56 ++++++++----- master/forwarder_supervisor.py | 6 ++ master/main.py | 18 +++- master/placement.py | 6 +- master/tests/test_forwarder_manager.py | 10 ++- master/tests/test_master.py | 101 ++++++++++++++++++++--- master/tests/test_placement.py | 14 ++-- master/tests/test_placement_utils.py | 26 +++--- rust/discovery/Cargo.toml | 1 + rust/discovery/src/lib.rs | 6 +- rust/exo_pyo3_bindings/src/discovery.rs | 87 +++++++++++++------ shared/apply/apply.py | 5 ++ shared/topology.py | 9 +- shared/types/tasks.py | 3 +- worker/download/download_utils.py | 26 +++--- worker/download/impl_shard_downloader.py | 10 +++ worker/download/shard_downloader.py | 19 +++++ worker/main.py | 98 ++++++++++++++++------ worker/runner/runner_supervisor.py | 2 +- worker/tests/conftest.py | 10 ++- worker/tests/test_worker_integration.py | 11 ++- worker/tests/test_worker_plan.py | 34 ++++---- worker/tests/test_worker_plan_utils.py | 16 +--- 23 files changed, 412 insertions(+), 162 deletions(-) diff --git a/master/api.py b/master/api.py index 387f2e5d..5b4ea986 100644 --- a/master/api.py +++ b/master/api.py @@ -29,6 +29,7 @@ from shared.types.events.commands import ( DeleteInstanceCommand, ) from shared.types.events.components import EventFromEventLog +from shared.types.models import ModelMetadata from shared.types.state import State from shared.types.tasks import ChatCompletionTaskParams from shared.types.worker.common import InstanceId @@ -37,9 +38,9 @@ from shared.types.worker.instances import Instance def chunk_to_response(chunk: TokenChunk) -> ChatCompletionResponse: return ChatCompletionResponse( - id='abc', + id=chunk.command_id, created=int(time.time()), - model='idk', + model=chunk.model, choices=[ StreamingChoiceResponse( index=0, @@ -52,6 +53,12 @@ def chunk_to_response(chunk: TokenChunk) -> ChatCompletionResponse: ] ) +async def resolve_model_meta(model_id: str) -> ModelMetadata: + if model_id in MODEL_CARDS: + model_card = MODEL_CARDS[model_id] + return model_card.metadata + else: + return await get_model_meta(model_id) @final class API: @@ -67,7 +74,7 @@ class API: # self._app.get("/topology/control_plane")(self.get_control_plane_topology) # self._app.get("/topology/data_plane")(self.get_data_plane_topology) # self._app.get("/instances/list")(self.list_instances) - self._app.post("/instances/create")(self.create_instance) + self._app.post("/instance")(self.create_instance) self._app.get("/instance/{instance_id}")(self.get_instance) self._app.delete("/instance/{instance_id}")(self.delete_instance) # self._app.get("/model/{model_id}/metadata")(self.get_model_data) @@ -92,11 +99,7 @@ class API: # return {"message": "Hello, World!"} async def create_instance(self, payload: CreateInstanceTaskParams) -> CreateInstanceResponse: - if payload.model_id in MODEL_CARDS: - model_card = MODEL_CARDS[payload.model_id] - model_meta = model_card.metadata - else: - model_meta = await get_model_meta(payload.model_id) + model_meta = await resolve_model_meta(payload.model_id) command = CreateInstanceCommand( command_id=CommandId(), @@ -139,22 +142,12 @@ class API: # def get_instances_by_model(self, model_id: ModelId) -> list[Instance]: ... - async def _generate_chat_stream(self, payload: ChatCompletionTaskParams) -> AsyncGenerator[str, None]: + async def _generate_chat_stream(self, command_id: CommandId) -> AsyncGenerator[str, None]: """Generate chat completion stream as JSON strings.""" + events = await self.global_events.get_events_since(0) prev_idx = await self.global_events.get_last_idx() - # At the moment, we just create the task in the API. - # In the future, a `Request` will be created here and they will be bundled into `Task` objects by the master. - command_id=CommandId() - - request = ChatCompletionCommand( - command_id=command_id, - command_type=CommandType.CHAT_COMPLETION, - request_params=payload, - ) - self.command_buffer.append(request) - finished = False while not finished: await asyncio.sleep(0.01) @@ -177,10 +170,29 @@ class API: return + async def _trigger_notify_user_to_download_model(self, model_id: str) -> None: + print("TODO: we should send a notification to the user to download the model") + async def chat_completions(self, payload: ChatCompletionTaskParams) -> StreamingResponse: """Handle chat completions with proper streaming response.""" + model_meta = await resolve_model_meta(payload.model) + payload.model = model_meta.model_id + + for instance in self.get_state().instances.values(): + if instance.shard_assignments.model_id == payload.model: + break + else: + await self._trigger_notify_user_to_download_model(payload.model) + raise HTTPException(status_code=404, detail=f"No instance found for model {payload.model}") + + command = ChatCompletionCommand( + command_id=CommandId(), + command_type=CommandType.CHAT_COMPLETION, + request_params=payload, + ) + self.command_buffer.append(command) return StreamingResponse( - self._generate_chat_stream(payload), + self._generate_chat_stream(command.command_id), media_type="text/plain" ) @@ -195,4 +207,4 @@ def start_fastapi_server( ): api = API(command_buffer, global_events, get_state) - uvicorn.run(api.app, host=host, port=port) \ No newline at end of file + uvicorn.run(api.app, host=host, port=port) diff --git a/master/forwarder_supervisor.py b/master/forwarder_supervisor.py index 93a0bab0..d00f4418 100644 --- a/master/forwarder_supervisor.py +++ b/master/forwarder_supervisor.py @@ -10,6 +10,7 @@ from shared.constants import ( LIBP2P_GLOBAL_EVENTS_TOPIC, LIBP2P_WORKER_EVENTS_TOPIC, ) +from shared.types.common import NodeId class ForwarderRole(str, Enum): @@ -35,10 +36,12 @@ class ForwarderSupervisor: def __init__( self, + node_id: NodeId, forwarder_binary_path: Path, logger: Logger, health_check_interval: float = 5.0 ): + self.node_id = node_id self._binary_path = forwarder_binary_path self._logger = logger self._health_check_interval = health_check_interval @@ -108,6 +111,9 @@ class ForwarderSupervisor: f'{pairs}', stdout=None, stderr=None, + env={ + "FORWARDER_NODE_ID": str(self.node_id), + } ) self._logger.info(f"Starting forwarder with forwarding pairs: {pairs}") diff --git a/master/main.py b/master/main.py index 24868af7..6417b9c4 100644 --- a/master/main.py +++ b/master/main.py @@ -39,6 +39,7 @@ class Master: def __init__(self, node_id_keypair: Keypair, node_id: NodeId, command_buffer: list[Command], global_events: AsyncSQLiteEventStorage, worker_events: AsyncSQLiteEventStorage, forwarder_binary_path: Path, logger: logging.Logger): + self.state = State() self.node_id = node_id self.command_buffer = command_buffer self.global_events = global_events @@ -46,16 +47,22 @@ class Master: self.discovery_supervisor = DiscoverySupervisor( node_id_keypair, node_id, - global_events, + # TODO: needs to be more general for when we have master election + worker_events if os.getenv('EXO_RUN_AS_REPLICA') in set(['TRUE', 'true', '1']) else global_events, logger ) self.forwarder_supervisor = ForwarderSupervisor( + self.node_id, forwarder_binary_path=forwarder_binary_path, logger=logger ) self.election_callbacks = ElectionCallbacks(self.forwarder_supervisor, logger) self.logger = logger + @property + def event_log_for_reads(self) -> AsyncSQLiteEventStorage: + return self.global_events + @property def event_log_for_writes(self) -> AsyncSQLiteEventStorage: if self.forwarder_supervisor.current_role == ForwarderRole.MASTER: @@ -89,8 +96,9 @@ class Master: next_events.append(TaskCreated( task_id=task_id, task=ChatCompletionTask( - task_id=task_id, task_type=TaskType.CHAT_COMPLETION, + task_id=task_id, + command_id=next_command.command_id, instance_id=matching_instance.instance_id, task_status=TaskStatus.PENDING, task_params=next_command.request_params @@ -108,16 +116,18 @@ class Master: await self.event_log_for_writes.append_events(next_events, origin=self.node_id) # 2. get latest events - events = await self.global_events.get_events_since(self.state.last_event_applied_idx) + events = await self.event_log_for_reads.get_events_since(self.state.last_event_applied_idx) if len(events) == 0: await asyncio.sleep(0.01) return + self.logger.info(f"got events: {events}") # 3. for each event, apply it to the state for event_from_log in events: + print(f"applying event: {event_from_log}") self.state = apply(self.state, event_from_log) - self.logger.info(f"state: {self.state}") + self.logger.info(f"state: {self.state.model_dump_json()}") async def run(self): self.state = await self._get_state_snapshot() diff --git a/master/placement.py b/master/placement.py index 7137938f..cd3320cc 100644 --- a/master/placement.py +++ b/master/placement.py @@ -28,10 +28,10 @@ def get_instance_placements( all_nodes = list(topology.list_nodes()) cycles = topology.get_cycles() - nodes_in_cycles = {node.node_id for cycle in cycles for node in cycle} - singleton_cycles = [[node] for node in all_nodes if node.node_id not in nodes_in_cycles] + # we can also always just have a node on its own + singleton_cycles = [[node] for node in all_nodes] candidate_cycles = cycles + singleton_cycles - cycles_with_sufficient_memory = filter_cycles_by_memory(candidate_cycles, command.model_meta.storage_size_kilobytes) + cycles_with_sufficient_memory = filter_cycles_by_memory(candidate_cycles, command.model_meta.storage_size_kilobytes * 1024) if not cycles_with_sufficient_memory: raise ValueError("No cycles found with sufficient memory") diff --git a/master/tests/test_forwarder_manager.py b/master/tests/test_forwarder_manager.py index 0160362b..c9413c52 100644 --- a/master/tests/test_forwarder_manager.py +++ b/master/tests/test_forwarder_manager.py @@ -24,6 +24,7 @@ from shared.constants import ( LIBP2P_GLOBAL_EVENTS_TOPIC, LIBP2P_WORKER_EVENTS_TOPIC, ) +from shared.types.common import NodeId # Mock forwarder script content MOCK_FORWARDER_SCRIPT = '''#!/usr/bin/env python3 @@ -182,7 +183,7 @@ class TestForwardersupervisorBasic: # Set environment os.environ.update(mock_env_vars) - supervisor = ForwarderSupervisor(mock_forwarder_script, test_logger) + supervisor = ForwarderSupervisor(NodeId(), mock_forwarder_script, test_logger) await supervisor.start_as_replica() # Track the process for cleanup @@ -224,7 +225,7 @@ class TestForwardersupervisorBasic: """Test changing role from replica to master.""" os.environ.update(mock_env_vars) - supervisor = ForwarderSupervisor(mock_forwarder_script, test_logger) + supervisor = ForwarderSupervisor(NodeId(), mock_forwarder_script, test_logger) await supervisor.start_as_replica() if supervisor.process: @@ -268,7 +269,7 @@ class TestForwardersupervisorBasic: """Test that setting the same role twice doesn't restart the process.""" os.environ.update(mock_env_vars) - supervisor = ForwarderSupervisor(mock_forwarder_script, test_logger) + supervisor = ForwarderSupervisor(NodeId(), mock_forwarder_script, test_logger) await supervisor.start_as_replica() original_pid = supervisor.process_pid @@ -300,6 +301,7 @@ class TestForwardersupervisorBasic: os.environ.update(mock_env_vars) supervisor = ForwarderSupervisor( + NodeId(), mock_forwarder_script, test_logger, health_check_interval=0.5 # Faster health checks for testing @@ -346,7 +348,7 @@ class TestForwardersupervisorBasic: """Test behavior when forwarder binary doesn't exist.""" nonexistent_path = temp_dir / "nonexistent_forwarder" - supervisor = ForwarderSupervisor(nonexistent_path, test_logger) + supervisor = ForwarderSupervisor(NodeId(), nonexistent_path, test_logger) # Should raise FileNotFoundError with pytest.raises(FileNotFoundError): diff --git a/master/tests/test_master.py b/master/tests/test_master.py index 4c4d23e4..767481e9 100644 --- a/master/tests/test_master.py +++ b/master/tests/test_master.py @@ -14,9 +14,27 @@ from shared.db.sqlite.event_log_manager import EventLogManager from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams from shared.types.common import NodeId from shared.types.events import TaskCreated -from shared.types.events._events import TopologyNodeCreated -from shared.types.events.commands import ChatCompletionCommand, Command, CommandId +from shared.types.events._events import ( + InstanceCreated, + NodePerformanceMeasured, + TopologyNodeCreated, +) +from shared.types.events.commands import ( + ChatCompletionCommand, + Command, + CommandId, + CreateInstanceCommand, +) +from shared.types.models import ModelMetadata +from shared.types.profiling import ( + MemoryPerformanceProfile, + NodePerformanceProfile, + SystemPerformanceProfile, +) from shared.types.tasks import ChatCompletionTask, TaskStatus, TaskType +from shared.types.worker.common import InstanceId +from shared.types.worker.instances import Instance, InstanceStatus, ShardAssignments +from shared.types.worker.shards import PartitionStrategy, PipelineShardMetadata def _create_forwarder_dummy_binary() -> Path: @@ -42,9 +60,40 @@ async def test_master(): node_id_keypair = Keypair.generate_ed25519() node_id = NodeId(node_id_keypair.to_peer_id().to_base58()) master = Master(node_id_keypair, node_id, command_buffer=command_buffer, global_events=global_events, - forwarder_binary_path=forwarder_binary_path, logger=logger, worker_events=event_log_manager.worker_events) + forwarder_binary_path=forwarder_binary_path, logger=logger, worker_events=global_events) asyncio.create_task(master.run()) + # wait for initial topology event + while len(list(master.state.topology.list_nodes())) == 0: + print("waiting") + await asyncio.sleep(0.001) + # inject a NodePerformanceProfile event + await event_log_manager.global_events.append_events([ + NodePerformanceMeasured( + node_id=node_id, + node_profile=NodePerformanceProfile( + model_id="maccy", + chip_id="arm", + memory=MemoryPerformanceProfile(ram_total=678948*1024, ram_available=678948*1024, swap_total=0, swap_available=0), + network_interfaces=[], + system=SystemPerformanceProfile(flops_fp16=0) + ) + ) + ], origin=node_id) + while len(master.state.node_profiles) == 0: + await asyncio.sleep(0.001) + command_buffer.append(CreateInstanceCommand( + command_id=CommandId(), + instance_id=InstanceId(), + model_meta=ModelMetadata( + model_id="llama-3.2-1b", + pretty_name="Llama 3.2 1B", + n_layers=16, + storage_size_kilobytes=678948 + ) + )) + while len(master.state.instances.keys()) == 0: + await asyncio.sleep(0.001) command_buffer.append( ChatCompletionCommand( command_id=CommandId(), @@ -54,20 +103,52 @@ async def test_master(): ) ) ) - while len(await global_events.get_events_since(0)) == 0: + while len(await global_events.get_events_since(0)) < 4: await asyncio.sleep(0.001) events = await global_events.get_events_since(0) - assert len(events) == 2 + print(events) + assert len(events) == 4 assert events[0].idx_in_log == 1 assert isinstance(events[0].event, TopologyNodeCreated) - assert isinstance(events[1].event, TaskCreated) - assert events[1].event == TaskCreated( - task_id=events[1].event.task_id, + assert isinstance(events[1].event, NodePerformanceMeasured) + assert isinstance(events[2].event, InstanceCreated) + runner_id = list(events[2].event.instance.shard_assignments.runner_to_shard.keys())[0] + assert events[2].event == InstanceCreated( + instance=Instance( + instance_id=events[2].event.instance.instance_id, + instance_type=InstanceStatus.ACTIVE, + shard_assignments=ShardAssignments( + model_id="llama-3.2-1b", + runner_to_shard={ + (runner_id): PipelineShardMetadata( + partition_strategy=PartitionStrategy.pipeline, + start_layer=0, + end_layer=16, + n_layers=16, + model_meta=ModelMetadata( + model_id="llama-3.2-1b", + pretty_name="Llama 3.2 1B", + n_layers=16, + storage_size_kilobytes=678948 + ), + device_rank=0, + world_size=1 + ) + }, + node_to_runner={node_id: runner_id} + ), + hosts=[] + ) + ) + assert isinstance(events[3].event, TaskCreated) + assert events[3].event == TaskCreated( + task_id=events[3].event.task_id, task=ChatCompletionTask( - task_id=events[1].event.task_id, + task_id=events[3].event.task_id, + command_id=events[3].event.task.command_id, task_type=TaskType.CHAT_COMPLETION, - instance_id=events[1].event.task.instance_id, + instance_id=events[3].event.task.instance_id, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams( model="llama-3.2-1b", diff --git a/master/tests/test_placement.py b/master/tests/test_placement.py index d51d16b1..1ab8a9ef 100644 --- a/master/tests/test_placement.py +++ b/master/tests/test_placement.py @@ -64,6 +64,8 @@ def test_get_instance_placements_create_instance( create_node: Callable[[int, NodeId | None], Node], create_connection: Callable[[NodeId, NodeId], Connection] ): + # TODO: this test is not exactly what we want. if a model can fit on one node, it should be placed there. + # TODO: right now we assume it will be placed across all nodes. # arrange model_meta.n_layers = total_layers @@ -75,9 +77,9 @@ def test_get_instance_placements_create_instance( node_id_a = NodeId() node_id_b = NodeId() node_id_c = NodeId() - topology.add_node(create_node(available_memory[0], node_id_a)) - topology.add_node(create_node(available_memory[1], node_id_b)) - topology.add_node(create_node(available_memory[2], node_id_c)) + topology.add_node(create_node(available_memory[0]*1024, node_id_a)) + topology.add_node(create_node(available_memory[1]*1024, node_id_b)) + topology.add_node(create_node(available_memory[2]*1024, node_id_c)) topology.add_connection(create_connection(node_id_a, node_id_b)) topology.add_connection(create_connection(node_id_b, node_id_c)) topology.add_connection(create_connection(node_id_c, node_id_a)) @@ -113,7 +115,7 @@ def test_get_instance_placements_one_node_exact_fit( ) -> None: topology = Topology() node_id = NodeId() - topology.add_node(create_node(1000, node_id)) + topology.add_node(create_node(1000*1024, node_id)) create_instance_command = CreateInstanceCommand( command_id=CommandId(), model_meta=ModelMetadata( @@ -139,7 +141,7 @@ def test_get_instance_placements_one_node_fits_with_extra_memory( ) -> None: topology = Topology() node_id = NodeId() - topology.add_node(create_node(1001, node_id)) + topology.add_node(create_node(1001*1024, node_id)) create_instance_command = CreateInstanceCommand( command_id=CommandId(), model_meta=ModelMetadata( @@ -165,7 +167,7 @@ def test_get_instance_placements_one_node_not_fit( ) -> None: topology = Topology() node_id = NodeId() - topology.add_node(create_node(1000, node_id)) + topology.add_node(create_node(1000*1024, node_id)) create_instance_command = CreateInstanceCommand( command_id=CommandId(), model_meta=ModelMetadata( diff --git a/master/tests/test_placement_utils.py b/master/tests/test_placement_utils.py index 2ef84cd1..f9c286d9 100644 --- a/master/tests/test_placement_utils.py +++ b/master/tests/test_placement_utils.py @@ -24,8 +24,8 @@ def test_filter_cycles_by_memory(topology: Topology, create_node: Callable[[int, node1_id = NodeId() node2_id = NodeId() - node1 = create_node(1000, node1_id) - node2 = create_node(1000, node2_id) + node1 = create_node(1000*1024, node1_id) + node2 = create_node(1000*1024, node2_id) topology.add_node(node1) topology.add_node(node2) @@ -52,8 +52,8 @@ def test_filter_cycles_by_insufficient_memory(topology: Topology, create_node: C node1_id = NodeId() node2_id = NodeId() - node1 = create_node(1000, node1_id) - node2 = create_node(1000, node2_id) + node1 = create_node(1000*1024, node1_id) + node2 = create_node(1000*1024, node2_id) topology.add_node(node1) topology.add_node(node2) @@ -77,9 +77,9 @@ def test_filter_multiple_cycles_by_memory(topology: Topology, create_node: Calla node_b_id = NodeId() node_c_id = NodeId() - node_a = create_node(500, node_a_id) - node_b = create_node(500, node_b_id) - node_c = create_node(1000, node_c_id) + node_a = create_node(500*1024, node_a_id) + node_b = create_node(500*1024, node_b_id) + node_c = create_node(1000*1024, node_c_id) topology.add_node(node_a) topology.add_node(node_b) @@ -107,9 +107,9 @@ def test_get_smallest_cycles(topology: Topology, create_node: Callable[[int, Nod node_b_id = NodeId() node_c_id = NodeId() - node_a = create_node(500, node_a_id) - node_b = create_node(500, node_b_id) - node_c = create_node(1000, node_c_id) + node_a = create_node(500*1024, node_a_id) + node_b = create_node(500*1024, node_b_id) + node_c = create_node(1000*1024, node_c_id) topology.add_node(node_a) topology.add_node(node_b) @@ -139,9 +139,9 @@ def test_get_shard_assignments(topology: Topology, create_node: Callable[[int, N node_b_id = NodeId() node_c_id = NodeId() - node_a = create_node(available_memory[0], node_a_id) - node_b = create_node(available_memory[1], node_b_id) - node_c = create_node(available_memory[2], node_c_id) + node_a = create_node(available_memory[0]*1024, node_a_id) + node_b = create_node(available_memory[1]*1024, node_b_id) + node_c = create_node(available_memory[2]*1024, node_c_id) topology.add_node(node_a) topology.add_node(node_b) diff --git a/rust/discovery/Cargo.toml b/rust/discovery/Cargo.toml index 6ca9ef17..ff94a8be 100644 --- a/rust/discovery/Cargo.toml +++ b/rust/discovery/Cargo.toml @@ -33,6 +33,7 @@ thiserror = { workspace = true } #itertools = { workspace = true } tracing-subscriber = { version = "0.3.19", features = ["default", "env-filter"] } keccak-const = { workspace = true } +log = "0.4" # Networking libp2p = { workspace = true, features = ["full"] } \ No newline at end of file diff --git a/rust/discovery/src/lib.rs b/rust/discovery/src/lib.rs index 17cb78ca..bcc1075a 100644 --- a/rust/discovery/src/lib.rs +++ b/rust/discovery/src/lib.rs @@ -41,6 +41,8 @@ pub(crate) mod private { /// Create and configure a swarm, and start listening to all ports/OS. #[inline] pub fn discovery_swarm(keypair: identity::Keypair) -> alias::AnyResult> { + let peer_id = keypair.public().to_peer_id(); + log::info!("RUST: Creating discovery swarm with peer_id: {}", peer_id); let mut swarm = SwarmBuilder::with_existing_identity(keypair) .with_tokio() .with_other_transport(discovery_transport)? @@ -49,7 +51,9 @@ pub fn discovery_swarm(keypair: identity::Keypair) -> alias::AnyResult { for (peer_id, multiaddr) in list { log::info!("RUST: mDNS discovered a new peer: {peer_id} on {multiaddr}"); - // TODO: this does the job of (actually) creating & maintaining connection - // but its coupled to gossipsub & also the connection isn't configured - // for setting "connection keep alive" in NetworkBehavior's ConnectionHandler - // >in future, make own small NetworkBehavior impl just to track this state + let local_peer_id = *swarm.local_peer_id(); + // To avoid simultaneous dial races, only the lexicographically larger peer_id dials. + if peer_id > local_peer_id { + let dial_opts = DialOpts::peer_id(peer_id) + .addresses(vec![multiaddr.clone()].into()) + .condition(libp2p::swarm::dial_opts::PeerCondition::Always) + .build(); + match swarm.dial(dial_opts) { + Ok(()) => log::info!("RUST: Dial initiated to {multiaddr}"), + Err(libp2p::swarm::DialError::DialPeerConditionFalse(_)) => { + // Another dial is already in progress; not an error for us. + log::debug!( + "RUST: Dial skipped because another dial is active for {peer_id}" + ); + } + Err(e) => { + log::warn!("RUST: Failed to dial {multiaddr}: {e:?}"); + } + } + } + // Maintain peer in gossipsub mesh so the connection stays alive once established. swarm.behaviour_mut().gossipsub.add_explicit_peer(&peer_id); + log::info!("RUST: Added peer {peer_id} to gossipsub explicit peers"); } } Behaviour(Mdns(Expired(list))) => { @@ -149,6 +167,7 @@ async fn discovery_task( concurrent_dial_errors, established_in: _established_in, } => { + log::info!("RUST: ConnectionEstablished event - peer_id: {peer_id}, connection_id: {connection_id:?}, endpoint: {endpoint:?}"); // log any connection errors if let Some(concurrent_dial_errors) = concurrent_dial_errors { for (multiaddr, error) in concurrent_dial_errors { @@ -156,17 +175,21 @@ async fn discovery_task( } } - // TODO: right now we assume we are using TCP/IP which treats all nodes - // as both dialers AND listeners. This means for each connection you will actually - // see TWO duplicate Connected events => Dialer & Listener - // SO ignore the Dialer & extract the info we need from Listener - // HOWEVER this makes the swarm implicitly rely on TCP/IP, so is brittle to changes - // e.g. adding QUIC protocol or something - // >As soon as we add anything other than TCP/IP, this must be updated or there will be broken code - let ConnectedPoint::Listener { local_addr, send_back_addr } = endpoint else { - log::warn!("Ignoring `ConnectedPoint::Dialer` event because for TCP/IP it has a dual `ConnectedPoint::Listener` event: {endpoint:?}"); - continue; + // Extract addresses based on endpoint type + let (local_addr, send_back_addr) = match &endpoint { + ConnectedPoint::Listener { local_addr, send_back_addr } => { + log::info!("RUST: Connection established (Listener) - local_addr: {local_addr}, send_back_addr: {send_back_addr}"); + (local_addr.clone(), send_back_addr.clone()) + }, + ConnectedPoint::Dialer { address, .. } => { + log::info!("RUST: Connection established (Dialer) - remote_addr: {address}"); + // For dialer, we use the dialed address as both local and send_back + // This isn't perfect but allows both sides to be notified + (address.clone(), address.clone()) + } }; + + log::info!("RUST: Number of connected callbacks: {}", connected_callbacks.len()); // trigger callback on connected peer @@ -180,22 +203,27 @@ async fn discovery_task( } }, ConnectionClosed { peer_id, connection_id, endpoint, num_established, cause } => { + log::info!("RUST: ConnectionClosed event - peer_id: {peer_id}, connection_id: {connection_id:?}, endpoint: {endpoint:?}, num_established: {num_established}"); // log any connection errors if let Some(cause) = cause { log::error!("Connection error: cause={cause:?}"); } - // TODO: right now we assume we are using TCP/IP which treats all nodes - // as both dialers AND listeners. This means for each connection you will actually - // see TWO duplicate Connected events => Dialer & Listener - // SO ignore the Dialer & extract the info we need from Listener - // HOWEVER this makes the swarm implicitly rely on TCP/IP, so is brittle to changes - // e.g. adding QUIC protocol or something - // >As soon as we add anything other than TCP/IP, this must be updated or there will be broken code - let ConnectedPoint::Listener { local_addr, send_back_addr } = endpoint else { - log::warn!("Ignoring `ConnectedPoint::Dialer` event because for TCP/IP it has a dual `ConnectedPoint::Listener` event: {endpoint:?}"); - continue; + // Extract addresses based on endpoint type + let (local_addr, send_back_addr) = match &endpoint { + ConnectedPoint::Listener { local_addr, send_back_addr } => { + log::info!("RUST: Connection closed (Listener) - local_addr: {local_addr}, send_back_addr: {send_back_addr}"); + (local_addr.clone(), send_back_addr.clone()) + }, + ConnectedPoint::Dialer { address, .. } => { + log::info!("RUST: Connection closed (Dialer) - remote_addr: {address}"); + // For dialer, we use the dialed address as both local and send_back + // This isn't perfect but allows both sides to be notified + (address.clone(), address.clone()) + } }; + + log::info!("RUST: Number of disconnected callbacks: {}", disconnected_callbacks.len()); // trigger callback on connected peer for disconnected_callback in &disconnected_callbacks { @@ -207,8 +235,13 @@ async fn discovery_task( }); } } + NewListenAddr { address, .. } => { + log::info!("RUST: Local node is listening on {address}"); + let local_peer = swarm.local_peer_id(); + log::info!("RUST: Local peer_id: {local_peer}"); + } e => { - log::info!("RUST: Other event {e:?}"); + log::debug!("RUST: Other event {e:?}"); } } } @@ -258,15 +291,19 @@ impl PyDiscoveryService { // get identity let identity = identity.borrow().0.clone(); + log::info!("RUST: Creating DiscoveryService with keypair"); // create discovery swarm (within tokio context!! or it crashes) let swarm = get_runtime() .block_on(async { discovery_swarm(identity) }) .pyerr()?; + log::info!("RUST: Discovery swarm created successfully"); // spawn tokio task get_runtime().spawn(async move { + log::info!("RUST: Starting discovery task"); discovery_task(receiver, swarm).await; + log::info!("RUST: Discovery task ended"); }); Ok(Self::new(sender)) } diff --git a/shared/apply/apply.py b/shared/apply/apply.py index b5f49538..1386a475 100644 --- a/shared/apply/apply.py +++ b/shared/apply/apply.py @@ -114,6 +114,9 @@ def apply_runner_deleted(event: RunnerDeleted, state: State) -> State: def apply_node_performance_measured(event: NodePerformanceMeasured, state: State) -> State: new_profiles: Mapping[NodeId, NodePerformanceProfile] = {**state.node_profiles, event.node_id: event.node_profile} state = state.model_copy(update={"node_profiles": new_profiles}) + if not state.topology.contains_node(event.node_id): + # TODO: figure out why this is happening in the first place + return state topology = copy.copy(state.topology) topology.update_node_profile(event.node_id, event.node_profile) return state.model_copy(update={"topology": topology}) @@ -148,5 +151,7 @@ def apply_topology_edge_replaced_atomically(event: TopologyEdgeReplacedAtomicall @event_apply.register(TopologyEdgeDeleted) def apply_topology_edge_deleted(event: TopologyEdgeDeleted, state: State) -> State: topology = copy.copy(state.topology) + if not topology.contains_connection(event.edge): + return state topology.remove_connection(event.edge) return state.model_copy(update={"topology": topology}) \ No newline at end of file diff --git a/shared/topology.py b/shared/topology.py index d007e532..2263c447 100644 --- a/shared/topology.py +++ b/shared/topology.py @@ -63,6 +63,12 @@ class Topology(TopologyProto): self._node_id_to_rx_id_map[node.node_id] = rx_id self._rx_id_to_node_id_map[rx_id] = node.node_id + def contains_node(self, node_id: NodeId) -> bool: + return node_id in self._node_id_to_rx_id_map + + def contains_connection(self, connection: Connection) -> bool: + return connection in self._edge_id_to_rx_id_map + def add_connection( self, connection: Connection, @@ -120,7 +126,8 @@ class Topology(TopologyProto): else: self._graph.remove_edge_from_index(rx_idx) del self._edge_id_to_rx_id_map[connection] - del self._rx_id_to_node_id_map[rx_idx] + if rx_idx in self._rx_id_to_node_id_map: + del self._rx_id_to_node_id_map[rx_idx] def get_cycles(self) -> list[list[Node]]: cycle_idxs = rx.simple_cycles(self._graph) diff --git a/shared/types/tasks.py b/shared/types/tasks.py index 12b0b514..00426ba9 100644 --- a/shared/types/tasks.py +++ b/shared/types/tasks.py @@ -4,7 +4,7 @@ from typing import Annotated, Literal from pydantic import BaseModel, Field from shared.types.api import ChatCompletionTaskParams -from shared.types.common import ID +from shared.types.common import ID, CommandId from shared.types.worker.common import InstanceId @@ -26,6 +26,7 @@ class TaskStatus(str, Enum): class ChatCompletionTask(BaseModel): task_type: Literal[TaskType.CHAT_COMPLETION] = TaskType.CHAT_COMPLETION task_id: TaskId + command_id: CommandId instance_id: InstanceId task_status: TaskStatus task_params: ChatCompletionTaskParams diff --git a/worker/download/download_utils.py b/worker/download/download_utils.py index cde8f056..a5615163 100644 --- a/worker/download/download_utils.py +++ b/worker/download/download_utils.py @@ -198,17 +198,22 @@ async def calc_hash(path: Path, hash_type: Literal["sha1", "sha256"] = "sha1") - hasher.update(chunk) return hasher.hexdigest() -async def file_meta(repo_id: str, revision: str, path: str) -> Tuple[int, str]: - url = urljoin(f"{get_hf_endpoint()}/{repo_id}/resolve/{revision}/", path) +async def file_meta(repo_id: str, revision: str, path: str, redirected_location: str | None = None) -> Tuple[int, str]: + # NOTE: huggingface broke the E-Tag so we can no longer assume E-Tag == sha256(file) + url = urljoin(f"{get_hf_endpoint()}/{repo_id}/resolve/{revision}/", path) if redirected_location is None else f"{get_hf_endpoint()}{redirected_location}" headers = await get_auth_headers() async with aiohttp.ClientSession(timeout=aiohttp.ClientTimeout(total=1800, connect=60, sock_read=1800, sock_connect=60)) as session, session.head(url, headers=headers) as r: - content_length = int(r.headers.get('x-linked-size') or r.headers.get('content-length') or 0) - etag = r.headers.get('X-Linked-ETag') or r.headers.get('ETag') or r.headers.get('Etag') - assert content_length > 0, f"No content length for {url}" - assert etag is not None, f"No remote hash for {url}" - if (etag[0] == '"' and etag[-1] == '"') or (etag[0] == "'" and etag[-1] == "'"): - etag = etag[1:-1] - return content_length, etag + if r.status == 307: + redirected_location = r.headers.get('Location') + return await file_meta(repo_id, revision, path, redirected_location) + + content_length = int(r.headers.get('x-linked-size') or r.headers.get('content-length') or 0) + etag = r.headers.get('X-Linked-ETag') or r.headers.get('ETag') or r.headers.get('Etag') + assert content_length > 0, f"No content length for {url}" + assert etag is not None, f"No remote hash for {url}" + if (etag[0] == '"' and etag[-1] == '"') or (etag[0] == "'" and etag[-1] == "'"): + etag = etag[1:-1] + return content_length, etag async def download_file_with_retry(repo_id: str, revision: str, path: str, target_dir: Path, on_progress: Callable[[int, int], None] = lambda _, __: None) -> Path: n_attempts = 30 @@ -243,7 +248,8 @@ async def _download_file(repo_id: str, revision: str, path: str, target_dir: Pat assert r.status in [200, 206], f"Failed to download {path} from {url}: {r.status}" async with aiofiles.open(partial_path, 'ab' if resume_byte_pos else 'wb') as f: while chunk := await r.content.read(8 * 1024 * 1024): - on_progress(n_read := n_read + await f.write(chunk), length) + n_read = n_read + (await f.write(chunk)) + on_progress(n_read, length) final_hash = await calc_hash(partial_path, hash_type="sha256" if len(remote_hash) == 64 else "sha1") integrity = final_hash == remote_hash diff --git a/worker/download/impl_shard_downloader.py b/worker/download/impl_shard_downloader.py index 3843107e..dff56912 100644 --- a/worker/download/impl_shard_downloader.py +++ b/worker/download/impl_shard_downloader.py @@ -64,6 +64,9 @@ class SingletonShardDownloader(ShardDownloader): async for path, status in self.shard_downloader.get_shard_download_status(): yield path, status + async def get_shard_download_status_for_shard(self, shard: ShardMetadata) -> RepoDownloadProgress: + return await self.shard_downloader.get_shard_download_status_for_shard(shard) + class CachedShardDownloader(ShardDownloader): def __init__(self, shard_downloader: ShardDownloader): self.shard_downloader = shard_downloader @@ -86,6 +89,9 @@ class CachedShardDownloader(ShardDownloader): async for path, status in self.shard_downloader.get_shard_download_status(): yield path, status + async def get_shard_download_status_for_shard(self, shard: ShardMetadata) -> RepoDownloadProgress: + return await self.shard_downloader.get_shard_download_status_for_shard(shard) + class ResumableShardDownloader(ShardDownloader): def __init__(self, max_parallel_downloads: int = 8): self.max_parallel_downloads = max_parallel_downloads @@ -126,3 +132,7 @@ class ResumableShardDownloader(ShardDownloader): yield (path, progress) except Exception as e: print("Error downloading shard:", e) + + async def get_shard_download_status_for_shard(self, shard: ShardMetadata) -> RepoDownloadProgress: + _, progress = await download_shard(shard, self.on_progress_wrapper, skip_download=True) + return progress diff --git a/worker/download/shard_downloader.py b/worker/download/shard_downloader.py index 68a095c7..27b88411 100644 --- a/worker/download/shard_downloader.py +++ b/worker/download/shard_downloader.py @@ -68,6 +68,10 @@ class ShardDownloader(ABC): ) ) + @abstractmethod + async def get_shard_download_status_for_shard(self, shard: ShardMetadata) -> RepoDownloadProgress: + ... + class NoopShardDownloader(ShardDownloader): async def ensure_shard(self, shard: ShardMetadata, config_only: bool = False) -> Path: @@ -106,3 +110,18 @@ class NoopShardDownloader(ShardDownloader): status="complete", ) ) + + async def get_shard_download_status_for_shard(self, shard: ShardMetadata) -> RepoDownloadProgress: + return RepoDownloadProgress( + repo_id="noop", + repo_revision="noop", + shard=shard, + completed_files=0, + total_files=0, + downloaded_bytes=0, + downloaded_bytes_this_session=0, + total_bytes=0, + overall_speed=0, + overall_eta=timedelta(seconds=0), + status="complete", + ) \ No newline at end of file diff --git a/worker/main.py b/worker/main.py index 987da047..1275a3e6 100644 --- a/worker/main.py +++ b/worker/main.py @@ -1,8 +1,9 @@ import asyncio import logging -import os from asyncio import Queue +from copy import deepcopy from functools import partial +from time import process_time from typing import AsyncGenerator, Optional from pydantic import BaseModel, ConfigDict @@ -54,7 +55,8 @@ from shared.types.worker.runners import ( ) from shared.types.worker.shards import ShardMetadata from shared.utils import get_node_id_keypair -from worker.download.download_utils import build_model_path +from worker.download.impl_shard_downloader import exo_shard_downloader +from worker.download.shard_downloader import RepoDownloadProgress, ShardDownloader from worker.runner.runner_supervisor import RunnerSupervisor from worker.utils.profile import start_polling_node_metrics @@ -70,15 +72,15 @@ class AssignedRunner(BaseModel): model_config = ConfigDict(arbitrary_types_allowed=True) - @property - def is_downloaded(self) -> bool: - # TODO: Do this properly with huggingface validating each of the files. - return os.path.exists(build_model_path(self.shard_metadata.model_meta.model_id)) - + is_downloaded: bool = False + + def set_is_downloaded(self, is_downloaded: bool) -> None: + self.is_downloaded = is_downloaded + def status_update_event(self) -> RunnerStatusUpdated: return RunnerStatusUpdated( runner_id=self.runner_id, - runner_status=self.status, + runner_status=deepcopy(self.status), ) class Worker: @@ -86,11 +88,13 @@ class Worker: self, node_id: NodeId, logger: logging.Logger, + shard_downloader: ShardDownloader, worker_events: AsyncSQLiteEventStorage | None, global_events: AsyncSQLiteEventStorage | None, ): self.node_id: NodeId = node_id self.state: State = State() + self.shard_downloader: ShardDownloader = shard_downloader self.worker_events: AsyncSQLiteEventStorage | None = worker_events # worker_events is None in some tests. self.global_events: AsyncSQLiteEventStorage | None = global_events self.logger: logging.Logger = logger @@ -183,12 +187,26 @@ class Worker: The model needs assigning and then downloading. This op moves the runner from Assigned -> Downloading -> Ready state. ''' + + initial_progress = await self.shard_downloader.get_shard_download_status_for_shard(op.shard_metadata) + if initial_progress.status == "complete": + self.assigned_runners[op.runner_id].set_is_downloaded(True) + self.assigned_runners[op.runner_id].status = DownloadingRunnerStatus( + download_progress=DownloadCompleted( + node_id=self.node_id, + ) + ) + yield self.assigned_runners[op.runner_id].status_update_event() + self.assigned_runners[op.runner_id].status = ReadyRunnerStatus() + yield self.assigned_runners[op.runner_id].status_update_event() + return + initial_status = DownloadingRunnerStatus( download_progress=DownloadOngoing( node_id=self.node_id, download_progress=DownloadProgressData( - total_bytes=1, # tmp - downloaded_bytes=0 + total_bytes=initial_progress.total_bytes, + downloaded_bytes=initial_progress.downloaded_bytes ) ) ) @@ -206,25 +224,53 @@ class Worker: # Download it! # TODO: we probably want download progress as part of a callback that gets passed to the downloader. + download_progress_queue: asyncio.Queue[RepoDownloadProgress] = asyncio.Queue() + def download_progress_callback(shard: ShardMetadata, progress: RepoDownloadProgress) -> None: + download_progress_queue.put_nowait(progress) - try: - assert assigned_runner.is_downloaded - assigned_runner.status = DownloadingRunnerStatus( - download_progress=DownloadCompleted( - node_id=self.node_id, + + self.shard_downloader.on_progress(download_progress_callback) + + asyncio.create_task(self.shard_downloader.ensure_shard(op.shard_metadata)) + + timeout_secs = 10 * 60 + start_time = process_time() + last_yield_progress = start_time + while process_time() - start_time < timeout_secs: + progress: RepoDownloadProgress = await download_progress_queue.get() + if progress.status == "complete": + assigned_runner.status = DownloadingRunnerStatus( + download_progress=DownloadCompleted( + node_id=self.node_id, + ) ) - ) - except Exception as e: + yield assigned_runner.status_update_event() + assigned_runner.set_is_downloaded(True) + assigned_runner.status = ReadyRunnerStatus() + yield assigned_runner.status_update_event() + break + elif progress.status == "in_progress": + if process_time() - last_yield_progress > 1: + assigned_runner.status = DownloadingRunnerStatus( + download_progress=DownloadOngoing( + node_id=self.node_id, + download_progress=DownloadProgressData( + total_bytes=progress.total_bytes, + downloaded_bytes=progress.downloaded_bytes, + ) + ) + ) + yield assigned_runner.status_update_event() + last_yield_progress = process_time() + else: assigned_runner.status = DownloadingRunnerStatus( download_progress=DownloadFailed( node_id=self.node_id, - error_message=str(e) + error_message=f"Timeout downloading model: {op.shard_metadata.model_meta.model_id}" ) ) - yield assigned_runner.status_update_event() + yield assigned_runner.status_update_event() - assigned_runner.status = ReadyRunnerStatus() - yield assigned_runner.status_update_event() async def _execute_task_op( self, op: ExecuteTaskOp @@ -383,6 +429,7 @@ class Worker: for _instance_id, instance in state.instances.items(): if self.node_id in instance.shard_assignments.node_to_runner and \ instance.shard_assignments.node_to_runner[self.node_id] in state.runners and \ + instance.shard_assignments.node_to_runner[self.node_id] in self.assigned_runners and \ isinstance(self.assigned_runners[instance.shard_assignments.node_to_runner[self.node_id]].status, FailedRunnerStatus): num_spundown_nodes = 0 @@ -484,6 +531,7 @@ class Worker: async def event_publisher(self, event: Event) -> None: assert self.worker_events is not None await self.worker_events.append_events([event], self.node_id) + print(f"published event: {event}") # Handle state updates async def run(self): @@ -500,6 +548,8 @@ class Worker: # 3. based on the updated state, we plan & execute an operation. op: RunnerOp | None = self.plan(self.state) + if op is not None: + self.logger.info(f"!!! plan result: {op}") # run the op, synchronously blocking for now if op is not None: @@ -507,7 +557,8 @@ class Worker: await self.event_publisher(event) await asyncio.sleep(0.01) - self.logger.info(f"state: {self.state}") + if len(events) > 0: + self.logger.info(f"state: {self.state}") async def main(): @@ -522,6 +573,7 @@ async def main(): event_log_manager = EventLogManager(EventLogConfig(), logger) await event_log_manager.initialize() + shard_downloader = exo_shard_downloader() # TODO: add profiling etc to resource monitor async def resource_monitor_callback(node_performance_profile: NodePerformanceProfile) -> None: @@ -530,7 +582,7 @@ async def main(): ) asyncio.create_task(start_polling_node_metrics(callback=resource_monitor_callback)) - worker = Worker(node_id, logger, event_log_manager.worker_events, event_log_manager.global_events) + worker = Worker(node_id, logger, shard_downloader, event_log_manager.worker_events, event_log_manager.global_events) await worker.run() diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py index 54d380d2..43b515dc 100644 --- a/worker/runner/runner_supervisor.py +++ b/worker/runner/runner_supervisor.py @@ -197,7 +197,7 @@ class RunnerSupervisor: text=text, token=token, finish_reason=finish_reason ): yield TokenChunk( - command_id=CommandId(task.task_id), + command_id=CommandId(task.command_id), idx=token, model=self.model_shard_meta.model_meta.model_id, text=text, diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index ad76fdab..9ef65c3d 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -9,7 +9,7 @@ from shared.db.sqlite.connector import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager from shared.models.model_meta import get_model_meta from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams -from shared.types.common import NodeId +from shared.types.common import CommandId, NodeId from shared.types.models import ModelId, ModelMetadata from shared.types.state import State from shared.types.tasks import ( @@ -27,6 +27,7 @@ from shared.types.worker.ops import ( ) from shared.types.worker.runners import RunnerId, ShardAssignments from shared.types.worker.shards import PipelineShardMetadata +from worker.download.shard_downloader import NoopShardDownloader from worker.main import Worker @@ -103,6 +104,7 @@ def chat_completion_task(completion_create_params: ChatCompletionTaskParams): def _chat_completion_task(instance_id: InstanceId) -> ChatCompletionTask: return ChatCompletionTask( task_id=TaskId(), + command_id=CommandId(), instance_id=instance_id, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, @@ -153,9 +155,10 @@ def instance(pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], h @pytest.fixture async def worker(node_id: NodeId, logger: Logger): event_log_manager = EventLogManager(EventLogConfig(), logger) + shard_downloader = NoopShardDownloader() await event_log_manager.initialize() - return Worker(node_id, logger, worker_events=event_log_manager.global_events, global_events=event_log_manager.global_events) + return Worker(node_id, logger, shard_downloader, worker_events=event_log_manager.global_events, global_events=event_log_manager.global_events) @pytest.fixture async def worker_with_assigned_runner(worker: Worker, instance: Callable[[InstanceId, NodeId, RunnerId], Instance]): @@ -204,7 +207,8 @@ def worker_running(logger: Logger) -> Callable[[NodeId], Awaitable[tuple[Worker, global_events = event_log_manager.global_events await global_events.delete_all_events() - worker = Worker(node_id, logger=logger, worker_events=global_events, global_events=global_events) + shard_downloader = NoopShardDownloader() + worker = Worker(node_id, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) asyncio.create_task(worker.run()) return worker, global_events diff --git a/worker/tests/test_worker_integration.py b/worker/tests/test_worker_integration.py index 3041080c..acd28735 100644 --- a/worker/tests/test_worker_integration.py +++ b/worker/tests/test_worker_integration.py @@ -32,6 +32,7 @@ from shared.types.worker.runners import ( # RunningRunnerStatus, ) from shared.types.worker.shards import PipelineShardMetadata +from worker.download.shard_downloader import NoopShardDownloader from worker.main import AssignedRunner, Worker from worker.tests.test_worker_integration_utils import read_streaming_response @@ -269,14 +270,15 @@ async def test_2_runner_inference( ): event_log_manager = EventLogManager(EventLogConfig(), logger) await event_log_manager.initialize() + shard_downloader = NoopShardDownloader() global_events = event_log_manager.global_events await global_events.delete_all_events() - worker1 = Worker(NODE_A, logger=logger, worker_events=global_events, global_events=global_events) + worker1 = Worker(NODE_A, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) asyncio.create_task(worker1.run()) - worker2 = Worker(NODE_B, logger=logger, worker_events=global_events, global_events=global_events) + worker2 = Worker(NODE_B, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) asyncio.create_task(worker2.run()) ## Instance @@ -348,14 +350,15 @@ async def test_runner_respawn( ): event_log_manager = EventLogManager(EventLogConfig(), logger) await event_log_manager.initialize() + shard_downloader = NoopShardDownloader() global_events = event_log_manager.global_events await global_events.delete_all_events() - worker1 = Worker(NODE_A, logger=logger, worker_events=global_events, global_events=global_events) + worker1 = Worker(NODE_A, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) asyncio.create_task(worker1.run()) - worker2 = Worker(NODE_B, logger=logger, worker_events=global_events, global_events=global_events) + worker2 = Worker(NODE_B, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) asyncio.create_task(worker2.run()) ## Instance diff --git a/worker/tests/test_worker_plan.py b/worker/tests/test_worker_plan.py index 120e3895..040d47ee 100644 --- a/worker/tests/test_worker_plan.py +++ b/worker/tests/test_worker_plan.py @@ -36,9 +36,11 @@ from shared.types.worker.runners import ( ) from shared.types.worker.shards import PipelineShardMetadata from worker.download.download_utils import build_model_path -from worker.main import Worker +from worker.download.shard_downloader import NoopShardDownloader +from worker.main import AssignedRunner, Worker from .test_worker_plan_utils import ( + COMMAND_1_ID, INSTANCE_1_ID, MODEL_A_ID, NODE_A, @@ -47,7 +49,6 @@ from .test_worker_plan_utils import ( RUNNER_2_ID, TASK_1_ID, InProcessRunner, - OverrideAssignedRunner, PlanTestCase, make_downloading_status, make_model_meta, @@ -339,7 +340,7 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: ) }, runners={RUNNER_1_ID: ReadyRunnerStatus(), RUNNER_2_ID: DownloadingRunnerStatus(download_progress=DownloadPending(node_id=NODE_A))}, - tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, + tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, command_id=COMMAND_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, ), expected_op=None ), @@ -382,7 +383,7 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: ) }, runners={RUNNER_1_ID: ReadyRunnerStatus(), RUNNER_2_ID: ReadyRunnerStatus()}, - tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, + tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, command_id=COMMAND_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, ), expected_op=RunnerUpOp(runner_id=RUNNER_1_ID) ), @@ -484,6 +485,7 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: tasks={ TASK_1_ID: ChatCompletionTask( task_id=TASK_1_ID, + command_id=COMMAND_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams( @@ -501,6 +503,7 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: ), expected_op=ExecuteTaskOp(runner_id=RUNNER_1_ID, task=ChatCompletionTask( task_id=TASK_1_ID, + command_id=COMMAND_1_ID, instance_id=INSTANCE_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, @@ -550,7 +553,7 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: ) }, runners={RUNNER_1_ID: LoadedRunnerStatus(), RUNNER_2_ID: LoadedRunnerStatus()}, - tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, + tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, command_id=COMMAND_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, ), expected_op=None ), @@ -593,12 +596,13 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: ) }, runners={RUNNER_1_ID: LoadedRunnerStatus(), RUNNER_2_ID: LoadedRunnerStatus()}, - tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, + tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, command_id=COMMAND_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, ), expected_op=ExecuteTaskOp( runner_id=RUNNER_1_ID, task=ChatCompletionTask( task_id=TASK_1_ID, + command_id=COMMAND_1_ID, instance_id=INSTANCE_1_ID, task_type=TaskType.CHAT_COMPLETION, task_params=ChatCompletionTaskParams( @@ -648,12 +652,13 @@ def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: ) }, runners={RUNNER_1_ID: LoadedRunnerStatus(), RUNNER_2_ID: RunningRunnerStatus()}, - tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, + tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, command_id=COMMAND_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, ), expected_op=ExecuteTaskOp( runner_id=RUNNER_1_ID, task=ChatCompletionTask( task_id=TASK_1_ID, + command_id=COMMAND_1_ID, instance_id=INSTANCE_1_ID, task_type=TaskType.CHAT_COMPLETION, task_params=ChatCompletionTaskParams( @@ -851,7 +856,8 @@ def test_worker_plan(case: PlanTestCase, tmp_path: Path, monkeypatch: pytest.Mon node_id = NODE_A logger = logging.getLogger("test_worker_plan") - worker = Worker(node_id=node_id, worker_events=None, global_events=None, logger=logger) + shard_downloader = NoopShardDownloader() + worker = Worker(node_id=node_id, shard_downloader=shard_downloader, worker_events=None, global_events=None, logger=logger) path_downloaded_map: dict[str, bool] = {} @@ -891,25 +897,17 @@ def test_worker_plan(case: PlanTestCase, tmp_path: Path, monkeypatch: pytest.Mon raise Exception('test_worker_plan not currently designed to have more than 1 instance.') - assigned_runner = OverrideAssignedRunner( + assigned_runner = AssignedRunner( runner_id=runner_config.runner_id, instance_id=runner_config.instance_id, shard_metadata=shard_metadata, hosts=[], status=runner_config.status, runner=None, - downloaded=runner_config.downloaded + is_downloaded=runner_config.downloaded ) worker.assigned_runners[runner_config.runner_id] = assigned_runner path_downloaded_map[str(build_model_path(shard_metadata.model_meta.model_id))] = runner_config.downloaded - # Stub filesystem existence check ------------------------------------------------------ - from worker import main as worker_main # local import for module-scoped os - - def _fake_exists(path: str | Path) -> bool: # noqa: ANN001 – match os.path.exists signature - return path_downloaded_map.get(str(path), False) - - monkeypatch.setattr(worker_main.os.path, "exists", _fake_exists) - op = worker.plan(case.state) assert op == case.expected_op diff --git a/worker/tests/test_worker_plan_utils.py b/worker/tests/test_worker_plan_utils.py index b0c81fad..84d92ab0 100644 --- a/worker/tests/test_worker_plan_utils.py +++ b/worker/tests/test_worker_plan_utils.py @@ -2,10 +2,10 @@ from __future__ import annotations from dataclasses import dataclass from pathlib import Path -from typing import Final, List, Optional, override +from typing import Final, List, Optional from shared.models.model_cards import MODEL_CARDS, ModelCard -from shared.types.common import NodeId +from shared.types.common import CommandId, NodeId from shared.types.models import ModelId, ModelMetadata from shared.types.state import State from shared.types.tasks import TaskId @@ -20,7 +20,6 @@ from shared.types.worker.runners import ( ShardAssignments, ) from shared.types.worker.shards import PipelineShardMetadata -from worker.main import AssignedRunner NODE_A: Final[NodeId] = NodeId("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa") NODE_B: Final[NodeId] = NodeId("bbbbbbbb-bbbb-4bbb-8bbb-bbbbbbbbbbbb") @@ -33,11 +32,11 @@ INSTANCE_2_ID: Final[InstanceId] = InstanceId() MODEL_A_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' MODEL_B_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' TASK_1_ID: Final[TaskId] = TaskId() +COMMAND_1_ID: Final[CommandId] = CommandId() @dataclass(slots=True, frozen=True) class InProcessRunner: """Minimal description of a runner's in-process state.""" - # TODO: Rename to InProcessRunnerConfig and create a constructor for OverrideAssignedRunner. runner_id: RunnerId instance_id: InstanceId @@ -46,15 +45,6 @@ class InProcessRunner: downloaded: bool device_rank: int = 0 -# Helper class to override the is_downloaded property to whatever is specified by InProcessRunner -class OverrideAssignedRunner(AssignedRunner): - downloaded: bool - - @property - @override - def is_downloaded(self) -> bool: - return self.downloaded - @dataclass(slots=True, frozen=True) class PlanTestCase: From b285a9f0b77fc0e59cf6931e32cb10e2824becd2 Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Mon, 28 Jul 2025 11:18:32 +0100 Subject: [PATCH 116/224] fix placement tests --- master/tests/test_placement.py | 3 +-- master/tests/test_placement_utils.py | 6 ++++-- 2 files changed, 5 insertions(+), 4 deletions(-) diff --git a/master/tests/test_placement.py b/master/tests/test_placement.py index 1ab8a9ef..d12e986c 100644 --- a/master/tests/test_placement.py +++ b/master/tests/test_placement.py @@ -64,10 +64,9 @@ def test_get_instance_placements_create_instance( create_node: Callable[[int, NodeId | None], Node], create_connection: Callable[[NodeId, NodeId], Connection] ): - # TODO: this test is not exactly what we want. if a model can fit on one node, it should be placed there. - # TODO: right now we assume it will be placed across all nodes. # arrange model_meta.n_layers = total_layers + model_meta.storage_size_kilobytes = sum(available_memory) # make it exactly fit across all nodes create_instance_command = CreateInstanceCommand( command_id=CommandId(), diff --git a/master/tests/test_placement_utils.py b/master/tests/test_placement_utils.py index f9c286d9..d898f89a 100644 --- a/master/tests/test_placement_utils.py +++ b/master/tests/test_placement_utils.py @@ -37,6 +37,8 @@ def test_filter_cycles_by_memory(topology: Topology, create_node: Callable[[int, topology.add_connection(connection2) cycles = topology.get_cycles() + assert len(cycles) == 1 + assert len(cycles[0]) == 2 # act filtered_cycles = filter_cycles_by_memory(cycles, 1) @@ -65,7 +67,7 @@ def test_filter_cycles_by_insufficient_memory(topology: Topology, create_node: C topology.add_connection(connection2) # act - filtered_cycles = filter_cycles_by_memory(topology.get_cycles(), 2001) + filtered_cycles = filter_cycles_by_memory(topology.get_cycles(), 2001*1024) # assert assert len(filtered_cycles) == 0 @@ -94,7 +96,7 @@ def test_filter_multiple_cycles_by_memory(topology: Topology, create_node: Calla cycles = topology.get_cycles() # act - filtered_cycles = filter_cycles_by_memory(cycles, 1500) + filtered_cycles = filter_cycles_by_memory(cycles, 1500*1024) # assert assert len(filtered_cycles) == 1 From e9b803604bf5421e062ea1f3d4f785c6da05aaa7 Mon Sep 17 00:00:00 2001 From: Seth Howes <71157822+sethhowes@users.noreply.github.com> Date: Mon, 28 Jul 2025 11:39:46 +0100 Subject: [PATCH 117/224] Add Multiaddr type and refactor Hosts type for creating shard placement --- engines/mlx/utils_mlx.py | 2 +- master/discovery_supervisor.py | 9 ++--- master/placement.py | 11 ++++-- master/tests/conftest.py | 13 +++++-- master/tests/test_placement_utils.py | 37 ++++++++++++++++++- master/tests/test_topology.py | 19 +++++----- master/utils/placement_utils.py | 27 +++++++++++++- shared/tests/test_state_serialization.py | 5 +-- shared/topology.py | 22 +++++++++++- shared/types/common.py | 18 +++++++++- shared/types/multiaddr.py | 45 ++++++++++++++++++++++++ shared/types/topology.py | 9 ++--- shared/types/worker/commands_runner.py | 2 +- shared/types/worker/instances.py | 2 +- shared/types/worker/mlx.py | 17 --------- shared/types/worker/ops.py | 2 +- worker/main.py | 3 +- worker/runner/runner_supervisor.py | 3 +- worker/tests/conftest.py | 6 ++-- worker/tests/test_serdes.py | 2 +- worker/tests/test_supervisor.py | 2 +- worker/tests/test_worker_integration.py | 3 +- 22 files changed, 200 insertions(+), 59 deletions(-) create mode 100644 shared/types/multiaddr.py delete mode 100644 shared/types/worker/mlx.py diff --git a/engines/mlx/utils_mlx.py b/engines/mlx/utils_mlx.py index 781c76f9..3b7c5147 100644 --- a/engines/mlx/utils_mlx.py +++ b/engines/mlx/utils_mlx.py @@ -12,8 +12,8 @@ from mlx_lm.utils import load_model # type: ignore from pydantic import RootModel from engines.mlx.auto_parallel import auto_parallel +from shared.types.common import Host from shared.types.tasks import ChatCompletionTaskParams -from shared.types.worker.mlx import Host from shared.types.worker.shards import ShardMetadata from worker.download.download_utils import build_model_path from worker.runner.communication import runner_print diff --git a/master/discovery_supervisor.py b/master/discovery_supervisor.py index 16ed116a..440d512b 100644 --- a/master/discovery_supervisor.py +++ b/master/discovery_supervisor.py @@ -6,6 +6,7 @@ from exo_pyo3_bindings import ConnectionUpdate, DiscoveryService, Keypair from shared.db import AsyncSQLiteEventStorage from shared.types.common import NodeId from shared.types.events import TopologyEdgeCreated, TopologyEdgeDeleted +from shared.types.multiaddr import Multiaddr from shared.types.topology import Connection @@ -44,8 +45,8 @@ class DiscoverySupervisor: async def _connected_callback(self, e: ConnectionUpdate) -> None: local_node_id = self.node_id send_back_node_id = NodeId(e.peer_id.to_base58()) - local_multiaddr = e.local_addr.to_string() - send_back_multiaddr = e.send_back_addr.to_string() + local_multiaddr = Multiaddr(address=str(e.local_addr)) + send_back_multiaddr = Multiaddr(address=str(e.send_back_addr)) connection_profile = None topology_edge_created = TopologyEdgeCreated(edge=Connection( @@ -65,8 +66,8 @@ class DiscoverySupervisor: async def _disconnected_callback(self, e: ConnectionUpdate) -> None: local_node_id = self.node_id send_back_node_id = NodeId(e.peer_id.to_base58()) - local_multiaddr = e.local_addr.to_string() - send_back_multiaddr = e.send_back_addr.to_string() + local_multiaddr = Multiaddr(address=str(e.local_addr)) + send_back_multiaddr = Multiaddr(address=str(e.send_back_addr)) connection_profile = None topology_edge_created = TopologyEdgeDeleted(edge=Connection( diff --git a/master/placement.py b/master/placement.py index cd3320cc..e502f5d3 100644 --- a/master/placement.py +++ b/master/placement.py @@ -1,4 +1,3 @@ - from collections.abc import Mapping from copy import deepcopy from functools import singledispatch @@ -6,10 +5,12 @@ from typing import Sequence from master.utils.placement_utils import ( filter_cycles_by_memory, + get_hosts_from_subgraph, get_shard_assignments, get_smallest_cycles, ) from shared.topology import Topology +from shared.types.common import Host from shared.types.events import Event, InstanceCreated, InstanceDeleted from shared.types.events.commands import CreateInstanceCommand, DeleteInstanceCommand from shared.types.worker.common import InstanceId @@ -40,13 +41,19 @@ def get_instance_placements( shard_assignments = get_shard_assignments(command.model_meta, selected_cycle) + cycle_digraph: Topology = topology.get_subgraph_from_nodes(selected_cycle) + hosts: list[Host] = get_hosts_from_subgraph(cycle_digraph) + instance_id = command.instance_id target_instances = deepcopy(current_instances) target_instances[instance_id] = Instance( instance_id=instance_id, instance_type=InstanceStatus.ACTIVE, shard_assignments=shard_assignments, - hosts=[] + hosts=[Host( + ip=host.ip, + port=host.port, + ) for host in hosts] ) return target_instances diff --git a/master/tests/conftest.py b/master/tests/conftest.py index 6aee767a..1fbabfc8 100644 --- a/master/tests/conftest.py +++ b/master/tests/conftest.py @@ -1,6 +1,7 @@ import pytest from shared.types.common import NodeId +from shared.types.multiaddr import Multiaddr from shared.types.profiling import ( MemoryPerformanceProfile, NodePerformanceProfile, @@ -33,14 +34,20 @@ def create_node(): return _create_node +# TODO: this is a hack to get the port for the send_back_multiaddr @pytest.fixture def create_connection(): - def _create_connection(source_node_id: NodeId, sink_node_id: NodeId) -> Connection: + port_counter = 1235 + def _create_connection(source_node_id: NodeId, sink_node_id: NodeId, send_back_port: int | None = None) -> Connection: + nonlocal port_counter + if send_back_port is None: + send_back_port = port_counter + port_counter += 1 return Connection( local_node_id=source_node_id, send_back_node_id=sink_node_id, - local_multiaddr="/ip4/127.0.0.1/tcp/1234", - send_back_multiaddr="/ip4/127.0.0.1/tcp/1235", + local_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1234"), + send_back_multiaddr=Multiaddr(address=f"/ip4/127.0.0.1/tcp/{send_back_port}"), connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000) ) diff --git a/master/tests/test_placement_utils.py b/master/tests/test_placement_utils.py index d898f89a..646aa994 100644 --- a/master/tests/test_placement_utils.py +++ b/master/tests/test_placement_utils.py @@ -1,14 +1,16 @@ +from ipaddress import IPv4Address from typing import Callable import pytest from master.utils.placement_utils import ( filter_cycles_by_memory, + get_hosts_from_subgraph, get_shard_assignments, get_smallest_cycles, ) from shared.topology import Topology -from shared.types.common import NodeId +from shared.types.common import Host, NodeId from shared.types.models import ModelMetadata from shared.types.topology import Connection, Node @@ -173,3 +175,36 @@ def test_get_shard_assignments(topology: Topology, create_node: Callable[[int, N assert shard_assignments.runner_to_shard[runner_id_c].end_layer - shard_assignments.runner_to_shard[runner_id_c].start_layer == expected_layers[2] assert shard_assignments.runner_to_shard[runner_id_a].end_layer - shard_assignments.runner_to_shard[runner_id_a].start_layer == expected_layers[0] assert shard_assignments.runner_to_shard[runner_id_b].end_layer - shard_assignments.runner_to_shard[runner_id_b].start_layer == expected_layers[1] + + +def test_get_hosts_from_subgraph(topology: Topology, create_node: Callable[[int, NodeId | None], Node], create_connection: Callable[[NodeId, NodeId, int | None], Connection]): + # arrange + node_a_id = NodeId() + node_b_id = NodeId() + node_c_id = NodeId() + + node_a = create_node(500, node_a_id) + node_b = create_node(500, node_b_id) + node_c = create_node(1000, node_c_id) + + topology.add_node(node_a) + topology.add_node(node_b) + topology.add_node(node_c) + + topology.add_connection(create_connection(node_a_id, node_b_id, 5001)) + topology.add_connection(create_connection(node_b_id, node_c_id, 5002)) + topology.add_connection(create_connection(node_c_id, node_a_id, 5003)) + topology.add_connection(create_connection(node_b_id, node_a_id, 5004)) + + # act + hosts = get_hosts_from_subgraph(topology) + + # assert + assert len(hosts) == 3 + expected_hosts = [ + Host(ip=IPv4Address("127.0.0.1"), port=5001), + Host(ip=IPv4Address("127.0.0.1"), port=5002), + Host(ip=IPv4Address("127.0.0.1"), port=5003), + ] + for expected_host in expected_hosts: + assert expected_host in hosts diff --git a/master/tests/test_topology.py b/master/tests/test_topology.py index 5264c7b6..9765c20d 100644 --- a/master/tests/test_topology.py +++ b/master/tests/test_topology.py @@ -1,6 +1,7 @@ import pytest from shared.topology import Topology +from shared.types.multiaddr import Multiaddr from shared.types.profiling import ( MemoryPerformanceProfile, NodePerformanceProfile, @@ -16,10 +17,12 @@ def topology() -> Topology: @pytest.fixture def connection() -> Connection: - return Connection(local_node_id=NodeId(), send_back_node_id=NodeId(), local_multiaddr="/ip4/127.0.0.1/tcp/1234", - send_back_multiaddr="/ip4/127.0.0.1/tcp/1235", - connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000)) - + return Connection( + local_node_id=NodeId(), + send_back_node_id=NodeId(), + local_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1234"), + send_back_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1235"), + connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000)) @pytest.fixture def node_profile() -> NodePerformanceProfile: @@ -128,16 +131,16 @@ def test_remove_connection_bridge(topology: Topology, node_profile: NodePerforma connection_master_to_a = Connection( local_node_id=master_id, send_back_node_id=node_a_id, - local_multiaddr="/ip4/127.0.0.1/tcp/1234", - send_back_multiaddr="/ip4/127.0.0.1/tcp/1235", + local_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1234"), + send_back_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1235"), connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000) ) connection_a_to_b = Connection( local_node_id=node_a_id, send_back_node_id=node_b_id, - local_multiaddr="/ip4/127.0.0.1/tcp/1236", - send_back_multiaddr="/ip4/127.0.0.1/tcp/1237", + local_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1236"), + send_back_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1237"), connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000) ) diff --git a/master/utils/placement_utils.py b/master/utils/placement_utils.py index 30d96725..157f2182 100644 --- a/master/utils/placement_utils.py +++ b/master/utils/placement_utils.py @@ -2,7 +2,8 @@ from typing import TypeGuard, cast from pydantic import BaseModel -from shared.types.common import NodeId +from shared.topology import Topology +from shared.types.common import Host, NodeId from shared.types.models import ModelMetadata from shared.types.profiling import NodePerformanceProfile from shared.types.topology import Node @@ -75,3 +76,27 @@ def get_shard_assignments( ) return shard_assignments + + +def get_hosts_from_subgraph(cycle_digraph: Topology) -> list[Host]: + cycles = cycle_digraph.get_cycles() + if not cycles: + return [] + + cycle = cycles[0] + hosts: list[Host] = [] + for i in range(len(cycle)): + current_node = cycle[i] + next_node = cycle[(i + 1) % len(cycle)] + + for connection in cycle_digraph.list_connections(): + if (connection.local_node_id == current_node.node_id and + connection.send_back_node_id == next_node.node_id): + host = Host( + ip=connection.send_back_multiaddr.ipv4_address, + port=connection.send_back_multiaddr.port + ) + hosts.append(host) + break + + return hosts \ No newline at end of file diff --git a/shared/tests/test_state_serialization.py b/shared/tests/test_state_serialization.py index c41e0cc3..35d42c1e 100644 --- a/shared/tests/test_state_serialization.py +++ b/shared/tests/test_state_serialization.py @@ -1,6 +1,7 @@ from __future__ import annotations from shared.types.common import NodeId +from shared.types.multiaddr import Multiaddr from shared.types.state import State from shared.types.topology import Connection @@ -15,8 +16,8 @@ def test_state_serialization_roundtrip() -> None: connection = Connection( local_node_id=node_a, send_back_node_id=node_b, - local_multiaddr="/ip4/127.0.0.1/tcp/10000", - send_back_multiaddr="/ip4/127.0.0.1/tcp/10001", + local_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/10000"), + send_back_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/10001"), ) state = State() diff --git a/shared/topology.py b/shared/topology.py index 2263c447..cdbc6622 100644 --- a/shared/topology.py +++ b/shared/topology.py @@ -5,6 +5,7 @@ import rustworkx as rx from pydantic import BaseModel, ConfigDict from shared.types.common import NodeId +from shared.types.multiaddr import Multiaddr from shared.types.profiling import ConnectionProfile, NodePerformanceProfile from shared.types.topology import Connection, Node, TopologyProto @@ -94,7 +95,15 @@ class Topology(TopologyProto): def get_node_profile(self, node_id: NodeId) -> NodePerformanceProfile | None: rx_idx = self._node_id_to_rx_id_map[node_id] return self._graph.get_node_data(rx_idx).node_profile - + + def get_node_multiaddr(self, node_id: NodeId) -> Multiaddr: + for connection in self.list_connections(): + if connection.local_node_id == node_id: + return connection.local_multiaddr + if connection.send_back_node_id == node_id: + return connection.send_back_multiaddr + raise ValueError(f"Node {node_id} is not connected to any other nodes") + def update_node_profile(self, node_id: NodeId, node_profile: NodePerformanceProfile) -> None: rx_idx = self._node_id_to_rx_id_map[node_id] self._graph[rx_idx].node_profile = node_profile @@ -137,6 +146,17 @@ class Topology(TopologyProto): cycles.append(cycle) return cycles + + def get_subgraph_from_nodes(self, nodes: list[Node]) -> "Topology": + node_idxs = [node.node_id for node in nodes] + rx_idxs = [self._node_id_to_rx_id_map[idx] for idx in node_idxs] + topology = Topology() + for rx_idx in rx_idxs: + topology.add_node(self._graph[rx_idx]) + for connection in self.list_connections(): + if connection.local_node_id in node_idxs and connection.send_back_node_id in node_idxs: + topology.add_connection(connection) + return topology def _is_bridge(self, connection: Connection) -> bool: edge_idx = self._edge_id_to_rx_id_map[connection] diff --git a/shared/types/common.py b/shared/types/common.py index 0cd167ab..a5e441a3 100644 --- a/shared/types/common.py +++ b/shared/types/common.py @@ -1,7 +1,8 @@ +from ipaddress import IPv4Address from typing import Any, Self from uuid import uuid4 -from pydantic import GetCoreSchemaHandler +from pydantic import BaseModel, GetCoreSchemaHandler, field_validator from pydantic_core import core_schema @@ -25,3 +26,18 @@ class NodeId(ID): class CommandId(ID): pass + + +class Host(BaseModel): + ip: IPv4Address + port: int + + def __str__(self) -> str: + return f"{self.ip}:{self.port}" + + @field_validator("port") + @classmethod + def check_port(cls, v: int) -> int: + if not (0 <= v <= 65535): + raise ValueError("Port must be between 0 and 65535") + return v diff --git a/shared/types/multiaddr.py b/shared/types/multiaddr.py new file mode 100644 index 00000000..53c0a22f --- /dev/null +++ b/shared/types/multiaddr.py @@ -0,0 +1,45 @@ +import re +from ipaddress import IPv4Address +from typing import ClassVar + +from pydantic import BaseModel, computed_field, field_validator + + +class Multiaddr(BaseModel): + address: str + + PATTERNS: ClassVar[list[str]] = [ + r'^/ip4/(\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3})(/tcp/(\d{1,5}))?(/p2p/[A-Za-z0-9]+)?$', + r'^/ip6/([0-9a-fA-F:]+)(/tcp/(\d{1,5}))?(/p2p/[A-Za-z0-9]+)?$', + r'^/dns[46]?/([a-zA-Z0-9.-]+)(/tcp/(\d{1,5}))?(/p2p/[A-Za-z0-9]+)?$', + ] + + @field_validator("address") + @classmethod + def validate_format(cls, v: str) -> str: + if not any(re.match(pattern, v) for pattern in cls.PATTERNS): + raise ValueError( + f"Invalid multiaddr format: {v}. " + "Expected format like /ip4/127.0.0.1/tcp/4001 or /dns/example.com/tcp/443" + ) + return v + + @computed_field + @property + def ipv4_address(self) -> IPv4Address: + match = re.match(r'^/ip4/(\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3})', self.address) + if not match: + raise ValueError(f"Invalid multiaddr format: {self.address}. Expected format like /ip4/127.0.0.1/tcp/4001") + return IPv4Address(match.group(1)) + + @computed_field + @property + def port(self) -> int: + match = re.search(r'/tcp/(\d{1,5})', self.address) + if not match: + raise ValueError(f"Invalid multiaddr format: {self.address}. Expected format like /ip4/127.0.0.1/tcp/4001") + return int(match.group(1)) + + + def __str__(self) -> str: + return self.address diff --git a/shared/types/topology.py b/shared/types/topology.py index de32abd1..2a5609fd 100644 --- a/shared/types/topology.py +++ b/shared/types/topology.py @@ -3,14 +3,15 @@ from typing import Iterable, Protocol from pydantic import BaseModel, ConfigDict from shared.types.common import NodeId +from shared.types.multiaddr import Multiaddr from shared.types.profiling import ConnectionProfile, NodePerformanceProfile class Connection(BaseModel): local_node_id: NodeId send_back_node_id: NodeId - local_multiaddr: str - send_back_multiaddr: str + local_multiaddr: Multiaddr + send_back_multiaddr: Multiaddr connection_profile: ConnectionProfile | None = None # required for Connection to be used as a key @@ -21,8 +22,8 @@ class Connection(BaseModel): ( self.local_node_id, self.send_back_node_id, - self.local_multiaddr, - self.send_back_multiaddr, + self.local_multiaddr.address, + self.send_back_multiaddr.address, ) ) diff --git a/shared/types/worker/commands_runner.py b/shared/types/worker/commands_runner.py index 4432b6d7..4a05b09b 100644 --- a/shared/types/worker/commands_runner.py +++ b/shared/types/worker/commands_runner.py @@ -4,8 +4,8 @@ from typing import Annotated, Generic, Literal, TypeVar from pydantic import BaseModel, Field, TypeAdapter from shared.openai_compat import FinishReason +from shared.types.common import Host from shared.types.tasks import ChatCompletionTaskParams -from shared.types.worker.mlx import Host from shared.types.worker.shards import ShardMetadata ## Messages passed TO the runner diff --git a/shared/types/worker/instances.py b/shared/types/worker/instances.py index 4bfa92af..61961afc 100644 --- a/shared/types/worker/instances.py +++ b/shared/types/worker/instances.py @@ -2,8 +2,8 @@ from enum import Enum from pydantic import BaseModel +from shared.types.common import Host from shared.types.worker.common import InstanceId -from shared.types.worker.mlx import Host from shared.types.worker.runners import ( ShardAssignments, ) diff --git a/shared/types/worker/mlx.py b/shared/types/worker/mlx.py deleted file mode 100644 index 9e8267bc..00000000 --- a/shared/types/worker/mlx.py +++ /dev/null @@ -1,17 +0,0 @@ -from pydantic import BaseModel, field_validator - - -# TODO: Is this the right place for this? Host is consumed by worker, but typically stored in the master -class Host(BaseModel): - host: str - port: int - - def __str__(self) -> str: - return f"{self.host}:{self.port}" - - @field_validator("port") - @classmethod - def check_port(cls, v: int) -> int: - if not (0 <= v <= 65535): - raise ValueError("Port must be between 0 and 65535") - return v diff --git a/shared/types/worker/ops.py b/shared/types/worker/ops.py index 97787fba..82db7c77 100644 --- a/shared/types/worker/ops.py +++ b/shared/types/worker/ops.py @@ -3,10 +3,10 @@ from typing import Annotated, Generic, Literal, TypeVar, Union from pydantic import BaseModel, Field +from shared.types.common import Host from shared.types.events import InstanceId from shared.types.tasks import Task from shared.types.worker.common import RunnerId -from shared.types.worker.mlx import Host from shared.types.worker.shards import ShardMetadata diff --git a/worker/main.py b/worker/main.py index 1275a3e6..4c40d826 100644 --- a/worker/main.py +++ b/worker/main.py @@ -11,7 +11,7 @@ from pydantic import BaseModel, ConfigDict from shared.apply import apply from shared.db.sqlite import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from shared.types.common import NodeId +from shared.types.common import Host, NodeId from shared.types.events import ( ChunkGenerated, Event, @@ -32,7 +32,6 @@ from shared.types.worker.downloads import ( DownloadProgressData, ) from shared.types.worker.instances import InstanceStatus -from shared.types.worker.mlx import Host from shared.types.worker.ops import ( AssignRunnerOp, DownloadOp, diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py index 43b515dc..8d813697 100644 --- a/worker/runner/runner_supervisor.py +++ b/worker/runner/runner_supervisor.py @@ -5,7 +5,7 @@ from collections.abc import AsyncGenerator from types import CoroutineType from typing import Any, Callable -from shared.types.common import CommandId +from shared.types.common import CommandId, Host from shared.types.events.chunks import GenerationChunk, TokenChunk from shared.types.tasks import ChatCompletionTaskParams, Task from shared.types.worker.commands_runner import ( @@ -18,7 +18,6 @@ from shared.types.worker.commands_runner import ( RunnerResponse, SetupMessage, ) -from shared.types.worker.mlx import Host from shared.types.worker.shards import ShardMetadata from worker.runner.communication import ( supervisor_read_response, diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index 9ef65c3d..1808323b 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -1,4 +1,5 @@ import asyncio +from ipaddress import IPv4Address from logging import Logger, getLogger from pathlib import Path from typing import Awaitable, Callable @@ -9,7 +10,7 @@ from shared.db.sqlite.connector import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager from shared.models.model_meta import get_model_meta from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams -from shared.types.common import CommandId, NodeId +from shared.types.common import CommandId, Host, NodeId from shared.types.models import ModelId, ModelMetadata from shared.types.state import State from shared.types.tasks import ( @@ -20,7 +21,6 @@ from shared.types.tasks import ( ) from shared.types.worker.common import InstanceId, NodeStatus from shared.types.worker.instances import Instance, InstanceStatus -from shared.types.worker.mlx import Host from shared.types.worker.ops import ( AssignRunnerOp, RunnerUpOp, @@ -36,7 +36,7 @@ def hosts(): def _hosts(count: int, offset: int = 0) -> list[Host]: return [ Host( - host="127.0.0.1", + ip=IPv4Address("127.0.0.1"), port=5000 + offset + i, ) for i in range(count) diff --git a/worker/tests/test_serdes.py b/worker/tests/test_serdes.py index 42af427e..37fe515a 100644 --- a/worker/tests/test_serdes.py +++ b/worker/tests/test_serdes.py @@ -3,6 +3,7 @@ from typing import Callable, TypeVar from pydantic import BaseModel, TypeAdapter +from shared.types.common import Host from shared.types.tasks import Task from shared.types.worker.commands_runner import ( ChatTaskMessage, @@ -10,7 +11,6 @@ from shared.types.worker.commands_runner import ( SetupMessage, ) from shared.types.worker.common import InstanceId -from shared.types.worker.mlx import Host from shared.types.worker.shards import PipelineShardMetadata T = TypeVar("T", bound=BaseModel) diff --git a/worker/tests/test_supervisor.py b/worker/tests/test_supervisor.py index 5a77eccd..77cebdf1 100644 --- a/worker/tests/test_supervisor.py +++ b/worker/tests/test_supervisor.py @@ -5,6 +5,7 @@ from typing import Callable import pytest from shared.openai_compat import FinishReason +from shared.types.common import Host from shared.types.events.chunks import TokenChunk from shared.types.tasks import ( ChatCompletionTaskParams, @@ -12,7 +13,6 @@ from shared.types.tasks import ( TaskType, ) from shared.types.worker.common import InstanceId -from shared.types.worker.mlx import Host from shared.types.worker.shards import PipelineShardMetadata from worker.runner.runner_supervisor import RunnerSupervisor diff --git a/worker/tests/test_worker_integration.py b/worker/tests/test_worker_integration.py index acd28735..cbd6a681 100644 --- a/worker/tests/test_worker_integration.py +++ b/worker/tests/test_worker_integration.py @@ -7,7 +7,7 @@ import pytest # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py from shared.db.sqlite.connector import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from shared.types.common import NodeId +from shared.types.common import Host, NodeId from shared.types.events import ( InstanceCreated, InstanceDeleted, @@ -24,7 +24,6 @@ from shared.types.worker.instances import ( InstanceStatus, ShardAssignments, ) -from shared.types.worker.mlx import Host from shared.types.worker.runners import ( FailedRunnerStatus, LoadedRunnerStatus, From 36a5d75efd5b41bc3a21b8ea92073268a74f5547 Mon Sep 17 00:00:00 2001 From: Matt Beton Date: Mon, 28 Jul 2025 12:51:10 +0100 Subject: [PATCH 118/224] Fix download tests --- worker/main.py | 7 ++- worker/tests/conftest.py | 6 +-- worker/tests/test_serdes.py | 6 +-- worker/tests/test_supervisor.py | 15 ++++--- worker/tests/test_worker_handlers.py | 23 ++++++---- worker/tests/test_worker_integration.py | 59 ++++++++++++++++--------- 6 files changed, 70 insertions(+), 46 deletions(-) diff --git a/worker/main.py b/worker/main.py index 4c40d826..42cf9850 100644 --- a/worker/main.py +++ b/worker/main.py @@ -44,6 +44,7 @@ from shared.types.worker.ops import ( UnassignRunnerOp, ) from shared.types.worker.runners import ( + AssignedRunnerStatus, DownloadingRunnerStatus, FailedRunnerStatus, LoadedRunnerStatus, @@ -115,7 +116,7 @@ class Worker: instance_id=op.instance_id, shard_metadata=op.shard_metadata, hosts=op.hosts, - status=ReadyRunnerStatus(), + status=AssignedRunnerStatus(), runner=None, ) @@ -232,6 +233,7 @@ class Worker: asyncio.create_task(self.shard_downloader.ensure_shard(op.shard_metadata)) + # TODO: Dynamic timeout, timeout on no packet update received. timeout_secs = 10 * 60 start_time = process_time() last_yield_progress = start_time @@ -472,7 +474,8 @@ class Worker: runner = self.assigned_runners[runner_id] if not runner.is_downloaded: - if runner.status.runner_status == RunnerStatusType.Downloading: + if runner.status.runner_status == RunnerStatusType.Downloading: # Forward compatibility + # TODO: If failed status then we retry return None else: return DownloadOp( diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index 1808323b..2548fd05 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -101,9 +101,9 @@ def completion_create_params(user_message: str) -> ChatCompletionTaskParams: @pytest.fixture def chat_completion_task(completion_create_params: ChatCompletionTaskParams): - def _chat_completion_task(instance_id: InstanceId) -> ChatCompletionTask: + def _chat_completion_task(instance_id: InstanceId, task_id: TaskId) -> ChatCompletionTask: return ChatCompletionTask( - task_id=TaskId(), + task_id=task_id, command_id=CommandId(), instance_id=instance_id, task_type=TaskType.CHAT_COMPLETION, @@ -145,7 +145,7 @@ def instance(pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], h ) return Instance( - instance_id=InstanceId(), + instance_id=instance_id, instance_type=InstanceStatus.ACTIVE, shard_assignments=shard_assignments, hosts=hosts_one diff --git a/worker/tests/test_serdes.py b/worker/tests/test_serdes.py index 37fe515a..fd5fdeb7 100644 --- a/worker/tests/test_serdes.py +++ b/worker/tests/test_serdes.py @@ -3,8 +3,8 @@ from typing import Callable, TypeVar from pydantic import BaseModel, TypeAdapter +from shared.types.tasks import Task, TaskId from shared.types.common import Host -from shared.types.tasks import Task from shared.types.worker.commands_runner import ( ChatTaskMessage, RunnerMessageTypeAdapter, @@ -38,9 +38,9 @@ def test_supervisor_setup_message_serdes( def test_supervisor_task_message_serdes( - chat_completion_task: Callable[[InstanceId], Task], + chat_completion_task: Callable[[InstanceId, TaskId], Task], ): - task = chat_completion_task(InstanceId()) + task = chat_completion_task(InstanceId(), TaskId()) task_message = ChatTaskMessage( task_data=task.task_params, ) diff --git a/worker/tests/test_supervisor.py b/worker/tests/test_supervisor.py index 77cebdf1..1db5a7a2 100644 --- a/worker/tests/test_supervisor.py +++ b/worker/tests/test_supervisor.py @@ -10,6 +10,7 @@ from shared.types.events.chunks import TokenChunk from shared.types.tasks import ( ChatCompletionTaskParams, Task, + TaskId, TaskType, ) from shared.types.worker.common import InstanceId @@ -27,7 +28,7 @@ def user_message(): async def test_supervisor_single_node_response( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_completion_task: Callable[[InstanceId], Task], + chat_completion_task: Callable[[InstanceId, TaskId], Task], tmp_path: Path, ): """Test that asking for the capital of France returns 'Paris' in the response""" @@ -45,7 +46,7 @@ async def test_supervisor_single_node_response( full_response = "" stop_reason: FinishReason | None = None - async for chunk in supervisor.stream_response(task=chat_completion_task(instance_id)): + async for chunk in supervisor.stream_response(task=chat_completion_task(instance_id, TaskId())): if isinstance(chunk, TokenChunk): full_response += chunk.text if chunk.finish_reason: @@ -65,7 +66,7 @@ async def test_supervisor_single_node_response( async def test_supervisor_two_node_response( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_completion_task: Callable[[InstanceId], Task], + chat_completion_task: Callable[[InstanceId, TaskId], Task], tmp_path: Path, ): """Test that asking for the capital of France returns 'Paris' in the response""" @@ -88,13 +89,13 @@ async def test_supervisor_two_node_response( async def collect_response_0(): nonlocal full_response_0 - async for chunk in supervisor_0.stream_response(task=chat_completion_task(instance_id)): + async for chunk in supervisor_0.stream_response(task=chat_completion_task(instance_id, TaskId())): if isinstance(chunk, TokenChunk): full_response_0 += chunk.text async def collect_response_1(): nonlocal full_response_1 - async for chunk in supervisor_1.stream_response(task=chat_completion_task(instance_id)): + async for chunk in supervisor_1.stream_response(task=chat_completion_task(instance_id, TaskId())): if isinstance(chunk, TokenChunk): full_response_1 += chunk.text @@ -121,7 +122,7 @@ async def test_supervisor_two_node_response( async def test_supervisor_early_stopping( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - chat_completion_task: Callable[[InstanceId], Task], + chat_completion_task: Callable[[InstanceId, TaskId], Task], tmp_path: Path, ): """Test that asking for the capital of France returns 'Paris' in the response""" @@ -133,7 +134,7 @@ async def test_supervisor_early_stopping( hosts=hosts(1, offset=10), ) - task = chat_completion_task(instance_id) + task = chat_completion_task(instance_id, TaskId()) max_tokens = 50 assert task.task_type == TaskType.CHAT_COMPLETION diff --git a/worker/tests/test_worker_handlers.py b/worker/tests/test_worker_handlers.py index ef5c634e..ed2fed95 100644 --- a/worker/tests/test_worker_handlers.py +++ b/worker/tests/test_worker_handlers.py @@ -14,7 +14,7 @@ from shared.types.events import ( TaskStateUpdated, ) from shared.types.events.chunks import TokenChunk -from shared.types.tasks import Task, TaskStatus +from shared.types.tasks import Task, TaskId, TaskStatus from shared.types.worker.common import RunnerId from shared.types.worker.instances import Instance, InstanceId from shared.types.worker.ops import ( @@ -26,6 +26,7 @@ from shared.types.worker.ops import ( UnassignRunnerOp, ) from shared.types.worker.runners import ( + AssignedRunnerStatus, FailedRunnerStatus, LoadedRunnerStatus, ReadyRunnerStatus, @@ -59,11 +60,11 @@ async def test_assign_op(worker: Worker, instance: Callable[[InstanceId, NodeId, # We should have a status update saying 'starting'. assert len(events) == 1 assert isinstance(events[0], RunnerStatusUpdated) - assert isinstance(events[0].runner_status, ReadyRunnerStatus) + assert isinstance(events[0].runner_status, AssignedRunnerStatus) # And the runner should be assigned assert runner_id in worker.assigned_runners - assert isinstance(worker.assigned_runners[runner_id].status, ReadyRunnerStatus) + assert isinstance(worker.assigned_runners[runner_id].status, AssignedRunnerStatus) @pytest.mark.asyncio async def test_unassign_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], tmp_path: Path): @@ -84,7 +85,11 @@ async def test_unassign_op(worker_with_assigned_runner: tuple[Worker, RunnerId, assert isinstance(events[0], RunnerDeleted) @pytest.mark.asyncio -async def test_runner_up_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], chat_completion_task: Callable[[InstanceId], Task], tmp_path: Path): +async def test_runner_up_op( + worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], + chat_completion_task: Callable[[InstanceId, TaskId], Task], + tmp_path: Path + ): worker, runner_id, _ = worker_with_assigned_runner runner_up_op = RunnerUpOp(runner_id=runner_id) @@ -104,7 +109,7 @@ async def test_runner_up_op(worker_with_assigned_runner: tuple[Worker, RunnerId, full_response = '' - async for chunk in supervisor.stream_response(task=chat_completion_task(InstanceId())): + async for chunk in supervisor.stream_response(task=chat_completion_task(InstanceId(), TaskId())): if isinstance(chunk, TokenChunk): full_response += chunk.text @@ -153,12 +158,12 @@ async def test_download_op(worker_with_assigned_runner: tuple[Worker, RunnerId, @pytest.mark.asyncio async def test_execute_task_op( worker_with_running_runner: tuple[Worker, RunnerId, Instance], - chat_completion_task: Callable[[InstanceId], Task], tmp_path: Path): + chat_completion_task: Callable[[InstanceId, TaskId], Task], tmp_path: Path): worker, runner_id, _ = worker_with_running_runner execute_task_op = ExecuteTaskOp( runner_id=runner_id, - task=chat_completion_task(InstanceId()) + task=chat_completion_task(InstanceId(), TaskId()) ) events: list[Event] = [] @@ -196,10 +201,10 @@ async def test_execute_task_op( @pytest.mark.asyncio async def test_execute_task_fails( worker_with_running_runner: tuple[Worker, RunnerId, Instance], - chat_completion_task: Callable[[InstanceId], Task], tmp_path: Path): + chat_completion_task: Callable[[InstanceId, TaskId], Task], tmp_path: Path): worker, runner_id, _ = worker_with_running_runner - task = chat_completion_task(InstanceId()) + task = chat_completion_task(InstanceId(), TaskId()) messages = task.task_params.messages messages[0].content = 'Artificial prompt: EXO RUNNER MUST FAIL' diff --git a/worker/tests/test_worker_integration.py b/worker/tests/test_worker_integration.py index cbd6a681..63e3abbd 100644 --- a/worker/tests/test_worker_integration.py +++ b/worker/tests/test_worker_integration.py @@ -25,10 +25,12 @@ from shared.types.worker.instances import ( ShardAssignments, ) from shared.types.worker.runners import ( + AssignedRunnerStatus, + DownloadingRunnerStatus, + # RunningRunnerStatus, FailedRunnerStatus, LoadedRunnerStatus, ReadyRunnerStatus, - # RunningRunnerStatus, ) from shared.types.worker.shards import PipelineShardMetadata from worker.download.shard_downloader import NoopShardDownloader @@ -40,13 +42,14 @@ NODE_A: Final[NodeId] = NodeId("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa") NODE_B: Final[NodeId] = NodeId("bbbbbbbb-bbbb-4bbb-8bbb-bbbbbbbbbbbb") # Define constant IDs for deterministic test cases -RUNNER_1_ID: Final[RunnerId] = RunnerId() -INSTANCE_1_ID: Final[InstanceId] = InstanceId() -RUNNER_2_ID: Final[RunnerId] = RunnerId() -INSTANCE_2_ID: Final[InstanceId] = InstanceId() +RUNNER_1_ID: Final[RunnerId] = RunnerId("11111111-1111-4111-8111-111111111111") +INSTANCE_1_ID: Final[InstanceId] = InstanceId("22222222-2222-4222-8222-222222222222") +RUNNER_2_ID: Final[RunnerId] = RunnerId("33333333-3333-4333-8333-333333333333") +INSTANCE_2_ID: Final[InstanceId] = InstanceId("44444444-4444-4444-8444-444444444444") MODEL_A_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' MODEL_B_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' -TASK_1_ID: Final[TaskId] = TaskId() +TASK_1_ID: Final[TaskId] = TaskId("55555555-5555-4555-8555-555555555555") +TASK_2_ID: Final[TaskId] = TaskId("66666666-6666-4666-8666-666666666666") @pytest.fixture def user_message(): @@ -82,9 +85,15 @@ async def test_runner_assigned( # Ensure the correct events have been emitted events = await global_events.get_events_since(0) - assert len(events) == 2 + print(events) + assert len(events) >= 4 # len(events) is 4 if it's already downloaded. It is > 4 if there have to be download events. + assert isinstance(events[1].event, RunnerStatusUpdated) - assert isinstance(events[1].event.runner_status, ReadyRunnerStatus) + assert isinstance(events[1].event.runner_status, AssignedRunnerStatus) + assert isinstance(events[2].event, RunnerStatusUpdated) + assert isinstance(events[2].event.runner_status, DownloadingRunnerStatus) + assert isinstance(events[-1].event, RunnerStatusUpdated) + assert isinstance(events[-1].event.runner_status, ReadyRunnerStatus) # Ensure state is correct assert isinstance(worker.state.runners[RUNNER_1_ID], ReadyRunnerStatus) @@ -92,7 +101,7 @@ async def test_runner_assigned( async def test_runner_assigned_active( worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - chat_completion_task: Callable[[InstanceId], Task] + chat_completion_task: Callable[[InstanceId, TaskId], Task] ): worker, global_events = await worker_running(NODE_A) @@ -116,9 +125,15 @@ async def test_runner_assigned_active( # Ensure the correct events have been emitted events = await global_events.get_events_since(0) - assert len(events) == 3 + assert len(events) >= 5 # len(events) is 5 if it's already downloaded. It is > 5 if there have to be download events. + assert isinstance(events[1].event, RunnerStatusUpdated) + assert isinstance(events[1].event.runner_status, AssignedRunnerStatus) assert isinstance(events[2].event, RunnerStatusUpdated) - assert isinstance(events[2].event.runner_status, LoadedRunnerStatus) + assert isinstance(events[2].event.runner_status, DownloadingRunnerStatus) + assert isinstance(events[-2].event, RunnerStatusUpdated) + assert isinstance(events[-2].event.runner_status, ReadyRunnerStatus) + assert isinstance(events[-1].event, RunnerStatusUpdated) + assert isinstance(events[-1].event.runner_status, LoadedRunnerStatus) # Ensure state is correct assert isinstance(worker.state.runners[RUNNER_1_ID], LoadedRunnerStatus) @@ -130,7 +145,7 @@ async def test_runner_assigned_active( full_response = '' - async for chunk in supervisor.stream_response(task=chat_completion_task(INSTANCE_1_ID)): + async for chunk in supervisor.stream_response(task=chat_completion_task(INSTANCE_1_ID, TASK_1_ID)): if isinstance(chunk, TokenChunk): full_response += chunk.text @@ -194,9 +209,9 @@ async def test_runner_unassigns( # Ensure the correct events have been emitted (creation) events = await global_events.get_events_since(0) - assert len(events) == 3 - assert isinstance(events[2].event, RunnerStatusUpdated) - assert isinstance(events[2].event.runner_status, LoadedRunnerStatus) + assert len(events) >= 5 + assert isinstance(events[-1].event, RunnerStatusUpdated) + assert isinstance(events[-1].event.runner_status, LoadedRunnerStatus) # Ensure state is correct print(worker.state) @@ -223,14 +238,14 @@ async def test_runner_unassigns( async def test_runner_inference( worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - chat_completion_task: Callable[[InstanceId], Task] + chat_completion_task: Callable[[InstanceId, TaskId], Task] ): _worker, global_events = await worker_running(NODE_A) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) instance_value.instance_type = InstanceStatus.ACTIVE - task: Task = chat_completion_task(INSTANCE_1_ID) + task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) await global_events.append_events( [ InstanceCreated( @@ -265,7 +280,7 @@ async def test_2_runner_inference( logger: Logger, pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]], - chat_completion_task: Callable[[InstanceId], Task] + chat_completion_task: Callable[[InstanceId, TaskId], Task] ): event_log_manager = EventLogManager(EventLogConfig(), logger) await event_log_manager.initialize() @@ -302,7 +317,7 @@ async def test_2_runner_inference( hosts=hosts(2) ) - task = chat_completion_task(INSTANCE_1_ID) + task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) await global_events.append_events( [ InstanceCreated( @@ -345,7 +360,7 @@ async def test_runner_respawn( logger: Logger, pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]], - chat_completion_task: Callable[[InstanceId], Task] + chat_completion_task: Callable[[InstanceId, TaskId], Task] ): event_log_manager = EventLogManager(EventLogConfig(), logger) await event_log_manager.initialize() @@ -382,7 +397,7 @@ async def test_runner_respawn( hosts=hosts(2) ) - task = chat_completion_task(INSTANCE_1_ID) + task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) await global_events.append_events( [ InstanceCreated( @@ -442,7 +457,7 @@ async def test_runner_respawn( assert isinstance(event, RunnerStatusUpdated) assert isinstance(event.runner_status, LoadedRunnerStatus) - task = chat_completion_task(INSTANCE_1_ID) + task = chat_completion_task(INSTANCE_1_ID, TASK_2_ID) await global_events.append_events( [ TaskCreated( From c3c8ddbce880b26d8d5af67fe584ee01e3ff0408 Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Mon, 28 Jul 2025 13:03:43 +0100 Subject: [PATCH 119/224] fix forwarder supervisor tests Co-authored-by: Gelu Vrabie --- master/forwarder_supervisor.py | 7 ++++--- ...t_forwarder_manager.py => test_forwarder_supervisor.py} | 0 2 files changed, 4 insertions(+), 3 deletions(-) rename master/tests/{test_forwarder_manager.py => test_forwarder_supervisor.py} (100%) diff --git a/master/forwarder_supervisor.py b/master/forwarder_supervisor.py index d00f4418..979d362e 100644 --- a/master/forwarder_supervisor.py +++ b/master/forwarder_supervisor.py @@ -1,5 +1,6 @@ import asyncio import contextlib +import os from enum import Enum from logging import Logger from pathlib import Path @@ -106,14 +107,14 @@ class ForwarderSupervisor: pairs: str = self._get_forwarding_pairs(role) + env_vars = os.environ.copy() + env_vars["FORWARDER_NODE_ID"] = str(self.node_id) self._process = await asyncio.create_subprocess_exec( str(self._binary_path), f'{pairs}', stdout=None, stderr=None, - env={ - "FORWARDER_NODE_ID": str(self.node_id), - } + env=env_vars ) self._logger.info(f"Starting forwarder with forwarding pairs: {pairs}") diff --git a/master/tests/test_forwarder_manager.py b/master/tests/test_forwarder_supervisor.py similarity index 100% rename from master/tests/test_forwarder_manager.py rename to master/tests/test_forwarder_supervisor.py From 176d077c877c8a9f6a2740f6603861b85b364aa9 Mon Sep 17 00:00:00 2001 From: Seth Howes <71157822+sethhowes@users.noreply.github.com> Date: Mon, 28 Jul 2025 13:07:10 +0100 Subject: [PATCH 120/224] Fix IPv4 serialisation for topology --- shared/topology.py | 10 ---------- shared/types/multiaddr.py | 7 ++++++- shared/types/topology.py | 4 ++-- 3 files changed, 8 insertions(+), 13 deletions(-) diff --git a/shared/topology.py b/shared/topology.py index cdbc6622..0f75a214 100644 --- a/shared/topology.py +++ b/shared/topology.py @@ -11,8 +11,6 @@ from shared.types.topology import Connection, Node, TopologyProto class TopologySnapshot(BaseModel): - """Immutable serialisable representation of a :class:`Topology`.""" - nodes: list[Node] connections: list[Connection] master_node_id: NodeId | None = None @@ -29,8 +27,6 @@ class Topology(TopologyProto): self.master_node_id: NodeId | None = None def to_snapshot(self) -> TopologySnapshot: - """Return an immutable snapshot suitable for JSON serialisation.""" - return TopologySnapshot( nodes=list(self.list_nodes()), connections=list(self.list_connections()), @@ -39,12 +35,6 @@ class Topology(TopologyProto): @classmethod def from_snapshot(cls, snapshot: TopologySnapshot) -> "Topology": - """Reconstruct a :class:`Topology` from *snapshot*. - - The reconstructed topology is equivalent (w.r.t. nodes, connections - and ``master_node_id``) to the original one that produced *snapshot*. - """ - topology = cls() topology.master_node_id = snapshot.master_node_id diff --git a/shared/types/multiaddr.py b/shared/types/multiaddr.py index 53c0a22f..db16c933 100644 --- a/shared/types/multiaddr.py +++ b/shared/types/multiaddr.py @@ -2,7 +2,7 @@ import re from ipaddress import IPv4Address from typing import ClassVar -from pydantic import BaseModel, computed_field, field_validator +from pydantic import BaseModel, computed_field, field_serializer, field_validator class Multiaddr(BaseModel): @@ -31,6 +31,11 @@ class Multiaddr(BaseModel): if not match: raise ValueError(f"Invalid multiaddr format: {self.address}. Expected format like /ip4/127.0.0.1/tcp/4001") return IPv4Address(match.group(1)) + + @field_serializer("ipv4_address") + def serialize_ipv4_address(self, value: IPv4Address) -> str: + return str(value) + @computed_field @property diff --git a/shared/types/topology.py b/shared/types/topology.py index 2a5609fd..029db17f 100644 --- a/shared/types/topology.py +++ b/shared/types/topology.py @@ -33,8 +33,8 @@ class Connection(BaseModel): return ( self.local_node_id == other.local_node_id and self.send_back_node_id == other.send_back_node_id - and self.local_multiaddr == other.local_multiaddr - and self.send_back_multiaddr == other.send_back_multiaddr + and self.local_multiaddr.address == other.local_multiaddr.address + and self.send_back_multiaddr.address == other.send_back_multiaddr.address ) From 20241e32907831e74745724655c342f94cbff1dd Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Mon, 28 Jul 2025 13:07:29 +0100 Subject: [PATCH 121/224] some finishing touches to get this working e2e --- master/api.py | 25 +++++++++++++++++++++++++ master/main.py | 2 +- master/placement.py | 7 ++++++- shared/types/api.py | 21 +++++++++++++++++++-- 4 files changed, 51 insertions(+), 4 deletions(-) diff --git a/master/api.py b/master/api.py index 5b4ea986..69efb21b 100644 --- a/master/api.py +++ b/master/api.py @@ -5,6 +5,7 @@ from typing import Callable, List, Sequence, final import uvicorn from fastapi import FastAPI, HTTPException +from fastapi.middleware.cors import CORSMiddleware from fastapi.responses import StreamingResponse from shared.db.sqlite.connector import AsyncSQLiteEventStorage @@ -16,6 +17,8 @@ from shared.types.api import ( CreateInstanceResponse, CreateInstanceTaskParams, DeleteInstanceResponse, + ModelList, + ModelListModel, StreamingChoiceResponse, ) from shared.types.common import CommandId @@ -64,12 +67,22 @@ async def resolve_model_meta(model_id: str) -> ModelMetadata: class API: def __init__(self, command_buffer: List[Command], global_events: AsyncSQLiteEventStorage, get_state: Callable[[], State]) -> None: self._app = FastAPI() + self._setup_cors() self._setup_routes() self.command_buffer = command_buffer self.global_events = global_events self.get_state = get_state + def _setup_cors(self) -> None: + self._app.add_middleware( + CORSMiddleware, + allow_origins=["*"], + allow_credentials=True, + allow_methods=["*"], + allow_headers=["*"], + ) + def _setup_routes(self) -> None: # self._app.get("/topology/control_plane")(self.get_control_plane_topology) # self._app.get("/topology/data_plane")(self.get_data_plane_topology) @@ -77,6 +90,8 @@ class API: self._app.post("/instance")(self.create_instance) self._app.get("/instance/{instance_id}")(self.get_instance) self._app.delete("/instance/{instance_id}")(self.delete_instance) + self._app.get("/models")(self.get_models) + self._app.get("/v1/models")(self.get_models) # self._app.get("/model/{model_id}/metadata")(self.get_model_data) # self._app.post("/model/{model_id}/instances")(self.get_instances_by_model) self._app.post("/v1/chat/completions")(self.chat_completions) @@ -196,6 +211,16 @@ class API: media_type="text/plain" ) + async def get_models(self) -> ModelList: + """Returns list of available models.""" + return ModelList(data=[ + ModelListModel( + id=card.short_id, + hugging_face_id=card.model_id, + name=card.name, + description=card.description, + tags=card.tags) for card in MODEL_CARDS.values()]) + def start_fastapi_server( diff --git a/master/main.py b/master/main.py index 6417b9c4..45224d66 100644 --- a/master/main.py +++ b/master/main.py @@ -127,7 +127,7 @@ class Master: print(f"applying event: {event_from_log}") self.state = apply(self.state, event_from_log) - self.logger.info(f"state: {self.state.model_dump_json()}") + self.logger.info(f"state: {self.state}") async def run(self): self.state = await self._get_state_snapshot() diff --git a/master/placement.py b/master/placement.py index e502f5d3..da15c650 100644 --- a/master/placement.py +++ b/master/placement.py @@ -1,3 +1,4 @@ +import random from collections.abc import Mapping from copy import deepcopy from functools import singledispatch @@ -17,6 +18,9 @@ from shared.types.worker.common import InstanceId from shared.types.worker.instances import Instance, InstanceStatus +def random_ephemeral_port() -> int: + return random.randint(49152, 65535) + @singledispatch def get_instance_placements( command: CreateInstanceCommand, @@ -52,7 +56,8 @@ def get_instance_placements( shard_assignments=shard_assignments, hosts=[Host( ip=host.ip, - port=host.port, + # NOTE: it's fine to have non-deterministic ports here since this is in a command decision + port=random_ephemeral_port(), ) for host in hosts] ) return target_instances diff --git a/shared/types/api.py b/shared/types/api.py index 98d99468..cdf9913e 100644 --- a/shared/types/api.py +++ b/shared/types/api.py @@ -1,6 +1,7 @@ -from typing import Any, Literal +import time +from typing import Any, List, Literal -from pydantic import BaseModel +from pydantic import BaseModel, Field from shared.openai_compat import FinishReason from shared.types.common import CommandId @@ -8,6 +9,22 @@ from shared.types.models import ModelMetadata from shared.types.worker.instances import InstanceId +class ModelListModel(BaseModel): + id: str + object: str = "model" + created: int = Field(default_factory=lambda: int(time.time())) + owned_by: str = "exo" + # openwebui fields + hugging_face_id: str = Field(default="") + name: str = Field(default="") + description: str = Field(default="") + context_length: int = Field(default=0) + tags: List[str] = Field(default=[]) + +class ModelList(BaseModel): + object: str = "list" + data: List[ModelListModel] + class ChatCompletionMessage(BaseModel): role: Literal["system", "user", "assistant", "developer", "tool", "function"] content: str | None = None From dbd0bdc34b36d4057c286c849aeb78dfae0cb7e4 Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Mon, 28 Jul 2025 20:12:48 +0100 Subject: [PATCH 122/224] fix ci linter --- worker/tests/test_serdes.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/worker/tests/test_serdes.py b/worker/tests/test_serdes.py index fd5fdeb7..67782e4f 100644 --- a/worker/tests/test_serdes.py +++ b/worker/tests/test_serdes.py @@ -3,8 +3,8 @@ from typing import Callable, TypeVar from pydantic import BaseModel, TypeAdapter -from shared.types.tasks import Task, TaskId from shared.types.common import Host +from shared.types.tasks import Task, TaskId from shared.types.worker.commands_runner import ( ChatTaskMessage, RunnerMessageTypeAdapter, From b88abf1cc259e03e296eed397c7ee378003dcbbc Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Mon, 28 Jul 2025 22:00:05 +0100 Subject: [PATCH 123/224] fix topology disconnects and add heartbeat Co-authored-by: Gelu Vrabie --- master/main.py | 14 +++++--- shared/apply/apply.py | 18 +++++++++- shared/db/sqlite/connector.py | 5 +-- shared/topology.py | 66 ++++++++++++++++++++++++---------- shared/types/events/_events.py | 8 +++++ shared/types/topology.py | 8 ++--- 6 files changed, 90 insertions(+), 29 deletions(-) diff --git a/master/main.py b/master/main.py index 45224d66..2ce5ed8b 100644 --- a/master/main.py +++ b/master/main.py @@ -20,6 +20,7 @@ from shared.db.sqlite.event_log_manager import EventLogManager from shared.types.common import NodeId from shared.types.events import ( Event, + Heartbeat, TaskCreated, TopologyNodeCreated, ) @@ -114,7 +115,6 @@ class Master: next_events.extend(transition_events) await self.event_log_for_writes.append_events(next_events, origin=self.node_id) - # 2. get latest events events = await self.event_log_for_reads.get_events_since(self.state.last_event_applied_idx) if len(events) == 0: @@ -126,11 +126,16 @@ class Master: for event_from_log in events: print(f"applying event: {event_from_log}") self.state = apply(self.state, event_from_log) - - self.logger.info(f"state: {self.state}") + self.logger.info(f"state: {self.state.model_dump_json()}") async def run(self): self.state = await self._get_state_snapshot() + + async def heartbeat_task(): + while True: + await self.event_log_for_writes.append_events([Heartbeat(node_id=self.node_id)], origin=self.node_id) + await asyncio.sleep(5) + asyncio.create_task(heartbeat_task()) # TODO: we should clean these up on shutdown await self.forwarder_supervisor.start_as_replica() @@ -139,7 +144,8 @@ class Master: else: await self.election_callbacks.on_became_master() - await self.event_log_for_writes.append_events([TopologyNodeCreated(node_id=self.node_id)], origin=self.node_id) + role = "MASTER" if self.forwarder_supervisor.current_role == ForwarderRole.MASTER else "REPLICA" + await self.event_log_for_writes.append_events([TopologyNodeCreated(node_id=self.node_id, role=role)], origin=self.node_id) while True: try: await self._run_event_loop_body() diff --git a/shared/apply/apply.py b/shared/apply/apply.py index 1386a475..25eb2f27 100644 --- a/shared/apply/apply.py +++ b/shared/apply/apply.py @@ -8,6 +8,7 @@ from shared.types.events import ( ChunkGenerated, Event, EventFromEventLog, + Heartbeat, InstanceActivated, InstanceCreated, InstanceDeactivated, @@ -28,7 +29,7 @@ from shared.types.events import ( from shared.types.profiling import NodePerformanceProfile from shared.types.state import State from shared.types.tasks import Task, TaskId -from shared.types.topology import Node +from shared.types.topology import Connection, Node from shared.types.worker.common import NodeStatus, RunnerId from shared.types.worker.instances import Instance, InstanceId, InstanceStatus from shared.types.worker.runners import RunnerStatus @@ -43,6 +44,10 @@ def apply(state: State, event: EventFromEventLog[Event]) -> State: new_state: State = event_apply(event.event, state) return new_state.model_copy(update={"last_event_applied_idx": event.idx_in_log}) +@event_apply.register(Heartbeat) +def apply_heartbeat(event: Heartbeat, state: State) -> State: + return state + @event_apply.register(TaskCreated) def apply_task_created(event: TaskCreated, state: State) -> State: new_tasks: Mapping[TaskId, Task] = {**state.tasks, event.task_id: event.task} @@ -134,6 +139,8 @@ def apply_chunk_generated(event: ChunkGenerated, state: State) -> State: def apply_topology_node_created(event: TopologyNodeCreated, state: State) -> State: topology = copy.copy(state.topology) topology.add_node(Node(node_id=event.node_id)) + if event.role == "MASTER": + topology.set_master_node_id(event.node_id) return state.model_copy(update={"topology": topology}) @event_apply.register(TopologyEdgeCreated) @@ -154,4 +161,13 @@ def apply_topology_edge_deleted(event: TopologyEdgeDeleted, state: State) -> Sta if not topology.contains_connection(event.edge): return state topology.remove_connection(event.edge) + opposite_edge = Connection( + local_node_id=event.edge.send_back_node_id, + send_back_node_id=event.edge.local_node_id, + local_multiaddr=event.edge.send_back_multiaddr, + send_back_multiaddr=event.edge.local_multiaddr + ) + if not topology.contains_connection(opposite_edge): + return state.model_copy(update={"topology": topology}) + topology.remove_connection(opposite_edge) return state.model_copy(update={"topology": topology}) \ No newline at end of file diff --git a/shared/db/sqlite/connector.py b/shared/db/sqlite/connector.py index 873a89d8..d03dbd61 100644 --- a/shared/db/sqlite/connector.py +++ b/shared/db/sqlite/connector.py @@ -12,6 +12,7 @@ from sqlalchemy.ext.asyncio import AsyncSession, create_async_engine from sqlmodel import SQLModel from shared.types.events import Event, EventParser, NodeId +from shared.types.events._events import Heartbeat from shared.types.events.components import EventFromEventLog from .types import StoredEvent @@ -246,8 +247,8 @@ class AsyncSQLiteEventStorage: session.add(stored_event) await session.commit() - - self._logger.debug(f"Committed batch of {len(batch)} events") + if len([ev for ev in batch if not isinstance(ev[0], Heartbeat)]) > 0: + self._logger.debug(f"Committed batch of {len(batch)} events") except Exception as e: self._logger.error(f"Failed to commit batch: {e}") diff --git a/shared/topology.py b/shared/topology.py index 0f75a214..9658d483 100644 --- a/shared/topology.py +++ b/shared/topology.py @@ -53,6 +53,9 @@ class Topology(TopologyProto): rx_id = self._graph.add_node(node) self._node_id_to_rx_id_map[node.node_id] = rx_id self._rx_id_to_node_id_map[rx_id] = node.node_id + + def set_master_node_id(self, node_id: NodeId) -> None: + self.master_node_id = node_id def contains_node(self, node_id: NodeId) -> bool: return node_id in self._node_id_to_rx_id_map @@ -115,18 +118,27 @@ class Topology(TopologyProto): def remove_connection(self, connection: Connection) -> None: rx_idx = self._edge_id_to_rx_id_map[connection] + print(f"removing connection: {connection}, is bridge: {self._is_bridge(connection)}") if self._is_bridge(connection): - orphan_node_ids = self._get_orphan_node_ids(connection.local_node_id, connection) + # Determine the reference node from which reachability is calculated. + # Prefer a master node if the topology knows one; otherwise fall back to + # the local end of the connection being removed. + reference_node_id: NodeId = self.master_node_id if self.master_node_id is not None else connection.local_node_id + orphan_node_ids = self._get_orphan_node_ids(reference_node_id, connection) + print(f"orphan node ids: {orphan_node_ids}") for orphan_node_id in orphan_node_ids: orphan_node_rx_id = self._node_id_to_rx_id_map[orphan_node_id] + print(f"removing orphan node: {orphan_node_id}, rx_id: {orphan_node_rx_id}") self._graph.remove_node(orphan_node_rx_id) del self._node_id_to_rx_id_map[orphan_node_id] - del self._rx_id_to_node_id_map[orphan_node_rx_id] - else: - self._graph.remove_edge_from_index(rx_idx) - del self._edge_id_to_rx_id_map[connection] - if rx_idx in self._rx_id_to_node_id_map: - del self._rx_id_to_node_id_map[rx_idx] + + self._graph.remove_edge_from_index(rx_idx) + del self._edge_id_to_rx_id_map[connection] + if rx_idx in self._rx_id_to_node_id_map: + del self._rx_id_to_node_id_map[rx_idx] + + + print(f"topology after edge removal: {self.to_snapshot()}") def get_cycles(self) -> list[list[Node]]: cycle_idxs = rx.simple_cycles(self._graph) @@ -150,24 +162,42 @@ class Topology(TopologyProto): def _is_bridge(self, connection: Connection) -> bool: edge_idx = self._edge_id_to_rx_id_map[connection] - graph_copy = self._graph.copy().to_undirected() - components_before = rx.number_connected_components(graph_copy) + graph_copy: rx.PyDiGraph[Node, Connection] = self._graph.copy() + components_before = rx.strongly_connected_components(graph_copy) graph_copy.remove_edge_from_index(edge_idx) - components_after = rx.number_connected_components(graph_copy) + components_after = rx.strongly_connected_components(graph_copy) return components_after > components_before def _get_orphan_node_ids(self, master_node_id: NodeId, connection: Connection) -> list[NodeId]: + """Return node_ids that become unreachable from `master_node_id` once `connection` is removed. + + A node is considered *orphaned* if there exists **no directed path** from + the master node to that node after deleting the edge identified by + ``connection``. This definition is strictly weaker than being in a + different *strongly* connected component and more appropriate for + directed networks where information only needs to flow *outwards* from + the master. + """ edge_idx = self._edge_id_to_rx_id_map[connection] - graph_copy = self._graph.copy().to_undirected() + # Operate on a copy so the original topology remains intact while we + # compute reachability. + graph_copy: rx.PyDiGraph[Node, Connection] = self._graph.copy() graph_copy.remove_edge_from_index(edge_idx) - components = rx.connected_components(graph_copy) - orphan_node_rx_ids: set[int] = set() - master_node_rx_id = self._node_id_to_rx_id_map[master_node_id] - for component in components: - if master_node_rx_id not in component: - orphan_node_rx_ids.update(component) + if master_node_id not in self._node_id_to_rx_id_map: + # If the provided master node isn't present we conservatively treat + # every other node as orphaned. + return list(self._node_id_to_rx_id_map.keys()) - return [self._rx_id_to_node_id_map[rx_id] for rx_id in orphan_node_rx_ids] + master_rx_id = self._node_id_to_rx_id_map[master_node_id] + + # Nodes reachable by following outgoing edges from the master. + reachable_rx_ids: set[int] = set(rx.descendants(graph_copy, master_rx_id)) + reachable_rx_ids.add(master_rx_id) + + # Every existing node index not reachable is orphaned. + orphan_rx_ids = set(graph_copy.node_indices()) - reachable_rx_ids + + return [self._rx_id_to_node_id_map[rx_id] for rx_id in orphan_rx_ids if rx_id in self._rx_id_to_node_id_map] diff --git a/shared/types/events/_events.py b/shared/types/events/_events.py index 668b556d..6ae7d005 100644 --- a/shared/types/events/_events.py +++ b/shared/types/events/_events.py @@ -43,6 +43,9 @@ class _EventType(str, Enum): Here are all the unique kinds of events that can be sent over the network. """ + # Heartbeat Events + Heartbeat = "Heartbeat" + # Task Events TaskCreated = "TaskCreated" TaskStateUpdated = "TaskStateUpdated" @@ -95,6 +98,9 @@ class _BaseEvent[T: _EventType](BaseModel): """ return True +class Heartbeat(_BaseEvent[_EventType.Heartbeat]): + event_type: Literal[_EventType.Heartbeat] = _EventType.Heartbeat + node_id: NodeId class TaskCreated(_BaseEvent[_EventType.TaskCreated]): event_type: Literal[_EventType.TaskCreated] = _EventType.TaskCreated @@ -170,6 +176,7 @@ class ChunkGenerated(_BaseEvent[_EventType.ChunkGenerated]): class TopologyNodeCreated(_BaseEvent[_EventType.TopologyNodeCreated]): event_type: Literal[_EventType.TopologyNodeCreated] = _EventType.TopologyNodeCreated node_id: NodeId + role: Literal["MASTER", "REPLICA"] class TopologyEdgeCreated(_BaseEvent[_EventType.TopologyEdgeCreated]): event_type: Literal[_EventType.TopologyEdgeCreated] = _EventType.TopologyEdgeCreated @@ -192,6 +199,7 @@ class TopologyEdgeDeleted(_BaseEvent[_EventType.TopologyEdgeDeleted]): _Event = Union[ + Heartbeat, TaskCreated, TaskStateUpdated, TaskDeleted, diff --git a/shared/types/topology.py b/shared/types/topology.py index 029db17f..1b9a20bc 100644 --- a/shared/types/topology.py +++ b/shared/types/topology.py @@ -22,8 +22,8 @@ class Connection(BaseModel): ( self.local_node_id, self.send_back_node_id, - self.local_multiaddr.address, - self.send_back_multiaddr.address, + self.local_multiaddr.ipv4_address, + self.send_back_multiaddr.ipv4_address, ) ) @@ -33,8 +33,8 @@ class Connection(BaseModel): return ( self.local_node_id == other.local_node_id and self.send_back_node_id == other.send_back_node_id - and self.local_multiaddr.address == other.local_multiaddr.address - and self.send_back_multiaddr.address == other.send_back_multiaddr.address + and self.local_multiaddr.ipv4_address == other.local_multiaddr.ipv4_address + and self.send_back_multiaddr.ipv4_address == other.send_back_multiaddr.ipv4_address ) From 12566865d562f15c39689e2bd124650fe9a2042b Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Mon, 28 Jul 2025 22:15:04 +0100 Subject: [PATCH 124/224] better profiling --- master/tests/conftest.py | 1 + master/tests/test_master.py | 1 + master/tests/test_topology.py | 6 +- shared/types/profiling.py | 1 + worker/utils/profile.py | 18 ++- worker/utils/system_info.py | 236 ++++++++++++++++++++++++++++++++++ 6 files changed, 258 insertions(+), 5 deletions(-) create mode 100644 worker/utils/system_info.py diff --git a/master/tests/conftest.py b/master/tests/conftest.py index 1fbabfc8..bc1a3b75 100644 --- a/master/tests/conftest.py +++ b/master/tests/conftest.py @@ -20,6 +20,7 @@ def create_node(): node_profile=NodePerformanceProfile( model_id="test", chip_id="test", + friendly_name="test", memory=MemoryPerformanceProfile( ram_total=1000, ram_available=memory, diff --git a/master/tests/test_master.py b/master/tests/test_master.py index 767481e9..14125987 100644 --- a/master/tests/test_master.py +++ b/master/tests/test_master.py @@ -73,6 +73,7 @@ async def test_master(): node_profile=NodePerformanceProfile( model_id="maccy", chip_id="arm", + friendly_name="test", memory=MemoryPerformanceProfile(ram_total=678948*1024, ram_available=678948*1024, swap_total=0, swap_available=0), network_interfaces=[], system=SystemPerformanceProfile(flops_fp16=0) diff --git a/master/tests/test_topology.py b/master/tests/test_topology.py index 9765c20d..151ef0c3 100644 --- a/master/tests/test_topology.py +++ b/master/tests/test_topology.py @@ -28,7 +28,7 @@ def connection() -> Connection: def node_profile() -> NodePerformanceProfile: memory_profile = MemoryPerformanceProfile(ram_total=1000, ram_available=1000, swap_total=1000, swap_available=1000) system_profile = SystemPerformanceProfile(flops_fp16=1000) - return NodePerformanceProfile(model_id="test", chip_id="test", memory=memory_profile, network_interfaces=[], + return NodePerformanceProfile(model_id="test", chip_id="test", friendly_name="test", memory=memory_profile, network_interfaces=[], system=system_profile) @@ -69,9 +69,11 @@ def test_update_node_profile(topology: Topology, node_profile: NodePerformancePr topology.add_connection(connection) new_node_profile = NodePerformanceProfile(model_id="test", chip_id="test", + friendly_name="test", memory=MemoryPerformanceProfile(ram_total=1000, ram_available=1000, swap_total=1000, swap_available=1000), - network_interfaces=[], system=SystemPerformanceProfile(flops_fp16=1000)) + network_interfaces=[], + system=SystemPerformanceProfile(flops_fp16=1000)) # act topology.update_node_profile(connection.local_node_id, node_profile=new_node_profile) diff --git a/shared/types/profiling.py b/shared/types/profiling.py index 841d68ee..2986d45f 100644 --- a/shared/types/profiling.py +++ b/shared/types/profiling.py @@ -21,6 +21,7 @@ class NetworkInterfaceInfo(BaseModel): class NodePerformanceProfile(BaseModel): model_id: str chip_id: str + friendly_name: str memory: MemoryPerformanceProfile network_interfaces: list[NetworkInterfaceInfo] = Field(default_factory=list) system: SystemPerformanceProfile diff --git a/worker/utils/profile.py b/worker/utils/profile.py index b152e00c..77820550 100644 --- a/worker/utils/profile.py +++ b/worker/utils/profile.py @@ -13,6 +13,11 @@ from worker.utils.macmon.macmon import ( from worker.utils.macmon.macmon import ( get_metrics_async as macmon_get_metrics_async, ) +from worker.utils.system_info import ( + get_mac_friendly_name_async, + get_mac_system_info_async, + get_network_interface_info_async, +) # from exo.infra.event_log import EventLog # from exo.app.config import ResourceMonitorConfig @@ -53,12 +58,20 @@ async def start_polling_node_metrics( else 0 ) + system_info, network_interfaces, mac_friendly_name = await asyncio.gather( + get_mac_system_info_async(), + get_network_interface_info_async(), + get_mac_friendly_name_async(), + ) + # Run heavy FLOPs profiling only if enough time has elapsed await callback( NodePerformanceProfile( - model_id=platform.machine(), - chip_id=platform.processor(), + model_id=system_info.model_id, + chip_id=system_info.chip_id, + friendly_name=mac_friendly_name or "Unknown", + network_interfaces=network_interfaces, memory=MemoryPerformanceProfile( ram_total=total_mem, ram_available=total_mem - used_mem, @@ -73,7 +86,6 @@ async def start_polling_node_metrics( and metrics.memory.swap_total is not None else 0, ), - network_interfaces=[], system=SystemPerformanceProfile( flops_fp16=0, ), diff --git a/worker/utils/system_info.py b/worker/utils/system_info.py new file mode 100644 index 00000000..798a8990 --- /dev/null +++ b/worker/utils/system_info.py @@ -0,0 +1,236 @@ +import asyncio +import re +import sys +from typing import Dict, List, Optional + +from pydantic import BaseModel, Field + +from shared.types.profiling import NetworkInterfaceInfo + + +class SystemInfo(BaseModel): + model_id: str + chip_id: str + memory: int + network_interfaces: list[NetworkInterfaceInfo] = Field(default_factory=list) + + +async def get_mac_friendly_name_async() -> str | None: + """ + Asynchronously gets the 'Computer Name' (friendly name) of a Mac. + e.g., "John's MacBook Pro" + Returns the name as a string, or None if an error occurs or not on macOS. + """ + if sys.platform != 'darwin': # 'darwin' is the platform name for macOS + print("This function is designed for macOS only.") + return None + + try: + # asyncio.create_subprocess_exec allows running external commands asynchronously. + # stdout=asyncio.subprocess.PIPE captures standard output. + # stderr=asyncio.subprocess.PIPE captures standard error. + process = await asyncio.create_subprocess_exec( + 'scutil', '--get', 'ComputerName', + stdout=asyncio.subprocess.PIPE, + stderr=asyncio.subprocess.PIPE + ) + + # process.communicate() reads all data from stdout and stderr + # and waits for the process to terminate. + # It returns a tuple (stdout_data, stderr_data). + stdout_data, stderr_data = await process.communicate() + + # Check the return code of the process + if process.returncode == 0: + if stdout_data: + # Decode from bytes to string and strip whitespace + friendly_name = stdout_data.decode().strip() + return friendly_name + else: + # Should not happen if returncode is 0, but good to check + print("scutil command succeeded but produced no output.") + return None + else: + # If there was an error, print the stderr output + error_message = stderr_data.decode().strip() if stderr_data else "Unknown error" + print(f"Error executing scutil (return code {process.returncode}): {error_message}") + return None + + except FileNotFoundError: + # This would happen if scutil is somehow not found, highly unlikely on a Mac. + print("Error: 'scutil' command not found. Are you sure this is macOS?") + return None + except Exception as e: + print(f"An unexpected error occurred: {e}") + return None + +async def get_network_interface_info_async() -> List[NetworkInterfaceInfo]: + """ + Retrieves detailed network interface information on macOS. + Parses output from 'networksetup -listallhardwareports' and 'ifconfig' + to determine interface names, IP addresses, and types (ethernet, wifi, vpn, other). + Returns a list of NetworkInterfaceInfo objects. + """ + if sys.platform != 'darwin': + return [] + + interfaces_info: List[NetworkInterfaceInfo] = [] + device_to_type_map: Dict[str, str] = {} + + async def _run_cmd_async(command_parts: List[str]) -> Optional[str]: + # Helper to run a command and return its stdout, or None on error. + try: + process = await asyncio.create_subprocess_exec( + *command_parts, + stdout=asyncio.subprocess.PIPE, + stderr=asyncio.subprocess.PIPE + ) + stdout_data, stderr_data = await process.communicate() + if process.returncode == 0: + # Use 'utf-8' and replace errors for robustness + return stdout_data.decode('utf-8', errors='replace').strip() + else: + error_message = stderr_data.decode('utf-8', errors='replace').strip() if stderr_data else "Unknown error" + print(f"Error executing {' '.join(command_parts)} (code {process.returncode}): {error_message}") + return None + except FileNotFoundError: + print(f"Error: Command '{command_parts[0]}' not found. Ensure it's in PATH.") + return None + except Exception as e: + print(f"An unexpected error occurred running {' '.join(command_parts)}: {e}") + return None + + # 1. Get hardware port types from networksetup + networksetup_output = await _run_cmd_async(['networksetup', '-listallhardwareports']) + if networksetup_output: + current_hardware_port_type_raw: Optional[str] = None + for line in networksetup_output.splitlines(): + line_stripped = line.strip() + if line_stripped.startswith("Hardware Port:"): + current_hardware_port_type_raw = line_stripped.split(":", 1)[1].strip() + elif line_stripped.startswith("Device:") and current_hardware_port_type_raw: + device_name = line_stripped.split(":", 1)[1].strip() + if device_name and device_name != "N/A": + if "Thunderbolt" in current_hardware_port_type_raw: + device_to_type_map[device_name] = 'thunderbolt' + elif "Wi-Fi" in current_hardware_port_type_raw or "AirPort" in current_hardware_port_type_raw: + device_to_type_map[device_name] = 'wifi' + elif "Ethernet" in current_hardware_port_type_raw or \ + "LAN" in current_hardware_port_type_raw: + device_to_type_map[device_name] = 'ethernet' + current_hardware_port_type_raw = None # Reset for the next block + + # 2. Get interface names and IP addresses from ifconfig + ifconfig_output = await _run_cmd_async(['ifconfig']) + if ifconfig_output: + current_if_name: Optional[str] = None + # Regex for interface name (e.g., en0:, utun0:, tailscale0.) + interface_header_pattern = re.compile(r'^([a-zA-Z0-9\._-]+):') + # Regex for IPv4 address (inet) + inet_pattern = re.compile(r'^\s+inet\s+(\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3})') + # Regex for IPv6 address (inet6) + inet6_pattern = re.compile(r'^\s+inet6\s+([0-9a-fA-F:]+(?:%[a-zA-Z0-9._-]+)?)') + + def _add_interface_entry(if_name: str, ip_addr: str): + _if_type = device_to_type_map.get(if_name) + if not _if_type: # Infer type if not found via networksetup + if if_name.startswith(("utun", "wg", "ppp")) or "tailscale" in if_name: + _if_type = 'vpn' + elif if_name.startswith("bridge"): + _if_type = 'virtual' # For non-Thunderbolt bridges (e.g., Docker) + else: + _if_type = 'other' + + interfaces_info.append(NetworkInterfaceInfo( + name=if_name, + ip_address=ip_addr, + type=_if_type + )) + + for line in ifconfig_output.splitlines(): + header_match = interface_header_pattern.match(line) + if header_match: + potential_if_name = header_match.group(1) + if potential_if_name == "lo0": # Skip loopback interface + current_if_name = None + else: + current_if_name = potential_if_name + continue + + if current_if_name: + inet_m = inet_pattern.match(line) + if inet_m: + ipv4_address = inet_m.group(1) + _add_interface_entry(current_if_name, ipv4_address) # Add all IPv4, including APIPA + continue + + inet6_m = inet6_pattern.match(line) + if inet6_m: + ipv6_address = inet6_m.group(1) + # No specific filtering for IPv6 link-local (e.g., fe80::) for now. + _add_interface_entry(current_if_name, ipv6_address) + + return interfaces_info + +async def get_mac_system_info_async() -> SystemInfo: + """Get Mac system information using system_profiler.""" + model_id_val = "Unknown Model" + chip_id_val = "Unknown Chip" + memory_val = 0 + network_interfaces_info_list: List[NetworkInterfaceInfo] = [] + + try: + process = await asyncio.create_subprocess_exec( + "system_profiler", "SPHardwareDataType", + stdout=asyncio.subprocess.PIPE, + stderr=asyncio.subprocess.PIPE + ) + stdout_data, stderr_data = await process.communicate() + if process.returncode == 0: + if stdout_data: + output = stdout_data.decode().strip() + model_line = next((line for line in output.split("\n") if "Model Name" in line), None) + model_id_val = model_line.split(": ")[1] if model_line else "Unknown Model" + + chip_line = next((line for line in output.split("\n") if "Chip" in line), None) + chip_id_val = chip_line.split(": ")[1] if chip_line else "Unknown Chip" + + memory_line = next((line for line in output.split("\n") if "Memory" in line), None) + memory_str = memory_line.split(": ")[1] if memory_line else "0 GB" # Default to "0 GB" + memory_units = memory_str.split() + if len(memory_units) == 2: + try: + memory_value_int = int(memory_units[0]) + if memory_units[1] == "GB": + memory_val = memory_value_int * 1024 # Assuming MB + elif memory_units[1] == "MB": + memory_val = memory_value_int + else: # TB? Unlikely for typical memory, handle gracefully + memory_val = memory_value_int # Store as is, let consumer decide unit or log + print(f"Warning: Unknown memory unit {memory_units[1]}") + except ValueError: + print(f"Warning: Could not parse memory value {memory_units[0]}") + memory_val = 0 + + else: + print("system_profiler command succeeded but produced no output for hardware.") + else: + error_message = stderr_data.decode().strip() if stderr_data else "Unknown error" + print(f"Error executing system_profiler (return code {process.returncode}): {error_message}") + except Exception as e: + print(f"Error getting Mac hardware info: {e}") + + # Call the new function to get network info + try: + network_interfaces_info_list = await get_network_interface_info_async() + except Exception as e: + print(f"Error getting Mac network interface info: {e}") + network_interfaces_info_list = [] + + + return SystemInfo( + model_id=model_id_val, + chip_id=chip_id_val, + memory=memory_val, + network_interfaces=network_interfaces_info_list + ) From a2b4093d25f790486b1f1d4a393767351f11596f Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Mon, 28 Jul 2025 23:02:33 +0100 Subject: [PATCH 125/224] =?UTF-8?q?add=20metrics:=20gpu=5Fusage,=20temp,?= =?UTF-8?q?=20sys=5Fpower,=20pcpu=5Fusage,=20ecpu=5Fusage,=20ane=5F?= =?UTF-8?q?=E2=80=A6?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- shared/types/profiling.py | 7 +++++++ worker/utils/profile.py | 6 ++++++ 2 files changed, 13 insertions(+) diff --git a/shared/types/profiling.py b/shared/types/profiling.py index 2986d45f..304ac434 100644 --- a/shared/types/profiling.py +++ b/shared/types/profiling.py @@ -11,6 +11,13 @@ class MemoryPerformanceProfile(BaseModel): class SystemPerformanceProfile(BaseModel): flops_fp16: float + gpu_usage: float = 0.0 + temp: float = 0.0 + sys_power: float = 0.0 + pcpu_usage: float = 0.0 + ecpu_usage: float = 0.0 + ane_power: float = 0.0 + class NetworkInterfaceInfo(BaseModel): name: str diff --git a/worker/utils/profile.py b/worker/utils/profile.py index 77820550..702a84ff 100644 --- a/worker/utils/profile.py +++ b/worker/utils/profile.py @@ -88,6 +88,12 @@ async def start_polling_node_metrics( ), system=SystemPerformanceProfile( flops_fp16=0, + gpu_usage=metrics.gpu_usage[1] if metrics.gpu_usage is not None else 0, + temp=metrics.temp.gpu_temp_avg if metrics.temp is not None and metrics.temp.gpu_temp_avg is not None else 0, + sys_power=metrics.sys_power if metrics.sys_power is not None else 0, + pcpu_usage=metrics.pcpu_usage[1] if metrics.pcpu_usage is not None else 0, + ecpu_usage=metrics.ecpu_usage[1] if metrics.ecpu_usage is not None else 0, + ane_power=metrics.ane_power if metrics.ane_power is not None else 0, ), ) ) From 3f192f20cc9cb6d93ab0457369a361919dabad0a Mon Sep 17 00:00:00 2001 From: Seth Howes <71157822+sethhowes@users.noreply.github.com> Date: Mon, 28 Jul 2025 15:18:23 -0700 Subject: [PATCH 126/224] Reinstate dashboard --- dashboard/index.html | 1411 ++++++++++++++++++++++++++++++++++++++++++ master/api.py | 33 +- 2 files changed, 1422 insertions(+), 22 deletions(-) create mode 100644 dashboard/index.html diff --git a/dashboard/index.html b/dashboard/index.html new file mode 100644 index 00000000..9d8c9e9a --- /dev/null +++ b/dashboard/index.html @@ -0,0 +1,1411 @@ + + + + + + EXO + + + + +
+

EXO

+

Fetching data...

+
+ + + + +
+ × +

Node Details

+
+
+ +
+
+ + + + \ No newline at end of file diff --git a/master/api.py b/master/api.py index 69efb21b..ba74077f 100644 --- a/master/api.py +++ b/master/api.py @@ -1,4 +1,5 @@ import asyncio +from pathlib import Path import time from collections.abc import AsyncGenerator from typing import Callable, List, Sequence, final @@ -7,6 +8,7 @@ import uvicorn from fastapi import FastAPI, HTTPException from fastapi.middleware.cors import CORSMiddleware from fastapi.responses import StreamingResponse +from fastapi.staticfiles import StaticFiles from shared.db.sqlite.connector import AsyncSQLiteEventStorage from shared.models.model_cards import MODEL_CARDS @@ -38,6 +40,10 @@ from shared.types.tasks import ChatCompletionTaskParams from shared.types.worker.common import InstanceId from shared.types.worker.instances import Instance +# TODO: Make sure that when we package the app the dashboard is in the right place. +_ROOT_DIR = Path(__file__).resolve().parents[1] +_DASHBOARD_DIR = _ROOT_DIR / "dashboard" + def chunk_to_response(chunk: TokenChunk) -> ChatCompletionResponse: return ChatCompletionResponse( @@ -74,6 +80,8 @@ class API: self.global_events = global_events self.get_state = get_state + self._app.mount("/", StaticFiles(directory=_DASHBOARD_DIR, html=True), name="dashboard") + def _setup_cors(self) -> None: self._app.add_middleware( CORSMiddleware, @@ -84,35 +92,18 @@ class API: ) def _setup_routes(self) -> None: - # self._app.get("/topology/control_plane")(self.get_control_plane_topology) - # self._app.get("/topology/data_plane")(self.get_data_plane_topology) - # self._app.get("/instances/list")(self.list_instances) self._app.post("/instance")(self.create_instance) self._app.get("/instance/{instance_id}")(self.get_instance) self._app.delete("/instance/{instance_id}")(self.delete_instance) self._app.get("/models")(self.get_models) self._app.get("/v1/models")(self.get_models) - # self._app.get("/model/{model_id}/metadata")(self.get_model_data) - # self._app.post("/model/{model_id}/instances")(self.get_instances_by_model) self._app.post("/v1/chat/completions")(self.chat_completions) + self._app.get("/state")(self.get_state) @property def app(self) -> FastAPI: return self._app - # def get_control_plane_topology(self): - # return {"message": "Hello, World!"} - - # def get_data_plane_topology(self): - # return {"message": "Hello, World!"} - - # def get_model_metadata(self, model_id: ModelId) -> ModelMetadata: ... - - # def download_model(self, model_id: ModelId) -> None: ... - - # def list_instances(self): - # return {"message": "Hello, World!"} - async def create_instance(self, payload: CreateInstanceTaskParams) -> CreateInstanceResponse: model_meta = await resolve_model_meta(payload.model_id) @@ -153,10 +144,6 @@ class API: instance_id=instance_id, ) - # def get_model_data(self, model_id: ModelId) -> ModelInfo: ... - - # def get_instances_by_model(self, model_id: ModelId) -> list[Instance]: ... - async def _generate_chat_stream(self, command_id: CommandId) -> AsyncGenerator[str, None]: """Generate chat completion stream as JSON strings.""" @@ -221,6 +208,8 @@ class API: description=card.description, tags=card.tags) for card in MODEL_CARDS.values()]) + async def get_state(self) -> State: + return self.get_state() def start_fastapi_server( From 25fa46c6f6e312dcf1e703d03fb33b54da6b81b0 Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Tue, 29 Jul 2025 13:08:29 +0100 Subject: [PATCH 127/224] Update CODEOWNERS --- .github/CODEOWNERS | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS index e54f787f..16b1988c 100644 --- a/.github/CODEOWNERS +++ b/.github/CODEOWNERS @@ -1,3 +1,3 @@ * @ToxicPine * @AlexCheema - +* @GeluVrabie From ff3d11c748fda848a7fb0c8a868a922a8aeb6126 Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Tue, 29 Jul 2025 16:58:27 +0100 Subject: [PATCH 128/224] just run Co-authored-by: Gelu Vrabie --- justfile | 13 +++++++++++-- run.sh | 46 ++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 57 insertions(+), 2 deletions(-) create mode 100755 run.sh diff --git a/justfile b/justfile index a327859d..5b92d3c4 100644 --- a/justfile +++ b/justfile @@ -26,7 +26,7 @@ sync: uv sync --all-packages sync-clean: - uv sync --all-packages --force-reinstall + uv sync --all-packages --force-reinstall --no-cache protobufs: just regenerate-protobufs @@ -43,4 +43,13 @@ test-forwarder: cd networking/forwarder && go test ./src/... # Build all components (Python packages and Go forwarder) -build-all: build build-forwarder \ No newline at end of file +build-all: build build-forwarder + +run n="1" clean="false": + @echo "→ Spinning up {{n}} node(s) (clean={{clean}})" + if [ "{{clean}}" = "true" ]; then ./run.sh -c; else ./run.sh; fi + if [ "{{n}}" -gt 1 ]; then \ + for i in $(seq 2 "{{n}}"); do \ + if [ "{{clean}}" = "true" ]; then ./run.sh -rc; else ./run.sh -r; fi; \ + done; \ + fi \ No newline at end of file diff --git a/run.sh b/run.sh new file mode 100755 index 00000000..f63eea07 --- /dev/null +++ b/run.sh @@ -0,0 +1,46 @@ +#!/bin/bash +DIR="$PWD" + +# Initialize flags +REPLICA=false +CLEAN=false + +# Parse command line arguments +while getopts "rc" opt; do + case $opt in + r) + REPLICA=true + ;; + c) + CLEAN=true + ;; + \?) + echo "Invalid option: -$OPTARG" >&2 + echo "Usage: $0 [-r] [-c]" + echo " -r Run as replica" + echo " -c Clean databases before starting" + exit 1 + ;; + esac +done + +# Clean if requested +if [ "$CLEAN" = true ]; then + echo "Cleaning databases..." + rm -f ~/.exo/*db* + rm -f ~/.exo_replica/*db* +fi + +# First command (worker) - changes based on replica flag +if [ "$REPLICA" = true ]; then + osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export EXO_HOME=.exo_replica; uv run -m worker.main'\"" +else + osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c uv run -m worker.main\"" +fi + +# Second command (master) - changes based on replica flag +if [ "$REPLICA" = true ]; then + osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export EXO_RUN_AS_REPLICA=1 EXO_HOME=.exo_replica API_PORT=8001; uv run -m master.main'\"" +else + osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c uv run -m master.main\"" +fi \ No newline at end of file From b350ededb2000cb02600fb2931e92c15bdd5b7ad Mon Sep 17 00:00:00 2001 From: Matt Beton Date: Wed, 30 Jul 2025 13:30:54 +0100 Subject: [PATCH 129/224] Test Supervisor Errors. --- engines/mlx/utils_mlx.py | 1 - shared/apply/apply.py | 21 +- shared/types/events/_events.py | 9 + shared/types/tasks.py | 5 +- shared/types/worker/commands_runner.py | 10 +- worker/main.py | 152 +++++++++++--- worker/runner/communication.py | 14 +- worker/runner/runner.py | 9 +- worker/runner/runner_supervisor.py | 22 ++- worker/tests/test_runner_connection.py | 189 ++++++++++++++++++ worker/tests/test_spinup_timeout.py | 48 +++++ worker/tests/test_supervisor.py | 30 ++- worker/tests/test_supervisor_errors.py | 251 ++++++++++++++++++++++++ worker/tests/test_worker_handlers.py | 9 +- worker/tests/test_worker_integration.py | 105 +++++++++- 15 files changed, 819 insertions(+), 56 deletions(-) create mode 100644 worker/tests/test_runner_connection.py create mode 100644 worker/tests/test_spinup_timeout.py create mode 100644 worker/tests/test_supervisor_errors.py diff --git a/engines/mlx/utils_mlx.py b/engines/mlx/utils_mlx.py index 3b7c5147..1b77413f 100644 --- a/engines/mlx/utils_mlx.py +++ b/engines/mlx/utils_mlx.py @@ -52,7 +52,6 @@ def mlx_distributed_init(rank: int, hosts: list[Host]) -> mx.distributed.Group: os.environ["MLX_RANK"] = str(rank) os.environ["MLX_RING_VERBOSE"] = "1" - # Initialize distributed group = mx.distributed.init(backend="ring", strict=True) runner_print(f"Rank {rank} mlx distributed initialization complete") diff --git a/shared/apply/apply.py b/shared/apply/apply.py index 25eb2f27..18914590 100644 --- a/shared/apply/apply.py +++ b/shared/apply/apply.py @@ -19,6 +19,7 @@ from shared.types.events import ( RunnerStatusUpdated, TaskCreated, TaskDeleted, + TaskFailed, TaskStateUpdated, TopologyEdgeCreated, TopologyEdgeDeleted, @@ -28,7 +29,7 @@ from shared.types.events import ( ) from shared.types.profiling import NodePerformanceProfile from shared.types.state import State -from shared.types.tasks import Task, TaskId +from shared.types.tasks import Task, TaskId, TaskStatus from shared.types.topology import Connection, Node from shared.types.worker.common import NodeStatus, RunnerId from shared.types.worker.instances import Instance, InstanceId, InstanceStatus @@ -63,7 +64,23 @@ def apply_task_state_updated(event: TaskStateUpdated, state: State) -> State: if event.task_id not in state.tasks: return state - updated_task = state.tasks[event.task_id].model_copy(update={"task_status": event.task_status}) + update: dict[str, TaskStatus | None] = { + "task_status": event.task_status, + } + if event.task_status != TaskStatus.FAILED: + update["error_type"] = None + update["error_message"] = None + + updated_task = state.tasks[event.task_id].model_copy(update=update) + new_tasks: Mapping[TaskId, Task] = {**state.tasks, event.task_id: updated_task} + return state.model_copy(update={"tasks": new_tasks}) + +@event_apply.register(TaskFailed) +def apply_task_failed(event: TaskFailed, state: State) -> State: + if event.task_id not in state.tasks: + return state + + updated_task = state.tasks[event.task_id].model_copy(update={"error_type": event.error_type, "error_message": event.error_message}) new_tasks: Mapping[TaskId, Task] = {**state.tasks, event.task_id: updated_task} return state.model_copy(update={"tasks": new_tasks}) diff --git a/shared/types/events/_events.py b/shared/types/events/_events.py index 6ae7d005..cb092909 100644 --- a/shared/types/events/_events.py +++ b/shared/types/events/_events.py @@ -49,6 +49,7 @@ class _EventType(str, Enum): # Task Events TaskCreated = "TaskCreated" TaskStateUpdated = "TaskStateUpdated" + TaskFailed = "TaskFailed" TaskDeleted = "TaskDeleted" # Streaming Events @@ -119,6 +120,13 @@ class TaskStateUpdated(_BaseEvent[_EventType.TaskStateUpdated]): task_status: TaskStatus +class TaskFailed(_BaseEvent[_EventType.TaskFailed]): + event_type: Literal[_EventType.TaskFailed] = _EventType.TaskFailed + task_id: TaskId + error_type: str + error_message: str + + class InstanceCreated(_BaseEvent[_EventType.InstanceCreated]): event_type: Literal[_EventType.InstanceCreated] = _EventType.InstanceCreated instance: Instance @@ -202,6 +210,7 @@ _Event = Union[ Heartbeat, TaskCreated, TaskStateUpdated, + TaskFailed, TaskDeleted, InstanceCreated, InstanceActivated, diff --git a/shared/types/tasks.py b/shared/types/tasks.py index 00426ba9..c4958eb2 100644 --- a/shared/types/tasks.py +++ b/shared/types/tasks.py @@ -1,5 +1,5 @@ from enum import Enum -from typing import Annotated, Literal +from typing import Annotated, Literal, Optional from pydantic import BaseModel, Field @@ -31,4 +31,7 @@ class ChatCompletionTask(BaseModel): task_status: TaskStatus task_params: ChatCompletionTaskParams + error_type: Optional[str] = Field(default=None) + error_message: Optional[str] = Field(default=None) + Task = Annotated[ChatCompletionTask, Field(discriminator="task_type")] diff --git a/shared/types/worker/commands_runner.py b/shared/types/worker/commands_runner.py index 4a05b09b..3ca0bf22 100644 --- a/shared/types/worker/commands_runner.py +++ b/shared/types/worker/commands_runner.py @@ -51,6 +51,7 @@ RunnerMessageTypeAdapter: TypeAdapter[RunnerMessage] = TypeAdapter(RunnerMessage class RunnerResponseType(str, Enum): + InitializedResponse = "initialized_response" GenerationResponse = "generation_response" FinishedResponse = "finished_response" PrintResponse = "print_response" @@ -64,6 +65,13 @@ class BaseRunnerResponse(BaseModel, Generic[RRT]): pass +class InitializedResponse(BaseRunnerResponse[RunnerResponseType.InitializedResponse]): + type: Literal[RunnerResponseType.InitializedResponse] = Field( + default=RunnerResponseType.InitializedResponse, frozen=True + ) + time_taken: float + + class GenerationResponse(BaseRunnerResponse[RunnerResponseType.GenerationResponse]): type: Literal[RunnerResponseType.GenerationResponse] = Field( default=RunnerResponseType.GenerationResponse, frozen=True @@ -97,7 +105,7 @@ class ErrorResponse(BaseRunnerResponse[RunnerResponseType.ErrorResponse]): RunnerResponse = Annotated[ - GenerationResponse | PrintResponse | FinishedResponse | ErrorResponse, + InitializedResponse | GenerationResponse | PrintResponse | FinishedResponse | ErrorResponse, Field(discriminator="type"), ] RunnerResponseTypeAdapter: TypeAdapter[RunnerResponse] = TypeAdapter(RunnerResponse) diff --git a/worker/main.py b/worker/main.py index 42cf9850..bf537302 100644 --- a/worker/main.py +++ b/worker/main.py @@ -1,5 +1,6 @@ import asyncio import logging +import time from asyncio import Queue from copy import deepcopy from functools import partial @@ -15,15 +16,17 @@ from shared.types.common import Host, NodeId from shared.types.events import ( ChunkGenerated, Event, + InstanceDeleted, InstanceId, NodePerformanceMeasured, RunnerDeleted, RunnerStatusUpdated, + TaskFailed, TaskStateUpdated, ) from shared.types.profiling import NodePerformanceProfile from shared.types.state import State -from shared.types.tasks import TaskStatus +from shared.types.tasks import TaskId, TaskStatus from shared.types.worker.common import RunnerId from shared.types.worker.downloads import ( DownloadCompleted, @@ -68,6 +71,7 @@ class AssignedRunner(BaseModel): hosts: list[Host] status: RunnerStatus + failures: list[tuple[float, Exception]] = [] runner: Optional[RunnerSupervisor] # set if the runner is 'up' model_config = ConfigDict(arbitrary_types_allowed=True) @@ -141,14 +145,36 @@ class Worker: yield async def _execute_runner_up_op( - self, op: RunnerUpOp + self, op: RunnerUpOp, initialize_timeout: Optional[float] = None ) -> AsyncGenerator[Event, None]: assigned_runner = self.assigned_runners[op.runner_id] - assigned_runner.runner = await RunnerSupervisor.create( - model_shard_meta=assigned_runner.shard_metadata, - hosts=assigned_runner.hosts, - ) + # TODO: This should be dynamic, based on the size of the model. + if not initialize_timeout: + GBPS = 10 + + shard = assigned_runner.shard_metadata + weights_size_kb = (shard.end_layer - shard.start_layer) / shard.n_layers * shard.model_meta.storage_size_kilobytes + + initialize_timeout = weights_size_kb / (1024**2 * GBPS) + 2.0 # Add a constant 2.0 to ensure connection can be made as well + + try: + assigned_runner.runner = await asyncio.wait_for( + RunnerSupervisor.create( + model_shard_meta=assigned_runner.shard_metadata, + hosts=assigned_runner.hosts, + logger=self.logger, + ), + timeout=initialize_timeout, + ) + except TimeoutError as e: + import traceback + + tb = traceback.format_exc() + e = Exception(f"{type(e).__name__}: {str(e)}. Traceback: {tb}") + async for event in self._fail_runner(e=e, runner_id=op.runner_id): + yield event + return if assigned_runner.runner.healthy: assigned_runner.status = LoadedRunnerStatus() @@ -161,8 +187,9 @@ class Worker: ) -> AsyncGenerator[Event, None]: assigned_runner = self.assigned_runners[op.runner_id] - assert isinstance(assigned_runner.runner, RunnerSupervisor) - await assigned_runner.runner.astop() + if isinstance(assigned_runner.runner, RunnerSupervisor): + await assigned_runner.runner.astop() + assigned_runner.runner = None assigned_runner.status = ReadyRunnerStatus() @@ -287,9 +314,6 @@ class Worker: assigned_runner = self.assigned_runners[op.runner_id] async def inner_execute(queue: asyncio.Queue[Event]) -> None: - assert assigned_runner.runner is not None - assert assigned_runner.runner.healthy - async def running_callback(queue: asyncio.Queue[Event]) -> None: # Called when the MLX process has been kicked off assigned_runner.status = RunningRunnerStatus() @@ -302,6 +326,9 @@ class Worker: )) try: + assert assigned_runner.runner is not None + assert assigned_runner.runner.healthy + async for chunk in assigned_runner.runner.stream_response( task=op.task, request_started_callback=partial(running_callback, queue)): @@ -325,34 +352,44 @@ class Worker: except Exception as e: - # TODO: What log level? - self.logger.log(2, f'Runner failed whilst running inference task. Task: {op.task}. Error: {e}') - - if assigned_runner.shard_metadata.device_rank == 0: - await queue.put(TaskStateUpdated( - task_id=op.task.task_id, - task_status=TaskStatus.FAILED, - )) - - assigned_runner.runner = None - assigned_runner.status = FailedRunnerStatus(error_message=str(e)) - await queue.put(assigned_runner.status_update_event()) + # An exception occurs in the runner supervisor + self.logger.warning(f'Runner failed whilst running inference task. Task: {op.task}. Error: {e}') + async for event in self._fail_task(e, op.runner_id, op.task.task_id): + await queue.put(event) queue: Queue[Event] = asyncio.Queue() task = asyncio.create_task(inner_execute(queue)) + # TODO: Initial (prefil) timeout can be dynamic + # model_kb = assigned_runner.shard_metadata.model_meta.storage_size_kilobytes + try: # Yield items from the queue + # timeout = 30. + timeout = 3. while True: - item: Event = await asyncio.wait_for(queue.get(), timeout=5) + item: Event = await asyncio.wait_for(queue.get(), timeout=timeout) yield item + timeout = 2. if isinstance(item, RunnerStatusUpdated) and isinstance( item.runner_status, (LoadedRunnerStatus, FailedRunnerStatus) ): + if isinstance(item.runner_status, LoadedRunnerStatus): + assigned_runner.failures = [] + break + except TimeoutError as e: + # Runner supervisor doesn't respond in time; so we put the runner & task into a failed state + self.logger.warning(f'Timed out waiting for runner response to inference task. Task: {op.task}.') + async for event in self._fail_task(e, op.runner_id, op.task.task_id): + yield event finally: # Ensure the task is cleaned up - await task + try: + await asyncio.wait_for(task, timeout=5) + except asyncio.TimeoutError: + self.logger.warning("Timed out waiting for task cleanup after inference execution.") + ## Operation Planner @@ -381,6 +418,10 @@ class Worker: def plan(self, state: State) -> RunnerOp | None: # Compare state to worker 'mood' + # for runner_id, assigned_runner in self.assigned_runners.items(): + # if len(assigned_runner.failures) == 3: + # raise Exception('Too many error occurred in assigned runner - assumed to be recurrent and unrecoverable.\nErrors are as follows: {assigned_runner.failures}') + # First, unassign assigned runners that are no longer in the state. for runner_id, _ in self.assigned_runners.items(): runner_ids: list[RunnerId] = [ @@ -512,7 +553,9 @@ class Worker: continue # The only previous state to get to Running is from Loaded for _, task in state.tasks.items(): - if task.instance_id == instance_id and task.task_status == TaskStatus.PENDING: + if task.instance_id == instance_id and ( + task.task_status == TaskStatus.PENDING or task.task_status == TaskStatus.FAILED + ): if (runner.shard_metadata.device_rank >= 1 or runner.shard_metadata.world_size == 1): return ExecuteTaskOp(runner_id=runner_id, task=task) else: @@ -530,17 +573,56 @@ class Worker: return None + async def _fail_runner(self, e: Exception, runner_id: RunnerId) -> AsyncGenerator[Event]: + if runner_id in self.assigned_runners: + assigned_runner = self.assigned_runners[runner_id] + + assigned_runner.runner = None + assigned_runner.status = FailedRunnerStatus(error_message=str(e)) + assigned_runner.failures.append( + ( + time.time(), + e + ) + ) + + # Reset failure count back to 0 when succesful + if len(assigned_runner.failures) >= 3: + # Too many retries. We will emit a DeleteInstance + yield InstanceDeleted( + instance_id=assigned_runner.instance_id + ) + + yield assigned_runner.status_update_event() + + + async def _fail_task(self, e: Exception, runner_id: RunnerId, task_id: TaskId) -> AsyncGenerator[Event]: + if runner_id in self.assigned_runners: + yield TaskStateUpdated( + task_id=task_id, + task_status=TaskStatus.FAILED, + ) + + yield TaskFailed( + task_id=task_id, + error_type=str(type(e)), + error_message=str(e) + ) + + async for event in self._fail_runner(e, runner_id): + yield event + + async def event_publisher(self, event: Event) -> None: assert self.worker_events is not None await self.worker_events.append_events([event], self.node_id) - print(f"published event: {event}") + self.logger.info(f"published event: {event}") # Handle state updates async def run(self): assert self.global_events is not None while True: - _rank = list(self.assigned_runners.values())[0].shard_metadata.device_rank if self.assigned_runners else None # 1. get latest events events = await self.global_events.get_events_since(self.state.last_event_applied_idx) @@ -555,8 +637,18 @@ class Worker: # run the op, synchronously blocking for now if op is not None: - async for event in self._execute_op(op): - await self.event_publisher(event) + try: + async for event in self._execute_op(op): + await self.event_publisher(event) + except Exception as e: + # execeute_task_op already has its own exception handling here. So we assume we had an exception in one of the other op types. + # we therefore just fail the runner. + self.logger.warning(f"Encountered exception when executing worker op {op}: {e}. \n Runner will be spun down and retried.") + async for event in self._fail_runner( + e, + runner_id=op.runner_id, + ): + await self.event_publisher(event) await asyncio.sleep(0.01) if len(events) > 0: diff --git a/worker/runner/communication.py b/worker/runner/communication.py index 18001b8f..85efa090 100644 --- a/worker/runner/communication.py +++ b/worker/runner/communication.py @@ -47,9 +47,13 @@ async def runner_read_message() -> RunnerMessage: def runner_write_response(obj: RunnerResponse) -> None: - encoded: bytes = obj.model_dump_json().encode("utf-8") + b"\n" - _ = sys.stdout.buffer.write(encoded) - _ = sys.stdout.buffer.flush() + try: + encoded: bytes = obj.model_dump_json().encode("utf-8") + b"\n" + _ = sys.stdout.buffer.write(encoded) + _ = sys.stdout.buffer.flush() + except BrokenPipeError: + # Supervisor has closed the pipe, silently exit + sys.exit(0) async def supervisor_read_response( @@ -83,6 +87,10 @@ def runner_print(text: str) -> None: def runner_write_error(error: Exception) -> None: + # Skip writing error if it's a BrokenPipeError - supervisor is already gone + if isinstance(error, BrokenPipeError): + sys.exit(0) + error_response: ErrorResponse = ErrorResponse( type=RunnerResponseType.ErrorResponse, error_type=type(error).__name__, diff --git a/worker/runner/runner.py b/worker/runner/runner.py index d5a1fbb2..f2343e07 100644 --- a/worker/runner/runner.py +++ b/worker/runner/runner.py @@ -1,5 +1,6 @@ import asyncio import concurrent.futures +import time from collections.abc import AsyncGenerator from functools import partial from typing import Callable, cast @@ -17,6 +18,7 @@ from shared.types.worker.commands_runner import ( ExitMessage, FinishedResponse, GenerationResponse, + InitializedResponse, RunnerMessage, SetupMessage, ) @@ -98,23 +100,24 @@ async def _mlx_generate( async def main(): try: runner_print("hello from the runner") - # Get setup info from worker init_message = await runner_read_message() setup_message = ensure_type(init_message, SetupMessage) model_shard_meta = setup_message.model_shard_meta hosts = setup_message.hosts + + setup_start_time = time.time() mlx_executor = concurrent.futures.ThreadPoolExecutor(max_workers=1) loop = asyncio.get_running_loop() - runner_print(f"got here; {hosts}") - model, tokenizer, sampler = await loop.run_in_executor( mlx_executor, partial(initialize_mlx, model_shard_meta=model_shard_meta, hosts=hosts), ) + runner_write_response(InitializedResponse(time_taken=time.time() - setup_start_time)) + while True: message: RunnerMessage = await runner_read_message() match message: diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py index 8d813697..77d6469f 100644 --- a/worker/runner/runner_supervisor.py +++ b/worker/runner/runner_supervisor.py @@ -2,6 +2,7 @@ import asyncio import contextlib import sys from collections.abc import AsyncGenerator +from logging import Logger from types import CoroutineType from typing import Any, Callable @@ -14,6 +15,7 @@ from shared.types.worker.commands_runner import ( ExitMessage, FinishedResponse, GenerationResponse, + InitializedResponse, PrintResponse, RunnerResponse, SetupMessage, @@ -54,6 +56,7 @@ class RunnerSupervisor: cls, model_shard_meta: ShardMetadata, hosts: list[Host], + logger: Logger ) -> "RunnerSupervisor": """ Create and initialize a RunnerSupervisor instance. @@ -66,7 +69,7 @@ class RunnerSupervisor: *cmd, stdin=asyncio.subprocess.PIPE, stdout=asyncio.subprocess.PIPE, - stderr=sys.stderr, + stderr=sys.stderr ) ) @@ -79,6 +82,21 @@ class RunnerSupervisor: ), ) + while True: + line: RunnerResponse | None = await supervisor_read_response( + runner_process + ) + if line is None or isinstance(line, PrintResponse): + # print(line) + continue + elif isinstance(line, ErrorResponse): + raise Exception(line.error_type, line.error_message, line.traceback or "") + else: + assert isinstance(line, InitializedResponse) + logger.info(f'Runner initialized in {line.time_taken} seconds') + print(f'Runner initialized in {line.time_taken} seconds') + break + return cls( model_shard_meta=model_shard_meta, hosts=hosts, @@ -203,6 +221,8 @@ class RunnerSupervisor: token_id=token, finish_reason=finish_reason, ) + case InitializedResponse(): + raise ValueError('Initialized Response read during streaming flow') case FinishedResponse(): break case PrintResponse(text=text): diff --git a/worker/tests/test_runner_connection.py b/worker/tests/test_runner_connection.py new file mode 100644 index 00000000..c988224b --- /dev/null +++ b/worker/tests/test_runner_connection.py @@ -0,0 +1,189 @@ +import asyncio +import os +from logging import Logger +from typing import Callable, Final + +import pytest + +from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from shared.types.common import Host, NodeId +from shared.types.events import InstanceCreated, InstanceDeleted +from shared.types.models import ModelId +from shared.types.tasks import Task +from shared.types.worker.common import InstanceId, RunnerId +from shared.types.worker.instances import Instance, InstanceStatus, ShardAssignments +from shared.types.worker.runners import FailedRunnerStatus +from shared.types.worker.shards import PipelineShardMetadata +from worker.download.shard_downloader import NoopShardDownloader +from worker.main import Worker + +MASTER_NODE_ID = NodeId("ffffffff-aaaa-4aaa-8aaa-aaaaaaaaaaaa") +NODE_A: Final[NodeId] = NodeId("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa") +NODE_B: Final[NodeId] = NodeId("bbbbbbbb-bbbb-4bbb-8bbb-bbbbbbbbbbbb") + +RUNNER_1_ID: Final[RunnerId] = RunnerId("11111111-1111-4111-8111-111111111111") +INSTANCE_1_ID: Final[InstanceId] = InstanceId("22222222-2222-4222-8222-222222222222") +RUNNER_2_ID: Final[RunnerId] = RunnerId("33333333-3333-4333-8333-333333333333") +INSTANCE_2_ID: Final[InstanceId] = InstanceId("44444444-4444-4444-8444-444444444444") +MODEL_A_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' +MODEL_B_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' +TASK_1_ID: Final = "55555555-5555-4555-8555-555555555555" +TASK_2_ID: Final = "66666666-6666-4666-8666-666666666666" + +@pytest.fixture +def user_message() -> str: + return "What is the capital of Japan?" + +@pytest.mark.skipif( + os.environ.get("DETAILED", "").lower() != "true", + reason="This test only runs when ENABLE_SPINUP_TIMEOUT_TEST=true environment variable is set" +) +async def check_runner_connection( + logger: Logger, + pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], + hosts: Callable[[int], list[Host]], + chat_completion_task: Callable[[InstanceId, str], Task], +) -> bool: + # Track all tasks and workers for cleanup + tasks: list[asyncio.Task[None]] = [] + workers: list[Worker] = [] + + try: + event_log_manager = EventLogManager(EventLogConfig(), logger) + await event_log_manager.initialize() + shard_downloader = NoopShardDownloader() + + global_events = event_log_manager.global_events + await global_events.delete_all_events() + + worker1 = Worker( + NODE_A, + logger=logger, + shard_downloader=shard_downloader, + worker_events=global_events, + global_events=global_events, + ) + workers.append(worker1) + task1 = asyncio.create_task(worker1.run()) + tasks.append(task1) + + worker2 = Worker( + NODE_B, + logger=logger, + shard_downloader=shard_downloader, + worker_events=global_events, + global_events=global_events, + ) + workers.append(worker2) + task2 = asyncio.create_task(worker2.run()) + tasks.append(task2) + + model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') + + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard={ + RUNNER_1_ID: pipeline_shard_meta(2, 0), + RUNNER_2_ID: pipeline_shard_meta(2, 1) + }, + node_to_runner={ + NODE_A: RUNNER_1_ID, + NODE_B: RUNNER_2_ID + } + ) + + instance = Instance( + instance_id=INSTANCE_1_ID, + instance_type=InstanceStatus.ACTIVE, + shard_assignments=shard_assignments, + hosts=hosts(2) + ) + + await global_events.append_events( + [ + InstanceCreated( + instance=instance + ), + ], + origin=MASTER_NODE_ID + ) + + from worker.runner.runner_supervisor import RunnerSupervisor + + async def wait_for_runner_supervisor(worker: Worker, timeout: float = 5.0) -> RunnerSupervisor | None: + end = asyncio.get_event_loop().time() + timeout + while True: + assigned_runners = list(worker.assigned_runners.values()) + if assigned_runners: + runner = assigned_runners[0].runner + if isinstance(runner, RunnerSupervisor): + print('breaking because success') + return runner + if isinstance(assigned_runners[0].status, FailedRunnerStatus): + print('breaking because failed') + return runner + if asyncio.get_event_loop().time() > end: + raise TimeoutError("RunnerSupervisor was not set within timeout") + await asyncio.sleep(0.001) + + runner_supervisor = await wait_for_runner_supervisor(worker1, timeout=6.0) + ret = runner_supervisor is not None and runner_supervisor.healthy + + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance.instance_id, + ), + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(0.5) + + return ret + finally: + # Cancel all worker tasks + for task in tasks: + task.cancel() + + # Wait for cancellation to complete + await asyncio.gather(*tasks, return_exceptions=True) + +# Check Running status + +def test_runner_connection_stress( + logger: Logger, + pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], + hosts: Callable[[int], list[Host]], + chat_completion_task: Callable[[InstanceId, str], Task], +) -> None: + total_runs = 100 + successes = 0 + + for _ in range(total_runs): + # Create a fresh event loop for each iteration + loop = asyncio.new_event_loop() + asyncio.set_event_loop(loop) + + try: + result = loop.run_until_complete(check_runner_connection( + logger=logger, + pipeline_shard_meta=pipeline_shard_meta, + hosts=hosts, + chat_completion_task=chat_completion_task, + )) + if result: + successes += 1 + finally: + # Cancel all running tasks + pending = asyncio.all_tasks(loop) + for task in pending: + task.cancel() + + # Run the event loop briefly to allow cancellation to complete + loop.run_until_complete(asyncio.gather(*pending, return_exceptions=True)) + + # Close the event loop + loop.close() + + print(f"Runner connection successes: {successes} / {total_runs}") diff --git a/worker/tests/test_spinup_timeout.py b/worker/tests/test_spinup_timeout.py new file mode 100644 index 00000000..f8966d8e --- /dev/null +++ b/worker/tests/test_spinup_timeout.py @@ -0,0 +1,48 @@ +## Tests for worker state handlers + +import os +from typing import Callable + +import pytest + +from shared.types.events import ( + Event, +) +from shared.types.events._events import RunnerStatusUpdated +from shared.types.tasks import Task, TaskId +from shared.types.worker.common import RunnerId +from shared.types.worker.instances import Instance, InstanceId +from shared.types.worker.ops import ( + RunnerUpOp, +) +from shared.types.worker.runners import FailedRunnerStatus +from worker.main import Worker + +# To enable this test, run pytest with: ENABLE_SPINUP_TIMEOUT_TEST=true pytest + +@pytest.mark.skipif( + os.environ.get("DETAILED", "").lower() != "true", + reason="This test only runs when ENABLE_SPINUP_TIMEOUT_TEST=true environment variable is set" +) +@pytest.mark.asyncio +async def test_runner_up_op_timeout( + worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], + chat_completion_task: Callable[[InstanceId, TaskId], Task], + monkeypatch: pytest.MonkeyPatch + ): + worker, runner_id, _ = worker_with_assigned_runner + + runner_up_op = RunnerUpOp(runner_id=runner_id) + + # _execute_runner_up_op should throw a TimeoutError with a short timeout + events: list[Event] = [] + async for event in worker._execute_runner_up_op(runner_up_op, initialize_timeout=0.2): # type: ignore[misc] + events.append(event) + + assert isinstance(events[-1], RunnerStatusUpdated) + assert isinstance(events[-1].runner_status, FailedRunnerStatus) + assert events[-1].runner_status.error_message is not None + assert 'timeout' in events[-1].runner_status.error_message.lower() + + del worker.assigned_runners[list(worker.assigned_runners.keys())[0]] + diff --git a/worker/tests/test_supervisor.py b/worker/tests/test_supervisor.py index 1db5a7a2..915c7393 100644 --- a/worker/tests/test_supervisor.py +++ b/worker/tests/test_supervisor.py @@ -1,4 +1,5 @@ import asyncio +from logging import Logger from pathlib import Path from typing import Callable @@ -30,6 +31,7 @@ async def test_supervisor_single_node_response( hosts: Callable[..., list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], tmp_path: Path, + logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" model_shard_meta = pipeline_shard_meta(1, 0) @@ -40,6 +42,7 @@ async def test_supervisor_single_node_response( supervisor = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), + logger=logger, ) try: @@ -68,18 +71,25 @@ async def test_supervisor_two_node_response( hosts: Callable[..., list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], tmp_path: Path, + logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" instance_id = InstanceId() - supervisor_0 = await RunnerSupervisor.create( - model_shard_meta=pipeline_shard_meta(2, 0), - hosts=hosts(2, offset=15), + create_supervisor_0 = asyncio.create_task( + RunnerSupervisor.create( + model_shard_meta=pipeline_shard_meta(2, 0), + hosts=hosts(2, offset=15), + logger=logger, + ) ) - - supervisor_1 = await RunnerSupervisor.create( - model_shard_meta=pipeline_shard_meta(2, 1), - hosts=hosts(2, offset=15), + create_supervisor_1 = asyncio.create_task( + RunnerSupervisor.create( + model_shard_meta=pipeline_shard_meta(2, 1), + hosts=hosts(2, offset=15), + logger=logger, + ) ) + supervisor_0, supervisor_1 = await asyncio.gather(create_supervisor_0, create_supervisor_1) await asyncio.sleep(0.1) @@ -124,6 +134,7 @@ async def test_supervisor_early_stopping( hosts: Callable[..., list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], tmp_path: Path, + logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" model_shard_meta = pipeline_shard_meta(1, 0) @@ -132,6 +143,7 @@ async def test_supervisor_early_stopping( supervisor = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), + logger=logger, ) task = chat_completion_task(instance_id, TaskId()) @@ -176,6 +188,7 @@ async def test_supervisor_early_stopping( async def test_supervisor_handles_terminated_runner( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], + logger: Logger, tmp_path: Path, ): """Test that the supervisor handles a terminated runner""" @@ -184,6 +197,7 @@ async def test_supervisor_handles_terminated_runner( supervisor = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), + logger=logger, ) # Terminate the runner @@ -201,6 +215,7 @@ async def test_supervisor_handles_killed_runner( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], tmp_path: Path, + logger: Logger, ): """Test that the supervisor handles a killed runner""" model_shard_meta = pipeline_shard_meta(1, 0) @@ -208,6 +223,7 @@ async def test_supervisor_handles_killed_runner( supervisor = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), + logger=logger, ) assert supervisor.healthy diff --git a/worker/tests/test_supervisor_errors.py b/worker/tests/test_supervisor_errors.py new file mode 100644 index 00000000..8b13ef62 --- /dev/null +++ b/worker/tests/test_supervisor_errors.py @@ -0,0 +1,251 @@ +import asyncio +from collections.abc import AsyncGenerator +from types import CoroutineType +from typing import Any, Awaitable, Callable, Final + +import pytest +from _pytest.monkeypatch import MonkeyPatch + +# TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py +from shared.db.sqlite.connector import AsyncSQLiteEventStorage +from shared.types.common import NodeId +from shared.types.events import ( + ChunkGenerated, + InstanceCreated, + InstanceDeleted, + RunnerStatusUpdated, + TaskCreated, + TaskStateUpdated, + TaskFailed, +) +from shared.types.events.chunks import GenerationChunk, TokenChunk +from shared.types.models import ModelId +from shared.types.tasks import Task, TaskId, TaskStatus +from shared.types.worker.common import InstanceId, RunnerId +from shared.types.worker.instances import ( + Instance, + InstanceStatus, +) +from shared.types.worker.runners import FailedRunnerStatus +from worker.main import Worker +from worker.runner.runner_supervisor import RunnerSupervisor + +MASTER_NODE_ID = NodeId("ffffffff-aaaa-4aaa-8aaa-aaaaaaaaaaaa") +NODE_A: Final[NodeId] = NodeId("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa") +NODE_B: Final[NodeId] = NodeId("bbbbbbbb-bbbb-4bbb-8bbb-bbbbbbbbbbbb") + +# Define constant IDs for deterministic test cases +RUNNER_1_ID: Final[RunnerId] = RunnerId("11111111-1111-4111-8111-111111111111") +INSTANCE_1_ID: Final[InstanceId] = InstanceId("22222222-2222-4222-8222-222222222222") +RUNNER_2_ID: Final[RunnerId] = RunnerId("33333333-3333-4333-8333-333333333333") +INSTANCE_2_ID: Final[InstanceId] = InstanceId("44444444-4444-4444-8444-444444444444") +MODEL_A_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' +MODEL_B_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' +TASK_1_ID: Final[TaskId] = TaskId("55555555-5555-4555-8555-555555555555") +TASK_2_ID: Final[TaskId] = TaskId("66666666-6666-4666-8666-666666666666") + +@pytest.fixture +def user_message(): + """Override this fixture in tests to customize the message""" + return "Who is the longest ruling monarch of England?" + +# TODO: Make this all monkeypatched instead. + +async def test_stream_response_failed_always( + monkeypatch: MonkeyPatch, + worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + instance: Callable[[InstanceId, NodeId, RunnerId], Instance], + chat_completion_task: Callable[[InstanceId, TaskId], Task] +): + worker, global_events = await worker_running(NODE_A) + + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) + instance_value.instance_type = InstanceStatus.ACTIVE + + async def mock_stream_response( + self: RunnerSupervisor, + task: Task, + request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, + ) -> AsyncGenerator[GenerationChunk]: + raise RuntimeError("Simulated stream response failure") + return + yield + + monkeypatch.setattr(RunnerSupervisor, 'stream_response', mock_stream_response) + + task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) + await global_events.append_events( + [ + InstanceCreated(instance=instance_value), + TaskCreated(task_id=task.task_id, task=task) + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(5.) + + + events = await global_events.get_events_since(0) + + assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 3 + assert len([x for x in events if isinstance(x.event, TaskStateUpdated) and x.event.task_status == TaskStatus.FAILED]) == 3 + assert any([isinstance(x.event, InstanceDeleted) for x in events]) + + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance_value.instance_id, + ), + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(0.3) + +async def test_stream_response_failed_once( + monkeypatch: MonkeyPatch, + worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + instance: Callable[[InstanceId, NodeId, RunnerId], Instance], + chat_completion_task: Callable[[InstanceId, TaskId], Task] +): + failed_already = False + original_stream_response = RunnerSupervisor.stream_response + + async def mock_stream_response( + self: RunnerSupervisor, + task: Task, + request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, + ) -> AsyncGenerator[GenerationChunk]: + nonlocal failed_already + if not failed_already: + failed_already = True + raise RuntimeError("Simulated stream response failure") + else: + async for event in original_stream_response(self, task, request_started_callback): + yield event + return + + monkeypatch.setattr(RunnerSupervisor, 'stream_response', mock_stream_response) + + worker, global_events = await worker_running(NODE_A) + + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) + instance_value.instance_type = InstanceStatus.ACTIVE + + task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) + await global_events.append_events( + [ + InstanceCreated(instance=instance_value), + TaskCreated(task_id=task.task_id, task=task) + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(5.) + + # TODO: The ideal with this test is if we had some tooling to scroll through the state, and say + # 'asser that there was a time that the error_type, error_message was not none and the failure count was nonzero' + + # as we reset the failures back to zero when we have a successful inference. + assert len(worker.assigned_runners[RUNNER_1_ID].failures) == 0 + assert worker.state.tasks[TASK_1_ID].error_type is None + assert worker.state.tasks[TASK_1_ID].error_message is None + + events = await global_events.get_events_since(0) + assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 1 + assert len([x for x in events if isinstance(x.event, TaskStateUpdated) and x.event.task_status == TaskStatus.FAILED]) == 1 + + response_string = '' + events = await global_events.get_events_since(0) + + seen_task_started, seen_task_finished = False, False + for wrapped_event in events: + event = wrapped_event.event + if isinstance(event, TaskStateUpdated): + if event.task_status == TaskStatus.RUNNING: + seen_task_started = True + if event.task_status == TaskStatus.COMPLETE: + seen_task_finished = True + + if isinstance(event, ChunkGenerated): + assert isinstance(event.chunk, TokenChunk) + response_string += event.chunk.text + + assert 'elizabeth' in response_string.lower() + assert seen_task_started + assert seen_task_finished + + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance_value.instance_id, + ), + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(0.3) + + +async def test_stream_response_timeout( + monkeypatch: MonkeyPatch, + worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + instance: Callable[[InstanceId, NodeId, RunnerId], Instance], + chat_completion_task: Callable[[InstanceId, TaskId], Task] +): + async def mock_stream_response( + self: RunnerSupervisor, + task: Task, + request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, + ) -> AsyncGenerator[GenerationChunk]: + # TODO: Also a test where we yield a few chunks and then time out. + print('sleeping starting') + await asyncio.sleep(4.) + print('sleeping finished') + return + yield + + monkeypatch.setattr(RunnerSupervisor, 'stream_response', mock_stream_response) + + worker, global_events = await worker_running(NODE_A) + + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) + instance_value.instance_type = InstanceStatus.ACTIVE + + task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) + await global_events.append_events( + [ + InstanceCreated(instance=instance_value), + TaskCreated(task_id=task.task_id, task=task) + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(7.) + + + # as we reset the failures back to zero when we have a successful inference. + + # print('ASSERTION ERR:') + # print(worker.assigned_runners[RUNNER_1_ID].failures[1][1]) + + assert len(worker.assigned_runners[RUNNER_1_ID].failures) == 0 + assert worker.state.tasks[TASK_1_ID].error_type is None + assert worker.state.tasks[TASK_1_ID].error_message is None + + events = await global_events.get_events_since(0) + print(events) + assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 1 + assert len([x for x in events if isinstance(x.event, TaskStateUpdated) and x.event.task_status == TaskStatus.FAILED]) == 1 + assert len([x for x in events if isinstance(x.event, TaskFailed) and 'timeouterror' in x.event.error_type.lower()]) == 1 + + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance_value.instance_id, + ), + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(0.3) \ No newline at end of file diff --git a/worker/tests/test_worker_handlers.py b/worker/tests/test_worker_handlers.py index ed2fed95..bc145db7 100644 --- a/worker/tests/test_worker_handlers.py +++ b/worker/tests/test_worker_handlers.py @@ -11,6 +11,7 @@ from shared.types.events import ( Event, RunnerDeleted, RunnerStatusUpdated, + TaskFailed, TaskStateUpdated, ) from shared.types.events.chunks import TokenChunk @@ -217,7 +218,7 @@ async def test_execute_task_fails( async for event in worker._execute_op(execute_task_op): # type: ignore[misc] events.append(event) - assert len(events) == 4 + assert len(events) == 5 print(events) @@ -230,5 +231,7 @@ async def test_execute_task_fails( assert isinstance(events[2], TaskStateUpdated) assert events[2].task_status == TaskStatus.FAILED # Task marked as failed. - assert isinstance(events[3], RunnerStatusUpdated) - assert isinstance(events[3].runner_status, FailedRunnerStatus) # It should have failed. \ No newline at end of file + assert isinstance(events[3], TaskFailed) + + assert isinstance(events[4], RunnerStatusUpdated) + assert isinstance(events[4].runner_status, FailedRunnerStatus) # It should have failed. \ No newline at end of file diff --git a/worker/tests/test_worker_integration.py b/worker/tests/test_worker_integration.py index 63e3abbd..99f8ed05 100644 --- a/worker/tests/test_worker_integration.py +++ b/worker/tests/test_worker_integration.py @@ -7,7 +7,8 @@ import pytest # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py from shared.db.sqlite.connector import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from shared.types.common import Host, NodeId +from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams +from shared.types.common import CommandId, Host, NodeId from shared.types.events import ( InstanceCreated, InstanceDeleted, @@ -17,7 +18,7 @@ from shared.types.events import ( ) from shared.types.events.chunks import TokenChunk from shared.types.models import ModelId -from shared.types.tasks import Task, TaskId +from shared.types.tasks import ChatCompletionTask, Task, TaskId, TaskStatus, TaskType from shared.types.worker.common import InstanceId, RunnerId from shared.types.worker.instances import ( Instance, @@ -117,7 +118,7 @@ async def test_runner_assigned_active( origin=MASTER_NODE_ID ) - await asyncio.sleep(0.1) + await asyncio.sleep(1.0) assert len(worker.assigned_runners) == 1 assert RUNNER_1_ID in worker.assigned_runners @@ -200,7 +201,7 @@ async def test_runner_unassigns( origin=MASTER_NODE_ID ) - await asyncio.sleep(0.1) + await asyncio.sleep(0.5) # already tested by test_runner_assigned_active assert len(worker.assigned_runners) == 1 @@ -354,6 +355,102 @@ async def test_2_runner_inference( await asyncio.sleep(2.0) +async def test_2_runner_multi_message( + logger: Logger, + pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], + hosts: Callable[[int], list[Host]], + ): + event_log_manager = EventLogManager(EventLogConfig(), logger) + await event_log_manager.initialize() + shard_downloader = NoopShardDownloader() + + global_events = event_log_manager.global_events + await global_events.delete_all_events() + + worker1 = Worker(NODE_A, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + asyncio.create_task(worker1.run()) + + worker2 = Worker(NODE_B, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + asyncio.create_task(worker2.run()) + + ## Instance + model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') + + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard={ + RUNNER_1_ID: pipeline_shard_meta(2, 0), + RUNNER_2_ID: pipeline_shard_meta(2, 1) + }, + node_to_runner={ + NODE_A: RUNNER_1_ID, + NODE_B: RUNNER_2_ID + } + ) + + instance = Instance( + instance_id=INSTANCE_1_ID, + instance_type=InstanceStatus.ACTIVE, + shard_assignments=shard_assignments, + hosts=hosts(2) + ) + + # Task - we have three messages here, which is what the task is about + + completion_create_params = ChatCompletionTaskParams( + model="gpt-4", + messages=[ + ChatCompletionMessage(role="user", content='What is the capital of France?'), + ChatCompletionMessage(role="assistant", content='The capital of France is Paris.'), + ChatCompletionMessage(role="user", content='Ok great. Now write me a haiku about what you can do there.'), + ], + stream=True, + ) + + task = ChatCompletionTask( + task_id=TASK_1_ID, + command_id=CommandId(), + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_status=TaskStatus.PENDING, + task_params=completion_create_params + ) + + await global_events.append_events( + [ + InstanceCreated( + instance=instance + ), + TaskCreated( + task_id=task.task_id, + task=task + ) + ], + origin=MASTER_NODE_ID + ) + + seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) + + assert seen_task_started + assert seen_task_finished + assert any(keyword in response_string.lower() for keyword in ('kiss', 'paris', 'art', 'love')) + + + idx = await global_events.get_last_idx() + await asyncio.sleep(1.0) + events = await global_events.get_events_since(idx) + assert len(events) == 0 + + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance.instance_id, + ), + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(2.0) async def test_runner_respawn( From 2031d9481d16798216a707fcbf3dabb8d2c23531 Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Wed, 30 Jul 2025 07:15:15 -0700 Subject: [PATCH 130/224] fix api get_state --- master/api.py | 13 +++++-------- master/tests/test_master.py | 23 +++++++++++++++++++---- worker/main.py | 4 ++-- worker/tests/test_supervisor_errors.py | 4 ++-- 4 files changed, 28 insertions(+), 16 deletions(-) diff --git a/master/api.py b/master/api.py index ba74077f..d6f1a091 100644 --- a/master/api.py +++ b/master/api.py @@ -1,7 +1,7 @@ import asyncio -from pathlib import Path import time from collections.abc import AsyncGenerator +from pathlib import Path from typing import Callable, List, Sequence, final import uvicorn @@ -72,14 +72,14 @@ async def resolve_model_meta(model_id: str) -> ModelMetadata: @final class API: def __init__(self, command_buffer: List[Command], global_events: AsyncSQLiteEventStorage, get_state: Callable[[], State]) -> None: + self.get_state = get_state + self.command_buffer = command_buffer + self.global_events = global_events + self._app = FastAPI() self._setup_cors() self._setup_routes() - self.command_buffer = command_buffer - self.global_events = global_events - self.get_state = get_state - self._app.mount("/", StaticFiles(directory=_DASHBOARD_DIR, html=True), name="dashboard") def _setup_cors(self) -> None: @@ -208,9 +208,6 @@ class API: description=card.description, tags=card.tags) for card in MODEL_CARDS.values()]) - async def get_state(self) -> State: - return self.get_state() - def start_fastapi_server( command_buffer: List[Command], diff --git a/master/tests/test_master.py b/master/tests/test_master.py index 14125987..a6649495 100644 --- a/master/tests/test_master.py +++ b/master/tests/test_master.py @@ -2,7 +2,7 @@ import asyncio import tempfile from logging import Logger from pathlib import Path -from typing import List +from typing import List, Sequence import pytest from exo_pyo3_bindings import Keypair @@ -13,7 +13,7 @@ from shared.db.sqlite.connector import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogManager from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams from shared.types.common import NodeId -from shared.types.events import TaskCreated +from shared.types.events import Event, EventFromEventLog, Heartbeat, TaskCreated from shared.types.events._events import ( InstanceCreated, NodePerformanceMeasured, @@ -53,6 +53,21 @@ async def test_master(): global_events: AsyncSQLiteEventStorage = event_log_manager.global_events await global_events.delete_all_events() + async def _get_events() -> Sequence[EventFromEventLog[Event]]: + orig_events = await global_events.get_events_since(0) + override_idx_in_log = 1 + events: List[EventFromEventLog[Event]] = [] + for e in orig_events: + if isinstance(e.event, Heartbeat): + continue + events.append(EventFromEventLog( + event=e.event, + origin=e.origin, + idx_in_log=override_idx_in_log + )) + override_idx_in_log += 1 + return events + command_buffer: List[Command] = [] forwarder_binary_path = _create_forwarder_dummy_binary() @@ -104,10 +119,10 @@ async def test_master(): ) ) ) - while len(await global_events.get_events_since(0)) < 4: + while len(await _get_events()) < 4: await asyncio.sleep(0.001) - events = await global_events.get_events_since(0) + events = await _get_events() print(events) assert len(events) == 4 assert events[0].idx_in_log == 1 diff --git a/worker/main.py b/worker/main.py index bf537302..0fd25765 100644 --- a/worker/main.py +++ b/worker/main.py @@ -151,12 +151,12 @@ class Worker: # TODO: This should be dynamic, based on the size of the model. if not initialize_timeout: - GBPS = 10 + gigabytes_per_second = 10 shard = assigned_runner.shard_metadata weights_size_kb = (shard.end_layer - shard.start_layer) / shard.n_layers * shard.model_meta.storage_size_kilobytes - initialize_timeout = weights_size_kb / (1024**2 * GBPS) + 2.0 # Add a constant 2.0 to ensure connection can be made as well + initialize_timeout = weights_size_kb / (1024**2 * gigabytes_per_second) + 2.0 # Add a constant 2.0 to ensure connection can be made as well try: assigned_runner.runner = await asyncio.wait_for( diff --git a/worker/tests/test_supervisor_errors.py b/worker/tests/test_supervisor_errors.py index 8b13ef62..87390898 100644 --- a/worker/tests/test_supervisor_errors.py +++ b/worker/tests/test_supervisor_errors.py @@ -15,8 +15,8 @@ from shared.types.events import ( InstanceDeleted, RunnerStatusUpdated, TaskCreated, - TaskStateUpdated, TaskFailed, + TaskStateUpdated, ) from shared.types.events.chunks import GenerationChunk, TokenChunk from shared.types.models import ModelId @@ -57,7 +57,7 @@ async def test_stream_response_failed_always( instance: Callable[[InstanceId, NodeId, RunnerId], Instance], chat_completion_task: Callable[[InstanceId, TaskId], Task] ): - worker, global_events = await worker_running(NODE_A) + _, global_events = await worker_running(NODE_A) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) instance_value.instance_type = InstanceStatus.ACTIVE From 0e32599e71628175d207d1e3257a72b98e84cad2 Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Thu, 31 Jul 2025 20:36:47 +0100 Subject: [PATCH 131/224] fix libp2p + other prs that were wrongly overwritten before (111,112,117,118,1119 + misc commits from Alex) Co-authored-by: Gelu Vrabie Co-authored-by: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Co-authored-by: Seth Howes <71157822+sethhowes@users.noreply.github.com> Co-authored-by: Matt Beton Co-authored-by: Alex Cheema --- .github/actions/format/action.yml | 2 +- .github/actions/lint-check/action.yml | 2 +- .github/actions/lint/action.yml | 2 +- .../actions/regenerate-protobufs/action.yml | 2 +- .github/actions/typecheck/action.yml | 6 +- .github/actions/unit-test/action.yml | 12 + .github/workflows/e2e_test.yml | 360 +++++++ .github/workflows/pipeline.yml | 111 ++- engines/mlx/utils_mlx.py | 4 + justfile | 3 + master/discovery_supervisor.py | 7 +- master/forwarder_supervisor.py | 1 + master/main.py | 21 +- master/tests/test_topology.py | 17 +- networking/forwarder/go.mod | 98 +- networking/forwarder/go.sum | 253 ++--- networking/forwarder/main.go | 7 + networking/forwarder/src/event_writer.go | 259 +++++ networking/forwarder/src/libp2p.go | 445 ++++++++- pyproject.toml | 6 +- run.sh | 4 +- rust/discovery/src/behaviour.rs | 2 +- rust/discovery/src/lib.rs | 18 +- rust/discovery/src/transport.rs | 3 +- rust/exo_pyo3_bindings/src/discovery.rs | 124 +++ shared/apply/apply.py | 33 +- shared/db/sqlite/connector.py | 138 ++- shared/db/sqlite/event_log_manager.py | 68 +- shared/topology.py | 35 +- shared/types/events/_events.py | 19 + shared/types/worker/common.py | 1 - shared/types/worker/ops.py | 9 - shared/types/worker/runners.py | 22 +- worker/common.py | 35 + worker/download/conftest.py | 4 +- worker/main.py | 648 +------------ worker/plan.py | 205 ++++ worker/runner/communication.py | 2 +- worker/tests/conftest.py | 201 ++-- worker/tests/constants.py | 26 + worker/tests/test_download.py | 1 + worker/tests/test_handlers/conftest.py | 70 ++ .../test_handlers/test_handlers_happy.py | 159 +++ .../tests/test_handlers/test_handlers_sad.py | 61 ++ worker/tests/test_handlers/utils.py | 18 + worker/tests/test_integration/conftest.py | 36 + .../integration_utils.py} | 0 .../test_creation.py} | 304 +----- .../tests/test_integration/test_inference.py | 256 +++++ .../test_supervisor_errors.py | 124 ++- worker/tests/test_plan/test_worker_plan.py | 540 +++++++++++ .../tests/test_plan/test_worker_plan_utils.py | 272 ++++++ worker/tests/test_runner_connection.py | 73 +- worker/tests/test_serdes.py | 2 - worker/tests/test_spinup_timeout.py | 8 +- .../{ => test_supervisor}/test_supervisor.py | 6 - worker/tests/test_worker_handlers.py | 237 ----- worker/tests/test_worker_plan.py | 913 ------------------ worker/tests/test_worker_plan_utils.py | 195 ---- worker/worker.py | 415 ++++++++ 60 files changed, 4048 insertions(+), 2857 deletions(-) create mode 100644 .github/actions/unit-test/action.yml create mode 100644 .github/workflows/e2e_test.yml create mode 100644 networking/forwarder/src/event_writer.go create mode 100644 worker/common.py create mode 100644 worker/plan.py create mode 100644 worker/tests/constants.py create mode 100644 worker/tests/test_handlers/conftest.py create mode 100644 worker/tests/test_handlers/test_handlers_happy.py create mode 100644 worker/tests/test_handlers/test_handlers_sad.py create mode 100644 worker/tests/test_handlers/utils.py create mode 100644 worker/tests/test_integration/conftest.py rename worker/tests/{test_worker_integration_utils.py => test_integration/integration_utils.py} (100%) rename worker/tests/{test_worker_integration.py => test_integration/test_creation.py} (53%) create mode 100644 worker/tests/test_integration/test_inference.py rename worker/tests/{ => test_integration}/test_supervisor_errors.py (65%) create mode 100644 worker/tests/test_plan/test_worker_plan.py create mode 100644 worker/tests/test_plan/test_worker_plan_utils.py rename worker/tests/{ => test_supervisor}/test_supervisor.py (98%) delete mode 100644 worker/tests/test_worker_handlers.py delete mode 100644 worker/tests/test_worker_plan.py delete mode 100644 worker/tests/test_worker_plan_utils.py create mode 100644 worker/worker.py diff --git a/.github/actions/format/action.yml b/.github/actions/format/action.yml index 1b43e9c4..5df1b5f4 100644 --- a/.github/actions/format/action.yml +++ b/.github/actions/format/action.yml @@ -6,5 +6,5 @@ runs: using: "composite" steps: - name: Format code - run: nix develop -c just fmt + run: nix --extra-experimental-features nix-command --extra-experimental-features flakes develop -c just fmt shell: bash diff --git a/.github/actions/lint-check/action.yml b/.github/actions/lint-check/action.yml index f666cae9..7d69c90d 100644 --- a/.github/actions/lint-check/action.yml +++ b/.github/actions/lint-check/action.yml @@ -6,5 +6,5 @@ runs: using: "composite" steps: - name: Lint check - run: nix develop -c just lint-check + run: nix --extra-experimental-features nix-command --extra-experimental-features flakes develop -c just lint-check shell: bash diff --git a/.github/actions/lint/action.yml b/.github/actions/lint/action.yml index 68c7eb53..05f7939c 100644 --- a/.github/actions/lint/action.yml +++ b/.github/actions/lint/action.yml @@ -6,5 +6,5 @@ runs: using: "composite" steps: - name: Lint code - run: nix develop -c just lint + run: nix --extra-experimental-features nix-command --extra-experimental-features flakes develop -c just lint shell: bash diff --git a/.github/actions/regenerate-protobufs/action.yml b/.github/actions/regenerate-protobufs/action.yml index dfc65512..6da2a7a4 100644 --- a/.github/actions/regenerate-protobufs/action.yml +++ b/.github/actions/regenerate-protobufs/action.yml @@ -6,5 +6,5 @@ runs: using: "composite" steps: - name: Regenerate protobufs - run: nix develop -c just regenerate-protobufs + run: nix --extra-experimental-features nix-command --extra-experimental-features flakes develop -c just regenerate-protobufs shell: bash diff --git a/.github/actions/typecheck/action.yml b/.github/actions/typecheck/action.yml index ba61737f..cd52d6e3 100644 --- a/.github/actions/typecheck/action.yml +++ b/.github/actions/typecheck/action.yml @@ -1,12 +1,12 @@ name: Type Check -description: "Run static type checker" +description: "Run type checker" runs: using: "composite" steps: - name: Run type checker run: | - nix develop -c just sync - nix develop -c just check + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop -c just sync + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop -c just check shell: bash diff --git a/.github/actions/unit-test/action.yml b/.github/actions/unit-test/action.yml new file mode 100644 index 00000000..65f5e07b --- /dev/null +++ b/.github/actions/unit-test/action.yml @@ -0,0 +1,12 @@ +name: Unit Test + +description: "Run unit tests" + +runs: + using: "composite" + steps: + - name: Run unit tests + run: | + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop -c just sync-clean + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop -c just test-fast + shell: bash diff --git a/.github/workflows/e2e_test.yml b/.github/workflows/e2e_test.yml new file mode 100644 index 00000000..9b512e0e --- /dev/null +++ b/.github/workflows/e2e_test.yml @@ -0,0 +1,360 @@ +name: macOS System Info + +on: + workflow_dispatch: # This allows manual triggering + # push: + # branches: [ '*' ] + # tags: [ '*' ] + +jobs: + master: + runs-on: ['self-hosted', 'macOS'] + + steps: + - name: Checkout repository + uses: actions/checkout@v4 + with: + lfs: true + + - name: Configure git user + run: | + git config --local user.email "github-actions@users.noreply.github.com" + git config --local user.name "github-actions bot" + shell: bash + + - name: Pull LFS files + run: | + echo "Pulling Git LFS files..." + git lfs pull + shell: bash + + - name: Reset databases + run: | + if [ -d ~/.exo ]; then + rm -rf ~/.exo/*.db* + fi + + - name: Setup EXO_HOME and API_PORT + run: | + EXO_HOME=$(mktemp -d -t exo-e2e-master-XXXXXXXX) + # Generate random port (macOS compatible method) + API_PORT=$((49152 + RANDOM % (65535 - 49152 + 1))) + echo "EXO_HOME=$EXO_HOME" >> $GITHUB_ENV + echo "API_PORT=$API_PORT" >> $GITHUB_ENV + echo "Created EXO_HOME: $EXO_HOME" + echo "Generated API_PORT: $API_PORT" + echo "Verifying API_PORT is set: $API_PORT" + shell: bash + + - name: Setup Nix Environment + run: | + echo "Checking for nix installation..." + + # Check if nix binary exists directly + if [ -f /nix/var/nix/profiles/default/bin/nix ]; then + echo "Found nix binary at /nix/var/nix/profiles/default/bin/nix" + export PATH="/nix/var/nix/profiles/default/bin:$PATH" + echo "PATH=$PATH" >> $GITHUB_ENV + nix --version + elif [ -f /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh ]; then + echo "Found nix profile script, sourcing..." + source /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh + nix --version + elif command -v nix >/dev/null 2>&1; then + echo "Nix already in PATH" + nix --version + else + echo "Nix not found. Debugging info:" + echo "Contents of /nix/var/nix/profiles/default/:" + ls -la /nix/var/nix/profiles/default/ 2>/dev/null || echo "Directory not found" + echo "Contents of /nix/var/nix/profiles/default/bin/:" + ls -la /nix/var/nix/profiles/default/bin/ 2>/dev/null || echo "Directory not found" + exit 1 + fi + shell: bash + + - name: Print macOS system information + run: | + echo "=== macOS System Information ===" + echo "OS Version:" + sw_vers + + echo -e "\n=== Memory Information ===" + system_profiler SPMemoryDataType + + echo -e "\n=== Memory Usage Summary ===" + vm_stat | perl -ne '/page size of (\d+)/ and $size=$1; /Pages free: (\d+)/ and printf "Free Memory: %.2f GB\n", $1 * $size / 1024 / 1024 / 1024' + top -l 1 -s 0 | grep PhysMem + + echo -e "\n=== CPU Information ===" + sysctl -n machdep.cpu.brand_string + system_profiler SPHardwareDataType | grep -E "Cores|Processors" + + echo -e "\n=== Disk Space ===" + df -h / + + # - name: Setup Hugging Face token + # run: | + # mkdir -p ~/.cache/huggingface + # echo "${{ secrets.HF_TOKEN }}" > ~/.cache/huggingface/token + + - name: Sync dependencies + run: | + echo "Running just sync-clean to ensure clean dependencies..." + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command just sync-clean + shell: bash + + - name: Build forwarder + run: | + echo "Building Go forwarder binary..." + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command just build-forwarder + shell: bash + + - name: Start node (master) + run: | + echo "Starting master node with debug enabled..." + echo "Environment check - API_PORT: '$API_PORT'" + echo "Environment check - EXO_HOME: '$EXO_HOME'" + if [ -z "$API_PORT" ]; then + echo "ERROR: API_PORT is not set!" + exit 1 + fi + # Run with Python unbuffered output and maximum debug level + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command bash -c "EXO_HOME=$EXO_HOME API_PORT=$API_PORT PYTHONUNBUFFERED=1 PYTHONDEBUG=1 PYTHONPATH=. uv run master/main.py" > /tmp/master_node.log 2>&1 & + MASTER_PID=$! + echo "Started master node in background with PID: $MASTER_PID" + echo "Log file: /tmp/master_node.log" + + echo "Starting worker node..." + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command bash -c "EXO_HOME=$EXO_HOME PYTHONUNBUFFERED=1 PYTHONDEBUG=1 PYTHONPATH=. uv run worker/main.py" > /tmp/worker_node.log 2>&1 & + WORKER_PID=$! + echo "Started worker node in background with PID: $WORKER_PID" + echo "Log file: /tmp/worker_node.log" + + for i in {1..30}; do + echo "Attempt $i: Checking if master node is ready..." + if curl -s http://localhost:$API_PORT/state > /dev/null 2>&1; then + echo "Master node is ready!" + break + fi + if [ $i -eq 30 ]; then + echo "Master node failed to start within 30 seconds. Checking logs..." + echo "=== Master node log ===" + cat /tmp/master_node.log || echo "No master log file found" + echo "=== Worker node log ===" + cat /tmp/worker_node.log || echo "No worker log file found" + exit 1 + fi + sleep 1 + done + + # wait for master to have a COMPLETE or FAILED task in the state + for i in {1..30}; do + if curl -s http://localhost:$API_PORT/state | jq -r '.tasks | any(.task_status == "COMPLETE" or .task_status == "FAILED")' > 0; then + echo "Master node has a COMPLETE or FAILED task in the state" + break + fi + sleep 1 + done + + echo "=== Master node log ===" + cat /tmp/master_node.log || echo "No master log file found" + echo "=== Worker node log ===" + cat /tmp/worker_node.log || echo "No worker log file found" + + - name: Cleanup EXO_HOME + run: | + echo "Cleaning up EXO_HOME: $EXO_HOME" + rm -rf "$EXO_HOME" + shell: bash + if: always() + + worker: + runs-on: ['self-hosted', 'macOS'] + + steps: + - name: Checkout repository + uses: actions/checkout@v4 + with: + lfs: true + + - name: Configure git user + run: | + git config --local user.email "github-actions@users.noreply.github.com" + git config --local user.name "github-actions bot" + shell: bash + + - name: Pull LFS files + run: | + echo "Pulling Git LFS files..." + git lfs pull + shell: bash + + - name: Reset databases + run: | + if [ -d ~/.exo ]; then + rm -rf ~/.exo/*.db* + fi + + - name: Setup EXO_HOME and API_PORT + run: | + EXO_HOME=$(mktemp -d -t exo-e2e-worker-XXXXXXXX) + # Generate random port (macOS compatible method) + API_PORT=$((49152 + RANDOM % (65535 - 49152 + 1))) + echo "EXO_HOME=$EXO_HOME" >> $GITHUB_ENV + echo "API_PORT=$API_PORT" >> $GITHUB_ENV + echo "Created EXO_HOME: $EXO_HOME" + echo "Generated API_PORT: $API_PORT" + echo "Verifying API_PORT is set: $API_PORT" + shell: bash + + - name: Setup Nix Environment + run: | + echo "Checking for nix installation..." + + # Check if nix binary exists directly + if [ -f /nix/var/nix/profiles/default/bin/nix ]; then + echo "Found nix binary at /nix/var/nix/profiles/default/bin/nix" + export PATH="/nix/var/nix/profiles/default/bin:$PATH" + echo "PATH=$PATH" >> $GITHUB_ENV + nix --version + elif [ -f /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh ]; then + echo "Found nix profile script, sourcing..." + source /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh + nix --version + elif command -v nix >/dev/null 2>&1; then + echo "Nix already in PATH" + nix --version + else + echo "Nix not found. Debugging info:" + echo "Contents of /nix/var/nix/profiles/default/:" + ls -la /nix/var/nix/profiles/default/ 2>/dev/null || echo "Directory not found" + echo "Contents of /nix/var/nix/profiles/default/bin/:" + ls -la /nix/var/nix/profiles/default/bin/ 2>/dev/null || echo "Directory not found" + exit 1 + fi + shell: bash + + - name: Print macOS system information + run: | + echo "=== macOS System Information ===" + echo "OS Version:" + sw_vers + + echo -e "\n=== Memory Information ===" + system_profiler SPMemoryDataType + + echo -e "\n=== Memory Usage Summary ===" + vm_stat | perl -ne '/page size of (\d+)/ and $size=$1; /Pages free: (\d+)/ and printf "Free Memory: %.2f GB\n", $1 * $size / 1024 / 1024 / 1024' + top -l 1 -s 0 | grep PhysMem + + echo -e "\n=== CPU Information ===" + sysctl -n machdep.cpu.brand_string + system_profiler SPHardwareDataType | grep -E "Cores|Processors" + + echo -e "\n=== Disk Space ===" + df -h / + + # - name: Setup Hugging Face token + # run: | + # mkdir -p ~/.cache/huggingface + # echo "${{ secrets.HF_TOKEN }}" > ~/.cache/huggingface/token + + - name: Sync dependencies + run: | + echo "Running just sync-clean to ensure clean dependencies..." + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command just sync-clean + shell: bash + + - name: Build forwarder + run: | + echo "Building Go forwarder binary..." + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command just build-forwarder + shell: bash + + - name: Start node (replica) + run: | + echo "Starting master node with debug enabled..." + echo "Environment check - API_PORT: '$API_PORT'" + echo "Environment check - EXO_HOME: '$EXO_HOME'" + if [ -z "$API_PORT" ]; then + echo "ERROR: API_PORT is not set!" + exit 1 + fi + # Run with Python unbuffered output and maximum debug level + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command bash -c "EXO_RUN_AS_REPLICA=1 EXO_HOME=$EXO_HOME API_PORT=$API_PORT PYTHONUNBUFFERED=1 PYTHONDEBUG=1 PYTHONPATH=. uv run master/main.py" > /tmp/master_node.log 2>&1 & + MASTER_PID=$! + echo "Started master node in background with PID: $MASTER_PID" + echo "Log file: /tmp/master_node.log" + + echo "Starting worker node..." + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command bash -c "EXO_HOME=$EXO_HOME PYTHONUNBUFFERED=1 PYTHONDEBUG=1 PYTHONPATH=. uv run worker/main.py" > /tmp/worker_node.log 2>&1 & + WORKER_PID=$! + echo "Started worker node in background with PID: $WORKER_PID" + echo "Log file: /tmp/worker_node.log" + + echo "Waiting for master node to start on port $API_PORT..." + # Wait for the master node to be ready (up to 30 seconds) + for i in {1..30}; do + echo "Attempt $i: Checking if master node is ready..." + if curl -s http://localhost:$API_PORT/state > /dev/null 2>&1; then + echo "Master node is ready!" + break + fi + if [ $i -eq 30 ]; then + echo "Master node failed to start within 30 seconds. Checking logs..." + echo "=== Master node log ===" + cat /tmp/master_node.log || echo "No master log file found" + echo "=== Worker node log ===" + cat /tmp/worker_node.log || echo "No worker log file found" + exit 1 + fi + sleep 1 + done + + resp=$(curl -X POST http://localhost:$API_PORT/instance -H "Content-Type: application/json" -d '{"model_id": "llama-3.2:1b"}') + echo "Response: $resp" + instance_id=$(echo $resp | jq -r '.instance_id') + echo "Instance ID: $instance_id" + + for i in {1..50}; do + resp=$(curl -s -w "%{http_code}" -X GET http://localhost:$API_PORT/instance/$instance_id -H "Content-Type: application/json") + http_code="${resp: -3}" + response_body="${resp%???}" + echo "HTTP Code: $http_code" + echo "Response: $response_body" + + if [ "$http_code" == "200" ]; then + instance_status=$(echo $response_body | jq -r '.instance_type') + if [ "$instance_status" == "ACTIVE" ]; then + echo "Instance is ready" + break + fi + elif [ "$http_code" == "404" ]; then + echo "Instance not yet created, waiting..." + else + echo "Unexpected HTTP status: $http_code" + fi + sleep 1 + done + + resp=$(curl http://localhost:$API_PORT/v1/chat/completions -H "Content-Type: application/json" -d '{"model": "llama-3.2:1b", "messages": [{"role": "user", "content": "What is the meaning of exo?"}], "temperature": 0.7}') + echo "Response: $resp" + + resp=$(curl -X DELETE http://localhost:$API_PORT/instance/$instance_id -H "Content-Type: application/json") + echo "Response: $resp" + + echo "=== Master node log ===" + cat /tmp/master_node.log || echo "No master log file found" + echo "=== Worker node log ===" + cat /tmp/worker_node.log || echo "No worker log file found" + + kill $MASTER_PID + kill $WORKER_PID + + - name: Cleanup EXO_HOME + run: | + echo "Cleaning up EXO_HOME: $EXO_HOME" + rm -rf "$EXO_HOME" + shell: bash + if: always() diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml index e2834848..71ba82f8 100644 --- a/.github/workflows/pipeline.yml +++ b/.github/workflows/pipeline.yml @@ -12,9 +12,12 @@ on: jobs: typecheck: - runs-on: ubuntu-22.04 + runs-on: ['self-hosted', 'macOS'] steps: - - uses: actions/checkout@v4 + - name: Checkout repository + uses: actions/checkout@v4 + with: + lfs: true - name: Configure git user run: | @@ -22,23 +25,54 @@ jobs: git config --local user.name "github-actions bot" shell: bash - - uses: cachix/install-nix-action@v31 - with: - github_access_token: ${{ secrets.GITHUB_TOKEN }} + - name: Pull LFS files + run: | + echo "Pulling Git LFS files..." + git lfs pull + shell: bash + + - name: Setup Nix Environment + run: | + echo "Checking for nix installation..." + + # Check if nix binary exists directly + if [ -f /nix/var/nix/profiles/default/bin/nix ]; then + echo "Found nix binary at /nix/var/nix/profiles/default/bin/nix" + export PATH="/nix/var/nix/profiles/default/bin:$PATH" + echo "PATH=$PATH" >> $GITHUB_ENV + nix --version + elif [ -f /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh ]; then + echo "Found nix profile script, sourcing..." + source /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh + nix --version + elif command -v nix >/dev/null 2>&1; then + echo "Nix already in PATH" + nix --version + else + echo "Nix not found. Debugging info:" + echo "Contents of /nix/var/nix/profiles/default/:" + ls -la /nix/var/nix/profiles/default/ 2>/dev/null || echo "Directory not found" + echo "Contents of /nix/var/nix/profiles/default/bin/:" + ls -la /nix/var/nix/profiles/default/bin/ 2>/dev/null || echo "Directory not found" + exit 1 + fi + shell: bash - uses: ./.github/actions/typecheck ci: needs: typecheck - runs-on: ubuntu-22.04 + runs-on: ['self-hosted', 'macOS'] permissions: contents: read env: GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} steps: - - uses: actions/checkout@v4 + - name: Checkout repository + uses: actions/checkout@v4 with: fetch-depth: 0 token: ${{ secrets.GITHUB_TOKEN }} + lfs: true - name: Configure git user run: | @@ -46,12 +80,67 @@ jobs: git config --local user.name "github-actions bot" shell: bash - - uses: cachix/install-nix-action@v31 - with: - github_access_token: ${{ secrets.GITHUB_TOKEN }} + - name: Pull LFS files + run: | + echo "Pulling Git LFS files..." + git lfs pull + shell: bash + + - name: Setup EXO_HOME and API_PORT + run: | + EXO_HOME=$(mktemp -d -t exo-ci-XXXXXXXX) + # Generate random port (macOS compatible method) + API_PORT=$((49152 + RANDOM % (65535 - 49152 + 1))) + echo "EXO_HOME=$EXO_HOME" >> $GITHUB_ENV + echo "API_PORT=$API_PORT" >> $GITHUB_ENV + echo "Created EXO_HOME: $EXO_HOME" + echo "Generated API_PORT: $API_PORT" + shell: bash + + - name: Setup Nix Environment + run: | + echo "Checking for nix installation..." + + # Check if nix binary exists directly + if [ -f /nix/var/nix/profiles/default/bin/nix ]; then + echo "Found nix binary at /nix/var/nix/profiles/default/bin/nix" + export PATH="/nix/var/nix/profiles/default/bin:$PATH" + echo "PATH=$PATH" >> $GITHUB_ENV + nix --version + elif [ -f /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh ]; then + echo "Found nix profile script, sourcing..." + source /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh + nix --version + elif command -v nix >/dev/null 2>&1; then + echo "Nix already in PATH" + nix --version + else + echo "Nix not found. Debugging info:" + echo "Contents of /nix/var/nix/profiles/default/:" + ls -la /nix/var/nix/profiles/default/ 2>/dev/null || echo "Directory not found" + echo "Contents of /nix/var/nix/profiles/default/bin/:" + ls -la /nix/var/nix/profiles/default/bin/ 2>/dev/null || echo "Directory not found" + exit 1 + fi + shell: bash + + - name: Build forwarder + run: | + echo "Building Go forwarder binary..." + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command just build-forwarder + shell: bash - uses: ./.github/actions/verify-clean with: step: regenerate-protobufs - - uses: ./.github/actions/lint-check \ No newline at end of file + - uses: ./.github/actions/lint-check + + - uses: ./.github/actions/unit-test + + - name: Cleanup EXO_HOME + run: | + echo "Cleaning up EXO_HOME: $EXO_HOME" + rm -rf "$EXO_HOME" + shell: bash + if: always() diff --git a/engines/mlx/utils_mlx.py b/engines/mlx/utils_mlx.py index 1b77413f..1dde2e14 100644 --- a/engines/mlx/utils_mlx.py +++ b/engines/mlx/utils_mlx.py @@ -1,6 +1,7 @@ import asyncio import concurrent.futures import os +import resource from asyncio import AbstractEventLoop from typing import Any, Callable @@ -18,6 +19,8 @@ from shared.types.worker.shards import ShardMetadata from worker.download.download_utils import build_model_path from worker.runner.communication import runner_print +# Needed for 8 bit model +resource.setrlimit(resource.RLIMIT_NOFILE, (2048, 4096)) def mx_barrier(): mx.eval( # type: ignore @@ -86,6 +89,7 @@ def shard_and_load(model_shard_meta: ShardMetadata) -> tuple[nn.Module, Tokenize tokenizer = load_tokenizer(model_path) assert isinstance(tokenizer, TokenizerWrapper) model = auto_parallel(model, model_shard_meta) + mx.eval(model.parameters()) # type: ignore # Synchronize processes before generation to avoid timeout mx_barrier() diff --git a/justfile b/justfile index 5b92d3c4..871eec6d 100644 --- a/justfile +++ b/justfile @@ -19,6 +19,9 @@ lint-check: test: uv run pytest master worker shared engines/* +test-fast: + uv run pytest master shared engines/* + check: uv run basedpyright --project pyproject.toml diff --git a/master/discovery_supervisor.py b/master/discovery_supervisor.py index 440d512b..08f2c072 100644 --- a/master/discovery_supervisor.py +++ b/master/discovery_supervisor.py @@ -48,7 +48,10 @@ class DiscoverySupervisor: local_multiaddr = Multiaddr(address=str(e.local_addr)) send_back_multiaddr = Multiaddr(address=str(e.send_back_addr)) connection_profile = None - + + if send_back_multiaddr.ipv4_address == local_multiaddr.ipv4_address: + return + topology_edge_created = TopologyEdgeCreated(edge=Connection( local_node_id=local_node_id, send_back_node_id=send_back_node_id, @@ -56,7 +59,7 @@ class DiscoverySupervisor: send_back_multiaddr=send_back_multiaddr, connection_profile=connection_profile )) - self.logger.error( + self.logger.info( msg=f"CONNECTED CALLBACK: {local_node_id} -> {send_back_node_id}, {local_multiaddr} -> {send_back_multiaddr}") await self.global_events.append_events( [topology_edge_created], diff --git a/master/forwarder_supervisor.py b/master/forwarder_supervisor.py index 979d362e..4e7fa918 100644 --- a/master/forwarder_supervisor.py +++ b/master/forwarder_supervisor.py @@ -111,6 +111,7 @@ class ForwarderSupervisor: env_vars["FORWARDER_NODE_ID"] = str(self.node_id) self._process = await asyncio.create_subprocess_exec( str(self._binary_path), + "--events-db", str(EXO_WORKER_EVENT_DB), f'{pairs}', stdout=None, stderr=None, diff --git a/master/main.py b/master/main.py index 2ce5ed8b..0b991e96 100644 --- a/master/main.py +++ b/master/main.py @@ -9,7 +9,8 @@ from typing import List from exo_pyo3_bindings import Keypair from master.api import start_fastapi_server -from master.discovery_supervisor import DiscoverySupervisor + +# from master.discovery_supervisor import DiscoverySupervisor from master.election_callback import ElectionCallbacks from master.forwarder_supervisor import ForwarderRole, ForwarderSupervisor from master.placement import get_instance_placements, get_transition_events @@ -45,13 +46,13 @@ class Master: self.command_buffer = command_buffer self.global_events = global_events self.worker_events = worker_events - self.discovery_supervisor = DiscoverySupervisor( - node_id_keypair, - node_id, - # TODO: needs to be more general for when we have master election - worker_events if os.getenv('EXO_RUN_AS_REPLICA') in set(['TRUE', 'true', '1']) else global_events, - logger - ) + # self.discovery_supervisor = DiscoverySupervisor( + # node_id_keypair, + # node_id, + # # TODO: needs to be more general for when we have master election + # worker_events if os.getenv('EXO_RUN_AS_REPLICA') in set(['TRUE', 'true', '1']) else global_events, + # logger + # ) self.forwarder_supervisor = ForwarderSupervisor( self.node_id, forwarder_binary_path=forwarder_binary_path, @@ -116,7 +117,7 @@ class Master: await self.event_log_for_writes.append_events(next_events, origin=self.node_id) # 2. get latest events - events = await self.event_log_for_reads.get_events_since(self.state.last_event_applied_idx) + events = await self.event_log_for_reads.get_events_since(self.state.last_event_applied_idx, ignore_no_op_events=True) if len(events) == 0: await asyncio.sleep(0.01) return @@ -157,7 +158,7 @@ class Master: async def main(): logger = logging.getLogger('master_logger') - logger.setLevel(logging.DEBUG) + logger.setLevel(logging.INFO) if not logger.handlers: handler = logging.StreamHandler() handler.setFormatter(logging.Formatter('%(asctime)s - %(levelname)s - %(message)s')) diff --git a/master/tests/test_topology.py b/master/tests/test_topology.py index 151ef0c3..9172adbb 100644 --- a/master/tests/test_topology.py +++ b/master/tests/test_topology.py @@ -114,8 +114,7 @@ def test_remove_connection_still_connected(topology: Topology, node_profile: Nod topology.remove_connection(connection) # assert - with pytest.raises(IndexError): - topology.get_connection_profile(connection) + assert topology.get_connection_profile(connection) is None def test_remove_connection_bridge(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): @@ -129,7 +128,9 @@ def test_remove_connection_bridge(topology: Topology, node_profile: NodePerforma topology.add_node(Node(node_id=master_id, node_profile=node_profile)) topology.add_node(Node(node_id=node_a_id, node_profile=node_profile)) topology.add_node(Node(node_id=node_b_id, node_profile=node_profile)) - + + topology.set_master_node_id(master_id) + connection_master_to_a = Connection( local_node_id=master_id, send_back_node_id=node_a_id, @@ -157,11 +158,8 @@ def test_remove_connection_bridge(topology: Topology, node_profile: NodePerforma assert len(remaining_nodes) == 1 assert remaining_nodes[0].node_id == master_id - with pytest.raises(KeyError): - topology.get_node_profile(node_a_id) - - with pytest.raises(KeyError): - topology.get_node_profile(node_b_id) + assert topology.get_node_profile(node_a_id) is None + assert topology.get_node_profile(node_b_id) is None def test_remove_node_still_connected(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): @@ -174,8 +172,7 @@ def test_remove_node_still_connected(topology: Topology, node_profile: NodePerfo topology.remove_node(connection.local_node_id) # assert - with pytest.raises(KeyError): - topology.get_node_profile(connection.local_node_id) + assert topology.get_node_profile(connection.local_node_id) is None def test_list_nodes(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): diff --git a/networking/forwarder/go.mod b/networking/forwarder/go.mod index b7100a6a..8c3a2aae 100644 --- a/networking/forwarder/go.mod +++ b/networking/forwarder/go.mod @@ -1,16 +1,17 @@ module forwarder -go 1.23 +go 1.23.8 toolchain go1.24.3 replace forwarder/src => ./src require ( - github.com/google/uuid v1.6.0 - github.com/libp2p/go-libp2p v0.39.1 + github.com/google/uuid v1.6.0 + github.com/libp2p/go-libp2p v0.42.1 github.com/libp2p/go-libp2p-pubsub v0.14.2 github.com/mattn/go-sqlite3 v1.14.28 + github.com/multiformats/go-multiaddr v0.16.0 github.com/stretchr/testify v1.10.0 ) @@ -18,110 +19,99 @@ require ( github.com/benbjohnson/clock v1.3.5 // indirect github.com/beorn7/perks v1.0.1 // indirect github.com/cespare/xxhash/v2 v2.3.0 // indirect - github.com/containerd/cgroups v1.1.0 // indirect - github.com/coreos/go-systemd/v22 v22.5.0 // indirect github.com/davecgh/go-spew v1.1.1 // indirect github.com/davidlazar/go-crypto v0.0.0-20200604182044-b73af7476f6c // indirect - github.com/decred/dcrd/dcrec/secp256k1/v4 v4.3.0 // indirect - github.com/docker/go-units v0.5.0 // indirect - github.com/elastic/gosigar v0.14.3 // indirect + github.com/decred/dcrd/dcrec/secp256k1/v4 v4.4.0 // indirect github.com/flynn/noise v1.1.0 // indirect github.com/francoispqt/gojay v1.2.13 // indirect github.com/go-task/slim-sprig/v3 v3.0.0 // indirect - github.com/godbus/dbus/v5 v5.1.0 // indirect github.com/gogo/protobuf v1.3.2 // indirect github.com/google/gopacket v1.1.19 // indirect - github.com/google/pprof v0.0.0-20250202011525-fc3143867406 // indirect + github.com/google/pprof v0.0.0-20250607225305-033d6d78b36a // indirect github.com/gorilla/websocket v1.5.3 // indirect github.com/hashicorp/golang-lru/v2 v2.0.7 // indirect github.com/huin/goupnp v1.3.0 // indirect github.com/ipfs/go-cid v0.5.0 // indirect - github.com/ipfs/go-log/v2 v2.5.1 // indirect + github.com/ipfs/go-log/v2 v2.6.0 // indirect github.com/jackpal/go-nat-pmp v1.0.2 // indirect github.com/jbenet/go-temp-err-catcher v0.1.0 // indirect - github.com/klauspost/compress v1.17.11 // indirect - github.com/klauspost/cpuid/v2 v2.2.9 // indirect - github.com/koron/go-ssdp v0.0.5 // indirect + github.com/klauspost/compress v1.18.0 // indirect + github.com/klauspost/cpuid/v2 v2.2.10 // indirect + github.com/koron/go-ssdp v0.0.6 // indirect github.com/libp2p/go-buffer-pool v0.1.0 // indirect github.com/libp2p/go-flow-metrics v0.2.0 // indirect github.com/libp2p/go-libp2p-asn-util v0.4.1 // indirect github.com/libp2p/go-msgio v0.3.0 // indirect - github.com/libp2p/go-nat v0.2.0 // indirect github.com/libp2p/go-netroute v0.2.2 // indirect github.com/libp2p/go-reuseport v0.4.0 // indirect - github.com/libp2p/go-yamux/v4 v4.0.2 // indirect + github.com/libp2p/go-yamux/v5 v5.0.1 // indirect github.com/libp2p/zeroconf/v2 v2.2.0 // indirect github.com/marten-seemann/tcp v0.0.0-20210406111302-dfbc87cc63fd // indirect github.com/mattn/go-isatty v0.0.20 // indirect - github.com/miekg/dns v1.1.63 // indirect + github.com/miekg/dns v1.1.66 // indirect github.com/mikioh/tcpinfo v0.0.0-20190314235526-30a79bb1804b // indirect github.com/mikioh/tcpopt v0.0.0-20190314235656-172688c1accc // indirect github.com/minio/sha256-simd v1.0.1 // indirect github.com/mr-tron/base58 v1.2.0 // indirect github.com/multiformats/go-base32 v0.1.0 // indirect github.com/multiformats/go-base36 v0.2.0 // indirect - github.com/multiformats/go-multiaddr v0.14.0 // indirect github.com/multiformats/go-multiaddr-dns v0.4.1 // indirect github.com/multiformats/go-multiaddr-fmt v0.1.0 // indirect github.com/multiformats/go-multibase v0.2.0 // indirect - github.com/multiformats/go-multicodec v0.9.0 // indirect + github.com/multiformats/go-multicodec v0.9.1 // indirect github.com/multiformats/go-multihash v0.2.3 // indirect - github.com/multiformats/go-multistream v0.6.0 // indirect + github.com/multiformats/go-multistream v0.6.1 // indirect github.com/multiformats/go-varint v0.0.7 // indirect github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect - github.com/onsi/ginkgo/v2 v2.22.2 // indirect - github.com/opencontainers/runtime-spec v1.2.0 // indirect + github.com/onsi/ginkgo/v2 v2.23.4 // indirect github.com/pbnjay/memory v0.0.0-20210728143218-7b4eea64cf58 // indirect github.com/pion/datachannel v1.5.10 // indirect github.com/pion/dtls/v2 v2.2.12 // indirect - github.com/pion/dtls/v3 v3.0.4 // indirect - github.com/pion/ice/v2 v2.3.37 // indirect - github.com/pion/ice/v4 v4.0.6 // indirect - github.com/pion/interceptor v0.1.37 // indirect + github.com/pion/dtls/v3 v3.0.6 // indirect + github.com/pion/ice/v4 v4.0.10 // indirect + github.com/pion/interceptor v0.1.40 // indirect github.com/pion/logging v0.2.3 // indirect - github.com/pion/mdns v0.0.12 // indirect github.com/pion/mdns/v2 v2.0.7 // indirect github.com/pion/randutil v0.1.0 // indirect github.com/pion/rtcp v1.2.15 // indirect - github.com/pion/rtp v1.8.11 // indirect - github.com/pion/sctp v1.8.35 // indirect - github.com/pion/sdp/v3 v3.0.10 // indirect - github.com/pion/srtp/v3 v3.0.4 // indirect + github.com/pion/rtp v1.8.19 // indirect + github.com/pion/sctp v1.8.39 // indirect + github.com/pion/sdp/v3 v3.0.13 // indirect + github.com/pion/srtp/v3 v3.0.6 // indirect github.com/pion/stun v0.6.1 // indirect github.com/pion/stun/v3 v3.0.0 // indirect github.com/pion/transport/v2 v2.2.10 // indirect github.com/pion/transport/v3 v3.0.7 // indirect - github.com/pion/turn/v2 v2.1.6 // indirect - github.com/pion/turn/v4 v4.0.0 // indirect - github.com/pion/webrtc/v4 v4.0.8 // indirect - github.com/pkg/errors v0.9.1 // indirect + github.com/pion/turn/v4 v4.0.2 // indirect + github.com/pion/webrtc/v4 v4.1.2 // indirect github.com/pmezard/go-difflib v1.0.0 // indirect - github.com/prometheus/client_golang v1.20.5 // indirect - github.com/prometheus/client_model v0.6.1 // indirect - github.com/prometheus/common v0.62.0 // indirect - github.com/prometheus/procfs v0.15.1 // indirect + github.com/prometheus/client_golang v1.22.0 // indirect + github.com/prometheus/client_model v0.6.2 // indirect + github.com/prometheus/common v0.64.0 // indirect + github.com/prometheus/procfs v0.16.1 // indirect github.com/quic-go/qpack v0.5.1 // indirect - github.com/quic-go/quic-go v0.49.0 // indirect + github.com/quic-go/quic-go v0.52.0 // indirect github.com/quic-go/webtransport-go v0.8.1-0.20241018022711-4ac2c9250e66 // indirect - github.com/raulk/go-watchdog v1.3.0 // indirect github.com/spaolacci/murmur3 v1.1.0 // indirect github.com/wlynxg/anet v0.0.5 // indirect - go.uber.org/dig v1.18.0 // indirect - go.uber.org/fx v1.23.0 // indirect - go.uber.org/mock v0.5.0 // indirect + go.uber.org/automaxprocs v1.6.0 // indirect + go.uber.org/dig v1.19.0 // indirect + go.uber.org/fx v1.24.0 // indirect + go.uber.org/mock v0.5.2 // indirect go.uber.org/multierr v1.11.0 // indirect go.uber.org/zap v1.27.0 // indirect - golang.org/x/crypto v0.32.0 // indirect - golang.org/x/exp v0.0.0-20250128182459-e0ece0dbea4c // indirect - golang.org/x/mod v0.23.0 // indirect - golang.org/x/net v0.34.0 // indirect - golang.org/x/sync v0.11.0 // indirect - golang.org/x/sys v0.30.0 // indirect - golang.org/x/text v0.22.0 // indirect - golang.org/x/tools v0.29.0 // indirect - google.golang.org/protobuf v1.36.4 // indirect + golang.org/x/crypto v0.39.0 // indirect + golang.org/x/exp v0.0.0-20250606033433-dcc06ee1d476 // indirect + golang.org/x/mod v0.25.0 // indirect + golang.org/x/net v0.41.0 // indirect + golang.org/x/sync v0.15.0 // indirect + golang.org/x/sys v0.33.0 // indirect + golang.org/x/text v0.26.0 // indirect + golang.org/x/time v0.12.0 // indirect + golang.org/x/tools v0.34.0 // indirect + google.golang.org/protobuf v1.36.6 // indirect gopkg.in/yaml.v3 v3.0.1 // indirect - lukechampine.com/blake3 v1.3.0 // indirect + lukechampine.com/blake3 v1.4.1 // indirect ) // Remember to run `go mod tidy` after adding dependencies. diff --git a/networking/forwarder/go.sum b/networking/forwarder/go.sum index 75e179a9..5ba5ce9e 100644 --- a/networking/forwarder/go.sum +++ b/networking/forwarder/go.sum @@ -9,8 +9,6 @@ dmitri.shuralyov.com/state v0.0.0-20180228185332-28bcc343414c/go.mod h1:0PRwlb0D git.apache.org/thrift.git v0.0.0-20180902110319-2566ecd5d999/go.mod h1:fPE2ZNJGynbRyZ4dJvy6G277gSllfV2HJqblrnkyeyg= github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU= github.com/anmitsu/go-shlex v0.0.0-20161002113705-648efa622239/go.mod h1:2FmKhYUyUczH0OGQWaF5ceTx0UBShxjsH6f8oGKYe2c= -github.com/benbjohnson/clock v1.1.0/go.mod h1:J11/hYXuz8f4ySSvYwY0FKfm+ezbsZBKZxNJlLklBHA= -github.com/benbjohnson/clock v1.3.0/go.mod h1:J11/hYXuz8f4ySSvYwY0FKfm+ezbsZBKZxNJlLklBHA= github.com/benbjohnson/clock v1.3.5 h1:VvXlSJBzZpA/zum6Sj74hxwYI2DIxRWuNIoXAzHZz5o= github.com/benbjohnson/clock v1.3.5/go.mod h1:J11/hYXuz8f4ySSvYwY0FKfm+ezbsZBKZxNJlLklBHA= github.com/beorn7/perks v0.0.0-20180321164747-3a771d992973/go.mod h1:Dwedo/Wpr24TaqPxmxbtue+5NUziq4I4S80YR8gNf3Q= @@ -20,33 +18,18 @@ github.com/bradfitz/go-smtpd v0.0.0-20170404230938-deb6d6237625/go.mod h1:HYsPBT github.com/buger/jsonparser v0.0.0-20181115193947-bf1c66bbce23/go.mod h1:bbYlZJ7hK1yFx9hf58LP0zeX7UjIGs20ufpu3evjr+s= github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs= github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs= -github.com/cilium/ebpf v0.2.0/go.mod h1:To2CFviqOWL/M0gIMsvSMlqe7em/l1ALkX1PyjrX2Qs= github.com/client9/misspell v0.3.4/go.mod h1:qj6jICC3Q7zFZvVWo7KLAzC3yx5G7kyvSDkc90ppPyw= -github.com/containerd/cgroups v0.0.0-20201119153540-4cbc285b3327/go.mod h1:ZJeTFisyysqgcCdecO57Dj79RfL0LNeGiFUqLYQRYLE= -github.com/containerd/cgroups v1.1.0 h1:v8rEWFl6EoqHB+swVNjVoCJE8o3jX7e8nqBGPLaDFBM= -github.com/containerd/cgroups v1.1.0/go.mod h1:6ppBcbh/NOOUU+dMKrykgaBnK9lCIBxHqJDGwsa1mIw= github.com/coreos/go-systemd v0.0.0-20181012123002-c6f51f82210d/go.mod h1:F5haX7vjVVG0kc13fIWeqUViNPyEJxv/OmvnBo0Yme4= -github.com/coreos/go-systemd/v22 v22.1.0/go.mod h1:xO0FLkIi5MaZafQlIrOotqXZ90ih+1atmu1JpKERPPk= -github.com/coreos/go-systemd/v22 v22.5.0 h1:RrqgGjYQKalulkV8NGVIfkXQf6YYmOyiJKk8iXXhfZs= -github.com/coreos/go-systemd/v22 v22.5.0/go.mod h1:Y58oyj3AT4RCenI/lSvhwexgC+NSVTIJ3seZv2GcEnc= -github.com/cpuguy83/go-md2man/v2 v2.0.0-20190314233015-f79a8a8ca69d/go.mod h1:maD7wRr/U5Z6m/iR4s+kqSMx2CaBsrgA7czyZG/E6dU= -github.com/cpuguy83/go-md2man/v2 v2.0.0/go.mod h1:maD7wRr/U5Z6m/iR4s+kqSMx2CaBsrgA7czyZG/E6dU= github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38= github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c= github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38= github.com/davidlazar/go-crypto v0.0.0-20200604182044-b73af7476f6c h1:pFUpOrbxDR6AkioZ1ySsx5yxlDQZ8stG2b88gTPxgJU= github.com/davidlazar/go-crypto v0.0.0-20200604182044-b73af7476f6c/go.mod h1:6UhI8N9EjYm1c2odKpFpAYeR8dsBeM7PtzQhRgxRr9U= -github.com/decred/dcrd/crypto/blake256 v1.0.1 h1:7PltbUIQB7u/FfZ39+DGa/ShuMyJ5ilcvdfma9wOH6Y= -github.com/decred/dcrd/crypto/blake256 v1.0.1/go.mod h1:2OfgNZ5wDpcsFmHmCK5gZTPcCXqlm2ArzUIkw9czNJo= -github.com/decred/dcrd/dcrec/secp256k1/v4 v4.3.0 h1:rpfIENRNNilwHwZeG5+P150SMrnNEcHYvcCuK6dPZSg= -github.com/decred/dcrd/dcrec/secp256k1/v4 v4.3.0/go.mod h1:v57UDF4pDQJcEfFUCRop3lJL149eHGSe9Jvczhzjo/0= -github.com/docker/go-units v0.4.0/go.mod h1:fgPhTUdO+D/Jk86RDLlptpiXQzgHJF7gydDDbaIK4Dk= -github.com/docker/go-units v0.5.0 h1:69rxXcBk27SvSaaxTtLh/8llcHD8vYHT7WSdRZ/jvr4= -github.com/docker/go-units v0.5.0/go.mod h1:fgPhTUdO+D/Jk86RDLlptpiXQzgHJF7gydDDbaIK4Dk= +github.com/decred/dcrd/crypto/blake256 v1.1.0 h1:zPMNGQCm0g4QTY27fOCorQW7EryeQ/U0x++OzVrdms8= +github.com/decred/dcrd/crypto/blake256 v1.1.0/go.mod h1:2OfgNZ5wDpcsFmHmCK5gZTPcCXqlm2ArzUIkw9czNJo= +github.com/decred/dcrd/dcrec/secp256k1/v4 v4.4.0 h1:NMZiJj8QnKe1LgsbDayM4UoHwbvwDRwnI3hwNaAHRnc= +github.com/decred/dcrd/dcrec/secp256k1/v4 v4.4.0/go.mod h1:ZXNYxsqcloTdSy/rNShjYzMhyjf0LaoftYK0p+A3h40= github.com/dustin/go-humanize v1.0.0/go.mod h1:HtrtbFcZ19U5GC7JDqmcUSB87Iq5E25KnS6fMYU6eOk= -github.com/elastic/gosigar v0.12.0/go.mod h1:iXRIGg2tLnu7LBdpqzyQfGDEidKCfWcCMS0WKyPWoMs= -github.com/elastic/gosigar v0.14.3 h1:xwkKwPia+hSfg9GqrCUKYdId102m9qTJIIr7egmK/uo= -github.com/elastic/gosigar v0.14.3/go.mod h1:iXRIGg2tLnu7LBdpqzyQfGDEidKCfWcCMS0WKyPWoMs= github.com/flynn/go-shlex v0.0.0-20150515145356-3f9db97f8568/go.mod h1:xEzjJPgXI435gkrCt3MPfRiAkVrwSbHsst4LCFVfpJc= github.com/flynn/noise v1.1.0 h1:KjPQoQCEFdZDiP03phOvGi11+SVVhBG2wOWAorLsstg= github.com/flynn/noise v1.1.0/go.mod h1:xbMo+0i6+IGbYdJhF31t2eR1BIU0CYc12+BNAKwUTag= @@ -60,12 +43,7 @@ github.com/go-logr/logr v1.4.2 h1:6pFjapn8bFcIbiKo3XT4j/BhANplGihG6tvd+8rYgrY= github.com/go-logr/logr v1.4.2/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY= github.com/go-task/slim-sprig/v3 v3.0.0 h1:sUs3vkvUymDpBKi3qH1YSqBQk9+9D/8M2mN1vB6EwHI= github.com/go-task/slim-sprig/v3 v3.0.0/go.mod h1:W848ghGpv3Qj3dhTPRyJypKRiqCdHZiAzKg9hl15HA8= -github.com/godbus/dbus/v5 v5.0.3/go.mod h1:xhWf0FNVPg57R7Z0UbKHbJfkEywrmjJnf7w5xrFpKfA= -github.com/godbus/dbus/v5 v5.0.4/go.mod h1:xhWf0FNVPg57R7Z0UbKHbJfkEywrmjJnf7w5xrFpKfA= -github.com/godbus/dbus/v5 v5.1.0 h1:4KLkAxT3aOY8Li4FRJe/KvhoNFFxo0m6fNuFUO8QJUk= -github.com/godbus/dbus/v5 v5.1.0/go.mod h1:xhWf0FNVPg57R7Z0UbKHbJfkEywrmjJnf7w5xrFpKfA= github.com/gogo/protobuf v1.1.1/go.mod h1:r8qH/GZQm5c6nD/R0oafs1akxWv10x8SbQlK7atdtwQ= -github.com/gogo/protobuf v1.3.1/go.mod h1:SlYgWuQ5SjCEi6WLHjHCa1yvBfUnHcTbrrZtXPKa29o= github.com/gogo/protobuf v1.3.2 h1:Ov1cvc58UF3b5XjBnZv7+opcTcQFZebYjWzi34vdm4Q= github.com/gogo/protobuf v1.3.2/go.mod h1:P1XiOD3dCwIKUDQYPy72D8LYyHL2YPYrpS2s69NZV8Q= github.com/golang/glog v0.0.0-20160126235308-23def4e6c14b/go.mod h1:SBH7ygxi8pfUlaOkMMuAQtPIUF8ecWP5IEl/CR7VP2Q= @@ -76,18 +54,16 @@ github.com/golang/protobuf v1.2.0/go.mod h1:6lQm79b+lXiMfvg/cZm0SGofjICqVBUtrP5y github.com/golang/protobuf v1.3.1/go.mod h1:6lQm79b+lXiMfvg/cZm0SGofjICqVBUtrP5yJMmIC1U= github.com/google/btree v0.0.0-20180813153112-4030bb1f1f0c/go.mod h1:lNA+9X1NB3Zf8V7Ke586lFgjr2dZNuvo3lPJSGZ5JPQ= github.com/google/go-cmp v0.2.0/go.mod h1:oXzfMopK8JAjlY9xF4vHSVASa0yLyX7SntLO5aqRK0M= -github.com/google/go-cmp v0.5.2/go.mod h1:v8dTdLbMG2kIc/vJvl+f65V22dbkXbowE6jgT/gNBxE= -github.com/google/go-cmp v0.6.0 h1:ofyhxvXcZhMsU5ulbFiLKl/XBFqE1GSq7atu8tAmTRI= -github.com/google/go-cmp v0.6.0/go.mod h1:17dUlkBOakJ0+DkrSSNjCkIjxS6bF9zb3elmeNGIjoY= +github.com/google/go-cmp v0.7.0 h1:wk8382ETsv4JYUZwIsn6YpYiWiBsYLSJiTsyBybVuN8= +github.com/google/go-cmp v0.7.0/go.mod h1:pXiqmnSA92OHEEa9HXL2W4E7lf9JzCmGVUdgjX3N/iU= github.com/google/go-github v17.0.0+incompatible/go.mod h1:zLgOLi98H3fifZn+44m+umXrS52loVEgC2AApnigrVQ= github.com/google/go-querystring v1.0.0/go.mod h1:odCYkC5MyYFN7vkCjXpyrEuKhc/BUO6wN/zVPAxq5ck= github.com/google/gopacket v1.1.19 h1:ves8RnFZPGiFnTS0uPQStjwru6uO6h+nlr9j6fL7kF8= github.com/google/gopacket v1.1.19/go.mod h1:iJ8V8n6KS+z2U1A8pUwu8bW5SyEMkXJB8Yo/Vo+TKTo= github.com/google/martian v2.1.0+incompatible/go.mod h1:9I4somxYTbIHy5NJKHRl3wXiIaQGbYVAs8BPL6v8lEs= 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h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4= golang.org/x/net v0.0.0-20180906233101-161cd47e91fd/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4= @@ -407,7 +354,6 @@ golang.org/x/net v0.0.0-20181029044818-c44066c5c816/go.mod h1:mL1N/T3taQHkDXs73r golang.org/x/net v0.0.0-20181106065722-10aee1819953/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4= golang.org/x/net v0.0.0-20190108225652-1e06a53dbb7e/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4= golang.org/x/net v0.0.0-20190213061140-3a22650c66bd/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4= -golang.org/x/net v0.0.0-20190311183353-d8887717615a/go.mod h1:t9HGtf8HONx5eT2rtn7q6eTqICYqUVnKs3thJo3Qplg= golang.org/x/net v0.0.0-20190313220215-9f648a60d977/go.mod h1:t9HGtf8HONx5eT2rtn7q6eTqICYqUVnKs3thJo3Qplg= golang.org/x/net v0.0.0-20190404232315-eb5bcb51f2a3/go.mod h1:t9HGtf8HONx5eT2rtn7q6eTqICYqUVnKs3thJo3Qplg= golang.org/x/net v0.0.0-20190620200207-3b0461eec859/go.mod h1:z5CRVTTTmAJ677TzLLGU+0bjPO0LkuOLi4/5GtJWs/s= @@ -415,7 +361,6 @@ golang.org/x/net v0.0.0-20200226121028-0de0cce0169b/go.mod h1:z5CRVTTTmAJ677TzLL golang.org/x/net v0.0.0-20201021035429-f5854403a974/go.mod h1:sp8m0HH+o8qH0wwXwYZr8TS3Oi6o0r6Gce1SSxlDquU= golang.org/x/net v0.0.0-20210119194325-5f4716e94777/go.mod h1:m0MpNAwzfU5UDzcl9v0D8zg8gWTRqZa9RBIspLL5mdg= golang.org/x/net v0.0.0-20210226172049-e18ecbb05110/go.mod h1:m0MpNAwzfU5UDzcl9v0D8zg8gWTRqZa9RBIspLL5mdg= -golang.org/x/net v0.0.0-20210405180319-a5a99cb37ef4/go.mod h1:p54w0d4576C0XHj96bSt6lcn1PtDYWL6XObtHCRCNQM= golang.org/x/net v0.0.0-20210423184538-5f58ad60dda6/go.mod h1:OJAsFXCWl8Ukc7SiCT/9KSuxbyM7479/AVlXFRxuMCk= golang.org/x/net v0.0.0-20220722155237-a158d28d115b/go.mod h1:XRhObCWvk6IyKnWLug+ECip1KBveYUHfp+8e9klMJ9c= golang.org/x/net v0.6.0/go.mod h1:2Tu9+aMcznHK/AK1HMvgo6xiTLG5rD5rZLDS+rp2Bjs= @@ -423,8 +368,8 @@ golang.org/x/net v0.9.0/go.mod h1:d48xBJpPfHeWQsugry2m+kC02ZBRGRgulfHnEXEuWns= golang.org/x/net v0.10.0/go.mod h1:0qNGK6F8kojg2nk9dLZ2mShWaEBan6FAoqfSigmmuDg= golang.org/x/net v0.14.0/go.mod h1:PpSgVXXLK0OxS0F31C1/tv6XNguvCrnXIDrFMspZIUI= golang.org/x/net v0.20.0/go.mod h1:z8BVo6PvndSri0LbOE3hAn0apkU+1YvI6E70E9jsnvY= -golang.org/x/net v0.34.0 h1:Mb7Mrk043xzHgnRM88suvJFwzVrRfHEHJEl5/71CKw0= -golang.org/x/net v0.34.0/go.mod h1:di0qlW3YNM5oh6GqDGQr92MyTozJPmybPK4Ev/Gm31k= +golang.org/x/net v0.41.0 h1:vBTly1HeNPEn3wtREYfy4GZ/NECgw2Cnl+nK6Nz3uvw= +golang.org/x/net v0.41.0/go.mod h1:B/K4NNqkfmg07DQYrbwvSluqCJOOXwUjeb/5lOisjbA= golang.org/x/oauth2 v0.0.0-20180821212333-d2e6202438be/go.mod h1:N/0e6XlmueqKjAGxoOufVs8QHGRruUQn6yWY3a++T0U= golang.org/x/oauth2 v0.0.0-20181017192945-9dcd33a902f4/go.mod h1:N/0e6XlmueqKjAGxoOufVs8QHGRruUQn6yWY3a++T0U= golang.org/x/oauth2 v0.0.0-20181203162652-d668ce993890/go.mod h1:N/0e6XlmueqKjAGxoOufVs8QHGRruUQn6yWY3a++T0U= @@ -440,38 +385,31 @@ golang.org/x/sync v0.0.0-20201020160332-67f06af15bc9/go.mod h1:RxMgew5VJxzue5/jJ golang.org/x/sync v0.0.0-20210220032951-036812b2e83c/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= golang.org/x/sync v0.1.0/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= -golang.org/x/sync v0.11.0 h1:GGz8+XQP4FvTTrjZPzNKTMFtSXH80RAzG+5ghFPgK9w= -golang.org/x/sync v0.11.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk= -golang.org/x/sys v0.0.0-20180810173357-98c5dad5d1a0/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY= +golang.org/x/sync v0.15.0 h1:KWH3jNZsfyT6xfAfKiz6MRNmd46ByHDYaZ7KSkCtdW8= +golang.org/x/sync v0.15.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA= golang.org/x/sys v0.0.0-20180830151530-49385e6e1522/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY= golang.org/x/sys v0.0.0-20180909124046-d0be0721c37e/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY= golang.org/x/sys v0.0.0-20181029174526-d69651ed3497/go.mod 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golang.org/x/sys v0.6.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.7.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.8.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= -golang.org/x/sys v0.9.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.11.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.16.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA= -golang.org/x/sys v0.30.0 h1:QjkSwP/36a20jFYWkSue1YwXzLmsV5Gfq7Eiy72C1uc= -golang.org/x/sys v0.30.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA= +golang.org/x/sys v0.33.0 h1:q3i8TbbEz+JRD9ywIRlyRAQbM0qF7hu24q3teo2hbuw= +golang.org/x/sys v0.33.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k= golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo= golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8= golang.org/x/term v0.5.0/go.mod h1:jMB1sMXY+tzblOD4FWmEbocvup2/aLOaQEp7JmGp78k= @@ -488,28 +426,25 @@ golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8= golang.org/x/text v0.9.0/go.mod h1:e1OnstbJyHTd6l/uOt8jFFHp6TRDWZR/bV3emEE/zU8= golang.org/x/text v0.12.0/go.mod h1:TvPlkZtksWOMsz7fbANvkp4WM8x/WCo/om8BMLbz+aE= golang.org/x/text v0.14.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU= -golang.org/x/text v0.22.0 h1:bofq7m3/HAFvbF51jz3Q9wLg3jkvSPuiZu/pD1XwgtM= -golang.org/x/text v0.22.0/go.mod h1:YRoo4H8PVmsu+E3Ou7cqLVH8oXWIHVoX0jqUWALQhfY= +golang.org/x/text v0.26.0 h1:P42AVeLghgTYr4+xUnTRKDMqpar+PtX7KWuNQL21L8M= +golang.org/x/text v0.26.0/go.mod h1:QK15LZJUUQVJxhz7wXgxSy/CJaTFjd0G+YLonydOVQA= golang.org/x/time v0.0.0-20180412165947-fbb02b2291d2/go.mod h1:tRJNPiyCQ0inRvYxbN9jk5I+vvW/OXSQhTDSoE431IQ= golang.org/x/time v0.0.0-20181108054448-85acf8d2951c/go.mod 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+golang.org/x/tools v0.34.0 h1:qIpSLOxeCYGg9TrcJokLBG4KFA6d795g0xkBkiESGlo= +golang.org/x/tools v0.34.0/go.mod h1:pAP9OwEaY1CAW3HOmg3hLZC5Z0CCmzjAF2UQMSqNARg= golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0= golang.org/x/xerrors v0.0.0-20191011141410-1b5146add898/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0= golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0= @@ -530,26 +465,22 @@ google.golang.org/grpc v1.14.0/go.mod h1:yo6s7OP7yaDglbqo1J04qKzAhqBH6lvTonzMVmE google.golang.org/grpc v1.16.0/go.mod h1:0JHn/cJsOMiMfNA9+DeHDlAU7KAAB5GDlYFpa9MZMio= google.golang.org/grpc v1.17.0/go.mod h1:6QZJwpn2B+Zp71q/5VxRsJ6NXXVCE5NRUHRo+f3cWCs= google.golang.org/grpc v1.19.0/go.mod h1:mqu4LbDTu4XGKhr4mRzUsmM4RtVoemTSY81AxZiDr8c= -google.golang.org/protobuf v1.36.4 h1:6A3ZDJHn/eNqc1i+IdefRzy/9PokBTPvcqMySR7NNIM= -google.golang.org/protobuf v1.36.4/go.mod h1:9fA7Ob0pmnwhb644+1+CVWFRbNajQ6iRojtC/QF5bRE= +google.golang.org/protobuf v1.36.6 h1:z1NpPI8ku2WgiWnf+t9wTPsn6eP1L7ksHUlkfLvd9xY= +google.golang.org/protobuf v1.36.6/go.mod h1:jduwjTPXsFjZGTmRluh+L6NjiWu7pchiJ2/5YcXBHnY= gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0= -gopkg.in/check.v1 v1.0.0-20180628173108-788fd7840127/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0= -gopkg.in/check.v1 v1.0.0-20190902080502-41f04d3bba15/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0= gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk= gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q= gopkg.in/inf.v0 v0.9.1/go.mod h1:cWUDdTG/fYaXco+Dcufb5Vnc6Gp2YChqWtbxRZE0mXw= gopkg.in/yaml.v2 v2.2.1/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI= gopkg.in/yaml.v2 v2.2.2/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI= -gopkg.in/yaml.v2 v2.2.8/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI= gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM= -gopkg.in/yaml.v3 v3.0.0-20210107192922-496545a6307b/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM= gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA= gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM= grpc.go4.org v0.0.0-20170609214715-11d0a25b4919/go.mod h1:77eQGdRu53HpSqPFJFmuJdjuHRquDANNeA4x7B8WQ9o= honnef.co/go/tools v0.0.0-20180728063816-88497007e858/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4= honnef.co/go/tools v0.0.0-20190102054323-c2f93a96b099/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4= honnef.co/go/tools v0.0.0-20190106161140-3f1c8253044a/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4= -lukechampine.com/blake3 v1.3.0 h1:sJ3XhFINmHSrYCgl958hscfIa3bw8x4DqMP3u1YvoYE= -lukechampine.com/blake3 v1.3.0/go.mod h1:0OFRp7fBtAylGVCO40o87sbupkyIGgbpv1+M1k1LM6k= +lukechampine.com/blake3 v1.4.1 h1:I3Smz7gso8w4/TunLKec6K2fn+kyKtDxr/xcQEN84Wg= +lukechampine.com/blake3 v1.4.1/go.mod h1:QFosUxmjB8mnrWFSNwKmvxHpfY72bmD2tQ0kBMM3kwo= sourcegraph.com/sourcegraph/go-diff v0.5.0/go.mod h1:kuch7UrkMzY0X+p9CRK03kfuPQ2zzQcaEFbx8wA8rck= sourcegraph.com/sqs/pbtypes v0.0.0-20180604144634-d3ebe8f20ae4/go.mod h1:ketZ/q3QxT9HOBeFhu6RdvsftgpsbFHBF5Cas6cDKZ0= diff --git a/networking/forwarder/main.go b/networking/forwarder/main.go index dd2a9ea4..3699364d 100644 --- a/networking/forwarder/main.go +++ b/networking/forwarder/main.go @@ -11,6 +11,7 @@ import ( ) var nodeID = flag.String("node-id", "", "Node ID (defaults to FORWARDER_NODE_ID env var or a new UUID)") +var eventsDBPath = flag.String("events-db", "", "Path to the worker events SQLite database") func main() { flag.Parse() @@ -23,6 +24,12 @@ func main() { } log.Printf("Starting forwarder with node ID: %s", id) + // Set the events database path if provided + if *eventsDBPath != "" { + forwarder.SetEventsDBPath(*eventsDBPath) + log.Printf("Using events database: %s", *eventsDBPath) + } + args := flag.Args() if len(args) == 0 { log.Fatal("forwarding pairs argument is required as the first positional argument (of the form {source}|{sink}) where source and sink sqlite:db_file:table_name or libp2p:topic") diff --git a/networking/forwarder/src/event_writer.go b/networking/forwarder/src/event_writer.go new file mode 100644 index 00000000..b0ebb9dd --- /dev/null +++ b/networking/forwarder/src/event_writer.go @@ -0,0 +1,259 @@ +package forwarder + +import ( + "database/sql" + "encoding/json" + "fmt" + "log" + "strconv" + "sync" + + "github.com/google/uuid" + "github.com/libp2p/go-libp2p/core/network" + _ "github.com/mattn/go-sqlite3" + "github.com/multiformats/go-multiaddr" +) + +var ( + eventsDBPath string + eventsDB *sql.DB + eventsDBMu sync.Mutex +) + +// SetEventsDBPath sets the path to the events database +func SetEventsDBPath(path string) { + eventsDBMu.Lock() + defer eventsDBMu.Unlock() + eventsDBPath = path +} + +// Event types matching Python's _EventType enum +const ( + EventTypeTopologyEdgeCreated = "TopologyEdgeCreated" + EventTypeTopologyEdgeDeleted = "TopologyEdgeDeleted" +) + +// ConnectionProfile matches Python's ConnectionProfile (optional) +type ConnectionProfile struct { + Throughput float64 `json:"throughput"` + Latency float64 `json:"latency"` + Jitter float64 `json:"jitter"` +} + +// Multiaddr matches Python's Multiaddr structure +type Multiaddr struct { + Address string `json:"address"` + IPv4Address string `json:"ipv4_address,omitempty"` + Port int `json:"port,omitempty"` +} + +// Connection matches Python's Connection model +type Connection struct { + LocalNodeID string `json:"local_node_id"` + SendBackNodeID string `json:"send_back_node_id"` + LocalMultiaddr Multiaddr `json:"local_multiaddr"` + SendBackMultiaddr Multiaddr `json:"send_back_multiaddr"` + ConnectionProfile *ConnectionProfile `json:"connection_profile"` +} + +// TopologyEdgeCreated matches Python's TopologyEdgeCreated event +type TopologyEdgeCreated struct { + EventType string `json:"event_type"` + EventID string `json:"event_id"` + Edge Connection `json:"edge"` +} + +// TopologyEdgeDeleted matches Python's TopologyEdgeDeleted event +type TopologyEdgeDeleted struct { + EventType string `json:"event_type"` + EventID string `json:"event_id"` + Edge Connection `json:"edge"` +} + +// initEventsDB initializes the events database connection +func initEventsDB() error { + eventsDBMu.Lock() + defer eventsDBMu.Unlock() + + if eventsDB != nil { + return nil // Already initialized + } + + if eventsDBPath == "" { + return nil // No events DB configured + } + + var err error + eventsDB, err = sql.Open("sqlite3", eventsDBPath) + if err != nil { + return fmt.Errorf("failed to open events database: %w", err) + } + + // Create table if it doesn't exist (matching Python's schema) + createTableSQL := ` + CREATE TABLE IF NOT EXISTS events ( + rowid INTEGER PRIMARY KEY AUTOINCREMENT, + origin TEXT NOT NULL, + event_type TEXT NOT NULL, + event_id TEXT NOT NULL, + event_data TEXT NOT NULL, + created_at TIMESTAMP NOT NULL DEFAULT CURRENT_TIMESTAMP + ); + CREATE INDEX IF NOT EXISTS idx_events_origin ON events(origin); + CREATE INDEX IF NOT EXISTS idx_events_event_type ON events(event_type); + CREATE INDEX IF NOT EXISTS idx_events_created_at ON events(created_at); + ` + _, err = eventsDB.Exec(createTableSQL) + if err != nil { + eventsDB.Close() + eventsDB = nil + return fmt.Errorf("failed to create events table: %w", err) + } + + return nil +} + +// writeEvent writes an event to the database +func writeEvent(eventType string, eventData interface{}) error { + if eventsDB == nil { + if err := initEventsDB(); err != nil { + return err + } + if eventsDB == nil { + return nil // No events DB configured + } + } + + // Serialize event data to JSON + jsonData, err := json.Marshal(eventData) + if err != nil { + return fmt.Errorf("failed to marshal event data: %w", err) + } + + // Extract event ID from the event data + var eventID string + switch e := eventData.(type) { + case *TopologyEdgeCreated: + eventID = e.EventID + case *TopologyEdgeDeleted: + eventID = e.EventID + default: + eventID = uuid.New().String() + } + + // Insert event into database + insertSQL := `INSERT INTO events (origin, event_type, event_id, event_data) VALUES (?, ?, ?, ?)` + _, err = eventsDB.Exec(insertSQL, GetNodeId(), eventType, eventID, string(jsonData)) + if err != nil { + return fmt.Errorf("failed to insert event: %w", err) + } + + return nil +} + +// NotifeeHandler implements the libp2p network.Notifiee interface +type NotifeeHandler struct{} + +// Listen is called when network starts listening on an addr +func (n *NotifeeHandler) Listen(net network.Network, ma multiaddr.Multiaddr) {} + +// ListenClose is called when network stops listening on an addr +func (n *NotifeeHandler) ListenClose(net network.Network, ma multiaddr.Multiaddr) {} + +// Connected is called when a connection is opened +func (n *NotifeeHandler) Connected(net network.Network, conn network.Conn) { + remotePeer := conn.RemotePeer() + localAddr := conn.LocalMultiaddr() + remoteAddr := conn.RemoteMultiaddr() + + // Get the actual node IDs (not peer IDs) + localNodeID := GetNodeId() + + // For remote node, we need to extract from peer ID or use a mapping + // For now, we'll use the peer ID as a placeholder + // TODO: Implement proper node ID mapping/discovery + remoteNodeID := remotePeer.String() + + // Create connection event + event := &TopologyEdgeCreated{ + EventType: EventTypeTopologyEdgeCreated, + EventID: uuid.New().String(), + Edge: Connection{ + LocalNodeID: localNodeID, + SendBackNodeID: remoteNodeID, + LocalMultiaddr: parseMultiaddr(localAddr), + SendBackMultiaddr: parseMultiaddr(remoteAddr), + ConnectionProfile: nil, // TODO: Add connection profiling if needed + }, + } + + // Write event to database + if err := writeEvent(EventTypeTopologyEdgeCreated, event); err != nil { + log.Printf("Failed to write edge created event: %v", err) + } else { + log.Printf("Wrote edge created event: %s -> %s", localNodeID, remoteNodeID) + } +} + +// Disconnected is called when a connection is closed +func (n *NotifeeHandler) Disconnected(net network.Network, conn network.Conn) { + remotePeer := conn.RemotePeer() + localAddr := conn.LocalMultiaddr() + remoteAddr := conn.RemoteMultiaddr() + + // Get the actual node IDs (not peer IDs) + localNodeID := GetNodeId() + remoteNodeID := remotePeer.String() // TODO: Implement proper node ID mapping + + // Create disconnection event + event := &TopologyEdgeDeleted{ + EventType: EventTypeTopologyEdgeDeleted, + EventID: uuid.New().String(), + Edge: Connection{ + LocalNodeID: localNodeID, + SendBackNodeID: remoteNodeID, + LocalMultiaddr: parseMultiaddr(localAddr), + SendBackMultiaddr: parseMultiaddr(remoteAddr), + ConnectionProfile: nil, + }, + } + + // Write event to database + if err := writeEvent(EventTypeTopologyEdgeDeleted, event); err != nil { + log.Printf("Failed to write edge deleted event: %v", err) + } else { + log.Printf("Wrote edge deleted event: %s -> %s", localNodeID, remoteNodeID) + } +} + +// OpenedStream is called when a stream is opened +func (n *NotifeeHandler) OpenedStream(net network.Network, str network.Stream) {} + +// ClosedStream is called when a stream is closed +func (n *NotifeeHandler) ClosedStream(net network.Network, str network.Stream) {} + +// parseMultiaddr converts a libp2p multiaddr to our Multiaddr struct +func parseMultiaddr(ma multiaddr.Multiaddr) Multiaddr { + result := Multiaddr{ + Address: ma.String(), + } + + // Extract IPv4 address if present + if ipStr, err := ma.ValueForProtocol(multiaddr.P_IP4); err == nil { + result.IPv4Address = ipStr + } + + // Extract port if present + if portStr, err := ma.ValueForProtocol(multiaddr.P_TCP); err == nil { + if port, err := strconv.Atoi(portStr); err == nil { + result.Port = port + } + } + + return result +} + +// GetNotifee returns a singleton instance of the notifee handler +func GetNotifee() network.Notifiee { + return &NotifeeHandler{} +} \ No newline at end of file diff --git a/networking/forwarder/src/libp2p.go b/networking/forwarder/src/libp2p.go index 584e2b04..d25b1811 100644 --- a/networking/forwarder/src/libp2p.go +++ b/networking/forwarder/src/libp2p.go @@ -6,6 +6,10 @@ import ( "crypto/sha256" "encoding/json" "log" + "net" + "os" + "sort" + "strings" "sync" "time" @@ -15,9 +19,11 @@ import ( "github.com/libp2p/go-libp2p/core/host" "github.com/libp2p/go-libp2p/core/network" "github.com/libp2p/go-libp2p/core/peer" + "github.com/libp2p/go-libp2p/core/peerstore" "github.com/libp2p/go-libp2p/core/pnet" mdns "github.com/libp2p/go-libp2p/p2p/discovery/mdns" "github.com/libp2p/go-libp2p/p2p/security/noise" + "github.com/multiformats/go-multiaddr" ) var node host.Host @@ -28,22 +34,337 @@ var mu sync.Mutex var refCount int var topicsMap = make(map[string]*pubsub.Topic) +// Connection retry state tracking +type peerConnState struct { + retryCount int + lastAttempt time.Time +} + +var peerLastAddrs = make(map[peer.ID][]multiaddr.Multiaddr) +var addrsMu sync.Mutex + +var connecting = make(map[peer.ID]bool) +var connMu sync.Mutex +var peerRetryState = make(map[peer.ID]*peerConnState) +var retryMu sync.Mutex + +const ( + maxRetries = 5 // Increased for more tolerance to transient failures + initialBackoff = 2 * time.Second + maxBackoff = 33 * time.Second + retryResetTime = 1 * time.Minute // Reduced for faster recovery after max retries +) + type discoveryNotifee struct { h host.Host } +// sortAddrs returns a sorted copy of addresses for comparison +func sortAddrs(addrs []multiaddr.Multiaddr) []multiaddr.Multiaddr { + s := make([]multiaddr.Multiaddr, len(addrs)) + copy(s, addrs) + sort.Slice(s, func(i, j int) bool { + return s[i].String() < s[j].String() + }) + return s +} + +// addrsChanged checks if two address sets differ +func addrsChanged(a, b []multiaddr.Multiaddr) bool { + if len(a) != len(b) { + return true + } + sa := sortAddrs(a) + sb := sortAddrs(b) + for i := range sa { + if !sa[i].Equal(sb[i]) { + return true + } + } + return false +} + +// isAddressValid checks if an address should be used for connections +func isAddressValid(addr multiaddr.Multiaddr) bool { + // Allow loopback for testing if env var is set + allowLoopback := os.Getenv("FORWARDER_ALLOW_LOOPBACK") == "true" + + // Check IPv4 addresses + ipStr, err := addr.ValueForProtocol(multiaddr.P_IP4) + if err == nil && ipStr != "" { + ip := net.ParseIP(ipStr) + if ip == nil { + return false + } + // Filter out loopback, unspecified addresses (unless testing) + if !allowLoopback && (ip.IsLoopback() || ip.IsUnspecified()) { + return false + } + if ip.IsUnspecified() { + return false + } + // Filter out common VPN ranges (Tailscale uses 100.64.0.0/10) + if ip.To4() != nil && ip.To4()[0] == 100 && ip.To4()[1] >= 64 && ip.To4()[1] <= 127 { + return false + } + } + + // Check IPv6 addresses + ipStr, err = addr.ValueForProtocol(multiaddr.P_IP6) + if err == nil && ipStr != "" { + ip := net.ParseIP(ipStr) + if ip == nil { + return false + } + // Filter out loopback, unspecified addresses (unless testing) + if !allowLoopback && (ip.IsLoopback() || ip.IsUnspecified()) { + return false + } + if ip.IsUnspecified() { + return false + } + // Filter out Tailscale IPv6 (fd7a:115c:a1e0::/48) + if strings.HasPrefix(strings.ToLower(ipStr), "fd7a:115c:a1e0:") { + return false + } + } + + return true +} + +// customInterfaceAddresses returns IPs only from interfaces that are up and running (has link) +func customInterfaceAddresses() ([]net.IP, error) { + var ips []net.IP + ifaces, err := net.Interfaces() + if err != nil { + return nil, err + } + for _, ifi := range ifaces { + if ifi.Flags&net.FlagUp == 0 || ifi.Flags&net.FlagRunning == 0 { + continue + } + addrs, err := ifi.Addrs() + if err != nil { + return nil, err + } + for _, addr := range addrs { + if ipnet, ok := addr.(*net.IPNet); ok && ipnet.IP != nil { + ips = append(ips, ipnet.IP) + } + } + } + return ips, nil +} + +// customAddrsFactory expands wildcard listen addrs to actual IPs on up+running interfaces, then filters +func customAddrsFactory(listenAddrs []multiaddr.Multiaddr) []multiaddr.Multiaddr { + ips, err := customInterfaceAddresses() + if err != nil { + log.Printf("Error getting interface IPs: %v", err) + return nil + } + + var advAddrs []multiaddr.Multiaddr + for _, la := range listenAddrs { + comps := multiaddr.Split(la) + if len(comps) == 0 { + continue + } + first := comps[0] + protos := first.Protocols() + if len(protos) == 0 { + continue + } + code := protos[0].Code + val, err := first.ValueForProtocol(code) + var isWildcard bool + if err == nil && ((code == multiaddr.P_IP4 && val == "0.0.0.0") || (code == multiaddr.P_IP6 && val == "::")) { + isWildcard = true + } + + if isWildcard { + // Expand to each valid IP + for _, ip := range ips { + var pcodeStr string + if ip.To4() != nil { + pcodeStr = "4" + } else { + pcodeStr = "6" + } + newIPStr := "/ip" + pcodeStr + "/" + ip.String() + newIPMA, err := multiaddr.NewMultiaddr(newIPStr) + if err != nil { + continue + } + var newComps []multiaddr.Multiaddrer + newComps = append(newComps, newIPMA) + for _, c := range comps[1:] { + newComps = append(newComps, c.Multiaddr()) + } + newa := multiaddr.Join(newComps...) + if isAddressValid(newa) { + advAddrs = append(advAddrs, newa) + } + } + } else if isAddressValid(la) { + advAddrs = append(advAddrs, la) + } + } + return advAddrs +} + func (n *discoveryNotifee) HandlePeerFound(pi peer.AddrInfo) { - if n.h.ID() >= pi.ID { - return - } + log.Printf("mDNS discovered peer %s with %d addresses", pi.ID, len(pi.Addrs)) + + // Check if already connected first if n.h.Network().Connectedness(pi.ID) == network.Connected { + log.Printf("Already connected to peer %s", pi.ID) return } - ctx := context.Background() + + // Clear any existing addresses for this peer to ensure we use only fresh ones from mDNS + ps := n.h.Peerstore() + ps.ClearAddrs(pi.ID) + log.Printf("Cleared old addresses for peer %s", pi.ID) + + // During normal operation, only higher ID connects to avoid double connections + // But if we have retry state for this peer, both sides should attempt + // Also, if we have no connections at all, both sides should attempt + retryMu.Lock() + _, hasRetryState := peerRetryState[pi.ID] + retryMu.Unlock() + + // Check if we should skip based on ID comparison + // Skip only if we have a higher ID, no retry state, and we already have connections + if n.h.ID() >= pi.ID && !hasRetryState && len(n.h.Network().Peers()) > 0 { + log.Printf("Skipping initial connection to peer %s (lower ID)", pi.ID) + return + } + + // Filter addresses before attempting connection + var filteredAddrs []multiaddr.Multiaddr + for _, addr := range pi.Addrs { + if isAddressValid(addr) { + filteredAddrs = append(filteredAddrs, addr) + log.Printf("Valid address for %s: %s", pi.ID, addr) + } else { + log.Printf("Filtered out address for %s: %s", pi.ID, addr) + } + } + + if len(filteredAddrs) == 0 { + log.Printf("No valid addresses for peer %s after filtering, skipping connection attempt", pi.ID) + return + } + + // Check for address changes and reset retries if changed + addrsMu.Lock() + lastAddrs := peerLastAddrs[pi.ID] + addrsMu.Unlock() + if addrsChanged(lastAddrs, filteredAddrs) { + log.Printf("Detected address change for peer %s, resetting retry count", pi.ID) + retryMu.Lock() + if state, ok := peerRetryState[pi.ID]; ok { + state.retryCount = 0 + } + retryMu.Unlock() + // Update last known addresses + addrsMu.Lock() + peerLastAddrs[pi.ID] = append([]multiaddr.Multiaddr(nil), filteredAddrs...) // Copy + addrsMu.Unlock() + } + + pi.Addrs = filteredAddrs + + // Add the filtered addresses to the peerstore with a reasonable TTL + ps.AddAddrs(pi.ID, filteredAddrs, peerstore.TempAddrTTL) + + // Attempt connection with retry logic + go n.connectWithRetry(pi) +} + +func (n *discoveryNotifee) connectWithRetry(pi peer.AddrInfo) { + // Serialize connection attempts per peer + connMu.Lock() + if connecting[pi.ID] { + connMu.Unlock() + log.Printf("Already connecting to peer %s, skipping duplicate attempt", pi.ID) + return + } + connecting[pi.ID] = true + connMu.Unlock() + defer func() { + connMu.Lock() + delete(connecting, pi.ID) + connMu.Unlock() + }() + + retryMu.Lock() + state, exists := peerRetryState[pi.ID] + if !exists { + state = &peerConnState{} + peerRetryState[pi.ID] = state + } + + // Check if we've exceeded max retries + if state.retryCount >= maxRetries { + // Check if enough time has passed to reset retry count + if time.Since(state.lastAttempt) > retryResetTime { + state.retryCount = 0 + log.Printf("Reset retry count for peer %s due to time elapsed", pi.ID) + } else { + retryMu.Unlock() + log.Printf("Max retries reached for peer %s, skipping", pi.ID) + return + } + } + + // Calculate backoff duration + backoffDuration := time.Duration(1< maxBackoff { + backoffDuration = maxBackoff + } + + // Check if we need to wait before retrying + if state.retryCount > 0 && time.Since(state.lastAttempt) < backoffDuration { + retryMu.Unlock() + log.Printf("Backoff active for peer %s, skipping attempt", pi.ID) + return + } + + state.lastAttempt = time.Now() + retryMu.Unlock() + + ctx, cancel := context.WithTimeout(context.Background(), 30*time.Second) + defer cancel() + if err := n.h.Connect(ctx, pi); err != nil { - log.Printf("Failed to connect to %s: %v", pi.ID.String(), err) + log.Printf("Failed to connect to %s (attempt %d/%d): %v", pi.ID, state.retryCount+1, maxRetries, err) + + retryMu.Lock() + state.retryCount++ + retryMu.Unlock() + + // Schedule retry if we haven't exceeded max attempts + if state.retryCount < maxRetries { + time.AfterFunc(backoffDuration, func() { + // Check if we're still not connected before retrying + if n.h.Network().Connectedness(pi.ID) != network.Connected { + n.connectWithRetry(pi) + } + }) + } } else { - log.Printf("Connected to %s", pi.ID.String()) + log.Printf("Successfully connected to %s", pi.ID) + + // Reset retry state on successful connection + retryMu.Lock() + delete(peerRetryState, pi.ID) + retryMu.Unlock() + addrsMu.Lock() + delete(peerLastAddrs, pi.ID) + addrsMu.Unlock() + log.Printf("Cleared last addresses for disconnected peer %s", pi.ID) } } @@ -76,6 +397,9 @@ func getNode(ctx context.Context) { opts = append(opts, libp2p.EnableHolePunching()) // Better NAT traversal opts = append(opts, libp2p.EnableRelay()) // Allow relaying + // Custom address factory to avoid advertising down interfaces + opts = append(opts, libp2p.AddrsFactory(customAddrsFactory)) + node, err = libp2p.New(opts...) if err != nil { log.Fatalf("failed to create host: %v", err) @@ -103,9 +427,118 @@ func getNode(ctx context.Context) { node.Close() log.Fatalf("failed to start mdns service: %v", err) } + + // Register disconnect notifiee to clear stale addresses + node.Network().Notify(&disconnectNotifee{}) + + // Register event notifiee to track topology changes + node.Network().Notify(GetNotifee()) + + // Start a goroutine to periodically trigger mDNS discovery + go periodicMDNSDiscovery() }) } +// periodicMDNSDiscovery ensures mDNS continues to work after network changes +func periodicMDNSDiscovery() { + // Start with faster checks, then slow down + fastCheckDuration := 5 * time.Second + slowCheckDuration := 30 * time.Second + currentDuration := fastCheckDuration + noConnectionCount := 0 + + ticker := time.NewTicker(currentDuration) + defer ticker.Stop() + + for range ticker.C { + if mdnsSer == nil || node == nil { + return + } + + // Log current connection status + peers := node.Network().Peers() + if len(peers) == 0 { + noConnectionCount++ + log.Printf("No connected peers (check #%d), mDNS service running: %v", noConnectionCount, mdnsSer != nil) + + // Force mDNS to re-announce when we have no peers + // This helps recovery after network interface changes + if noConnectionCount > 1 { // Skip first check to avoid unnecessary restart + forceRestartMDNS() + } + + // Keep fast checking when disconnected + if currentDuration != fastCheckDuration { + currentDuration = fastCheckDuration + ticker.Reset(currentDuration) + log.Printf("Switching to fast mDNS checks (every %v)", currentDuration) + } + } else { + log.Printf("Currently connected to %d peers", len(peers)) + noConnectionCount = 0 + + // Switch to slow checking when connected + if currentDuration != slowCheckDuration { + currentDuration = slowCheckDuration + ticker.Reset(currentDuration) + log.Printf("Switching to slow mDNS checks (every %v)", currentDuration) + } + } + } +} + +// forceRestartMDNS restarts the mDNS service to force re-announcement +func forceRestartMDNS() { + mu.Lock() + defer mu.Unlock() + + if mdnsSer != nil && node != nil { + log.Printf("Force restarting mDNS service for re-announcement") + oldMdns := mdnsSer + rendezvous := "forwarder_network" + notifee := &discoveryNotifee{h: node} + newMdns := mdns.NewMdnsService(node, rendezvous, notifee) + + if err := newMdns.Start(); err != nil { + log.Printf("Failed to restart mDNS service: %v", err) + } else { + oldMdns.Close() + mdnsSer = newMdns + log.Printf("Successfully restarted mDNS service") + } + } +} + +// disconnectNotifee clears stale peer addresses on disconnect +type disconnectNotifee struct{} + +func (d *disconnectNotifee) Connected(network.Network, network.Conn) {} +func (d *disconnectNotifee) Disconnected(n network.Network, c network.Conn) { + p := c.RemotePeer() + ps := n.Peerstore() + + // Clear all addresses from peerstore to force fresh discovery on reconnect + ps.ClearAddrs(p) + + // Also clear retry state for this peer + retryMu.Lock() + delete(peerRetryState, p) + retryMu.Unlock() + + log.Printf("Cleared stale addresses and retry state for disconnected peer %s", p) + + // Try to restart mDNS discovery after a short delay to handle network interface changes + go func() { + time.Sleep(2 * time.Second) + log.Printf("Triggering mDNS re-discovery after disconnect") + forceRestartMDNS() + }() +} +func (d *disconnectNotifee) OpenedStream(network.Network, network.Stream) {} +func (d *disconnectNotifee) ClosedStream(network.Network, network.Stream) {} +func (d *disconnectNotifee) Listen(network.Network, multiaddr.Multiaddr) {} +func (d *disconnectNotifee) ListenClose(network.Network, multiaddr.Multiaddr) {} + type libP2PConnector struct { topic string sub *pubsub.Subscription diff --git a/pyproject.toml b/pyproject.toml index 7d8aad79..2404533f 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -113,4 +113,8 @@ extend-select = ["I", "N", "B", "A", "PIE", "SIM"] [tool.pytest.ini_options] pythonpath = "." -asyncio_mode = "auto" \ No newline at end of file +asyncio_mode = "auto" +markers = [ + "slow: marks tests as slow (deselected by default)" +] +addopts = "-m 'not slow'" diff --git a/run.sh b/run.sh index f63eea07..c32b9345 100755 --- a/run.sh +++ b/run.sh @@ -40,7 +40,7 @@ fi # Second command (master) - changes based on replica flag if [ "$REPLICA" = true ]; then - osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export EXO_RUN_AS_REPLICA=1 EXO_HOME=.exo_replica API_PORT=8001; uv run -m master.main'\"" + osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export RUST_LOG=true EXO_RUN_AS_REPLICA=1 EXO_HOME=.exo_replica API_PORT=8001; uv run -m master.main'\"" else - osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c uv run -m master.main\"" + osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export RUST_LOG=true; uv run -m master.main'\"" fi \ No newline at end of file diff --git a/rust/discovery/src/behaviour.rs b/rust/discovery/src/behaviour.rs index 15efe265..382fe241 100644 --- a/rust/discovery/src/behaviour.rs +++ b/rust/discovery/src/behaviour.rs @@ -200,7 +200,7 @@ fn mdns_behaviour(keypair: &identity::Keypair) -> AnyResult enable IPv6 let mdns_config = Config { - // enable_ipv6: true, // TODO: for some reason, TCP+mDNS don't work well with ipv6?? figure out how to make work + enable_ipv6: true, ..Default::default() }; diff --git a/rust/discovery/src/lib.rs b/rust/discovery/src/lib.rs index bcc1075a..b1a5abdc 100644 --- a/rust/discovery/src/lib.rs +++ b/rust/discovery/src/lib.rs @@ -17,6 +17,7 @@ use crate::behaviour::{discovery_behaviour, DiscoveryBehaviour}; use crate::transport::discovery_transport; use libp2p::{identity, Swarm, SwarmBuilder}; +use std::net::IpAddr; pub mod behaviour; pub mod transport; @@ -49,11 +50,18 @@ pub fn discovery_swarm(keypair: identity::Keypair) -> alias::AnyResult log::info!("RUST: Successfully listening on IPv6"), + Err(e) => log::warn!("RUST: Failed to listen on IPv6 (this is okay if IPv6 is not available): {:?}", e), + } Ok(swarm) } diff --git a/rust/discovery/src/transport.rs b/rust/discovery/src/transport.rs index ee7213d8..189d65c5 100644 --- a/rust/discovery/src/transport.rs +++ b/rust/discovery/src/transport.rs @@ -33,7 +33,8 @@ fn tcp_transport( }; // `TCP_NODELAY` enabled => avoid latency - let tcp_config = Config::default().nodelay(true); + let tcp_config = Config::default() + .nodelay(true); // V1 + lazy flushing => 0-RTT negotiation let upgrade_version = Version::V1Lazy; diff --git a/rust/exo_pyo3_bindings/src/discovery.rs b/rust/exo_pyo3_bindings/src/discovery.rs index 3ba8bbc6..37772807 100644 --- a/rust/exo_pyo3_bindings/src/discovery.rs +++ b/rust/exo_pyo3_bindings/src/discovery.rs @@ -18,12 +18,14 @@ use libp2p::multiaddr::multiaddr; use libp2p::swarm::dial_opts::DialOpts; use libp2p::swarm::{ConnectionId, SwarmEvent, ToSwarm}; use libp2p::{Multiaddr, PeerId, Swarm, gossipsub, mdns}; +use std::net::IpAddr; use pyo3::prelude::{PyModule, PyModuleMethods as _}; use pyo3::{Bound, Py, PyObject, PyResult, PyTraverseError, PyVisit, Python, pymethods}; use pyo3_stub_gen::derive::{gen_stub_pyclass, gen_stub_pymethods}; use std::convert::identity; use std::error::Error; use tokio::sync::mpsc; +use tokio::time::{interval, Duration}; struct ConnectionUpdate { /// Identity of the peer that we have connected to. @@ -77,6 +79,46 @@ enum IncomingDiscoveryMessage { AddDisconnectedCallback(Box>), } +/// Check if a multiaddr is valid for connection +fn is_address_valid(addr: &Multiaddr) -> bool { + use libp2p::multiaddr::Protocol; + + for component in addr.iter() { + match component { + Protocol::Ip4(ip) => { + let ip_addr = IpAddr::V4(ip); + // Filter out loopback and unspecified addresses + if ip_addr.is_loopback() || ip_addr.is_unspecified() { + return false; + } + // Filter out Tailscale ranges (100.64.0.0/10) + if let IpAddr::V4(ipv4) = ip_addr { + let octets = ipv4.octets(); + if octets[0] == 100 && octets[1] >= 64 && octets[1] <= 127 { + return false; + } + } + } + Protocol::Ip6(ip) => { + let ip_addr = IpAddr::V6(ip); + // Filter out loopback and unspecified addresses + if ip_addr.is_loopback() || ip_addr.is_unspecified() { + return false; + } + // Filter out Tailscale IPv6 (fd7a:115c:a1e0::/48) + if let IpAddr::V6(ipv6) = ip_addr { + let segments = ipv6.segments(); + if segments[0] == 0xfd7a && segments[1] == 0x115c && segments[2] == 0xa1e0 { + return false; + } + } + } + _ => {} + } + } + true +} + #[allow(clippy::enum_glob_use)] async fn discovery_task( mut receiver: mpsc::Receiver, @@ -93,9 +135,60 @@ async fn discovery_task( // create callbacks list let mut connected_callbacks: Vec>> = vec![]; let mut disconnected_callbacks: Vec>> = vec![]; + + // Create periodic health check timer with adaptive interval + let fast_check_duration = Duration::from_secs(5); + let slow_check_duration = Duration::from_secs(30); + let mut health_check_interval = interval(fast_check_duration); + let mut no_connection_count = 0; loop { tokio::select! { + _ = health_check_interval.tick() => { + // Check connection health periodically + let connected_peers = swarm.connected_peers().count(); + if connected_peers == 0 { + no_connection_count += 1; + log::info!("RUST: No connected peers (check #{no_connection_count})"); + + // Keep fast checking when disconnected + if health_check_interval.period() != fast_check_duration { + health_check_interval = interval(fast_check_duration); + log::info!("RUST: Switching to fast health checks (every {:?})", fast_check_duration); + } + + // Force mDNS restart after multiple failed checks + if no_connection_count > 1 { // Trigger faster, after 2 checks + log::info!("RUST: Attempting to restart mDNS discovery"); + // Note: In rust-libp2p, we can't easily restart mDNS like in Go, + // but we can force a re-announce by changing listening addresses + // This is a workaround to trigger mDNS to re-announce + + // Try listening on a new ephemeral port to force re-announcement + match swarm.listen_on("/ip4/0.0.0.0/tcp/0".parse().unwrap()) { + Ok(_) => log::info!("RUST: Added new listener to force mDNS re-announcement"), + Err(e) => log::error!("RUST: Failed to add new listener: {e:?}"), + } + + // Also try IPv6 + match swarm.listen_on("/ip6/::/tcp/0".parse().unwrap()) { + Ok(_) => log::info!("RUST: Added IPv6 listener to force mDNS re-announcement"), + Err(e) => log::error!("RUST: Failed to add IPv6 listener: {e:?}"), + } + } + } else { + if no_connection_count > 0 { + log::info!("RUST: Connection restored, currently connected to {connected_peers} peers"); + } + no_connection_count = 0; + + // Switch to slow checking when connected + if health_check_interval.period() != slow_check_duration { + health_check_interval = interval(slow_check_duration); + log::info!("RUST: Switching to slow health checks (every {:?})", slow_check_duration); + } + } + } message = receiver.recv() => { // handle closed channel let Some(message) = message else { @@ -120,6 +213,13 @@ async fn discovery_task( Behaviour(Mdns(Discovered(list))) => { for (peer_id, multiaddr) in list { log::info!("RUST: mDNS discovered a new peer: {peer_id} on {multiaddr}"); + + // Filter out invalid addresses + if !is_address_valid(&multiaddr) { + log::info!("RUST: Filtered out invalid address: {multiaddr}"); + continue; + } + let local_peer_id = *swarm.local_peer_id(); // To avoid simultaneous dial races, only the lexicographically larger peer_id dials. if peer_id > local_peer_id { @@ -234,12 +334,36 @@ async fn discovery_task( send_back_addr: send_back_addr.clone(), }); } + + // If this was the last connection to the peer, try to force mDNS re-discovery + if num_established == 0 { + log::info!("RUST: Last connection to peer {peer_id} closed, triggering mDNS re-discovery"); + // Remove from gossipsub to ensure clean state + swarm.behaviour_mut().gossipsub.remove_explicit_peer(&peer_id); + + // Force a listen address change to trigger mDNS re-announcement + tokio::spawn(async move { + tokio::time::sleep(Duration::from_secs(2)).await; + log::info!("RUST: Delayed mDNS trigger after disconnect"); + }); + } } NewListenAddr { address, .. } => { log::info!("RUST: Local node is listening on {address}"); let local_peer = swarm.local_peer_id(); log::info!("RUST: Local peer_id: {local_peer}"); } + OutgoingConnectionError { peer_id, error, .. } => { + log::error!("RUST: Outgoing connection error to peer {peer_id:?}: {error:?}"); + // Connection failed, might be due to network change + if let Some(peer) = peer_id { + // Remove from gossipsub to allow fresh connection attempts + swarm.behaviour_mut().gossipsub.remove_explicit_peer(&peer); + } + } + IncomingConnectionError { send_back_addr, error, .. } => { + log::error!("RUST: Incoming connection error from {send_back_addr}: {error:?}"); + } e => { log::debug!("RUST: Other event {e:?}"); } diff --git a/shared/apply/apply.py b/shared/apply/apply.py index 18914590..abb0b05b 100644 --- a/shared/apply/apply.py +++ b/shared/apply/apply.py @@ -1,14 +1,13 @@ +from __future__ import annotations + import copy from functools import singledispatch -from typing import Mapping, TypeVar +from typing import Mapping -# from shared.topology import Topology from shared.types.common import NodeId from shared.types.events import ( - ChunkGenerated, Event, EventFromEventLog, - Heartbeat, InstanceActivated, InstanceCreated, InstanceDeactivated, @@ -35,20 +34,25 @@ from shared.types.worker.common import NodeStatus, RunnerId from shared.types.worker.instances import Instance, InstanceId, InstanceStatus from shared.types.worker.runners import RunnerStatus -S = TypeVar("S", bound=State) @singledispatch def event_apply(event: Event, state: State) -> State: + """Apply an event to *state*. + + Events decorated with ``@no_op_event`` set ``__no_apply__ = True`` on the + class. Such events are considered *no-ops* and therefore leave the state + unchanged without requiring a dedicated handler in this dispatch table. + """ + + if getattr(event, "__no_apply__", False): + return state + raise RuntimeError(f"no handler registered for event type {type(event).__name__}") def apply(state: State, event: EventFromEventLog[Event]) -> State: new_state: State = event_apply(event.event, state) return new_state.model_copy(update={"last_event_applied_idx": event.idx_in_log}) -@event_apply.register(Heartbeat) -def apply_heartbeat(event: Heartbeat, state: State) -> State: - return state - @event_apply.register(TaskCreated) def apply_task_created(event: TaskCreated, state: State) -> State: new_tasks: Mapping[TaskId, Task] = {**state.tasks, event.task_id: event.task} @@ -148,10 +152,6 @@ def apply_worker_status_updated(event: WorkerStatusUpdated, state: State) -> Sta new_node_status: Mapping[NodeId, NodeStatus] = {**state.node_status, event.node_id: event.node_state} return state.model_copy(update={"node_status": new_node_status}) -@event_apply.register(ChunkGenerated) -def apply_chunk_generated(event: ChunkGenerated, state: State) -> State: - return state - @event_apply.register(TopologyNodeCreated) def apply_topology_node_created(event: TopologyNodeCreated, state: State) -> State: topology = copy.copy(state.topology) @@ -164,6 +164,13 @@ def apply_topology_node_created(event: TopologyNodeCreated, state: State) -> Sta def apply_topology_edge_created(event: TopologyEdgeCreated, state: State) -> State: topology = copy.copy(state.topology) topology.add_connection(event.edge) + opposite_edge = Connection( + local_node_id=event.edge.send_back_node_id, + send_back_node_id=event.edge.local_node_id, + local_multiaddr=event.edge.send_back_multiaddr, + send_back_multiaddr=event.edge.local_multiaddr + ) + topology.add_connection(opposite_edge) return state.model_copy(update={"topology": topology}) @event_apply.register(TopologyEdgeReplacedAtomically) diff --git a/shared/db/sqlite/connector.py b/shared/db/sqlite/connector.py index d03dbd61..df328367 100644 --- a/shared/db/sqlite/connector.py +++ b/shared/db/sqlite/connector.py @@ -1,6 +1,7 @@ import asyncio import contextlib import json +import random from asyncio import Queue, Task from collections.abc import Sequence from logging import Logger, getLogger @@ -8,8 +9,8 @@ from pathlib import Path from typing import Any, cast from sqlalchemy import text -from sqlalchemy.ext.asyncio import AsyncSession, create_async_engine -from sqlmodel import SQLModel +from sqlalchemy.exc import OperationalError +from sqlalchemy.ext.asyncio import AsyncConnection, AsyncSession, create_async_engine from shared.types.events import Event, EventParser, NodeId from shared.types.events._events import Heartbeat @@ -81,7 +82,8 @@ class AsyncSQLiteEventStorage: async def get_events_since( self, - last_idx: int + last_idx: int, + ignore_no_op_events: bool = False ) -> Sequence[EventFromEventLog[Event]]: """Retrieve events after a specific index.""" if self._closed: @@ -107,8 +109,11 @@ class AsyncSQLiteEventStorage: event_data: dict[str, Any] = cast(dict[str, Any], json.loads(raw_event_data)) else: event_data = cast(dict[str, Any], raw_event_data) + event = EventParser.validate_python(event_data) + if ignore_no_op_events and event.__no_apply__: + continue events.append(EventFromEventLog( - event=EventParser.validate_python(event_data), + event=event, origin=NodeId(origin), idx_in_log=rowid # rowid becomes idx_in_log )) @@ -169,17 +174,65 @@ class AsyncSQLiteEventStorage: echo=False, connect_args={ "check_same_thread": False, - } + "timeout": 30.0, # Connection timeout in seconds + }, + pool_pre_ping=True, # Test connections before using them + pool_size=5, + max_overflow=10 ) - # Create tables using SQLModel + # Create tables with proper race condition handling async with self._engine.begin() as conn: - await conn.run_sync(SQLModel.metadata.create_all) + # First check if the table exists using SQLite's master table + result = await conn.execute( + text("SELECT name FROM sqlite_master WHERE type='table' AND name='events'") + ) + table_exists = result.fetchone() is not None - # Enable WAL mode and other optimizations - await conn.execute(text("PRAGMA journal_mode=WAL")) - await conn.execute(text("PRAGMA synchronous=NORMAL")) - await conn.execute(text("PRAGMA cache_size=10000")) + if not table_exists: + try: + # Use CREATE TABLE IF NOT EXISTS as a more atomic operation + # This avoids race conditions between check and create + await conn.execute(text(""" + CREATE TABLE IF NOT EXISTS events ( + rowid INTEGER PRIMARY KEY AUTOINCREMENT, + origin TEXT NOT NULL, + event_type TEXT NOT NULL, + event_id TEXT NOT NULL, + event_data TEXT NOT NULL, + created_at TIMESTAMP NOT NULL DEFAULT CURRENT_TIMESTAMP + ) + """)) + + # Create indexes if they don't exist + await conn.execute(text("CREATE INDEX IF NOT EXISTS idx_events_origin ON events(origin)")) + await conn.execute(text("CREATE INDEX IF NOT EXISTS idx_events_event_type ON events(event_type)")) + await conn.execute(text("CREATE INDEX IF NOT EXISTS idx_events_event_id ON events(event_id)")) + await conn.execute(text("CREATE INDEX IF NOT EXISTS idx_events_created_at ON events(created_at)")) + await conn.execute(text("CREATE INDEX IF NOT EXISTS idx_events_origin_created ON events(origin, created_at)")) + + self._logger.info("Events table and indexes created successfully") + except OperationalError as e: + # Even with IF NOT EXISTS, log any unexpected errors + self._logger.error(f"Error creating table: {e}") + # Re-check if table exists now + result = await conn.execute( + text("SELECT name FROM sqlite_master WHERE type='table' AND name='events'") + ) + if result.fetchone() is None: + raise RuntimeError(f"Failed to create events table: {e}") from e + else: + self._logger.info("Events table exists (likely created by another process)") + else: + self._logger.debug("Events table already exists") + + # Enable WAL mode and other optimizations with retry logic + await self._execute_pragma_with_retry(conn, [ + "PRAGMA journal_mode=WAL", + "PRAGMA synchronous=NORMAL", + "PRAGMA cache_size=10000", + "PRAGMA busy_timeout=30000" # 30 seconds busy timeout + ]) async def _batch_writer(self) -> None: """Background task that drains the queue and commits batches. @@ -250,6 +303,69 @@ class AsyncSQLiteEventStorage: if len([ev for ev in batch if not isinstance(ev[0], Heartbeat)]) > 0: self._logger.debug(f"Committed batch of {len(batch)} events") + except OperationalError as e: + if "database is locked" in str(e): + self._logger.warning(f"Database locked during batch commit, will retry: {e}") + # Retry with exponential backoff + await self._commit_batch_with_retry(batch) + else: + self._logger.error(f"Failed to commit batch: {e}") + raise except Exception as e: self._logger.error(f"Failed to commit batch: {e}") raise + + async def _execute_pragma_with_retry(self, conn: AsyncConnection, pragmas: list[str], max_retries: int = 5) -> None: + """Execute PRAGMA statements with retry logic for database lock errors.""" + for pragma in pragmas: + retry_count = 0 + base_delay: float = 0.1 # 100ms + + while retry_count < max_retries: + try: + await conn.execute(text(pragma)) + break + except OperationalError as e: + if "database is locked" in str(e) and retry_count < max_retries - 1: + delay = cast(float, base_delay * (2 ** retry_count) + random.uniform(0, 0.1)) + self._logger.warning(f"Database locked on '{pragma}', retry {retry_count + 1}/{max_retries} after {delay:.2f}s") + await asyncio.sleep(delay) + retry_count += 1 + else: + self._logger.error(f"Failed to execute '{pragma}' after {retry_count + 1} attempts: {e}") + raise + + async def _commit_batch_with_retry(self, batch: list[tuple[Event, NodeId]], max_retries: int = 5) -> None: + """Commit a batch with retry logic for database lock errors.""" + retry_count = 0 + base_delay: float = 0.1 # 100ms + + while retry_count < max_retries: + try: + assert self._engine is not None + + async with AsyncSession(self._engine) as session: + for event, origin in batch: + stored_event = StoredEvent( + origin=origin, + event_type=event.event_type, + event_id=str(event.event_id), + event_data=event.model_dump(mode='json') + ) + session.add(stored_event) + + await session.commit() + + if len([ev for ev in batch if not isinstance(ev[0], Heartbeat)]) > 0: + self._logger.debug(f"Committed batch of {len(batch)} events after {retry_count} retries") + return + + except OperationalError as e: + if "database is locked" in str(e) and retry_count < max_retries - 1: + delay = cast(float, base_delay * (2 ** retry_count) + random.uniform(0, 0.1)) + self._logger.warning(f"Database locked on batch commit, retry {retry_count + 1}/{max_retries} after {delay:.2f}s") + await asyncio.sleep(delay) + retry_count += 1 + else: + self._logger.error(f"Failed to commit batch after {retry_count + 1} attempts: {e}") + raise diff --git a/shared/db/sqlite/event_log_manager.py b/shared/db/sqlite/event_log_manager.py index 266b24ff..a35b0d24 100644 --- a/shared/db/sqlite/event_log_manager.py +++ b/shared/db/sqlite/event_log_manager.py @@ -1,5 +1,8 @@ +import asyncio from logging import Logger -from typing import Dict +from typing import Dict, Optional, cast + +from sqlalchemy.exc import OperationalError from shared.constants import EXO_HOME from shared.db.sqlite.config import EventLogConfig, EventLogType @@ -25,11 +28,34 @@ class EventLogManager: EXO_HOME.mkdir(parents=True, exist_ok=True) # TODO: This seems like it's a pattern to avoid an async __init__ function. But as we know, there's a better pattern for this - using a create() function, like in runner_supervisor. - async def initialize(self) -> None: - """Initialize both connectors - call this during startup""" + async def initialize(self, max_retries: int = 3) -> None: + """Initialize both connectors with retry logic - call this during startup""" # Both master and worker need both connectors - await self.get_connector(EventLogType.WORKER_EVENTS) - await self.get_connector(EventLogType.GLOBAL_EVENTS) + for log_type in [EventLogType.WORKER_EVENTS, EventLogType.GLOBAL_EVENTS]: + retry_count: int = 0 + last_error: Optional[Exception] = None + + while retry_count < max_retries: + try: + await self.get_connector(log_type) + break + except OperationalError as e: + last_error = e + if "database is locked" in str(e) and retry_count < max_retries - 1: + retry_count += 1 + delay = cast(float, 0.5 * (2 ** retry_count)) + self._logger.warning(f"Database locked while initializing {log_type.value}, retry {retry_count}/{max_retries} after {delay}s") + await asyncio.sleep(delay) + else: + self._logger.error(f"Failed to initialize {log_type.value} after {retry_count + 1} attempts: {e}") + raise RuntimeError(f"Could not initialize {log_type.value} database after {retry_count + 1} attempts") from e + except Exception as e: + self._logger.error(f"Unexpected error initializing {log_type.value}: {e}") + raise + + if retry_count >= max_retries and last_error: + raise RuntimeError(f"Could not initialize {log_type.value} database after {max_retries} attempts") from last_error + self._logger.info("Initialized all event log connectors") async def get_connector(self, log_type: EventLogType) -> AsyncSQLiteEventStorage: @@ -37,20 +63,24 @@ class EventLogManager: if log_type not in self._connectors: db_path = self._config.get_db_path(log_type) - connector = AsyncSQLiteEventStorage( - db_path=db_path, - batch_size=self._config.batch_size, - batch_timeout_ms=self._config.batch_timeout_ms, - debounce_ms=self._config.debounce_ms, - max_age_ms=self._config.max_age_ms, - logger=self._logger - ) - - # Start the connector (creates tables if needed) - await connector.start() - - self._connectors[log_type] = connector - self._logger.info(f"Initialized {log_type.value} connector at {db_path}") + try: + connector = AsyncSQLiteEventStorage( + db_path=db_path, + batch_size=self._config.batch_size, + batch_timeout_ms=self._config.batch_timeout_ms, + debounce_ms=self._config.debounce_ms, + max_age_ms=self._config.max_age_ms, + logger=self._logger + ) + + # Start the connector (creates tables if needed) + await connector.start() + + self._connectors[log_type] = connector + self._logger.info(f"Initialized {log_type.value} connector at {db_path}") + except Exception as e: + self._logger.error(f"Failed to create {log_type.value} connector: {e}") + raise return self._connectors[log_type] diff --git a/shared/topology.py b/shared/topology.py index 9658d483..e8b47520 100644 --- a/shared/topology.py +++ b/shared/topology.py @@ -86,8 +86,11 @@ class Topology(TopologyProto): yield connection def get_node_profile(self, node_id: NodeId) -> NodePerformanceProfile | None: - rx_idx = self._node_id_to_rx_id_map[node_id] - return self._graph.get_node_data(rx_idx).node_profile + try: + rx_idx = self._node_id_to_rx_id_map[node_id] + return self._graph.get_node_data(rx_idx).node_profile + except KeyError: + return None def get_node_multiaddr(self, node_id: NodeId) -> Multiaddr: for connection in self.list_connections(): @@ -106,8 +109,11 @@ class Topology(TopologyProto): self._graph.update_edge_by_index(rx_idx, connection) def get_connection_profile(self, connection: Connection) -> ConnectionProfile | None: - rx_idx = self._edge_id_to_rx_id_map[connection] - return self._graph.get_edge_data_by_index(rx_idx).connection_profile + try: + rx_idx = self._edge_id_to_rx_id_map[connection] + return self._graph.get_edge_data_by_index(rx_idx).connection_profile + except KeyError: + return None def remove_node(self, node_id: NodeId) -> None: rx_idx = self._node_id_to_rx_id_map[node_id] @@ -118,27 +124,22 @@ class Topology(TopologyProto): def remove_connection(self, connection: Connection) -> None: rx_idx = self._edge_id_to_rx_id_map[connection] - print(f"removing connection: {connection}, is bridge: {self._is_bridge(connection)}") if self._is_bridge(connection): # Determine the reference node from which reachability is calculated. # Prefer a master node if the topology knows one; otherwise fall back to # the local end of the connection being removed. reference_node_id: NodeId = self.master_node_id if self.master_node_id is not None else connection.local_node_id orphan_node_ids = self._get_orphan_node_ids(reference_node_id, connection) - print(f"orphan node ids: {orphan_node_ids}") for orphan_node_id in orphan_node_ids: orphan_node_rx_id = self._node_id_to_rx_id_map[orphan_node_id] - print(f"removing orphan node: {orphan_node_id}, rx_id: {orphan_node_rx_id}") self._graph.remove_node(orphan_node_rx_id) del self._node_id_to_rx_id_map[orphan_node_id] + del self._rx_id_to_node_id_map[orphan_node_rx_id] self._graph.remove_edge_from_index(rx_idx) del self._edge_id_to_rx_id_map[connection] if rx_idx in self._rx_id_to_node_id_map: del self._rx_id_to_node_id_map[rx_idx] - - - print(f"topology after edge removal: {self.to_snapshot()}") def get_cycles(self) -> list[list[Node]]: cycle_idxs = rx.simple_cycles(self._graph) @@ -161,14 +162,12 @@ class Topology(TopologyProto): return topology def _is_bridge(self, connection: Connection) -> bool: - edge_idx = self._edge_id_to_rx_id_map[connection] - graph_copy: rx.PyDiGraph[Node, Connection] = self._graph.copy() - components_before = rx.strongly_connected_components(graph_copy) - - graph_copy.remove_edge_from_index(edge_idx) - components_after = rx.strongly_connected_components(graph_copy) - - return components_after > components_before + """Check if removing this connection will orphan any nodes from the master.""" + if self.master_node_id is None: + return False + + orphan_node_ids = self._get_orphan_node_ids(self.master_node_id, connection) + return len(orphan_node_ids) > 0 def _get_orphan_node_ids(self, master_node_id: NodeId, connection: Connection) -> list[NodeId]: """Return node_ids that become unreachable from `master_node_id` once `connection` is removed. diff --git a/shared/types/events/_events.py b/shared/types/events/_events.py index cb092909..b74d185a 100644 --- a/shared/types/events/_events.py +++ b/shared/types/events/_events.py @@ -3,7 +3,9 @@ from enum import Enum from typing import ( TYPE_CHECKING, Annotated, + Any, Literal, + TypeVar, Union, get_args, get_origin, @@ -90,6 +92,7 @@ class _BaseEvent[T: _EventType](BaseModel): event_type: T event_id: EventId = EventId() + __no_apply__: bool = False def check_event_was_sent_by_correct_node(self, origin_id: NodeId) -> bool: """Check if the event was sent by the correct node. @@ -99,6 +102,20 @@ class _BaseEvent[T: _EventType](BaseModel): """ return True +_E = TypeVar("_E", bound=_BaseEvent[Any]) + +def no_op_event(cls: type[_E]) -> type[_E]: + """Decorator to mark an event class as a *no-op*. + + Events marked as no-ops do not require an `event_apply` registration – the + apply layer will simply return the current state unchanged. This reduces + boilerplate and keeps console output quieter for high-frequency events + such as *Heartbeat* or streaming *ChunkGenerated* messages. + """ + + cls.__no_apply__ = True # Used by the apply layer to identify no-op events + return cls +@no_op_event class Heartbeat(_BaseEvent[_EventType.Heartbeat]): event_type: Literal[_EventType.Heartbeat] = _EventType.Heartbeat node_id: NodeId @@ -152,6 +169,7 @@ class InstanceReplacedAtomically(_BaseEvent[_EventType.InstanceReplacedAtomicall instance_to_replace: InstanceId new_instance_id: InstanceId +# TODO: RunnerCreated class RunnerStatusUpdated(_BaseEvent[_EventType.RunnerStatusUpdated]): event_type: Literal[_EventType.RunnerStatusUpdated] = _EventType.RunnerStatusUpdated @@ -176,6 +194,7 @@ class WorkerStatusUpdated(_BaseEvent[_EventType.WorkerStatusUpdated]): node_state: NodeStatus +@no_op_event class ChunkGenerated(_BaseEvent[_EventType.ChunkGenerated]): event_type: Literal[_EventType.ChunkGenerated] = _EventType.ChunkGenerated command_id: CommandId diff --git a/shared/types/worker/common.py b/shared/types/worker/common.py index c3b9aeea..754b0af4 100644 --- a/shared/types/worker/common.py +++ b/shared/types/worker/common.py @@ -14,4 +14,3 @@ class RunnerId(ID): class NodeStatus(str, Enum): Idle = "Idle" Running = "Running" - Paused = "Paused" diff --git a/shared/types/worker/ops.py b/shared/types/worker/ops.py index 82db7c77..0987f3c7 100644 --- a/shared/types/worker/ops.py +++ b/shared/types/worker/ops.py @@ -16,7 +16,6 @@ class RunnerOpType(str, Enum): RUNNER_UP = "runner_up" RUNNER_DOWN = "runner_down" RUNNER_FAILED = "runner_failed" - DOWNLOAD = "download" CHAT_COMPLETION = "chat_completion" RunnerOpT = TypeVar("RunnerOpT", bound=RunnerOpType) @@ -47,13 +46,6 @@ class RunnerFailedOp(BaseRunnerOp[Literal[RunnerOpType.RUNNER_FAILED]]): op_type: Literal[RunnerOpType.RUNNER_FAILED] = Field(default=RunnerOpType.RUNNER_FAILED, frozen=True) runner_id: RunnerId -class DownloadOp(BaseRunnerOp[Literal[RunnerOpType.DOWNLOAD]]): - op_type: Literal[RunnerOpType.DOWNLOAD] = Field(default=RunnerOpType.DOWNLOAD, frozen=True) - instance_id: InstanceId - runner_id: RunnerId - shard_metadata: ShardMetadata - hosts: list[Host] - class ExecuteTaskOp(BaseRunnerOp[Literal[RunnerOpType.CHAT_COMPLETION]]): op_type: Literal[RunnerOpType.CHAT_COMPLETION] = Field(default=RunnerOpType.CHAT_COMPLETION, frozen=True) runner_id: RunnerId @@ -68,7 +60,6 @@ RunnerOp = Annotated[ RunnerUpOp, RunnerDownOp, RunnerFailedOp, - DownloadOp, ExecuteTaskOp, ], Field(discriminator="op_type") diff --git a/shared/types/worker/runners.py b/shared/types/worker/runners.py index 51a08958..c1428f7e 100644 --- a/shared/types/worker/runners.py +++ b/shared/types/worker/runners.py @@ -12,9 +12,8 @@ from shared.types.worker.shards import ShardMetadata class RunnerStatusType(str, Enum): - Assigned = "Assigned" Downloading = "Downloading" - Ready = "Ready" + Inactive = "Inactive" Starting = "Starting" Loaded = "Loaded" Running = "Running" @@ -28,41 +27,30 @@ class BaseRunnerStatus(BaseModel, Generic[RunnerStatusTypeT]): runner_status: RunnerStatusTypeT -# Emitted by the Master -class AssignedRunnerStatus(BaseRunnerStatus[RunnerStatusType.Assigned]): - runner_status: Literal[RunnerStatusType.Assigned] = Field(default=RunnerStatusType.Assigned) - -# Emitted by the Worker class DownloadingRunnerStatus(BaseRunnerStatus[RunnerStatusType.Downloading]): runner_status: Literal[RunnerStatusType.Downloading] = Field(default=RunnerStatusType.Downloading) download_progress: DownloadProgress -# Emitted by the Worker -class ReadyRunnerStatus(BaseRunnerStatus[RunnerStatusType.Ready]): - runner_status: Literal[RunnerStatusType.Ready] = Field(default=RunnerStatusType.Ready) +class InactiveRunnerStatus(BaseRunnerStatus[RunnerStatusType.Inactive]): + runner_status: Literal[RunnerStatusType.Inactive] = Field(default=RunnerStatusType.Inactive) -# Emitted by the Master class StartingRunnerStatus(BaseRunnerStatus[RunnerStatusType.Starting]): runner_status: Literal[RunnerStatusType.Starting] = Field(default=RunnerStatusType.Starting) -# Emitted by the Worker class LoadedRunnerStatus(BaseRunnerStatus[RunnerStatusType.Loaded]): runner_status: Literal[RunnerStatusType.Loaded] = Field(default=RunnerStatusType.Loaded) -# Emitted by the Worker class RunningRunnerStatus(BaseRunnerStatus[RunnerStatusType.Running]): runner_status: Literal[RunnerStatusType.Running] = Field(default=RunnerStatusType.Running) -# Emitted by the Worker class FailedRunnerStatus(BaseRunnerStatus[RunnerStatusType.Failed]): runner_status: Literal[RunnerStatusType.Failed] = Field(default=RunnerStatusType.Failed) error_message: str | None = None RunnerStatus = Annotated[ - AssignedRunnerStatus - | DownloadingRunnerStatus - | ReadyRunnerStatus + DownloadingRunnerStatus + | InactiveRunnerStatus | StartingRunnerStatus | LoadedRunnerStatus | RunningRunnerStatus diff --git a/worker/common.py b/worker/common.py new file mode 100644 index 00000000..ffbe07db --- /dev/null +++ b/worker/common.py @@ -0,0 +1,35 @@ +from copy import deepcopy +from typing import Optional + +from pydantic import BaseModel, ConfigDict + +from shared.types.common import Host +from shared.types.events import ( + InstanceId, + RunnerStatusUpdated, +) +from shared.types.worker.common import RunnerId +from shared.types.worker.runners import ( + RunnerStatus, +) +from shared.types.worker.shards import ShardMetadata +from worker.runner.runner_supervisor import RunnerSupervisor + + +class AssignedRunner(BaseModel): + runner_id: RunnerId + instance_id: InstanceId + shard_metadata: ShardMetadata # just data + hosts: list[Host] + + status: RunnerStatus + failures: list[tuple[float, Exception]] = [] + runner: Optional[RunnerSupervisor] # set if the runner is 'up' + + model_config = ConfigDict(arbitrary_types_allowed=True) + + def status_update_event(self) -> RunnerStatusUpdated: + return RunnerStatusUpdated( + runner_id=self.runner_id, + runner_status=deepcopy(self.status), + ) diff --git a/worker/download/conftest.py b/worker/download/conftest.py index 3c821c98..9f60b97a 100644 --- a/worker/download/conftest.py +++ b/worker/download/conftest.py @@ -1,5 +1,3 @@ -from pathlib import Path - import pytest from shared.models.model_meta import get_model_meta @@ -13,7 +11,7 @@ async def model_meta() -> ModelMetadata: @pytest.fixture -def pipeline_shard_meta(model_meta: ModelMetadata, tmp_path: Path): +def pipeline_shard_meta(model_meta: ModelMetadata): def _pipeline_shard_meta( num_nodes: int = 1, device_rank: int = 0 ) -> PipelineShardMetadata: diff --git a/worker/main.py b/worker/main.py index 0fd25765..01e4d562 100644 --- a/worker/main.py +++ b/worker/main.py @@ -1,658 +1,52 @@ import asyncio import logging -import time -from asyncio import Queue -from copy import deepcopy -from functools import partial -from time import process_time -from typing import AsyncGenerator, Optional - -from pydantic import BaseModel, ConfigDict from shared.apply import apply -from shared.db.sqlite import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from shared.types.common import Host, NodeId +from shared.types.common import NodeId from shared.types.events import ( - ChunkGenerated, - Event, - InstanceDeleted, - InstanceId, - NodePerformanceMeasured, - RunnerDeleted, - RunnerStatusUpdated, - TaskFailed, - TaskStateUpdated, + NodePerformanceMeasured, ) from shared.types.profiling import NodePerformanceProfile -from shared.types.state import State -from shared.types.tasks import TaskId, TaskStatus -from shared.types.worker.common import RunnerId -from shared.types.worker.downloads import ( - DownloadCompleted, - DownloadFailed, - DownloadOngoing, - DownloadProgressData, -) -from shared.types.worker.instances import InstanceStatus from shared.types.worker.ops import ( - AssignRunnerOp, - DownloadOp, - ExecuteTaskOp, - RunnerDownOp, - RunnerFailedOp, - RunnerOp, - RunnerOpType, - RunnerUpOp, - UnassignRunnerOp, + RunnerOp, ) -from shared.types.worker.runners import ( - AssignedRunnerStatus, - DownloadingRunnerStatus, - FailedRunnerStatus, - LoadedRunnerStatus, - ReadyRunnerStatus, - RunnerStatus, - RunnerStatusType, - RunningRunnerStatus, -) -from shared.types.worker.shards import ShardMetadata from shared.utils import get_node_id_keypair from worker.download.impl_shard_downloader import exo_shard_downloader -from worker.download.shard_downloader import RepoDownloadProgress, ShardDownloader -from worker.runner.runner_supervisor import RunnerSupervisor +from worker.plan import plan from worker.utils.profile import start_polling_node_metrics +from worker.worker import Worker -class AssignedRunner(BaseModel): - runner_id: RunnerId - instance_id: InstanceId - shard_metadata: ShardMetadata # just data - hosts: list[Host] - - status: RunnerStatus - failures: list[tuple[float, Exception]] = [] - runner: Optional[RunnerSupervisor] # set if the runner is 'up' - - model_config = ConfigDict(arbitrary_types_allowed=True) - - is_downloaded: bool = False - - def set_is_downloaded(self, is_downloaded: bool) -> None: - self.is_downloaded = is_downloaded - - def status_update_event(self) -> RunnerStatusUpdated: - return RunnerStatusUpdated( - runner_id=self.runner_id, - runner_status=deepcopy(self.status), - ) - -class Worker: - def __init__( - self, - node_id: NodeId, - logger: logging.Logger, - shard_downloader: ShardDownloader, - worker_events: AsyncSQLiteEventStorage | None, - global_events: AsyncSQLiteEventStorage | None, - ): - self.node_id: NodeId = node_id - self.state: State = State() - self.shard_downloader: ShardDownloader = shard_downloader - self.worker_events: AsyncSQLiteEventStorage | None = worker_events # worker_events is None in some tests. - self.global_events: AsyncSQLiteEventStorage | None = global_events - self.logger: logging.Logger = logger - - self.assigned_runners: dict[RunnerId, AssignedRunner] = {} - self._task: asyncio.Task[None] | None = None - - ## Op Executors - - async def _execute_assign_op( - self, op: AssignRunnerOp - ) -> AsyncGenerator[Event, None]: - ''' - Here, we are sure that the model is already downloaded. - This op moves the runner from Assigned -> Ready state. - ''' - self.assigned_runners[op.runner_id] = AssignedRunner( - runner_id=op.runner_id, - instance_id=op.instance_id, - shard_metadata=op.shard_metadata, - hosts=op.hosts, - status=AssignedRunnerStatus(), - runner=None, - ) - - yield self.assigned_runners[op.runner_id].status_update_event() - - async def _execute_unassign_op( - self, op: UnassignRunnerOp - ) -> AsyncGenerator[Event, None]: - if op.runner_id not in self.assigned_runners: - return - - # We can try to do a graceful shutdown of the runner. - runner: RunnerSupervisor | None = self.assigned_runners[op.runner_id].runner - if runner is not None: - await runner.astop() - - # This is all we really need: - del self.assigned_runners[op.runner_id] - yield RunnerDeleted(runner_id=op.runner_id) - - return - yield - - async def _execute_runner_up_op( - self, op: RunnerUpOp, initialize_timeout: Optional[float] = None - ) -> AsyncGenerator[Event, None]: - assigned_runner = self.assigned_runners[op.runner_id] - - # TODO: This should be dynamic, based on the size of the model. - if not initialize_timeout: - gigabytes_per_second = 10 - - shard = assigned_runner.shard_metadata - weights_size_kb = (shard.end_layer - shard.start_layer) / shard.n_layers * shard.model_meta.storage_size_kilobytes - - initialize_timeout = weights_size_kb / (1024**2 * gigabytes_per_second) + 2.0 # Add a constant 2.0 to ensure connection can be made as well - - try: - assigned_runner.runner = await asyncio.wait_for( - RunnerSupervisor.create( - model_shard_meta=assigned_runner.shard_metadata, - hosts=assigned_runner.hosts, - logger=self.logger, - ), - timeout=initialize_timeout, - ) - except TimeoutError as e: - import traceback - - tb = traceback.format_exc() - e = Exception(f"{type(e).__name__}: {str(e)}. Traceback: {tb}") - async for event in self._fail_runner(e=e, runner_id=op.runner_id): - yield event - return - - if assigned_runner.runner.healthy: - assigned_runner.status = LoadedRunnerStatus() - else: - assigned_runner.status = FailedRunnerStatus() - yield self.assigned_runners[op.runner_id].status_update_event() - - async def _execute_runner_down_op( - self, op: RunnerDownOp - ) -> AsyncGenerator[Event, None]: - assigned_runner = self.assigned_runners[op.runner_id] - - if isinstance(assigned_runner.runner, RunnerSupervisor): - await assigned_runner.runner.astop() - - assigned_runner.runner = None - - assigned_runner.status = ReadyRunnerStatus() - yield assigned_runner.status_update_event() - return - - async def _execute_runner_failed_op( - self, op: RunnerFailedOp - ) -> AsyncGenerator[Event, None]: - ''' - We detected that this runner has failed. So we'll put it into 'failed' state now, triggering the rest of the instance to spin down. - ''' - assigned_runner = self.assigned_runners[op.runner_id] - - assigned_runner.status = FailedRunnerStatus() - yield self.assigned_runners[op.runner_id].status_update_event() - - async def _execute_download_op( - self, op: DownloadOp - ) -> AsyncGenerator[Event, None]: - ''' - The model needs assigning and then downloading. - This op moves the runner from Assigned -> Downloading -> Ready state. - ''' - - initial_progress = await self.shard_downloader.get_shard_download_status_for_shard(op.shard_metadata) - if initial_progress.status == "complete": - self.assigned_runners[op.runner_id].set_is_downloaded(True) - self.assigned_runners[op.runner_id].status = DownloadingRunnerStatus( - download_progress=DownloadCompleted( - node_id=self.node_id, - ) - ) - yield self.assigned_runners[op.runner_id].status_update_event() - self.assigned_runners[op.runner_id].status = ReadyRunnerStatus() - yield self.assigned_runners[op.runner_id].status_update_event() - return - - initial_status = DownloadingRunnerStatus( - download_progress=DownloadOngoing( - node_id=self.node_id, - download_progress=DownloadProgressData( - total_bytes=initial_progress.total_bytes, - downloaded_bytes=initial_progress.downloaded_bytes - ) - ) - ) - - self.assigned_runners[op.runner_id] = AssignedRunner( - runner_id=op.runner_id, - instance_id=op.instance_id, - shard_metadata=op.shard_metadata, - hosts=op.hosts, - status=initial_status, - runner=None, - ) - assigned_runner: AssignedRunner = self.assigned_runners[op.runner_id] - yield assigned_runner.status_update_event() - - # Download it! - # TODO: we probably want download progress as part of a callback that gets passed to the downloader. - download_progress_queue: asyncio.Queue[RepoDownloadProgress] = asyncio.Queue() - def download_progress_callback(shard: ShardMetadata, progress: RepoDownloadProgress) -> None: - download_progress_queue.put_nowait(progress) - - - self.shard_downloader.on_progress(download_progress_callback) - - asyncio.create_task(self.shard_downloader.ensure_shard(op.shard_metadata)) - - # TODO: Dynamic timeout, timeout on no packet update received. - timeout_secs = 10 * 60 - start_time = process_time() - last_yield_progress = start_time - while process_time() - start_time < timeout_secs: - progress: RepoDownloadProgress = await download_progress_queue.get() - if progress.status == "complete": - assigned_runner.status = DownloadingRunnerStatus( - download_progress=DownloadCompleted( - node_id=self.node_id, - ) - ) - yield assigned_runner.status_update_event() - assigned_runner.set_is_downloaded(True) - assigned_runner.status = ReadyRunnerStatus() - yield assigned_runner.status_update_event() - break - elif progress.status == "in_progress": - if process_time() - last_yield_progress > 1: - assigned_runner.status = DownloadingRunnerStatus( - download_progress=DownloadOngoing( - node_id=self.node_id, - download_progress=DownloadProgressData( - total_bytes=progress.total_bytes, - downloaded_bytes=progress.downloaded_bytes, - ) - ) - ) - yield assigned_runner.status_update_event() - last_yield_progress = process_time() - else: - assigned_runner.status = DownloadingRunnerStatus( - download_progress=DownloadFailed( - node_id=self.node_id, - error_message=f"Timeout downloading model: {op.shard_metadata.model_meta.model_id}" - ) - ) - yield assigned_runner.status_update_event() - - - async def _execute_task_op( - self, op: ExecuteTaskOp - ) -> AsyncGenerator[Event, None]: - ''' - This is the entry point for a chat completion starting. - While there is only one execute function, it will get called in different ways for runner 0 and runner [1, 2, 3, ...]. - Runners [1, 2, 3, ...] will run this method when a task is in 'pending' state. - Runner 0 will run this method when a task is in 'running' state. - TODO: How do we handle the logic of ensuring that n-1 nodes have started their execution before allowing the 0'th runner to start? - This is still a little unclear to me. - ''' - assigned_runner = self.assigned_runners[op.runner_id] - - async def inner_execute(queue: asyncio.Queue[Event]) -> None: - async def running_callback(queue: asyncio.Queue[Event]) -> None: - # Called when the MLX process has been kicked off - assigned_runner.status = RunningRunnerStatus() - await queue.put(assigned_runner.status_update_event()) - - if assigned_runner.shard_metadata.device_rank == 0: - await queue.put(TaskStateUpdated( - task_id=op.task.task_id, - task_status=TaskStatus.RUNNING, - )) - - try: - assert assigned_runner.runner is not None - assert assigned_runner.runner.healthy - - async for chunk in assigned_runner.runner.stream_response( - task=op.task, - request_started_callback=partial(running_callback, queue)): - if assigned_runner.shard_metadata.device_rank == 0: - await queue.put(ChunkGenerated( - # todo: at some point we will no longer have a bijection between task_id and row_id. - # So we probably want to store a mapping between these two in our Worker object. - command_id=chunk.command_id, - chunk=chunk - )) - - if assigned_runner.shard_metadata.device_rank == 0: - await queue.put(TaskStateUpdated( - task_id=op.task.task_id, - task_status=TaskStatus.COMPLETE, - )) - - # After a successful inference: - assigned_runner.status = LoadedRunnerStatus() - await queue.put(assigned_runner.status_update_event()) - - - except Exception as e: - # An exception occurs in the runner supervisor - self.logger.warning(f'Runner failed whilst running inference task. Task: {op.task}. Error: {e}') - async for event in self._fail_task(e, op.runner_id, op.task.task_id): - await queue.put(event) - - queue: Queue[Event] = asyncio.Queue() - task = asyncio.create_task(inner_execute(queue)) - - # TODO: Initial (prefil) timeout can be dynamic - # model_kb = assigned_runner.shard_metadata.model_meta.storage_size_kilobytes - - try: - # Yield items from the queue - # timeout = 30. - timeout = 3. - while True: - item: Event = await asyncio.wait_for(queue.get(), timeout=timeout) - yield item - timeout = 2. - if isinstance(item, RunnerStatusUpdated) and isinstance( - item.runner_status, (LoadedRunnerStatus, FailedRunnerStatus) - ): - if isinstance(item.runner_status, LoadedRunnerStatus): - assigned_runner.failures = [] - - break - except TimeoutError as e: - # Runner supervisor doesn't respond in time; so we put the runner & task into a failed state - self.logger.warning(f'Timed out waiting for runner response to inference task. Task: {op.task}.') - async for event in self._fail_task(e, op.runner_id, op.task.task_id): - yield event - finally: - # Ensure the task is cleaned up - try: - await asyncio.wait_for(task, timeout=5) - except asyncio.TimeoutError: - self.logger.warning("Timed out waiting for task cleanup after inference execution.") - - - ## Operation Planner - - async def _execute_op(self, op: RunnerOp) -> AsyncGenerator[Event, None]: - ## It would be great if we can get rid of this async for ... yield pattern. - match op.op_type: - case RunnerOpType.ASSIGN_RUNNER: - event_generator = self._execute_assign_op(op) - case RunnerOpType.UNASSIGN_RUNNER: - event_generator = self._execute_unassign_op(op) - case RunnerOpType.RUNNER_UP: - event_generator = self._execute_runner_up_op(op) - case RunnerOpType.RUNNER_DOWN: - event_generator = self._execute_runner_down_op(op) - case RunnerOpType.RUNNER_FAILED: - event_generator = self._execute_runner_failed_op(op) - case RunnerOpType.DOWNLOAD: - event_generator = self._execute_download_op(op) - case RunnerOpType.CHAT_COMPLETION: - event_generator = self._execute_task_op(op) - - async for event in event_generator: - yield event - - ## Planning logic - def plan(self, state: State) -> RunnerOp | None: - # Compare state to worker 'mood' - - # for runner_id, assigned_runner in self.assigned_runners.items(): - # if len(assigned_runner.failures) == 3: - # raise Exception('Too many error occurred in assigned runner - assumed to be recurrent and unrecoverable.\nErrors are as follows: {assigned_runner.failures}') - - # First, unassign assigned runners that are no longer in the state. - for runner_id, _ in self.assigned_runners.items(): - runner_ids: list[RunnerId] = [ - runner_id - for instance in state.instances.values() - for runner_id in instance.shard_assignments.runner_to_shard - ] - if runner_id not in runner_ids: - return UnassignRunnerOp(runner_id=runner_id) - - for runner_id, assigned_runner in self.assigned_runners.items(): - if assigned_runner.runner is not None and \ - not assigned_runner.runner.healthy and \ - not isinstance(assigned_runner.status, FailedRunnerStatus): - return RunnerFailedOp(runner_id=runner_id) - - # Then spin down active runners - for _instance_id, instance in state.instances.items(): - for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): - if node_id != self.node_id: - continue - - # We spin down a runner if it's meant to be inactive and it's Loaded. - if runner_id in self.assigned_runners and \ - isinstance(self.assigned_runners[runner_id].status, LoadedRunnerStatus) and \ - instance.instance_type == InstanceStatus.INACTIVE: - return RunnerDownOp(runner_id=runner_id) - - # If we are part of an instance that has a dead node - and we aren't the dead node - we should spin down - # TODO: We need to limit number of retries if we keep failing. - for _instance_id, instance in state.instances.items(): - if self.node_id in instance.shard_assignments.node_to_runner and \ - instance.shard_assignments.node_to_runner[self.node_id] in self.assigned_runners and \ - not isinstance(self.assigned_runners[instance.shard_assignments.node_to_runner[self.node_id]].status, ReadyRunnerStatus): # make sure that our runner has not already been spun down into ready state - other_node_in_instance_has_failed = False - for runner_id in instance.shard_assignments.runner_to_shard: - if runner_id in state.runners and \ - isinstance(state.runners[runner_id], FailedRunnerStatus) and \ - runner_id not in self.assigned_runners: - other_node_in_instance_has_failed= True - - if other_node_in_instance_has_failed: - # Spin down *our* runner - return RunnerDownOp(runner_id=instance.shard_assignments.node_to_runner[self.node_id]) - - # If we are failed - and *all of the other nodes have spun down* - then we can spin down too. - for _instance_id, instance in state.instances.items(): - if self.node_id in instance.shard_assignments.node_to_runner and \ - instance.shard_assignments.node_to_runner[self.node_id] in state.runners and \ - instance.shard_assignments.node_to_runner[self.node_id] in self.assigned_runners and \ - isinstance(self.assigned_runners[instance.shard_assignments.node_to_runner[self.node_id]].status, FailedRunnerStatus): - - num_spundown_nodes = 0 - for runner_id in instance.shard_assignments.runner_to_shard: - if isinstance(state.runners[runner_id], ReadyRunnerStatus) and \ - runner_id not in self.assigned_runners: - num_spundown_nodes += 1 - # Suggested: - # if runner_id in state.runners and isinstance(state.runners[runner_id], ReadyRunnerStatus): - # if runner_id != instance.shard_assignments.node_to_runner[self.node_id]: - # num_spundown_nodes += 1 - - if num_spundown_nodes == next(iter(instance.shard_assignments.runner_to_shard.values())).world_size - 1: - # All the other nodes are spun down - so now we can spin down too. - # This also catches the case of 1-node. If there's one node in the instance then we should spin down straight away - return RunnerDownOp(runner_id=instance.shard_assignments.node_to_runner[self.node_id]) - - # Then assign runners we do want - for instance_id, instance in state.instances.items(): - for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): - if node_id != self.node_id: - continue - - if runner_id not in self.assigned_runners: - return AssignRunnerOp( - runner_id=runner_id, - instance_id=instance_id, - shard_metadata=instance.shard_assignments.runner_to_shard[runner_id], - hosts=instance.hosts - ) - - # Then make sure things are downloading. - for instance_id, instance in state.instances.items(): - # We should already have asserted that this runner exists - # If it didn't exist then we return a assign_runner op. - for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): - if node_id != self.node_id: - continue - assert runner_id in self.assigned_runners - - runner = self.assigned_runners[runner_id] - - if not runner.is_downloaded: - if runner.status.runner_status == RunnerStatusType.Downloading: # Forward compatibility - # TODO: If failed status then we retry - return None - else: - return DownloadOp( - runner_id=runner_id, - instance_id=instance_id, - shard_metadata=instance.shard_assignments.runner_to_shard[runner_id], - hosts=instance.hosts - ) - - # Then spin up 'ready' runners that should be active - for _instance_id, instance in state.instances.items(): - if self.node_id in instance.shard_assignments.node_to_runner and \ - self.assigned_runners[instance.shard_assignments.node_to_runner[self.node_id]].runner is None and \ - instance.instance_type == InstanceStatus.ACTIVE: - - # We are part of this instance, we want it up but it hasn't been spun up yet. - # Need to assert all other runners are ready before we can spin up. - ready_to_spin = True - for runner_id in instance.shard_assignments.node_to_runner.values(): - if runner_id in state.runners and state.runners[runner_id].runner_status != RunnerStatusType.Ready: - ready_to_spin = False - - if ready_to_spin: - return RunnerUpOp(runner_id=instance.shard_assignments.node_to_runner[self.node_id]) - - # Then make sure things are running based on tasks. - for instance_id, instance in state.instances.items(): - for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): - if node_id != self.node_id: - continue - assert runner_id in self.assigned_runners - runner = self.assigned_runners[runner_id] - if runner.status.runner_status != RunnerStatusType.Loaded: - continue # The only previous state to get to Running is from Loaded - - for _, task in state.tasks.items(): - if task.instance_id == instance_id and ( - task.task_status == TaskStatus.PENDING or task.task_status == TaskStatus.FAILED - ): - if (runner.shard_metadata.device_rank >= 1 or runner.shard_metadata.world_size == 1): - return ExecuteTaskOp(runner_id=runner_id, task=task) - else: - # We already know our own status is Loaded. We are rank 0, - # so let's check that all the other runners are running - ready for us to fire the prompt. - running_runner_count = 0 - for other_runner_id, other_runner_status in state.runners.items(): - if other_runner_id in instance.shard_assignments.node_to_runner.values() and \ - isinstance(other_runner_status, RunningRunnerStatus): - running_runner_count += 1 - - if running_runner_count == runner.shard_metadata.world_size - 1: - return ExecuteTaskOp(runner_id=runner_id, task=task) - - return None - - - async def _fail_runner(self, e: Exception, runner_id: RunnerId) -> AsyncGenerator[Event]: - if runner_id in self.assigned_runners: - assigned_runner = self.assigned_runners[runner_id] - - assigned_runner.runner = None - assigned_runner.status = FailedRunnerStatus(error_message=str(e)) - assigned_runner.failures.append( - ( - time.time(), - e - ) - ) - - # Reset failure count back to 0 when succesful - if len(assigned_runner.failures) >= 3: - # Too many retries. We will emit a DeleteInstance - yield InstanceDeleted( - instance_id=assigned_runner.instance_id - ) - - yield assigned_runner.status_update_event() - - - async def _fail_task(self, e: Exception, runner_id: RunnerId, task_id: TaskId) -> AsyncGenerator[Event]: - if runner_id in self.assigned_runners: - yield TaskStateUpdated( - task_id=task_id, - task_status=TaskStatus.FAILED, - ) - - yield TaskFailed( - task_id=task_id, - error_type=str(type(e)), - error_message=str(e) - ) - - async for event in self._fail_runner(e, runner_id): - yield event - - - async def event_publisher(self, event: Event) -> None: - assert self.worker_events is not None - await self.worker_events.append_events([event], self.node_id) - self.logger.info(f"published event: {event}") - - # Handle state updates - async def run(self): - assert self.global_events is not None +async def run(worker_state: Worker): + assert worker_state.global_events is not None while True: # 1. get latest events - events = await self.global_events.get_events_since(self.state.last_event_applied_idx) + events = await worker_state.global_events.get_events_since(worker_state.state.last_event_applied_idx) # 2. for each event, apply it to the state and run sagas for event_from_log in events: - self.state = apply(self.state, event_from_log) + worker_state.state = apply(worker_state.state, event_from_log) # 3. based on the updated state, we plan & execute an operation. - op: RunnerOp | None = self.plan(self.state) + op: RunnerOp | None = plan( + worker_state.assigned_runners, + worker_state.node_id, + worker_state.state.instances, + worker_state.state.runners, + worker_state.state.tasks, + ) if op is not None: - self.logger.info(f"!!! plan result: {op}") + worker_state.logger.info(f"!!! plan result: {op}") # run the op, synchronously blocking for now if op is not None: - try: - async for event in self._execute_op(op): - await self.event_publisher(event) - except Exception as e: - # execeute_task_op already has its own exception handling here. So we assume we had an exception in one of the other op types. - # we therefore just fail the runner. - self.logger.warning(f"Encountered exception when executing worker op {op}: {e}. \n Runner will be spun down and retried.") - async for event in self._fail_runner( - e, - runner_id=op.runner_id, - ): - await self.event_publisher(event) + async for event in worker_state.execute_op(op): + await worker_state.event_publisher(event) await asyncio.sleep(0.01) - if len(events) > 0: - self.logger.info(f"state: {self.state}") + async def main(): @@ -678,7 +72,7 @@ async def main(): worker = Worker(node_id, logger, shard_downloader, event_log_manager.worker_events, event_log_manager.global_events) - await worker.run() + await run(worker) if __name__ == "__main__": asyncio.run(main()) diff --git a/worker/plan.py b/worker/plan.py new file mode 100644 index 00000000..4d644023 --- /dev/null +++ b/worker/plan.py @@ -0,0 +1,205 @@ +from typing import Mapping + +from shared.types.common import NodeId +from shared.types.events import ( + InstanceId, +) +from shared.types.tasks import Task, TaskId, TaskStatus +from shared.types.worker.common import RunnerId +from shared.types.worker.instances import Instance, InstanceStatus +from shared.types.worker.ops import ( + AssignRunnerOp, + ExecuteTaskOp, + RunnerDownOp, + RunnerFailedOp, + RunnerOp, + RunnerUpOp, + UnassignRunnerOp, +) +from shared.types.worker.runners import ( + DownloadingRunnerStatus, + FailedRunnerStatus, + InactiveRunnerStatus, + LoadedRunnerStatus, + RunnerStatus, + RunnerStatusType, + RunningRunnerStatus, +) +from worker.common import AssignedRunner + + +def unassign_runners(instances: Mapping[InstanceId, Instance], state_runners: Mapping[RunnerId, RunnerStatus], assigned_runners: dict[RunnerId, AssignedRunner]) -> UnassignRunnerOp | None: + runner_ids: set[RunnerId] = { + runner_id + for instance in instances.values() + for runner_id in instance.shard_assignments.runner_to_shard + } + for runner_id, _ in assigned_runners.items(): + if runner_id not in runner_ids: + return UnassignRunnerOp(runner_id=runner_id) + + # If our instance is in 'downloading' or 'assigned' state, then we know the runner is stale. These are part of AssignRunnerOp and should be blocking. + for assigned_runner_id in assigned_runners: + if assigned_runner_id in state_runners and \ + isinstance(state_runners[assigned_runner_id], DownloadingRunnerStatus): + return UnassignRunnerOp(runner_id=assigned_runner_id) + + return None + +def failed_runners(assigned_runners: dict[RunnerId, AssignedRunner]) -> RunnerFailedOp | None: + for runner_id, assigned_runner in assigned_runners.items(): + if assigned_runner.runner is not None and \ + not assigned_runner.runner.healthy and \ + not isinstance(assigned_runner.status, FailedRunnerStatus): + return RunnerFailedOp(runner_id=runner_id) + return None + +def spin_down_runners( + instances: Mapping[InstanceId, Instance], + assigned_runners: dict[RunnerId, AssignedRunner], + state_runners: Mapping[RunnerId, RunnerStatus], + worker_node_id: NodeId) -> RunnerDownOp | None: + for _instance_id, instance in instances.items(): + for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): + if node_id != worker_node_id: + continue + + # We spin down a runner if it's meant to be inactive and it's Loaded. + if runner_id in assigned_runners and \ + isinstance(assigned_runners[runner_id].status, LoadedRunnerStatus) and \ + instance.instance_type == InstanceStatus.INACTIVE: + return RunnerDownOp(runner_id=runner_id) + + # If we are part of an instance that has a dead node - and we aren't the dead node - we should spin down + for _instance_id, instance in instances.items(): + if worker_node_id in instance.shard_assignments.node_to_runner and \ + instance.shard_assignments.node_to_runner[worker_node_id] in assigned_runners and \ + not isinstance(assigned_runners[instance.shard_assignments.node_to_runner[worker_node_id]].status, InactiveRunnerStatus): # make sure that our runner has not already been spun down into ready state + other_node_in_instance_has_failed = False + for runner_id in instance.shard_assignments.runner_to_shard: + if runner_id in state_runners and \ + isinstance(state_runners[runner_id], FailedRunnerStatus) and \ + runner_id not in assigned_runners: + other_node_in_instance_has_failed= True + + if other_node_in_instance_has_failed: + # Spin down *our* runner + return RunnerDownOp(runner_id=instance.shard_assignments.node_to_runner[worker_node_id]) + + # If we are failed - and *all of the other nodes have spun down* - then we can spin down too. + for _instance_id, instance in instances.items(): + if worker_node_id in instance.shard_assignments.node_to_runner and \ + instance.shard_assignments.node_to_runner[worker_node_id] in state_runners and \ + instance.shard_assignments.node_to_runner[worker_node_id] in assigned_runners and \ + isinstance(assigned_runners[instance.shard_assignments.node_to_runner[worker_node_id]].status, FailedRunnerStatus): + + num_spundown_nodes = 0 + for runner_id in instance.shard_assignments.runner_to_shard: + if isinstance(state_runners[runner_id], InactiveRunnerStatus) and \ + runner_id not in assigned_runners: + num_spundown_nodes += 1 + # Suggested: + # if runner_id in state_runners and isinstance(state.runners[runner_id], InactiveRunnerStatus): + # if runner_id != instance.shard_assignments.node_to_runner[worker_node_id]: + # num_spundown_nodes += 1 + + if num_spundown_nodes == next(iter(instance.shard_assignments.runner_to_shard.values())).world_size - 1: + # All the other nodes are spun down - so now we can spin down too. + # This also catches the case of 1-node. If there's one node in the instance then we should spin down straight away + return RunnerDownOp(runner_id=instance.shard_assignments.node_to_runner[worker_node_id]) + return None + +def assign_runners(instances: Mapping[InstanceId, Instance], assigned_runners: dict[RunnerId, AssignedRunner], worker_node_id: NodeId) -> AssignRunnerOp | None: + for instance_id, instance in instances.items(): + for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): + if node_id != worker_node_id: + continue + + if runner_id not in assigned_runners: + return AssignRunnerOp( + runner_id=runner_id, + instance_id=instance_id, + shard_metadata=instance.shard_assignments.runner_to_shard[runner_id], + hosts=instance.hosts + ) + return None + +def spin_up_runners(instances: Mapping[InstanceId, Instance], assigned_runners: dict[RunnerId, AssignedRunner], state_runners: Mapping[RunnerId, RunnerStatus], worker_node_id: NodeId) -> RunnerUpOp | None: + for _instance_id, instance in instances.items(): + if worker_node_id in instance.shard_assignments.node_to_runner and \ + assigned_runners[instance.shard_assignments.node_to_runner[worker_node_id]].runner is None and \ + instance.instance_type == InstanceStatus.ACTIVE: + + # We are part of this instance, we want it up but it hasn't been spun up yet. + # Need to assert all other runners are ready before we can spin up. + ready_to_spin = True + for runner_id in instance.shard_assignments.node_to_runner.values(): + if runner_id in state_runners and state_runners[runner_id].runner_status != RunnerStatusType.Inactive: + ready_to_spin = False + + if ready_to_spin: + return RunnerUpOp(runner_id=instance.shard_assignments.node_to_runner[worker_node_id]) + return None + +def execute_task_op(instances: Mapping[InstanceId, Instance], assigned_runners: dict[RunnerId, AssignedRunner], state_runners: Mapping[RunnerId, RunnerStatus], tasks: Mapping[TaskId, Task], worker_node_id: NodeId) -> ExecuteTaskOp | None: + for instance_id, instance in instances.items(): + for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): + if node_id != worker_node_id: + continue + assert runner_id in assigned_runners + runner = assigned_runners[runner_id] + if runner.status.runner_status != RunnerStatusType.Loaded: + continue # The only previous state to get to Running is from Loaded + + for _, task in tasks.items(): + if task.instance_id == instance_id and ( + task.task_status == TaskStatus.PENDING or task.task_status == TaskStatus.FAILED + ): + if (runner.shard_metadata.device_rank >= 1 or runner.shard_metadata.world_size == 1): + return ExecuteTaskOp(runner_id=runner_id, task=task) + else: + # We already know our own status is Loaded. We are rank 0, + # so let's check that all the other runners are running - ready for us to fire the prompt. + running_runner_count = 0 + for other_runner_id, other_runner_status in state_runners.items(): + if other_runner_id in instance.shard_assignments.node_to_runner.values() and \ + isinstance(other_runner_status, RunningRunnerStatus): + running_runner_count += 1 + + if running_runner_count == runner.shard_metadata.world_size - 1: + return ExecuteTaskOp(runner_id=runner_id, task=task) + + return None + + + +def plan(assigned_runners: dict[RunnerId, AssignedRunner], + worker_node_id: NodeId, + instances: Mapping[InstanceId, Instance], + state_runners: Mapping[RunnerId, RunnerStatus], # all global + tasks: Mapping[TaskId, Task]) -> RunnerOp | None: + # First, unassign assigned runners that are no longer in the state. + if unop := unassign_runners(instances, state_runners, assigned_runners): + return unop + + # mark failed runners that are not marked yet as failed + if failed_op := failed_runners(assigned_runners): + return failed_op + + # spin down runners that are no longer needed + if down_op := spin_down_runners(instances, assigned_runners, state_runners, worker_node_id): + return down_op + + # Then assign runners we do want + if assign_op := assign_runners(instances, assigned_runners, worker_node_id): + return assign_op + + # Then spin up 'ready' runners that should be active + if runner_up_op := spin_up_runners(instances, assigned_runners, state_runners, worker_node_id): + return runner_up_op + + # Then make sure things are running based on tasks. + if exec_op := execute_task_op(instances, assigned_runners, state_runners, tasks, worker_node_id): + return exec_op + + return None diff --git a/worker/runner/communication.py b/worker/runner/communication.py index 85efa090..58104724 100644 --- a/worker/runner/communication.py +++ b/worker/runner/communication.py @@ -62,7 +62,7 @@ async def supervisor_read_response( assert proc.stdout is not None, ( "proc.stdout should not be None when created with stdout=PIPE" ) - line_bytes: bytes = await asyncio.wait_for(proc.stdout.readline(), timeout=10) + line_bytes: bytes = await asyncio.wait_for(proc.stdout.readline(), timeout=180) line: str = line_bytes.decode("utf-8").strip() if not line: diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index 2548fd05..7e31606f 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -1,36 +1,46 @@ -import asyncio from ipaddress import IPv4Address from logging import Logger, getLogger -from pathlib import Path -from typing import Awaitable, Callable +from typing import Callable, Optional import pytest -from shared.db.sqlite.connector import AsyncSQLiteEventStorage -from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager from shared.models.model_meta import get_model_meta from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams -from shared.types.common import CommandId, Host, NodeId +from shared.types.common import Host, NodeId from shared.types.models import ModelId, ModelMetadata -from shared.types.state import State from shared.types.tasks import ( ChatCompletionTask, TaskId, TaskStatus, TaskType, ) -from shared.types.worker.common import InstanceId, NodeStatus +from shared.types.worker.common import InstanceId from shared.types.worker.instances import Instance, InstanceStatus -from shared.types.worker.ops import ( - AssignRunnerOp, - RunnerUpOp, -) from shared.types.worker.runners import RunnerId, ShardAssignments from shared.types.worker.shards import PipelineShardMetadata -from worker.download.shard_downloader import NoopShardDownloader -from worker.main import Worker +from worker.tests.constants import ( + COMMAND_1_ID, + INSTANCE_1_ID, + MODEL_A_ID, + NODE_A, + RUNNER_1_ID, + TASK_1_ID, +) +@pytest.fixture +def user_message(): + """Override this fixture in tests to customize the message""" + return "Hello, how are you?" + +@pytest.fixture +def logger() -> Logger: + return getLogger("test_logger") + +@pytest.fixture +async def model_meta() -> ModelMetadata: + return await get_model_meta('mlx-community/Llama-3.2-1B-Instruct-4bit') + @pytest.fixture def hosts(): def _hosts(count: int, offset: int = 0) -> list[Host]: @@ -44,29 +54,8 @@ def hosts(): return _hosts - @pytest.fixture -def hosts_one(hosts: Callable[[int], list[Host]]): - return hosts(1) - - -@pytest.fixture -def hosts_two(hosts: Callable[[int], list[Host]]): - return hosts(2) - - -@pytest.fixture -def user_message(): - """Override this fixture in tests to customize the message""" - return "Hello, how are you?" - -@pytest.fixture -async def model_meta() -> ModelMetadata: - return await get_model_meta('mlx-community/Llama-3.2-1B-Instruct-4bit') - - -@pytest.fixture -def pipeline_shard_meta(model_meta: ModelMetadata, tmp_path: Path) -> Callable[[int, int], PipelineShardMetadata]: +def pipeline_shard_meta(model_meta: ModelMetadata) -> Callable[[int, int], PipelineShardMetadata]: def _pipeline_shard_meta( num_nodes: int = 1, device_rank: int = 0 ) -> PipelineShardMetadata: @@ -90,6 +79,37 @@ def pipeline_shard_meta(model_meta: ModelMetadata, tmp_path: Path) -> Callable[[ return _pipeline_shard_meta +@pytest.fixture +def instance(pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]]): + from typing import Optional + + def _instance( + instance_id: Optional[InstanceId] = None, + node_id: Optional[NodeId] = None, + runner_id: Optional[RunnerId] = None, + model_id: Optional[ModelId] = None, + ) -> Instance: + resolved_instance_id = instance_id if instance_id is not None else INSTANCE_1_ID + resolved_node_id = node_id if node_id is not None else NODE_A + resolved_runner_id = runner_id if runner_id is not None else RUNNER_1_ID + resolved_model_id = model_id if model_id is not None else MODEL_A_ID + + shard_assignments = ShardAssignments( + model_id=resolved_model_id, + runner_to_shard={ + resolved_runner_id: pipeline_shard_meta(1, 0) + }, + node_to_runner={resolved_node_id: resolved_runner_id} + ) + + return Instance( + instance_id=resolved_instance_id, + instance_type=InstanceStatus.ACTIVE, + shard_assignments=shard_assignments, + hosts=hosts(1) + ) + return _instance + @pytest.fixture def completion_create_params(user_message: str) -> ChatCompletionTaskParams: """Creates ChatCompletionParams with the given message""" @@ -101,10 +121,14 @@ def completion_create_params(user_message: str) -> ChatCompletionTaskParams: @pytest.fixture def chat_completion_task(completion_create_params: ChatCompletionTaskParams): - def _chat_completion_task(instance_id: InstanceId, task_id: TaskId) -> ChatCompletionTask: + def _chat_completion_task(instance_id: Optional[InstanceId] = None, task_id: Optional[TaskId] = None) -> ChatCompletionTask: + if instance_id is None: + instance_id = INSTANCE_1_ID + if task_id is None: + task_id = TASK_1_ID return ChatCompletionTask( task_id=task_id, - command_id=CommandId(), + command_id=COMMAND_1_ID, instance_id=instance_id, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, @@ -112,105 +136,4 @@ def chat_completion_task(completion_create_params: ChatCompletionTaskParams): ) return _chat_completion_task -@pytest.fixture -def node_id() -> NodeId: - """Shared node ID for tests""" - return NodeId() -@pytest.fixture -def state(node_id: NodeId): - node_status={ - node_id: NodeStatus.Idle - } - - return State( - node_status=node_status, - ) - -@pytest.fixture -def logger() -> Logger: - return getLogger("test_logger") - -@pytest.fixture -def instance(pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts_one: list[Host]): - def _instance(instance_id: InstanceId, node_id: NodeId, runner_id: RunnerId) -> Instance: - model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') - - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard={ - runner_id: pipeline_shard_meta(1, 0) - }, - node_to_runner={node_id: runner_id} - ) - - return Instance( - instance_id=instance_id, - instance_type=InstanceStatus.ACTIVE, - shard_assignments=shard_assignments, - hosts=hosts_one - ) - return _instance - -@pytest.fixture -async def worker(node_id: NodeId, logger: Logger): - event_log_manager = EventLogManager(EventLogConfig(), logger) - shard_downloader = NoopShardDownloader() - await event_log_manager.initialize() - - return Worker(node_id, logger, shard_downloader, worker_events=event_log_manager.global_events, global_events=event_log_manager.global_events) - -@pytest.fixture -async def worker_with_assigned_runner(worker: Worker, instance: Callable[[InstanceId, NodeId, RunnerId], Instance]): - """Fixture that provides a worker with an already assigned runner.""" - - instance_obj: Instance = instance(InstanceId(), worker.node_id, RunnerId()) - - # Extract runner_id from shard assignments - runner_id = next(iter(instance_obj.shard_assignments.runner_to_shard)) - - # Assign the runner - assign_op = AssignRunnerOp( - runner_id=runner_id, - shard_metadata=instance_obj.shard_assignments.runner_to_shard[runner_id], - hosts=instance_obj.hosts, - instance_id=instance_obj.instance_id, - ) - - async for _ in worker._execute_op(assign_op): # type: ignore[misc] - pass - - return worker, runner_id, instance_obj - -@pytest.fixture -async def worker_with_running_runner(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance]): - """Fixture that provides a worker with an already assigned runner.""" - worker, runner_id, instance_obj = worker_with_assigned_runner - - runner_up_op = RunnerUpOp(runner_id=runner_id) - async for _ in worker._execute_op(runner_up_op): # type: ignore[misc] - pass - - # Is the runner actually running? - supervisor = next(iter(worker.assigned_runners.values())).runner - assert supervisor is not None - assert supervisor.healthy - - return worker, runner_id, instance_obj - -@pytest.fixture -def worker_running(logger: Logger) -> Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]]: - async def _worker_running(node_id: NodeId) -> tuple[Worker, AsyncSQLiteEventStorage]: - event_log_manager = EventLogManager(EventLogConfig(), logger) - await event_log_manager.initialize() - - global_events = event_log_manager.global_events - await global_events.delete_all_events() - - shard_downloader = NoopShardDownloader() - worker = Worker(node_id, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) - asyncio.create_task(worker.run()) - - return worker, global_events - - return _worker_running \ No newline at end of file diff --git a/worker/tests/constants.py b/worker/tests/constants.py new file mode 100644 index 00000000..8e139a13 --- /dev/null +++ b/worker/tests/constants.py @@ -0,0 +1,26 @@ +from typing import Final + +from shared.types.common import CommandId, NodeId +from shared.types.models import ModelId +from shared.types.tasks import TaskId +from shared.types.worker.common import InstanceId, RunnerId + +MASTER_NODE_ID = NodeId("ffffffff-aaaa-4aaa-8aaa-aaaaaaaaaaaa") + +NODE_A: Final[NodeId] = NodeId("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa") +NODE_B: Final[NodeId] = NodeId("bbbbbbbb-bbbb-4bbb-8bbb-bbbbbbbbbbbb") + +RUNNER_1_ID: Final[RunnerId] = RunnerId("11111111-1111-4111-8111-111111111111") +RUNNER_2_ID: Final[RunnerId] = RunnerId("33333333-3333-4333-8333-333333333333") + +INSTANCE_1_ID: Final[InstanceId] = InstanceId("22222222-2222-4222-8222-222222222222") +INSTANCE_2_ID: Final[InstanceId] = InstanceId("44444444-4444-4444-8444-444444444444") + +MODEL_A_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' +MODEL_B_ID: Final[ModelId] = 'mlx-community/TinyLlama-1.1B-Chat-v1.0' + +TASK_1_ID: Final[TaskId] = TaskId("55555555-5555-4555-8555-555555555555") +TASK_2_ID: Final[TaskId] = TaskId("66666666-6666-4666-8666-666666666666") + +COMMAND_1_ID: Final[CommandId] = CommandId("77777777-7777-4777-8777-777777777777") +COMMAND_2_ID: Final[CommandId] = CommandId("88888888-8888-4888-8888-888888888888") \ No newline at end of file diff --git a/worker/tests/test_download.py b/worker/tests/test_download.py index a201f528..c44d6e65 100644 --- a/worker/tests/test_download.py +++ b/worker/tests/test_download.py @@ -8,6 +8,7 @@ from worker.download.impl_shard_downloader import exo_shard_downloader from worker.download.shard_downloader import ShardDownloader +@pytest.mark.slow @pytest.mark.asyncio async def test_shard_downloader(pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata]): shard_downloader: ShardDownloader = exo_shard_downloader() diff --git a/worker/tests/test_handlers/conftest.py b/worker/tests/test_handlers/conftest.py new file mode 100644 index 00000000..9f7801c6 --- /dev/null +++ b/worker/tests/test_handlers/conftest.py @@ -0,0 +1,70 @@ +from logging import Logger +from typing import Callable + +import pytest + +from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from shared.types.common import NodeId +from shared.types.worker.common import InstanceId +from shared.types.worker.instances import Instance +from shared.types.worker.ops import ( + AssignRunnerOp, + RunnerUpOp, +) +from shared.types.worker.runners import RunnerId +from worker.download.shard_downloader import NoopShardDownloader +from worker.tests.constants import INSTANCE_1_ID, NODE_A, RUNNER_1_ID +from worker.worker import Worker + + +@pytest.fixture +def user_message(): + return "What, according to Douglas Adams, is the meaning of life, the universe and everything?" + + +@pytest.fixture +async def worker(logger: Logger): + event_log_manager = EventLogManager(EventLogConfig(), logger) + shard_downloader = NoopShardDownloader() + await event_log_manager.initialize() + + return Worker(NODE_A, logger, shard_downloader, worker_events=event_log_manager.global_events, global_events=event_log_manager.global_events) + +# TODO: instance_id and runner_id are selectable. +@pytest.fixture +async def worker_with_assigned_runner(worker: Worker, instance: Callable[[InstanceId, NodeId, RunnerId], Instance]): + """Fixture that provides a worker with an already assigned runner.""" + + instance_id = INSTANCE_1_ID + runner_id = RUNNER_1_ID + instance_obj: Instance = instance(instance_id, worker.node_id, runner_id) + + # Assign the runner + assign_op = AssignRunnerOp( + runner_id=runner_id, + shard_metadata=instance_obj.shard_assignments.runner_to_shard[runner_id], + hosts=instance_obj.hosts, + instance_id=instance_obj.instance_id, + ) + + async for _ in worker.execute_op(assign_op): + pass + + return worker, instance_obj + +@pytest.fixture +async def worker_with_running_runner(worker_with_assigned_runner: tuple[Worker, Instance]): + """Fixture that provides a worker with an already assigned runner.""" + worker, instance_obj = worker_with_assigned_runner + + runner_up_op = RunnerUpOp(runner_id=RUNNER_1_ID) + async for _ in worker.execute_op(runner_up_op): + pass + + # Is the runner actually running? + supervisor = next(iter(worker.assigned_runners.values())).runner + assert supervisor is not None + assert supervisor.healthy + + return worker, instance_obj + diff --git a/worker/tests/test_handlers/test_handlers_happy.py b/worker/tests/test_handlers/test_handlers_happy.py new file mode 100644 index 00000000..5d2dc0b8 --- /dev/null +++ b/worker/tests/test_handlers/test_handlers_happy.py @@ -0,0 +1,159 @@ +from typing import Callable + +import pytest + +from shared.types.common import NodeId +from shared.types.events import ( + ChunkGenerated, + RunnerDeleted, + RunnerStatusUpdated, + TaskStateUpdated, +) +from shared.types.events.chunks import TokenChunk +from shared.types.tasks import ChatCompletionTask, TaskStatus +from shared.types.worker.common import RunnerId +from shared.types.worker.instances import Instance, InstanceId +from shared.types.worker.ops import ( + AssignRunnerOp, + ExecuteTaskOp, + RunnerDownOp, + RunnerUpOp, + UnassignRunnerOp, +) +from shared.types.worker.runners import ( + DownloadingRunnerStatus, + InactiveRunnerStatus, + LoadedRunnerStatus, + RunningRunnerStatus, +) +from worker.main import Worker +from worker.tests.constants import ( + RUNNER_1_ID, +) +from worker.tests.test_handlers.utils import read_events_op + + +@pytest.mark.asyncio +async def test_assign_op(worker: Worker, instance: Callable[[InstanceId, NodeId, RunnerId], Instance]): + instance_obj: Instance = instance(InstanceId(), worker.node_id, RUNNER_1_ID) + + assign_op = AssignRunnerOp( + runner_id=RUNNER_1_ID, + shard_metadata=instance_obj.shard_assignments.runner_to_shard[RUNNER_1_ID], + hosts=instance_obj.hosts, + instance_id=instance_obj.instance_id, + ) + + events = await read_events_op(worker, assign_op) + + # We should have a status update saying 'starting'. + assert len(events) == 2 + assert isinstance(events[0], RunnerStatusUpdated) + assert isinstance(events[0].runner_status, DownloadingRunnerStatus) + assert isinstance(events[1], RunnerStatusUpdated) + assert isinstance(events[1].runner_status, InactiveRunnerStatus) + + # And the runner should be assigned + assert RUNNER_1_ID in worker.assigned_runners + assert isinstance(worker.assigned_runners[RUNNER_1_ID].status, InactiveRunnerStatus) + +@pytest.mark.asyncio +async def test_unassign_op(worker_with_assigned_runner: tuple[Worker, Instance]): + worker, _ = worker_with_assigned_runner + + unassign_op = UnassignRunnerOp( + runner_id=RUNNER_1_ID + ) + + events = await read_events_op(worker, unassign_op) + + # We should have no assigned runners and no events were emitted + assert len(worker.assigned_runners) == 0 + assert len(events) == 1 + assert isinstance(events[0], RunnerDeleted) + +@pytest.mark.asyncio +async def test_runner_up_op( + worker_with_assigned_runner: tuple[Worker, Instance], + chat_completion_task: Callable[[], ChatCompletionTask], + ): + worker, _ = worker_with_assigned_runner + + runner_up_op = RunnerUpOp(runner_id=RUNNER_1_ID) + + events = await read_events_op(worker, runner_up_op) + + assert len(events) == 1 + assert isinstance(events[0], RunnerStatusUpdated) + assert isinstance(events[0].runner_status, LoadedRunnerStatus) + + # Is the runner actually running? + supervisor = next(iter(worker.assigned_runners.values())).runner + assert supervisor is not None + assert supervisor.healthy + + full_response = '' + + async for chunk in supervisor.stream_response(task=chat_completion_task()): + if isinstance(chunk, TokenChunk): + full_response += chunk.text + + assert "42" in full_response.lower(), ( + f"Expected '42' in response, but got: {full_response}" + ) + + runner = worker.assigned_runners[RUNNER_1_ID].runner + assert runner is not None + await runner.astop() # Neat cleanup. + +@pytest.mark.asyncio +async def test_runner_down_op(worker_with_running_runner: tuple[Worker, Instance]): + worker, _ = worker_with_running_runner + + runner_down_op = RunnerDownOp(runner_id=RUNNER_1_ID) + events = await read_events_op(worker, runner_down_op) + + assert len(events) == 1 + assert isinstance(events[0], RunnerStatusUpdated) + assert isinstance(events[0].runner_status, InactiveRunnerStatus) + +@pytest.mark.asyncio +async def test_execute_task_op( + worker_with_running_runner: tuple[Worker, Instance], + chat_completion_task: Callable[[], ChatCompletionTask]): + worker, _ = worker_with_running_runner + + execute_task_op = ExecuteTaskOp( + runner_id=RUNNER_1_ID, + task=chat_completion_task() + ) + + events = await read_events_op(worker, execute_task_op) + + assert len(events) > 20 + + print(f'{events=}') + + + assert isinstance(events[0], RunnerStatusUpdated) + assert isinstance(events[0].runner_status, RunningRunnerStatus) + + assert isinstance(events[1], TaskStateUpdated) + assert events[1].task_status == TaskStatus.RUNNING # It tried to start. + + assert isinstance(events[-2], TaskStateUpdated) + assert events[-2].task_status == TaskStatus.COMPLETE # It tried to start. + + assert isinstance(events[-1], RunnerStatusUpdated) + assert isinstance(events[-1].runner_status, LoadedRunnerStatus) # It should not have failed. + + gen_events: list[ChunkGenerated] = [x for x in events if isinstance(x, ChunkGenerated)] + text_chunks: list[TokenChunk] = [x.chunk for x in gen_events if isinstance(x.chunk, TokenChunk)] + assert len(text_chunks) == len(events) - 4 + + output_text = ''.join([x.text for x in text_chunks]) + assert '42' in output_text + + runner = worker.assigned_runners[RUNNER_1_ID].runner + assert runner is not None + await runner.astop() # Neat cleanup. diff --git a/worker/tests/test_handlers/test_handlers_sad.py b/worker/tests/test_handlers/test_handlers_sad.py new file mode 100644 index 00000000..05238c8e --- /dev/null +++ b/worker/tests/test_handlers/test_handlers_sad.py @@ -0,0 +1,61 @@ +## Tests for worker state handlers + +from typing import Callable + +import pytest + +from shared.types.events import ( + RunnerStatusUpdated, + TaskFailed, + TaskStateUpdated, +) +from shared.types.tasks import ChatCompletionTask, TaskStatus +from shared.types.worker.instances import Instance +from shared.types.worker.ops import ( + ExecuteTaskOp, +) +from shared.types.worker.runners import ( + FailedRunnerStatus, + RunningRunnerStatus, +) +from worker.main import Worker +from worker.tests.constants import RUNNER_1_ID +from worker.tests.test_handlers.utils import read_events_op + + +@pytest.mark.asyncio +async def test_execute_task_fails( + worker_with_running_runner: tuple[Worker, Instance], + chat_completion_task: Callable[[], ChatCompletionTask]): + worker, _ = worker_with_running_runner + + task = chat_completion_task() + messages = task.task_params.messages + messages[0].content = 'Artificial prompt: EXO RUNNER MUST FAIL' + + execute_task_op = ExecuteTaskOp( + runner_id=RUNNER_1_ID, + task=task + ) + + events = await read_events_op(worker, execute_task_op) + + assert len(events) == 5 + + print(events) + + assert isinstance(events[0], RunnerStatusUpdated) + assert isinstance(events[0].runner_status, RunningRunnerStatus) # It tried to start. + + assert isinstance(events[1], TaskStateUpdated) + assert events[1].task_status == TaskStatus.RUNNING # It tried to start. + + assert isinstance(events[2], TaskStateUpdated) + assert events[2].task_status == TaskStatus.FAILED # Task marked as failed. + + assert isinstance(events[3], TaskFailed) + + assert isinstance(events[4], RunnerStatusUpdated) + assert isinstance(events[4].runner_status, FailedRunnerStatus) # It should have failed. + +# TODO: Much more to do here! \ No newline at end of file diff --git a/worker/tests/test_handlers/utils.py b/worker/tests/test_handlers/utils.py new file mode 100644 index 00000000..8e97949b --- /dev/null +++ b/worker/tests/test_handlers/utils.py @@ -0,0 +1,18 @@ +## Tests for worker state handlers + + + +from shared.types.events import ( + Event, +) +from shared.types.worker.ops import ( + RunnerOp, +) +from worker.main import Worker + + +async def read_events_op(worker: Worker, op: RunnerOp) -> list[Event]: + events: list[Event] = [] + async for event in worker.execute_op(op): + events.append(event) + return events \ No newline at end of file diff --git a/worker/tests/test_integration/conftest.py b/worker/tests/test_integration/conftest.py new file mode 100644 index 00000000..8e3faa39 --- /dev/null +++ b/worker/tests/test_integration/conftest.py @@ -0,0 +1,36 @@ +import asyncio +from logging import Logger +from typing import Awaitable, Callable + +import pytest + +from shared.db.sqlite.connector import AsyncSQLiteEventStorage +from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from shared.types.common import NodeId +from worker.download.shard_downloader import NoopShardDownloader +from worker.main import run +from worker.worker import Worker + + +@pytest.fixture +def user_message(): + """Override this fixture in tests to customize the message""" + return "What is the capital of Japan?" + + +@pytest.fixture +def worker_running(logger: Logger) -> Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]]: + async def _worker_running(node_id: NodeId) -> tuple[Worker, AsyncSQLiteEventStorage]: + event_log_manager = EventLogManager(EventLogConfig(), logger) + await event_log_manager.initialize() + + global_events = event_log_manager.global_events + await global_events.delete_all_events() + + shard_downloader = NoopShardDownloader() + worker = Worker(node_id, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + asyncio.create_task(run(worker)) + + return worker, global_events + + return _worker_running \ No newline at end of file diff --git a/worker/tests/test_worker_integration_utils.py b/worker/tests/test_integration/integration_utils.py similarity index 100% rename from worker/tests/test_worker_integration_utils.py rename to worker/tests/test_integration/integration_utils.py diff --git a/worker/tests/test_worker_integration.py b/worker/tests/test_integration/test_creation.py similarity index 53% rename from worker/tests/test_worker_integration.py rename to worker/tests/test_integration/test_creation.py index 99f8ed05..4e13a18b 100644 --- a/worker/tests/test_worker_integration.py +++ b/worker/tests/test_integration/test_creation.py @@ -1,14 +1,11 @@ import asyncio from logging import Logger -from typing import Awaitable, Callable, Final - -import pytest +from typing import Awaitable, Callable # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py from shared.db.sqlite.connector import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams -from shared.types.common import CommandId, Host, NodeId +from shared.types.common import Host, NodeId from shared.types.events import ( InstanceCreated, InstanceDeleted, @@ -18,7 +15,7 @@ from shared.types.events import ( ) from shared.types.events.chunks import TokenChunk from shared.types.models import ModelId -from shared.types.tasks import ChatCompletionTask, Task, TaskId, TaskStatus, TaskType +from shared.types.tasks import Task, TaskId from shared.types.worker.common import InstanceId, RunnerId from shared.types.worker.instances import ( Instance, @@ -26,35 +23,31 @@ from shared.types.worker.instances import ( ShardAssignments, ) from shared.types.worker.runners import ( - AssignedRunnerStatus, DownloadingRunnerStatus, # RunningRunnerStatus, FailedRunnerStatus, + InactiveRunnerStatus, LoadedRunnerStatus, - ReadyRunnerStatus, ) from shared.types.worker.shards import PipelineShardMetadata +from worker.common import AssignedRunner from worker.download.shard_downloader import NoopShardDownloader -from worker.main import AssignedRunner, Worker -from worker.tests.test_worker_integration_utils import read_streaming_response +from worker.main import run +from worker.tests.constants import ( + INSTANCE_1_ID, + MASTER_NODE_ID, + NODE_A, + NODE_B, + RUNNER_1_ID, + RUNNER_2_ID, + TASK_1_ID, + TASK_2_ID, +) +from worker.tests.test_integration.integration_utils import ( + read_streaming_response, +) +from worker.worker import Worker -MASTER_NODE_ID = NodeId("ffffffff-aaaa-4aaa-8aaa-aaaaaaaaaaaa") -NODE_A: Final[NodeId] = NodeId("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa") -NODE_B: Final[NodeId] = NodeId("bbbbbbbb-bbbb-4bbb-8bbb-bbbbbbbbbbbb") - -# Define constant IDs for deterministic test cases -RUNNER_1_ID: Final[RunnerId] = RunnerId("11111111-1111-4111-8111-111111111111") -INSTANCE_1_ID: Final[InstanceId] = InstanceId("22222222-2222-4222-8222-222222222222") -RUNNER_2_ID: Final[RunnerId] = RunnerId("33333333-3333-4333-8333-333333333333") -INSTANCE_2_ID: Final[InstanceId] = InstanceId("44444444-4444-4444-8444-444444444444") -MODEL_A_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' -MODEL_B_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' -TASK_1_ID: Final[TaskId] = TaskId("55555555-5555-4555-8555-555555555555") -TASK_2_ID: Final[TaskId] = TaskId("66666666-6666-4666-8666-666666666666") - -@pytest.fixture -def user_message(): - return "What is the capital of Japan?" async def test_runner_assigned( worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], @@ -63,8 +56,6 @@ async def test_runner_assigned( worker, global_events = await worker_running(NODE_A) - print(worker) - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) instance_value.instance_type = InstanceStatus.INACTIVE @@ -82,22 +73,19 @@ async def test_runner_assigned( # Ensure the worker has taken the correct action assert len(worker.assigned_runners) == 1 assert RUNNER_1_ID in worker.assigned_runners - assert isinstance(worker.assigned_runners[RUNNER_1_ID].status, ReadyRunnerStatus) + assert isinstance(worker.assigned_runners[RUNNER_1_ID].status, InactiveRunnerStatus) # Ensure the correct events have been emitted events = await global_events.get_events_since(0) - print(events) - assert len(events) >= 4 # len(events) is 4 if it's already downloaded. It is > 4 if there have to be download events. + assert len(events) >= 3 # len(events) is 4 if it's already downloaded. It is > 4 if there have to be download events. assert isinstance(events[1].event, RunnerStatusUpdated) - assert isinstance(events[1].event.runner_status, AssignedRunnerStatus) - assert isinstance(events[2].event, RunnerStatusUpdated) - assert isinstance(events[2].event.runner_status, DownloadingRunnerStatus) + assert isinstance(events[1].event.runner_status, DownloadingRunnerStatus) assert isinstance(events[-1].event, RunnerStatusUpdated) - assert isinstance(events[-1].event.runner_status, ReadyRunnerStatus) + assert isinstance(events[-1].event.runner_status, InactiveRunnerStatus) # Ensure state is correct - assert isinstance(worker.state.runners[RUNNER_1_ID], ReadyRunnerStatus) + assert isinstance(worker.state.runners[RUNNER_1_ID], InactiveRunnerStatus) async def test_runner_assigned_active( worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], @@ -118,7 +106,7 @@ async def test_runner_assigned_active( origin=MASTER_NODE_ID ) - await asyncio.sleep(1.0) + await asyncio.sleep(2.0) assert len(worker.assigned_runners) == 1 assert RUNNER_1_ID in worker.assigned_runners @@ -126,13 +114,11 @@ async def test_runner_assigned_active( # Ensure the correct events have been emitted events = await global_events.get_events_since(0) - assert len(events) >= 5 # len(events) is 5 if it's already downloaded. It is > 5 if there have to be download events. + assert len(events) >= 4 # len(events) is 5 if it's already downloaded. It is > 5 if there have to be download events. assert isinstance(events[1].event, RunnerStatusUpdated) - assert isinstance(events[1].event.runner_status, AssignedRunnerStatus) - assert isinstance(events[2].event, RunnerStatusUpdated) - assert isinstance(events[2].event.runner_status, DownloadingRunnerStatus) + assert isinstance(events[1].event.runner_status, DownloadingRunnerStatus) assert isinstance(events[-2].event, RunnerStatusUpdated) - assert isinstance(events[-2].event.runner_status, ReadyRunnerStatus) + assert isinstance(events[-2].event.runner_status, InactiveRunnerStatus) assert isinstance(events[-1].event, RunnerStatusUpdated) assert isinstance(events[-1].event.runner_status, LoadedRunnerStatus) @@ -201,7 +187,7 @@ async def test_runner_unassigns( origin=MASTER_NODE_ID ) - await asyncio.sleep(0.5) + await asyncio.sleep(2.0) # already tested by test_runner_assigned_active assert len(worker.assigned_runners) == 1 @@ -210,12 +196,11 @@ async def test_runner_unassigns( # Ensure the correct events have been emitted (creation) events = await global_events.get_events_since(0) - assert len(events) >= 5 + assert len(events) >= 4 assert isinstance(events[-1].event, RunnerStatusUpdated) assert isinstance(events[-1].event.runner_status, LoadedRunnerStatus) # Ensure state is correct - print(worker.state) assert isinstance(worker.state.runners[RUNNER_1_ID], LoadedRunnerStatus) await global_events.append_events( @@ -227,7 +212,6 @@ async def test_runner_unassigns( await asyncio.sleep(0.3) - print(worker.state) assert len(worker.assigned_runners) == 0 # Ensure the correct events have been emitted (deletion) @@ -236,221 +220,6 @@ async def test_runner_unassigns( # After deletion, runner should be removed from state.runners assert len(worker.state.runners) == 0 -async def test_runner_inference( - worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], - instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - chat_completion_task: Callable[[InstanceId, TaskId], Task] - ): - _worker, global_events = await worker_running(NODE_A) - - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE - - task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - await global_events.append_events( - [ - InstanceCreated( - instance=instance_value, - ), - TaskCreated( - task_id=task.task_id, - task=task - ) - ], - origin=MASTER_NODE_ID - ) - - seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) - - assert seen_task_started - assert seen_task_finished - assert 'tokyo' in response_string.lower() - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance_value.instance_id, - ), - ], - origin=MASTER_NODE_ID - ) - - await asyncio.sleep(0.3) - -async def test_2_runner_inference( - logger: Logger, - pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], - hosts: Callable[[int], list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task] - ): - event_log_manager = EventLogManager(EventLogConfig(), logger) - await event_log_manager.initialize() - shard_downloader = NoopShardDownloader() - - global_events = event_log_manager.global_events - await global_events.delete_all_events() - - worker1 = Worker(NODE_A, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) - asyncio.create_task(worker1.run()) - - worker2 = Worker(NODE_B, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) - asyncio.create_task(worker2.run()) - - ## Instance - model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') - - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard={ - RUNNER_1_ID: pipeline_shard_meta(2, 0), - RUNNER_2_ID: pipeline_shard_meta(2, 1) - }, - node_to_runner={ - NODE_A: RUNNER_1_ID, - NODE_B: RUNNER_2_ID - } - ) - - instance = Instance( - instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.ACTIVE, - shard_assignments=shard_assignments, - hosts=hosts(2) - ) - - task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - await global_events.append_events( - [ - InstanceCreated( - instance=instance - ), - TaskCreated( - task_id=task.task_id, - task=task - ) - ], - origin=MASTER_NODE_ID - ) - - seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) - - assert seen_task_started - assert seen_task_finished - assert 'tokyo' in response_string.lower() - - - idx = await global_events.get_last_idx() - await asyncio.sleep(1.0) - events = await global_events.get_events_since(idx) - assert len(events) == 0 - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance.instance_id, - ), - ], - origin=MASTER_NODE_ID - ) - - await asyncio.sleep(2.0) - -async def test_2_runner_multi_message( - logger: Logger, - pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], - hosts: Callable[[int], list[Host]], - ): - event_log_manager = EventLogManager(EventLogConfig(), logger) - await event_log_manager.initialize() - shard_downloader = NoopShardDownloader() - - global_events = event_log_manager.global_events - await global_events.delete_all_events() - - worker1 = Worker(NODE_A, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) - asyncio.create_task(worker1.run()) - - worker2 = Worker(NODE_B, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) - asyncio.create_task(worker2.run()) - - ## Instance - model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') - - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard={ - RUNNER_1_ID: pipeline_shard_meta(2, 0), - RUNNER_2_ID: pipeline_shard_meta(2, 1) - }, - node_to_runner={ - NODE_A: RUNNER_1_ID, - NODE_B: RUNNER_2_ID - } - ) - - instance = Instance( - instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.ACTIVE, - shard_assignments=shard_assignments, - hosts=hosts(2) - ) - - # Task - we have three messages here, which is what the task is about - - completion_create_params = ChatCompletionTaskParams( - model="gpt-4", - messages=[ - ChatCompletionMessage(role="user", content='What is the capital of France?'), - ChatCompletionMessage(role="assistant", content='The capital of France is Paris.'), - ChatCompletionMessage(role="user", content='Ok great. Now write me a haiku about what you can do there.'), - ], - stream=True, - ) - - task = ChatCompletionTask( - task_id=TASK_1_ID, - command_id=CommandId(), - instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.PENDING, - task_params=completion_create_params - ) - - await global_events.append_events( - [ - InstanceCreated( - instance=instance - ), - TaskCreated( - task_id=task.task_id, - task=task - ) - ], - origin=MASTER_NODE_ID - ) - - seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) - - assert seen_task_started - assert seen_task_finished - assert any(keyword in response_string.lower() for keyword in ('kiss', 'paris', 'art', 'love')) - - - idx = await global_events.get_last_idx() - await asyncio.sleep(1.0) - events = await global_events.get_events_since(idx) - assert len(events) == 0 - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance.instance_id, - ), - ], - origin=MASTER_NODE_ID - ) - - await asyncio.sleep(2.0) async def test_runner_respawn( @@ -467,10 +236,10 @@ async def test_runner_respawn( await global_events.delete_all_events() worker1 = Worker(NODE_A, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) - asyncio.create_task(worker1.run()) + asyncio.create_task(run(worker1)) worker2 = Worker(NODE_B, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) - asyncio.create_task(worker2.run()) + asyncio.create_task(run(worker2)) ## Instance model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') @@ -534,21 +303,18 @@ async def test_runner_respawn( await asyncio.sleep(5.0) events = await global_events.get_events_since(idx) - print(f'{events=}') # assert len(events) == 2 assert isinstance(events[0].event, RunnerStatusUpdated) assert isinstance(events[0].event.runner_status, FailedRunnerStatus) assert isinstance(events[1].event, RunnerStatusUpdated) - assert isinstance(events[1].event.runner_status, ReadyRunnerStatus) + assert isinstance(events[1].event.runner_status, InactiveRunnerStatus) assert events[1].event.runner_id == RUNNER_2_ID assert isinstance(events[2].event, RunnerStatusUpdated) - assert isinstance(events[2].event.runner_status, ReadyRunnerStatus) + assert isinstance(events[2].event.runner_status, InactiveRunnerStatus) assert events[2].event.runner_id == RUNNER_1_ID - print(worker1.state) - print(worker2.state) for event in [events[3].event, events[4].event]: assert isinstance(event, RunnerStatusUpdated) diff --git a/worker/tests/test_integration/test_inference.py b/worker/tests/test_integration/test_inference.py new file mode 100644 index 00000000..8b291db9 --- /dev/null +++ b/worker/tests/test_integration/test_inference.py @@ -0,0 +1,256 @@ +import asyncio +from logging import Logger +from typing import Awaitable, Callable + +# TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py +from shared.db.sqlite.connector import AsyncSQLiteEventStorage +from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams +from shared.types.common import CommandId, Host, NodeId +from shared.types.events import ( + InstanceCreated, + InstanceDeleted, + TaskCreated, +) +from shared.types.models import ModelId +from shared.types.tasks import ChatCompletionTask, Task, TaskId, TaskStatus, TaskType +from shared.types.worker.common import InstanceId, RunnerId +from shared.types.worker.instances import ( + Instance, + InstanceStatus, + ShardAssignments, +) +from shared.types.worker.shards import PipelineShardMetadata +from worker.download.shard_downloader import NoopShardDownloader +from worker.main import run +from worker.tests.constants import ( + INSTANCE_1_ID, + MASTER_NODE_ID, + NODE_A, + NODE_B, + RUNNER_1_ID, + RUNNER_2_ID, + TASK_1_ID, +) +from worker.tests.test_integration.integration_utils import ( + read_streaming_response, +) +from worker.worker import Worker + + +async def test_runner_inference( + worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + instance: Callable[[InstanceId, NodeId, RunnerId], Instance], + chat_completion_task: Callable[[InstanceId, TaskId], Task] + ): + _worker, global_events = await worker_running(NODE_A) + + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) + instance_value.instance_type = InstanceStatus.ACTIVE + + task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) + await global_events.append_events( + [ + InstanceCreated( + instance=instance_value, + ), + TaskCreated( + task_id=task.task_id, + task=task + ) + ], + origin=MASTER_NODE_ID + ) + + seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) + + assert seen_task_started + assert seen_task_finished + assert 'tokyo' in response_string.lower() + + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance_value.instance_id, + ), + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(0.3) + +async def test_2_runner_inference( + logger: Logger, + pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], + hosts: Callable[[int], list[Host]], + chat_completion_task: Callable[[InstanceId, TaskId], Task] + ): + event_log_manager = EventLogManager(EventLogConfig(), logger) + await event_log_manager.initialize() + shard_downloader = NoopShardDownloader() + + global_events = event_log_manager.global_events + await global_events.delete_all_events() + + worker1 = Worker(NODE_A, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + asyncio.create_task(run(worker1)) + + worker2 = Worker(NODE_B, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + asyncio.create_task(run(worker2)) + + ## Instance + model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') + + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard={ + RUNNER_1_ID: pipeline_shard_meta(2, 0), + RUNNER_2_ID: pipeline_shard_meta(2, 1) + }, + node_to_runner={ + NODE_A: RUNNER_1_ID, + NODE_B: RUNNER_2_ID + } + ) + + instance = Instance( + instance_id=INSTANCE_1_ID, + instance_type=InstanceStatus.ACTIVE, + shard_assignments=shard_assignments, + hosts=hosts(2) + ) + + task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) + await global_events.append_events( + [ + InstanceCreated( + instance=instance + ), + TaskCreated( + task_id=task.task_id, + task=task + ) + ], + origin=MASTER_NODE_ID + ) + + seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) + + assert seen_task_started + assert seen_task_finished + assert 'tokyo' in response_string.lower() + + + idx = await global_events.get_last_idx() + await asyncio.sleep(1.0) + events = await global_events.get_events_since(idx) + assert len(events) == 0 + + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance.instance_id, + ), + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(2.0) + +# TODO: Multi message parallel +async def test_2_runner_multi_message( + logger: Logger, + pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], + hosts: Callable[[int], list[Host]], + ): + event_log_manager = EventLogManager(EventLogConfig(), logger) + await event_log_manager.initialize() + shard_downloader = NoopShardDownloader() + + global_events = event_log_manager.global_events + await global_events.delete_all_events() + + worker1 = Worker(NODE_A, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + asyncio.create_task(run(worker1)) + + worker2 = Worker(NODE_B, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + asyncio.create_task(run(worker2)) + + ## Instance + model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') + + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard={ + RUNNER_1_ID: pipeline_shard_meta(2, 0), + RUNNER_2_ID: pipeline_shard_meta(2, 1) + }, + node_to_runner={ + NODE_A: RUNNER_1_ID, + NODE_B: RUNNER_2_ID + } + ) + + instance = Instance( + instance_id=INSTANCE_1_ID, + instance_type=InstanceStatus.ACTIVE, + shard_assignments=shard_assignments, + hosts=hosts(2) + ) + + # Task - we have three messages here, which is what the task is about + + completion_create_params = ChatCompletionTaskParams( + model="gpt-4", + messages=[ + ChatCompletionMessage(role="user", content='What is the capital of France?'), + ChatCompletionMessage(role="assistant", content='The capital of France is Paris.'), + ChatCompletionMessage(role="user", content='Ok great. Now write me a haiku about what you can do there.'), + ], + stream=True, + ) + + task = ChatCompletionTask( + task_id=TASK_1_ID, + command_id=CommandId(), + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_status=TaskStatus.PENDING, + task_params=completion_create_params + ) + + await global_events.append_events( + [ + InstanceCreated( + instance=instance + ), + TaskCreated( + task_id=task.task_id, + task=task + ) + ], + origin=MASTER_NODE_ID + ) + + seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) + + assert seen_task_started + assert seen_task_finished + assert any(keyword in response_string.lower() for keyword in ('kiss', 'paris', 'art', 'love')) + + + idx = await global_events.get_last_idx() + await asyncio.sleep(1.0) + events = await global_events.get_events_since(idx) + assert len(events) == 0 + + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance.instance_id, + ), + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(2.0) diff --git a/worker/tests/test_supervisor_errors.py b/worker/tests/test_integration/test_supervisor_errors.py similarity index 65% rename from worker/tests/test_supervisor_errors.py rename to worker/tests/test_integration/test_supervisor_errors.py index 87390898..4dd62dba 100644 --- a/worker/tests/test_supervisor_errors.py +++ b/worker/tests/test_integration/test_supervisor_errors.py @@ -1,7 +1,7 @@ import asyncio from collections.abc import AsyncGenerator from types import CoroutineType -from typing import Any, Awaitable, Callable, Final +from typing import Any, Awaitable, Callable import pytest from _pytest.monkeypatch import MonkeyPatch @@ -15,11 +15,9 @@ from shared.types.events import ( InstanceDeleted, RunnerStatusUpdated, TaskCreated, - TaskFailed, TaskStateUpdated, ) from shared.types.events.chunks import GenerationChunk, TokenChunk -from shared.types.models import ModelId from shared.types.tasks import Task, TaskId, TaskStatus from shared.types.worker.common import InstanceId, RunnerId from shared.types.worker.instances import ( @@ -29,20 +27,14 @@ from shared.types.worker.instances import ( from shared.types.worker.runners import FailedRunnerStatus from worker.main import Worker from worker.runner.runner_supervisor import RunnerSupervisor +from worker.tests.constants import ( + INSTANCE_1_ID, + MASTER_NODE_ID, + NODE_A, + RUNNER_1_ID, + TASK_1_ID, +) -MASTER_NODE_ID = NodeId("ffffffff-aaaa-4aaa-8aaa-aaaaaaaaaaaa") -NODE_A: Final[NodeId] = NodeId("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa") -NODE_B: Final[NodeId] = NodeId("bbbbbbbb-bbbb-4bbb-8bbb-bbbbbbbbbbbb") - -# Define constant IDs for deterministic test cases -RUNNER_1_ID: Final[RunnerId] = RunnerId("11111111-1111-4111-8111-111111111111") -INSTANCE_1_ID: Final[InstanceId] = InstanceId("22222222-2222-4222-8222-222222222222") -RUNNER_2_ID: Final[RunnerId] = RunnerId("33333333-3333-4333-8333-333333333333") -INSTANCE_2_ID: Final[InstanceId] = InstanceId("44444444-4444-4444-8444-444444444444") -MODEL_A_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' -MODEL_B_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' -TASK_1_ID: Final[TaskId] = TaskId("55555555-5555-4555-8555-555555555555") -TASK_2_ID: Final[TaskId] = TaskId("66666666-6666-4666-8666-666666666666") @pytest.fixture def user_message(): @@ -187,65 +179,65 @@ async def test_stream_response_failed_once( await asyncio.sleep(0.3) -async def test_stream_response_timeout( - monkeypatch: MonkeyPatch, - worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], - instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - chat_completion_task: Callable[[InstanceId, TaskId], Task] -): - async def mock_stream_response( - self: RunnerSupervisor, - task: Task, - request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, - ) -> AsyncGenerator[GenerationChunk]: - # TODO: Also a test where we yield a few chunks and then time out. - print('sleeping starting') - await asyncio.sleep(4.) - print('sleeping finished') - return - yield +# async def test_stream_response_timeout( +# monkeypatch: MonkeyPatch, +# worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], +# instance: Callable[[InstanceId, NodeId, RunnerId], Instance], +# chat_completion_task: Callable[[InstanceId, TaskId], Task] +# ): +# async def mock_stream_response( +# self: RunnerSupervisor, +# task: Task, +# request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, +# ) -> AsyncGenerator[GenerationChunk]: +# # TODO: Also a test where we yield a few chunks and then time out. +# print('sleeping starting') +# await asyncio.sleep(4.) +# print('sleeping finished') +# return +# yield - monkeypatch.setattr(RunnerSupervisor, 'stream_response', mock_stream_response) +# monkeypatch.setattr(RunnerSupervisor, 'stream_response', mock_stream_response) - worker, global_events = await worker_running(NODE_A) +# worker, global_events = await worker_running(NODE_A) - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE +# instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) +# instance_value.instance_type = InstanceStatus.ACTIVE - task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - await global_events.append_events( - [ - InstanceCreated(instance=instance_value), - TaskCreated(task_id=task.task_id, task=task) - ], - origin=MASTER_NODE_ID - ) +# task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) +# await global_events.append_events( +# [ +# InstanceCreated(instance=instance_value), +# TaskCreated(task_id=task.task_id, task=task) +# ], +# origin=MASTER_NODE_ID +# ) - await asyncio.sleep(7.) +# await asyncio.sleep(7.) - # as we reset the failures back to zero when we have a successful inference. +# # as we reset the failures back to zero when we have a successful inference. - # print('ASSERTION ERR:') - # print(worker.assigned_runners[RUNNER_1_ID].failures[1][1]) +# # print('ASSERTION ERR:') +# # print(worker.assigned_runners[RUNNER_1_ID].failures[1][1]) - assert len(worker.assigned_runners[RUNNER_1_ID].failures) == 0 - assert worker.state.tasks[TASK_1_ID].error_type is None - assert worker.state.tasks[TASK_1_ID].error_message is None +# assert len(worker.assigned_runners[RUNNER_1_ID].failures) == 0 +# assert worker.state.tasks[TASK_1_ID].error_type is None +# assert worker.state.tasks[TASK_1_ID].error_message is None - events = await global_events.get_events_since(0) - print(events) - assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 1 - assert len([x for x in events if isinstance(x.event, TaskStateUpdated) and x.event.task_status == TaskStatus.FAILED]) == 1 - assert len([x for x in events if isinstance(x.event, TaskFailed) and 'timeouterror' in x.event.error_type.lower()]) == 1 +# events = await global_events.get_events_since(0) +# print(events) +# assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 1 +# assert len([x for x in events if isinstance(x.event, TaskStateUpdated) and x.event.task_status == TaskStatus.FAILED]) == 1 +# assert len([x for x in events if isinstance(x.event, TaskFailed) and 'timeouterror' in x.event.error_type.lower()]) == 1 - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance_value.instance_id, - ), - ], - origin=MASTER_NODE_ID - ) +# await global_events.append_events( +# [ +# InstanceDeleted( +# instance_id=instance_value.instance_id, +# ), +# ], +# origin=MASTER_NODE_ID +# ) - await asyncio.sleep(0.3) \ No newline at end of file +# await asyncio.sleep(0.3) \ No newline at end of file diff --git a/worker/tests/test_plan/test_worker_plan.py b/worker/tests/test_plan/test_worker_plan.py new file mode 100644 index 00000000..a14521cb --- /dev/null +++ b/worker/tests/test_plan/test_worker_plan.py @@ -0,0 +1,540 @@ +from __future__ import annotations + +import logging + +import pytest + +from shared.types.api import ChatCompletionMessage +from shared.types.state import State +from shared.types.tasks import ( + ChatCompletionTask, + ChatCompletionTaskParams, + TaskStatus, + TaskType, +) +from shared.types.worker.common import NodeStatus +from shared.types.worker.downloads import ( + DownloadPending, +) +from shared.types.worker.instances import InstanceStatus +from shared.types.worker.ops import ( + AssignRunnerOp, + ExecuteTaskOp, + RunnerDownOp, + RunnerUpOp, + UnassignRunnerOp, +) +from shared.types.worker.runners import ( + DownloadingRunnerStatus, + FailedRunnerStatus, + InactiveRunnerStatus, + LoadedRunnerStatus, + RunningRunnerStatus, +) +from shared.types.worker.shards import PipelineShardMetadata +from worker.common import AssignedRunner +from worker.download.shard_downloader import NoopShardDownloader +from worker.main import Worker +from worker.plan import plan +from worker.tests.constants import ( + COMMAND_1_ID, + INSTANCE_1_ID, + MODEL_A_ID, + NODE_A, + NODE_B, + RUNNER_1_ID, + RUNNER_2_ID, + TASK_1_ID, +) +from worker.tests.test_plan.test_worker_plan_utils import ( + InProcessRunner, + PlanTestCase, + make_downloading_status, + make_model_meta, + make_state, + make_test_case, +) + +""" +The idea with these tests is to define declaratively the input and expected output of the worker.plan function. + +We initialize a Worker with InProcessRunners. We then construct a State which gets passed to Worker.plan. +We then check what operation is returned by Worker.plan. + +Note that the 'self' node will always be NODE_A. This leads to the swapped-around cases when checking failure cases etc. +""" + + +def _get_test_cases() -> list[PlanTestCase]: + # The `model_path` for `RUNNER_1_ID` must exist for the `DownloadOp` test case to pass validation. + model_a_meta = make_model_meta(MODEL_A_ID) + return [ + PlanTestCase( + description="no runners -> no-op", + in_process_runners=[], + state=State(node_status={NODE_A: NodeStatus.Idle}, instances={}, runners={}), + expected_op=None, + ), + + # Both 'assigned' and 'downloading' should be blocking ops - so if we are in either of these we should unassign to retry. + # This needs to change when we move to an async worker + make_test_case( + description="runner state assigned, runner is assigned and downloading -> unassign", + runner_specs=[{ + 'runner_id': RUNNER_1_ID, + 'node_id': NODE_A, + 'device_rank': 0, + 'status': make_downloading_status(NODE_A), + 'downloaded': False + }], + instance_status=InstanceStatus.INACTIVE, + expected_op=UnassignRunnerOp(runner_id=RUNNER_1_ID), + ), + + make_test_case( + description="ready runner, model present -> no-op", + runner_specs=[{ + 'runner_id': RUNNER_1_ID, + 'node_id': NODE_A, + 'device_rank': 0, + 'status': InactiveRunnerStatus(), + 'downloaded': True + }], + instance_status=InstanceStatus.INACTIVE, + expected_op=None, + ), + + PlanTestCase( + description="runner assigned and not in state -> AssignRunnerOp", + in_process_runners=[], + state=make_state( + runner_specs_per_instance={ + INSTANCE_1_ID: [(RUNNER_1_ID, NODE_A, 0, InactiveRunnerStatus())] + }, + model_id=MODEL_A_ID, + instance_status=InstanceStatus.ACTIVE, # Either active or inactive should yield the same. + ), + expected_op=AssignRunnerOp( + instance_id=INSTANCE_1_ID, + runner_id=RUNNER_1_ID, + shard_metadata=PipelineShardMetadata( + device_rank=0, + world_size=1, + model_meta=model_a_meta, + start_layer=0, + end_layer=1, + n_layers=1, + ), + hosts=[] + ), + ), + + PlanTestCase( + description="runner assigned but no longer in state -> UnassignRunnerOp", + in_process_runners=[ + InProcessRunner( + runner_id=RUNNER_1_ID, + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + status=InactiveRunnerStatus(), + downloaded=False, + ) + ], + state=State(node_status={NODE_A: NodeStatus.Idle}, instances={}, runners={}), + expected_op=UnassignRunnerOp(runner_id=RUNNER_1_ID), + ), + + make_test_case( + description="ready runner (and state up) -> expect RunnerUpOp", + runner_specs=[{ + 'runner_id': RUNNER_1_ID, + 'node_id': NODE_A, + 'device_rank': 0, + 'status': InactiveRunnerStatus(), + 'downloaded': True + }], + instance_status=InstanceStatus.ACTIVE, + expected_op=RunnerUpOp(runner_id=RUNNER_1_ID), + ), + + make_test_case( + description="1 ready, 1 downloading (and state up) -> no-op", + runner_specs=[ + { + 'runner_id': RUNNER_1_ID, + 'node_id': NODE_A, + 'device_rank': 0, + 'status': InactiveRunnerStatus(), + 'downloaded': True + }, + { + 'runner_id': RUNNER_2_ID, + 'node_id': NODE_B, + 'device_rank': 1, + 'status': DownloadingRunnerStatus(download_progress=DownloadPending(node_id=NODE_A)), + 'downloaded': False + } + ], + tasks=[{ + 'task_id': TASK_1_ID, + 'instance_id': INSTANCE_1_ID, + 'status': TaskStatus.PENDING, + 'messages': [{'role': 'user', 'content': 'Hello, world!'}] + }], + instance_status=InstanceStatus.ACTIVE, + expected_op=None + ), + + make_test_case( + description="2 ready runners (and state up) -> expect RunnerUpOp", + runner_specs=[ + { + 'runner_id': RUNNER_1_ID, + 'node_id': NODE_A, + 'device_rank': 0, + 'status': InactiveRunnerStatus(), + 'downloaded': True + }, + { + 'runner_id': RUNNER_2_ID, + 'node_id': NODE_B, + 'device_rank': 1, + 'status': InactiveRunnerStatus(), + 'downloaded': True + } + ], + tasks=[{ + 'task_id': TASK_1_ID, + 'instance_id': INSTANCE_1_ID, + 'status': TaskStatus.PENDING, + 'messages': [{'role': 'user', 'content': 'Hello, world!'}] + }], + instance_status=InstanceStatus.ACTIVE, + expected_op=RunnerUpOp(runner_id=RUNNER_1_ID) + ), + + make_test_case( + description="loaded runner (and state down) -> expect RunnerDownOp", + runner_specs=[{ + 'runner_id': RUNNER_1_ID, + 'node_id': NODE_A, + 'device_rank': 0, + 'status': LoadedRunnerStatus(), + 'downloaded': True + }], + instance_status=InstanceStatus.INACTIVE, + expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), + ), + + make_test_case( + description="failed runner (and state down) -> expect RunnerDownOp", + runner_specs=[{ + 'runner_id': RUNNER_1_ID, + 'node_id': NODE_A, + 'device_rank': 0, + 'status': FailedRunnerStatus(), + 'downloaded': True + }], + instance_status=InstanceStatus.INACTIVE, + expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), + ), + + make_test_case( + description="loaded runner, model present, task pending -> expect ExecuteTaskOp", + runner_specs=[{ + 'runner_id': RUNNER_1_ID, + 'node_id': NODE_A, + 'device_rank': 0, + 'status': LoadedRunnerStatus(), + 'downloaded': True + }], + tasks=[{ + 'task_id': TASK_1_ID, + 'instance_id': INSTANCE_1_ID, + 'status': TaskStatus.PENDING, + 'messages': [{'role': 'user', 'content': 'Hello, world!'}] + }], + instance_status=InstanceStatus.ACTIVE, + expected_op=ExecuteTaskOp(runner_id=RUNNER_1_ID, task=ChatCompletionTask( + task_id=TASK_1_ID, + command_id=COMMAND_1_ID, + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_status=TaskStatus.PENDING, + task_params=ChatCompletionTaskParams( + model=str(MODEL_A_ID), + messages=[ChatCompletionMessage(role="user", content="Hello, world!")] + ), + )), + ), + + # We should only run rank 0 once all other ranks are running. + make_test_case( + description="two loaded runners & task, i'm rank 0 -> no-op", + runner_specs=[ + { + 'runner_id': RUNNER_1_ID, + 'node_id': NODE_A, + 'device_rank': 0, + 'status': LoadedRunnerStatus(), + 'downloaded': True + }, + { + 'runner_id': RUNNER_2_ID, + 'node_id': NODE_B, + 'device_rank': 1, + 'status': LoadedRunnerStatus(), + 'downloaded': True + } + ], + tasks=[{ + 'task_id': TASK_1_ID, + 'instance_id': INSTANCE_1_ID, + 'status': TaskStatus.PENDING, + 'messages': [{'role': 'user', 'content': 'Hello, world!'}] + }], + instance_status=InstanceStatus.ACTIVE, + expected_op=None + ), + + make_test_case( + description="two loaded runners & task, i'm rank 1 -> expect ExecuteTaskOp on rank 1", + runner_specs=[ + { + 'runner_id': RUNNER_1_ID, + 'node_id': NODE_A, + 'device_rank': 1, + 'status': LoadedRunnerStatus(), + 'downloaded': True + }, + { + 'runner_id': RUNNER_2_ID, + 'node_id': NODE_B, + 'device_rank': 0, + 'status': LoadedRunnerStatus(), + 'downloaded': True + } + ], + tasks=[{ + 'task_id': TASK_1_ID, + 'instance_id': INSTANCE_1_ID, + 'status': TaskStatus.PENDING, + 'messages': [{'role': 'user', 'content': 'Hello, world!'}] + }], + instance_status=InstanceStatus.ACTIVE, + expected_op=ExecuteTaskOp( + runner_id=RUNNER_1_ID, + task=ChatCompletionTask( + task_id=TASK_1_ID, + command_id=COMMAND_1_ID, + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_params=ChatCompletionTaskParams( + model=str(MODEL_A_ID), + messages=[ChatCompletionMessage(role="user", content="Hello, world!")], + ), + task_status=TaskStatus.PENDING, + ), + ), + ), + + make_test_case( + description="rank 1 loaded, rank 0 ready, i'm rank 0 -> expect ExecuteTaskOp on rank 0", + runner_specs=[ + { + 'runner_id': RUNNER_1_ID, + 'node_id': NODE_A, + 'device_rank': 0, + 'status': LoadedRunnerStatus(), + 'downloaded': True + }, + { + 'runner_id': RUNNER_2_ID, + 'node_id': NODE_B, + 'device_rank': 1, + 'status': RunningRunnerStatus(), + 'downloaded': True + } + ], + tasks=[{ + 'task_id': TASK_1_ID, + 'instance_id': INSTANCE_1_ID, + 'status': TaskStatus.PENDING, + 'messages': [{'role': 'user', 'content': 'Hello, world!'}] + }], + instance_status=InstanceStatus.ACTIVE, + expected_op=ExecuteTaskOp( + runner_id=RUNNER_1_ID, + task=ChatCompletionTask( + task_id=TASK_1_ID, + command_id=COMMAND_1_ID, + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_params=ChatCompletionTaskParams( + model=str(MODEL_A_ID), + messages=[ChatCompletionMessage(role="user", content="Hello, world!")], + ), + task_status=TaskStatus.PENDING, + ), + ), + ), + + make_test_case( + description="this runner failed (1 node) -> RunnerDownOp", + runner_specs=[{ + 'runner_id': RUNNER_1_ID, + 'node_id': NODE_A, + 'device_rank': 0, + 'status': FailedRunnerStatus(), + 'downloaded': True + }], + instance_status=InstanceStatus.ACTIVE, + expected_op=RunnerDownOp(runner_id=RUNNER_1_ID) + ), + + make_test_case( + description="other runner failed -> RunnerDownOp", + runner_specs=[ + { + 'runner_id': RUNNER_1_ID, + 'node_id': NODE_A, + 'device_rank': 0, + 'status': LoadedRunnerStatus(), + 'downloaded': True + }, + { + 'runner_id': RUNNER_2_ID, + 'node_id': NODE_B, + 'device_rank': 1, + 'status': FailedRunnerStatus(), + 'downloaded': True + } + ], + instance_status=InstanceStatus.ACTIVE, + expected_op=RunnerDownOp(runner_id=RUNNER_1_ID) + ), + + + make_test_case( + description="this runner failed (2 nodes) -> no-op", + runner_specs=[ + { + 'runner_id': RUNNER_1_ID, + 'node_id': NODE_A, + 'device_rank': 0, + 'status': FailedRunnerStatus(), + 'downloaded': True + }, + { + 'runner_id': RUNNER_2_ID, + 'node_id': NODE_B, + 'device_rank': 1, + 'status': LoadedRunnerStatus(), + 'downloaded': True + } + ], + instance_status=InstanceStatus.ACTIVE, + expected_op=None + ), + + make_test_case( + description="this node failed, other node spun down -> RunnerDownOp", + runner_specs=[ + { + 'runner_id': RUNNER_1_ID, + 'node_id': NODE_A, + 'device_rank': 0, + 'status': FailedRunnerStatus(), + 'downloaded': True + }, + { + 'runner_id': RUNNER_2_ID, + 'node_id': NODE_B, + 'device_rank': 1, + 'status': InactiveRunnerStatus(), + 'downloaded': True + } + ], + instance_status=InstanceStatus.ACTIVE, + expected_op=RunnerDownOp(runner_id=RUNNER_1_ID) + ), + + ] + + +# --------------------------------------------------------------------------- +# Parametrised test +# --------------------------------------------------------------------------- + + +# Pre-compute readable identifiers for each case to avoid lambda typing issues. +@pytest.mark.parametrize( + "case", + # We use a factory to delay test case generation until tmp_path is available. + [pytest.param(c, id=c.id()) for c in _get_test_cases()], +) +def test_worker_plan(case: PlanTestCase) -> None: + """Exercise Worker.plan across declarative scenarios.""" + + print(f"----- case: {case.description}") + + # Regenerate test cases with the actual tmp_path fixture + test_cases = {c.description: c for c in _get_test_cases()} + case = test_cases[case.description] + + node_id = NODE_A + + logger = logging.getLogger("test_worker_plan") + shard_downloader = NoopShardDownloader() + worker = Worker(node_id=node_id, shard_downloader=shard_downloader, worker_events=None, global_events=None, logger=logger) + + runner_config: InProcessRunner + for runner_config in case.in_process_runners: + + if len(case.state.instances) == 1: + instance_id = next(iter(case.state.instances)) + + shard_assignments = case.state.instances[instance_id].shard_assignments + shard_metadata = shard_assignments.runner_to_shard[runner_config.runner_id] + + # Only add this runner if it belongs to our node + runner_node = None + for node, runner in shard_assignments.node_to_runner.items(): + if runner == runner_config.runner_id: + runner_node = node + break + + if runner_node != node_id: + # This runner belongs to a different node, skip it + continue + + elif len(case.state.instances) == 0: + shard_metadata = PipelineShardMetadata( + device_rank=runner_config.device_rank, + world_size=1, + model_meta=make_model_meta(runner_config.model_id), + start_layer=0, + end_layer=1, + n_layers=1, + ) + else: + raise Exception('test_worker_plan not currently designed to have more than 1 instance.') + + + assigned_runner = AssignedRunner( + runner_id=runner_config.runner_id, + instance_id=runner_config.instance_id, + shard_metadata=shard_metadata, + hosts=[], + status=runner_config.status, + runner=None, + ) + worker.assigned_runners[runner_config.runner_id] = assigned_runner + + op = plan(worker.assigned_runners, + NODE_A, + case.state.instances, + case.state.runners, + case.state.tasks, + ) + assert op == case.expected_op diff --git a/worker/tests/test_plan/test_worker_plan_utils.py b/worker/tests/test_plan/test_worker_plan_utils.py new file mode 100644 index 00000000..49283013 --- /dev/null +++ b/worker/tests/test_plan/test_worker_plan_utils.py @@ -0,0 +1,272 @@ +from __future__ import annotations + +from dataclasses import dataclass +from typing import List, NotRequired, Optional, TypedDict + +from typing_extensions import Literal + +from shared.models.model_cards import MODEL_CARDS, ModelCard +from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams +from shared.types.common import CommandId, NodeId +from shared.types.models import ModelId, ModelMetadata +from shared.types.state import State +from shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus, TaskType +from shared.types.worker.common import InstanceId, NodeStatus, RunnerId +from shared.types.worker.downloads import DownloadOngoing, DownloadProgressData +from shared.types.worker.instances import Instance, InstanceStatus +from shared.types.worker.ops import RunnerOp +from shared.types.worker.runners import ( + DownloadingRunnerStatus, + RunnerStatus, + RunningRunnerStatus, + ShardAssignments, +) +from shared.types.worker.shards import PipelineShardMetadata +from worker.tests.constants import COMMAND_1_ID, INSTANCE_1_ID, MODEL_A_ID + + +class RunnerSpecDict(TypedDict): + """Type definition for runner specification dictionaries.""" + runner_id: RunnerId + node_id: NodeId + device_rank: int + status: RunnerStatus + downloaded: NotRequired[bool] # defaults to True if not provided + + +class MessageDict(TypedDict): + """Type definition for message dictionaries.""" + role: Literal["system", "user", "assistant", "developer", "tool", "function"] + content: NotRequired[str | None] + name: NotRequired[str | None] + tool_calls: NotRequired[list[dict[str, str]] | None] + tool_call_id: NotRequired[str | None] + function_call: NotRequired[dict[str, str] | None] + + +class TaskSpecDict(TypedDict): + """Type definition for task specification dictionaries.""" + task_id: TaskId + instance_id: NotRequired[InstanceId] # defaults to function parameter if not provided + command_id: NotRequired[CommandId] # defaults to COMMAND_1_ID if not provided + status: NotRequired[TaskStatus] # defaults to TaskStatus.PENDING if not provided + model: NotRequired[str] # defaults to model_id if not provided + messages: NotRequired[list[MessageDict]] # defaults to [{'role': 'user', 'content': 'Hello, world!'}] if not provided + + +@dataclass(slots=True, frozen=True) +class InProcessRunner: + """Minimal description of a runner's in-process state.""" + + runner_id: RunnerId + instance_id: InstanceId + model_id: ModelId + status: RunnerStatus + downloaded: bool + device_rank: int = 0 + + +@dataclass(slots=True, frozen=True) +class PlanTestCase: + """Table-driven description of an entire planning scenario.""" + + description: str + state: State + in_process_runners: List[InProcessRunner] + expected_op: Optional[RunnerOp] + + def id(self) -> str: # noqa: D401 + return self.description.replace(" ", "_") + + +def make_shard_metadata(device_rank: int, world_size: int, model_id: ModelId = MODEL_A_ID) -> PipelineShardMetadata: + """Create PipelineShardMetadata with proper layer assignments based on device_rank and world_size.""" + total_layers = world_size # For simplicity in tests, total_layers = world_size + + if world_size == 1: + start_layer = 0 + end_layer = 1 + n_layers = 1 + else: + # For multi-device setup, each device gets one layer + start_layer = device_rank + end_layer = device_rank + 1 + n_layers = total_layers + + return PipelineShardMetadata( + device_rank=device_rank, + world_size=world_size, + model_meta=make_model_meta(model_id), + start_layer=start_layer, + end_layer=end_layer, + n_layers=n_layers, + ) + + +def make_downloading_status(node_id: NodeId) -> DownloadingRunnerStatus: + """Factory for a *Downloading* status with placeholder progress.""" + return DownloadingRunnerStatus( + download_progress=DownloadOngoing( + node_id=node_id, + download_progress=DownloadProgressData(total_bytes=1, downloaded_bytes=0), + ) + ) + +def make_model_meta( + model_id: str +) -> ModelMetadata: + model_card: ModelCard + for card in MODEL_CARDS.values(): + if card.model_id == model_id: + model_card = card + + return ModelMetadata( + model_id=model_id, + pretty_name=model_card.model_id, + storage_size_kilobytes=10**6, + n_layers=16, + ) + + raise Exception(f'Unknown model_id passed: {model_id}') + + ## Alternatively, if we are ok for this method to be async: + # await _get_model_meta(model_id) + + + +def make_instance( + instance_id: InstanceId, + runner_specs: list[tuple[RunnerId, NodeId, int, RunnerStatus]], + model_id: ModelId = MODEL_A_ID, + instance_status: InstanceStatus = InstanceStatus.ACTIVE, +) -> tuple[Instance, dict[RunnerId, RunnerStatus], dict[NodeId, NodeStatus]]: + """Creates an instance with one or more runners.""" + runner_to_shard: dict[RunnerId, PipelineShardMetadata] = {} + node_to_runner: dict[NodeId, RunnerId] = {} + world_size = len(runner_specs) + + for runner_id, node_id, device_rank, _ in runner_specs: + shard_metadata = make_shard_metadata( + device_rank, + world_size, + model_id + ) + runner_to_shard[runner_id] = shard_metadata + node_to_runner[node_id] = runner_id + + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard=runner_to_shard, + node_to_runner=node_to_runner, + ) + instance = Instance( + instance_id=instance_id, + instance_type=instance_status, + shard_assignments=shard_assignments, + hosts=[], + ) + + # Currently nodes are only ever idle - as if they were running we would be blocking - so we wouldn't be running plan() + # node_statuses = {node_id: NodeStatus.Idle for _, node_id, _, _ in runner_specs} + node_statuses: dict[NodeId, NodeStatus] = {} + for _runner_id, node_id, _, status in runner_specs: + if isinstance(status, RunningRunnerStatus): + node_statuses[node_id] = NodeStatus.Running + else: + node_statuses[node_id] = NodeStatus.Idle + runner_statuses = {runner_id: status for runner_id, _, _, status in runner_specs} + + return instance, runner_statuses, node_statuses + +def make_state( + runner_specs_per_instance: dict[InstanceId, list[tuple[RunnerId, NodeId, int, RunnerStatus]]], + tasks: dict[TaskId, ChatCompletionTask] | None = None, + model_id: ModelId = MODEL_A_ID, + instance_status: InstanceStatus = InstanceStatus.ACTIVE, +) -> State: + """Builds a full State from runner specs per instance, tasks, and defaults.""" + if tasks is None: + tasks = {} + instances: dict[InstanceId, Instance] = {} + all_runner_statuses: dict[RunnerId, RunnerStatus] = {} + all_node_statuses: dict[NodeId, NodeStatus] = {} + + for inst_id, specs in runner_specs_per_instance.items(): + # Build per-instance data using make_instance + instance, runner_statuses, node_statuses = make_instance( + instance_id=inst_id, + runner_specs=specs, + model_id=model_id, + instance_status=instance_status, + ) + instances[inst_id] = instance + all_runner_statuses.update(runner_statuses) + all_node_statuses.update(node_statuses) + + return State( + node_status=all_node_statuses, + instances=instances, + runners=all_runner_statuses, + tasks=tasks, + ) + +def make_test_case( + description: str, + runner_specs: list[RunnerSpecDict], + tasks: list[TaskSpecDict] | None = None, + expected_op: Optional[RunnerOp] = None, + instance_id: InstanceId = INSTANCE_1_ID, + instance_status: InstanceStatus = InstanceStatus.ACTIVE, + model_id: ModelId = MODEL_A_ID, + command_id: CommandId = COMMAND_1_ID, # Default for tasks +) -> PlanTestCase: + """Builds a PlanTestCase from high-level specs.""" + if tasks is None: + tasks = [] + # Convert runner_specs to tuple format for make_instance + specs_tuple = [ + (r['runner_id'], r['node_id'], r['device_rank'], r['status']) + for r in runner_specs + ] + + # Build state using make_state (wrap single instance) + state_tasks: dict[TaskId, ChatCompletionTask] = {} + for t in tasks: + task = ChatCompletionTask( + instance_id=instance_id, + task_id=t['task_id'], + command_id=t.get('command_id', command_id), + task_type=TaskType.CHAT_COMPLETION, + task_status=t.get('status', TaskStatus.PENDING), + task_params=ChatCompletionTaskParams( + model=t.get('model', str(model_id)), + messages=[ChatCompletionMessage(**m) for m in t.get('messages', [{'role': 'user', 'content': 'Hello, world!'}])], + ), + ) + state_tasks[t['task_id']] = task + + state = make_state( + runner_specs_per_instance={instance_id: specs_tuple}, + tasks=state_tasks, + model_id=model_id, + instance_status=instance_status, + ) + + # Build in_process_runners with downloaded (default True if missing) + in_process_runners = [ + InProcessRunner( + runner_id=r['runner_id'], + instance_id=instance_id, + model_id=model_id, + status=r['status'], + downloaded=r.get('downloaded', True), + device_rank=r['device_rank'], + ) for r in runner_specs + ] + + return PlanTestCase( + description=description, + state=state, + in_process_runners=in_process_runners, + expected_op=expected_op, + ) \ No newline at end of file diff --git a/worker/tests/test_runner_connection.py b/worker/tests/test_runner_connection.py index c988224b..17ddfe79 100644 --- a/worker/tests/test_runner_connection.py +++ b/worker/tests/test_runner_connection.py @@ -9,13 +9,13 @@ from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager from shared.types.common import Host, NodeId from shared.types.events import InstanceCreated, InstanceDeleted from shared.types.models import ModelId -from shared.types.tasks import Task from shared.types.worker.common import InstanceId, RunnerId from shared.types.worker.instances import Instance, InstanceStatus, ShardAssignments from shared.types.worker.runners import FailedRunnerStatus from shared.types.worker.shards import PipelineShardMetadata from worker.download.shard_downloader import NoopShardDownloader -from worker.main import Worker +from worker.main import run +from worker.worker import Worker MASTER_NODE_ID = NodeId("ffffffff-aaaa-4aaa-8aaa-aaaaaaaaaaaa") NODE_A: Final[NodeId] = NodeId("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa") @@ -42,7 +42,6 @@ async def check_runner_connection( logger: Logger, pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]], - chat_completion_task: Callable[[InstanceId, str], Task], ) -> bool: # Track all tasks and workers for cleanup tasks: list[asyncio.Task[None]] = [] @@ -64,7 +63,7 @@ async def check_runner_connection( global_events=global_events, ) workers.append(worker1) - task1 = asyncio.create_task(worker1.run()) + task1 = asyncio.create_task(run(worker1)) tasks.append(task1) worker2 = Worker( @@ -75,7 +74,7 @@ async def check_runner_connection( global_events=global_events, ) workers.append(worker2) - task2 = asyncio.create_task(worker2.run()) + task2 = asyncio.create_task(run(worker2)) tasks.append(task2) model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') @@ -151,39 +150,41 @@ async def check_runner_connection( # Check Running status -def test_runner_connection_stress( - logger: Logger, - pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], - hosts: Callable[[int], list[Host]], - chat_completion_task: Callable[[InstanceId, str], Task], -) -> None: - total_runs = 100 - successes = 0 +# # not now. + +# def test_runner_connection_stress( +# logger: Logger, +# pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], +# hosts: Callable[[int], list[Host]], +# chat_completion_task: Callable[[InstanceId, str], Task], +# ) -> None: +# total_runs = 100 +# successes = 0 - for _ in range(total_runs): - # Create a fresh event loop for each iteration - loop = asyncio.new_event_loop() - asyncio.set_event_loop(loop) +# for _ in range(total_runs): +# # Create a fresh event loop for each iteration +# loop = asyncio.new_event_loop() +# asyncio.set_event_loop(loop) - try: - result = loop.run_until_complete(check_runner_connection( - logger=logger, - pipeline_shard_meta=pipeline_shard_meta, - hosts=hosts, - chat_completion_task=chat_completion_task, - )) - if result: - successes += 1 - finally: - # Cancel all running tasks - pending = asyncio.all_tasks(loop) - for task in pending: - task.cancel() +# try: +# result = loop.run_until_complete(check_runner_connection( +# logger=logger, +# pipeline_shard_meta=pipeline_shard_meta, +# hosts=hosts, +# chat_completion_task=chat_completion_task, +# )) +# if result: +# successes += 1 +# finally: +# # Cancel all running tasks +# pending = asyncio.all_tasks(loop) +# for task in pending: +# task.cancel() - # Run the event loop briefly to allow cancellation to complete - loop.run_until_complete(asyncio.gather(*pending, return_exceptions=True)) +# # Run the event loop briefly to allow cancellation to complete +# loop.run_until_complete(asyncio.gather(*pending, return_exceptions=True)) - # Close the event loop - loop.close() +# # Close the event loop +# loop.close() - print(f"Runner connection successes: {successes} / {total_runs}") +# print(f"Runner connection successes: {successes} / {total_runs}") diff --git a/worker/tests/test_serdes.py b/worker/tests/test_serdes.py index 67782e4f..29484833 100644 --- a/worker/tests/test_serdes.py +++ b/worker/tests/test_serdes.py @@ -1,4 +1,3 @@ -from pathlib import Path from typing import Callable, TypeVar from pydantic import BaseModel, TypeAdapter @@ -28,7 +27,6 @@ def assert_equal_serdes(obj: T, typeadapter: TypeAdapter[T]): def test_supervisor_setup_message_serdes( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - tmp_path: Path, ): setup_message = SetupMessage( model_shard_meta=pipeline_shard_meta(1, 0), diff --git a/worker/tests/test_spinup_timeout.py b/worker/tests/test_spinup_timeout.py index f8966d8e..c01363fa 100644 --- a/worker/tests/test_spinup_timeout.py +++ b/worker/tests/test_spinup_timeout.py @@ -10,13 +10,13 @@ from shared.types.events import ( ) from shared.types.events._events import RunnerStatusUpdated from shared.types.tasks import Task, TaskId -from shared.types.worker.common import RunnerId from shared.types.worker.instances import Instance, InstanceId from shared.types.worker.ops import ( RunnerUpOp, ) from shared.types.worker.runners import FailedRunnerStatus from worker.main import Worker +from worker.tests.constants import RUNNER_1_ID # To enable this test, run pytest with: ENABLE_SPINUP_TIMEOUT_TEST=true pytest @@ -26,13 +26,13 @@ from worker.main import Worker ) @pytest.mark.asyncio async def test_runner_up_op_timeout( - worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], + worker_with_assigned_runner: tuple[Worker, Instance], chat_completion_task: Callable[[InstanceId, TaskId], Task], monkeypatch: pytest.MonkeyPatch ): - worker, runner_id, _ = worker_with_assigned_runner + worker, _ = worker_with_assigned_runner - runner_up_op = RunnerUpOp(runner_id=runner_id) + runner_up_op = RunnerUpOp(runner_id=RUNNER_1_ID) # _execute_runner_up_op should throw a TimeoutError with a short timeout events: list[Event] = [] diff --git a/worker/tests/test_supervisor.py b/worker/tests/test_supervisor/test_supervisor.py similarity index 98% rename from worker/tests/test_supervisor.py rename to worker/tests/test_supervisor/test_supervisor.py index 915c7393..59ddcf91 100644 --- a/worker/tests/test_supervisor.py +++ b/worker/tests/test_supervisor/test_supervisor.py @@ -1,6 +1,5 @@ import asyncio from logging import Logger -from pathlib import Path from typing import Callable import pytest @@ -30,7 +29,6 @@ async def test_supervisor_single_node_response( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], - tmp_path: Path, logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" @@ -70,7 +68,6 @@ async def test_supervisor_two_node_response( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], - tmp_path: Path, logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" @@ -133,7 +130,6 @@ async def test_supervisor_early_stopping( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], - tmp_path: Path, logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" @@ -189,7 +185,6 @@ async def test_supervisor_handles_terminated_runner( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], logger: Logger, - tmp_path: Path, ): """Test that the supervisor handles a terminated runner""" model_shard_meta = pipeline_shard_meta(1, 0) @@ -214,7 +209,6 @@ async def test_supervisor_handles_terminated_runner( async def test_supervisor_handles_killed_runner( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - tmp_path: Path, logger: Logger, ): """Test that the supervisor handles a killed runner""" diff --git a/worker/tests/test_worker_handlers.py b/worker/tests/test_worker_handlers.py deleted file mode 100644 index bc145db7..00000000 --- a/worker/tests/test_worker_handlers.py +++ /dev/null @@ -1,237 +0,0 @@ -## Tests for worker state handlers - -from pathlib import Path -from typing import Callable - -import pytest - -from shared.types.common import NodeId -from shared.types.events import ( - ChunkGenerated, - Event, - RunnerDeleted, - RunnerStatusUpdated, - TaskFailed, - TaskStateUpdated, -) -from shared.types.events.chunks import TokenChunk -from shared.types.tasks import Task, TaskId, TaskStatus -from shared.types.worker.common import RunnerId -from shared.types.worker.instances import Instance, InstanceId -from shared.types.worker.ops import ( - AssignRunnerOp, - DownloadOp, - ExecuteTaskOp, - RunnerDownOp, - RunnerUpOp, - UnassignRunnerOp, -) -from shared.types.worker.runners import ( - AssignedRunnerStatus, - FailedRunnerStatus, - LoadedRunnerStatus, - ReadyRunnerStatus, - RunningRunnerStatus, -) -from worker.main import Worker - - -@pytest.fixture -def user_message(): - """Override the default message to ask about France's capital""" - return "What, according to Douglas Adams, is the meaning of life, the universe and everything?" - -@pytest.mark.asyncio -async def test_assign_op(worker: Worker, instance: Callable[[InstanceId, NodeId, RunnerId], Instance], tmp_path: Path): - runner_id = RunnerId() - instance_obj: Instance = instance(InstanceId(), worker.node_id, runner_id) - - assign_op = AssignRunnerOp( - runner_id=runner_id, - shard_metadata=instance_obj.shard_assignments.runner_to_shard[runner_id], - hosts=instance_obj.hosts, - instance_id=instance_obj.instance_id, - ) - - events: list[Event] = [] - - async for event in worker._execute_op(assign_op): # type: ignore[misc] - events.append(event) - - # We should have a status update saying 'starting'. - assert len(events) == 1 - assert isinstance(events[0], RunnerStatusUpdated) - assert isinstance(events[0].runner_status, AssignedRunnerStatus) - - # And the runner should be assigned - assert runner_id in worker.assigned_runners - assert isinstance(worker.assigned_runners[runner_id].status, AssignedRunnerStatus) - -@pytest.mark.asyncio -async def test_unassign_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], tmp_path: Path): - worker, runner_id, _ = worker_with_assigned_runner - - unassign_op = UnassignRunnerOp( - runner_id=runner_id - ) - - events: list[Event] = [] - - async for event in worker._execute_op(unassign_op): # type: ignore[misc] - events.append(event) - - # We should have no assigned runners and no events were emitted - assert len(worker.assigned_runners) == 0 - assert len(events) == 1 - assert isinstance(events[0], RunnerDeleted) - -@pytest.mark.asyncio -async def test_runner_up_op( - worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], - chat_completion_task: Callable[[InstanceId, TaskId], Task], - tmp_path: Path - ): - worker, runner_id, _ = worker_with_assigned_runner - - runner_up_op = RunnerUpOp(runner_id=runner_id) - - events: list[Event] = [] - async for event in worker._execute_op(runner_up_op): # type: ignore[misc] - events.append(event) - - assert len(events) == 1 - assert isinstance(events[0], RunnerStatusUpdated) - assert isinstance(events[0].runner_status, LoadedRunnerStatus) - - # Is the runner actually running? - supervisor = next(iter(worker.assigned_runners.values())).runner - assert supervisor is not None - assert supervisor.healthy - - full_response = '' - - async for chunk in supervisor.stream_response(task=chat_completion_task(InstanceId(), TaskId())): - if isinstance(chunk, TokenChunk): - full_response += chunk.text - - assert "42" in full_response.lower(), ( - f"Expected '42' in response, but got: {full_response}" - ) - - runner = worker.assigned_runners[runner_id].runner - assert runner is not None - await runner.astop() # Neat cleanup. - -@pytest.mark.asyncio -async def test_runner_down_op(worker_with_running_runner: tuple[Worker, RunnerId, Instance], tmp_path: Path): - worker, runner_id, _ = worker_with_running_runner - - runner_down_op = RunnerDownOp(runner_id=runner_id) - events: list[Event] = [] - async for event in worker._execute_op(runner_down_op): # type: ignore[misc] - events.append(event) - - assert len(events) == 1 - assert isinstance(events[0], RunnerStatusUpdated) - assert isinstance(events[0].runner_status, ReadyRunnerStatus) - -@pytest.mark.asyncio -async def test_download_op(worker_with_assigned_runner: tuple[Worker, RunnerId, Instance], tmp_path: Path): - worker, runner_id, instance_obj = worker_with_assigned_runner - - print(f'{worker.assigned_runners=}') - - download_op = DownloadOp( - instance_id=instance_obj.instance_id, - runner_id=runner_id, - shard_metadata=instance_obj.shard_assignments.runner_to_shard[runner_id], - hosts=instance_obj.hosts, - ) - - events: list[Event] = [] - - async for event in worker._execute_op(download_op): # type: ignore[misc] - events.append(event) - - # Should give download status and then a final download status with DownloadCompleted - print(events) - -@pytest.mark.asyncio -async def test_execute_task_op( - worker_with_running_runner: tuple[Worker, RunnerId, Instance], - chat_completion_task: Callable[[InstanceId, TaskId], Task], tmp_path: Path): - worker, runner_id, _ = worker_with_running_runner - - execute_task_op = ExecuteTaskOp( - runner_id=runner_id, - task=chat_completion_task(InstanceId(), TaskId()) - ) - - events: list[Event] = [] - async for event in worker._execute_op(execute_task_op): # type: ignore[misc] - events.append(event) - - assert len(events) > 20 - - print(f'{events=}') - - - assert isinstance(events[0], RunnerStatusUpdated) - assert isinstance(events[0].runner_status, RunningRunnerStatus) - - assert isinstance(events[1], TaskStateUpdated) - assert events[1].task_status == TaskStatus.RUNNING # It tried to start. - - assert isinstance(events[-2], TaskStateUpdated) - assert events[-2].task_status == TaskStatus.COMPLETE # It tried to start. - - assert isinstance(events[-1], RunnerStatusUpdated) - assert isinstance(events[-1].runner_status, LoadedRunnerStatus) # It should not have failed. - - gen_events: list[ChunkGenerated] = [x for x in events if isinstance(x, ChunkGenerated)] - text_chunks: list[TokenChunk] = [x.chunk for x in gen_events if isinstance(x.chunk, TokenChunk)] - assert len(text_chunks) == len(events) - 4 - - output_text = ''.join([x.text for x in text_chunks]) - assert '42' in output_text - - runner = worker.assigned_runners[runner_id].runner - assert runner is not None - await runner.astop() # Neat cleanup. - -@pytest.mark.asyncio -async def test_execute_task_fails( - worker_with_running_runner: tuple[Worker, RunnerId, Instance], - chat_completion_task: Callable[[InstanceId, TaskId], Task], tmp_path: Path): - worker, runner_id, _ = worker_with_running_runner - - task = chat_completion_task(InstanceId(), TaskId()) - messages = task.task_params.messages - messages[0].content = 'Artificial prompt: EXO RUNNER MUST FAIL' - - execute_task_op = ExecuteTaskOp( - runner_id=runner_id, - task=task - ) - - events: list[Event] = [] - async for event in worker._execute_op(execute_task_op): # type: ignore[misc] - events.append(event) - - assert len(events) == 5 - - print(events) - - assert isinstance(events[0], RunnerStatusUpdated) - assert isinstance(events[0].runner_status, RunningRunnerStatus) # It tried to start. - - assert isinstance(events[1], TaskStateUpdated) - assert events[1].task_status == TaskStatus.RUNNING # It tried to start. - - assert isinstance(events[2], TaskStateUpdated) - assert events[2].task_status == TaskStatus.FAILED # Task marked as failed. - - assert isinstance(events[3], TaskFailed) - - assert isinstance(events[4], RunnerStatusUpdated) - assert isinstance(events[4].runner_status, FailedRunnerStatus) # It should have failed. \ No newline at end of file diff --git a/worker/tests/test_worker_plan.py b/worker/tests/test_worker_plan.py deleted file mode 100644 index 040d47ee..00000000 --- a/worker/tests/test_worker_plan.py +++ /dev/null @@ -1,913 +0,0 @@ -from __future__ import annotations - -import logging -import tempfile -from pathlib import Path - -import pytest - -from shared.types.api import ChatCompletionMessage -from shared.types.state import State -from shared.types.tasks import ( - ChatCompletionTask, - ChatCompletionTaskParams, - TaskStatus, - TaskType, -) -from shared.types.worker.common import NodeStatus -from shared.types.worker.downloads import DownloadPending -from shared.types.worker.instances import Instance, InstanceStatus -from shared.types.worker.ops import ( - AssignRunnerOp, - DownloadOp, - ExecuteTaskOp, - RunnerDownOp, - RunnerUpOp, - UnassignRunnerOp, -) -from shared.types.worker.runners import ( - AssignedRunnerStatus, - DownloadingRunnerStatus, - FailedRunnerStatus, - LoadedRunnerStatus, - ReadyRunnerStatus, - RunningRunnerStatus, - ShardAssignments, -) -from shared.types.worker.shards import PipelineShardMetadata -from worker.download.download_utils import build_model_path -from worker.download.shard_downloader import NoopShardDownloader -from worker.main import AssignedRunner, Worker - -from .test_worker_plan_utils import ( - COMMAND_1_ID, - INSTANCE_1_ID, - MODEL_A_ID, - NODE_A, - NODE_B, - RUNNER_1_ID, - RUNNER_2_ID, - TASK_1_ID, - InProcessRunner, - PlanTestCase, - make_downloading_status, - make_model_meta, - make_shard_metadata, -) - -""" -The idea with these tests is to define declaratively the input and expected output of the worker.plan function. - -We initialize a Worker with InProcessRunners. We then construct a State which gets passed to Worker.plan. -We then check what operation is returned by Worker.plan. -""" - -def _get_test_cases(tmp_path: Path) -> list[PlanTestCase]: - # The `model_path` for `RUNNER_1_ID` must exist for the `DownloadOp` test case to pass validation. - (tmp_path / f"model_for_runner_{RUNNER_1_ID}").mkdir(exist_ok=True, parents=True) - model_a_meta = make_model_meta(MODEL_A_ID) - return [ - PlanTestCase( - description="no runners -> no-op", - in_process_runners=[], - state=State(node_status={NODE_A: NodeStatus.Idle}, instances={}, runners={}), - expected_op=None, - ), - - # I don't think this should ever happen, as if it's currently downloading then the worker loop will be blocked - # Potentially useful for future compatibility when worker becomes non-blocking - PlanTestCase( - description="runner state assigned, runner is assigned and downloading -> no-op", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=make_downloading_status(NODE_A), - downloaded=False, - ) - ], - state=State( - node_status={NODE_A: NodeStatus.Idle}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.INACTIVE, - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) - }, - node_to_runner={NODE_A: RUNNER_1_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: make_downloading_status(NODE_A)}, - ), - expected_op=None, - ), - - PlanTestCase( - description="runner state downloading, runner is downloading -> no-op", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=make_downloading_status(NODE_A), - downloaded=False, - ) - ], - state=State( - node_status={NODE_A: NodeStatus.Idle}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.INACTIVE, - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) - }, - node_to_runner={NODE_A: RUNNER_1_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: make_downloading_status(NODE_A)}, - ), - expected_op=None, - ), - - PlanTestCase( - description="ready runner, model present -> no-op", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=ReadyRunnerStatus(), - downloaded=True, - ) - ], - state=State( - node_status={NODE_A: NodeStatus.Idle}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.INACTIVE, - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) - }, - node_to_runner={NODE_A: RUNNER_1_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: ReadyRunnerStatus()}, - ), - expected_op=None, - ), - - PlanTestCase( - description="runner assigned and not in state -> AssignRunnerOp", - in_process_runners=[], - state=State( - node_status={NODE_A: NodeStatus.Idle}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.ACTIVE, # Either active or inactive should yield the same. - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) - }, - node_to_runner={NODE_A: RUNNER_1_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: AssignedRunnerStatus()}, - ), - expected_op=AssignRunnerOp( - instance_id=INSTANCE_1_ID, - runner_id=RUNNER_1_ID, - shard_metadata=PipelineShardMetadata( - device_rank=0, - world_size=1, - model_meta=model_a_meta, - start_layer=0, - end_layer=1, - n_layers=1, - ), - hosts=[] - ), - ), - - PlanTestCase( - description="runner assigned but no longer in state -> UnassignRunnerOp", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=AssignedRunnerStatus(), - downloaded=False, - ) - ], - state=State(node_status={NODE_A: NodeStatus.Idle}, instances={}, runners={}), - expected_op=UnassignRunnerOp(runner_id=RUNNER_1_ID), - ), - - PlanTestCase( - description="runner state assigned, runner is assigned, not downloaded -> expect DownloadOp", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=AssignedRunnerStatus(), - downloaded=False, - ) - ], - state=State( - node_status={NODE_A: NodeStatus.Idle}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.ACTIVE, - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) - }, - node_to_runner={NODE_A: RUNNER_1_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: AssignedRunnerStatus()}, - ), - expected_op=DownloadOp( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - shard_metadata=PipelineShardMetadata( - device_rank=0, - world_size=1, - model_meta=model_a_meta, - start_layer=0, - end_layer=1, - n_layers=1, - ), - hosts=[], - ), - ), - - PlanTestCase( - description="ready runner (and state up) -> expect RunnerUpOp", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=ReadyRunnerStatus(), - downloaded=True, - ) - ], - state=State( - node_status={NODE_A: NodeStatus.Idle}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.ACTIVE, - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) - }, - node_to_runner={NODE_A: RUNNER_1_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: ReadyRunnerStatus()}, - tasks={}, - ), - expected_op=RunnerUpOp(runner_id=RUNNER_1_ID), - ), - - PlanTestCase( - description="1 ready, 1 downloading (and state up) -> no-op", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=ReadyRunnerStatus(), - downloaded=True, - device_rank=0, - ), - InProcessRunner( - runner_id=RUNNER_2_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=DownloadingRunnerStatus( - download_progress=DownloadPending(node_id=NODE_A) - ), - downloaded=False, - device_rank=1, - ), - ], - state=State( - node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.ACTIVE, - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=2), - RUNNER_2_ID: make_shard_metadata(device_rank=1, world_size=2) - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: ReadyRunnerStatus(), RUNNER_2_ID: DownloadingRunnerStatus(download_progress=DownloadPending(node_id=NODE_A))}, - tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, command_id=COMMAND_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, - ), - expected_op=None - ), - - PlanTestCase( - description="2 ready runners (and state up) -> expect RunnerUpOp", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=ReadyRunnerStatus(), - downloaded=True, - device_rank=0, - ), - InProcessRunner( - runner_id=RUNNER_2_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=ReadyRunnerStatus(), - downloaded=True, - device_rank=1, - ), - ], - state=State( - node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.ACTIVE, - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=2), - RUNNER_2_ID: make_shard_metadata(device_rank=1, world_size=2) - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: ReadyRunnerStatus(), RUNNER_2_ID: ReadyRunnerStatus()}, - tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, command_id=COMMAND_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, - ), - expected_op=RunnerUpOp(runner_id=RUNNER_1_ID) - ), - - PlanTestCase( - description="loaded runner (and state down) -> expect RunnerDownOp", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=LoadedRunnerStatus(), - downloaded=True, - ) - ], - state=State( - node_status={NODE_A: NodeStatus.Idle}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.INACTIVE, - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) - }, - node_to_runner={NODE_A: RUNNER_1_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: LoadedRunnerStatus()}, - tasks={}, - ), - expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), - ), - - PlanTestCase( - description="failed runner (and state down) -> expect RunnerDownOp", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=FailedRunnerStatus(), - downloaded=True, - ) - ], - state=State( - node_status={NODE_A: NodeStatus.Idle}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.INACTIVE, - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) - }, - node_to_runner={NODE_A: RUNNER_1_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: FailedRunnerStatus()}, - tasks={}, - ), - expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), - ), - - PlanTestCase( - description="loaded runner, model present, task pending -> expect ExecuteTaskOp", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=LoadedRunnerStatus(), - downloaded=True, - ) - ], - state=State( - node_status={NODE_A: NodeStatus.Idle}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.ACTIVE, - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1) - }, - node_to_runner={NODE_A: RUNNER_1_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: LoadedRunnerStatus()}, - tasks={ - TASK_1_ID: ChatCompletionTask( - task_id=TASK_1_ID, - command_id=COMMAND_1_ID, - task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.PENDING, - task_params=ChatCompletionTaskParams( - model=str(MODEL_A_ID), - messages=[ - ChatCompletionMessage( - role="user", - content="Hello, world!" - ) - ] - ), - instance_id=INSTANCE_1_ID - ) - }, - ), - expected_op=ExecuteTaskOp(runner_id=RUNNER_1_ID, task=ChatCompletionTask( - task_id=TASK_1_ID, - command_id=COMMAND_1_ID, - instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.PENDING, - task_params=ChatCompletionTaskParams( - model=str(MODEL_A_ID), - messages=[ChatCompletionMessage(role="user", content="Hello, world!")] - ), - )), - ), - - PlanTestCase( - # We should only run rank 0 once all other ranks are running. - description="two loaded runners & task, i'm rank 0 -> no-op", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=LoadedRunnerStatus(), - downloaded=True, - device_rank=0, - ), - InProcessRunner( - runner_id=RUNNER_2_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=LoadedRunnerStatus(), - downloaded=True, - device_rank=1, - ), - ], - state=State( - node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.ACTIVE, - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=2), - RUNNER_2_ID: make_shard_metadata(device_rank=1, world_size=2) - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: LoadedRunnerStatus(), RUNNER_2_ID: LoadedRunnerStatus()}, - tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, command_id=COMMAND_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, - ), - expected_op=None - ), - - PlanTestCase( - description="two loaded runners & task, i'm rank 1 -> expect ExecuteTaskOp on rank 1", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=LoadedRunnerStatus(), - downloaded=True, - device_rank=1, - ), - InProcessRunner( - runner_id=RUNNER_2_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=LoadedRunnerStatus(), - downloaded=True, - device_rank=0, - ), - ], - state=State( - node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.ACTIVE, - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=1, world_size=2), - RUNNER_2_ID: make_shard_metadata(device_rank=0, world_size=2) - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: LoadedRunnerStatus(), RUNNER_2_ID: LoadedRunnerStatus()}, - tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, command_id=COMMAND_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, - ), - expected_op=ExecuteTaskOp( - runner_id=RUNNER_1_ID, - task=ChatCompletionTask( - task_id=TASK_1_ID, - command_id=COMMAND_1_ID, - instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, - task_params=ChatCompletionTaskParams( - model=str(MODEL_A_ID), - messages=[ChatCompletionMessage(role="user", content="Hello, world!")], - ), - task_status=TaskStatus.PENDING, - ), - ), - ), - - PlanTestCase( - description="rank 1 loaded, rank 0 ready, i'm rank 0 -> expect ExecuteTaskOp on rank 0", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=LoadedRunnerStatus(), - downloaded=True, - device_rank=0, - ), - InProcessRunner( - runner_id=RUNNER_2_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=RunningRunnerStatus(), - downloaded=True, - device_rank=1, - ), - ], - state=State( - node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Running}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.ACTIVE, - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=2), - RUNNER_2_ID: make_shard_metadata(device_rank=1, world_size=2) - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: LoadedRunnerStatus(), RUNNER_2_ID: RunningRunnerStatus()}, - tasks={TASK_1_ID: ChatCompletionTask(task_id=TASK_1_ID, command_id=COMMAND_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams(model=str(MODEL_A_ID), messages=[ChatCompletionMessage(role="user", content="Hello, world!")]), instance_id=INSTANCE_1_ID)}, - ), - expected_op=ExecuteTaskOp( - runner_id=RUNNER_1_ID, - task=ChatCompletionTask( - task_id=TASK_1_ID, - command_id=COMMAND_1_ID, - instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, - task_params=ChatCompletionTaskParams( - model=str(MODEL_A_ID), - messages=[ChatCompletionMessage(role="user", content="Hello, world!")], - ), - task_status=TaskStatus.PENDING, - ), - ), - ), - - PlanTestCase( - description="other runner failed -> RunnerDownOp", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=LoadedRunnerStatus(), - downloaded=True, - device_rank=0, - ), - InProcessRunner( - runner_id=RUNNER_2_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=FailedRunnerStatus(), - downloaded=True, - device_rank=1, - ), - ], - state=State( - node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.ACTIVE, - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=2), - RUNNER_2_ID: make_shard_metadata(device_rank=1, world_size=2) - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: LoadedRunnerStatus(), RUNNER_2_ID: FailedRunnerStatus()}, - ), - expected_op=RunnerDownOp(runner_id=RUNNER_1_ID) - ), - - PlanTestCase( - description="this runner failed (1 node) -> RunnerDownOp", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=FailedRunnerStatus(), - downloaded=True, - device_rank=0, - ), - ], - state=State( - node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.ACTIVE, - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=1), - }, - node_to_runner={NODE_A: RUNNER_1_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: FailedRunnerStatus()}, - ), - expected_op=RunnerDownOp(runner_id=RUNNER_1_ID) - ), - - - PlanTestCase( - description="this runner failed (2 nodes) -> no-op", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=FailedRunnerStatus(), - downloaded=True, - device_rank=0, - ), - InProcessRunner( - runner_id=RUNNER_2_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=LoadedRunnerStatus(), - downloaded=True, - device_rank=1, - ), - ], - state=State( - node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.ACTIVE, - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=2), - RUNNER_2_ID: make_shard_metadata(device_rank=1, world_size=2) - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: FailedRunnerStatus(), RUNNER_2_ID: LoadedRunnerStatus()}, - ), - expected_op=None - ), - - PlanTestCase( - description="this node failed, other node spun down -> RunnerDownOp", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=FailedRunnerStatus(), - downloaded=True, - device_rank=0, - ), - InProcessRunner( - runner_id=RUNNER_2_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=ReadyRunnerStatus(), - downloaded=True, - device_rank=1, - ), - ], - state=State( - node_status={NODE_A: NodeStatus.Idle, NODE_B: NodeStatus.Idle}, - instances={ - INSTANCE_1_ID: Instance( - instance_type=InstanceStatus.ACTIVE, - instance_id=INSTANCE_1_ID, - shard_assignments=ShardAssignments( - model_id=MODEL_A_ID, - runner_to_shard={ - RUNNER_1_ID: make_shard_metadata(device_rank=0, world_size=2), - RUNNER_2_ID: make_shard_metadata(device_rank=1, world_size=2) - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID} - ), - hosts=[] - ) - }, - runners={RUNNER_1_ID: FailedRunnerStatus(), RUNNER_2_ID: ReadyRunnerStatus()}, - ), - expected_op=RunnerDownOp(runner_id=RUNNER_1_ID) - ), - - ] - - -# --------------------------------------------------------------------------- -# Parametrised test -# --------------------------------------------------------------------------- - - -# Pre-compute readable identifiers for each case to avoid lambda typing issues. -@pytest.mark.parametrize( - "case", - # We use a factory to delay test case generation until tmp_path is available. - [pytest.param(c, id=c.id()) for c in _get_test_cases(Path(tempfile.TemporaryDirectory().name))], -) -def test_worker_plan(case: PlanTestCase, tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> None: - """Exercise Worker.plan across declarative scenarios.""" - - print(f"----- case: {case.description}") - - # Regenerate test cases with the actual tmp_path fixture - test_cases = {c.description: c for c in _get_test_cases(tmp_path)} - case = test_cases[case.description] - - node_id = NODE_A - - logger = logging.getLogger("test_worker_plan") - shard_downloader = NoopShardDownloader() - worker = Worker(node_id=node_id, shard_downloader=shard_downloader, worker_events=None, global_events=None, logger=logger) - - path_downloaded_map: dict[str, bool] = {} - - runner_config: InProcessRunner - for runner_config in case.in_process_runners: - - model_path = tmp_path / f"model_for_runner_{runner_config.runner_id}" - model_path.mkdir(exist_ok=True, parents=True) - - if len(case.state.instances) == 1: - instance_id = next(iter(case.state.instances)) - - shard_assignments = case.state.instances[instance_id].shard_assignments - shard_metadata = shard_assignments.runner_to_shard[runner_config.runner_id] - - # Only add this runner if it belongs to our node - runner_node = None - for node, runner in shard_assignments.node_to_runner.items(): - if runner == runner_config.runner_id: - runner_node = node - break - - if runner_node != node_id: - # This runner belongs to a different node, skip it - continue - - elif len(case.state.instances) == 0: - shard_metadata = PipelineShardMetadata( - device_rank=runner_config.device_rank, - world_size=1, - model_meta=make_model_meta(runner_config.model_id), - start_layer=0, - end_layer=1, - n_layers=1, - ) - else: - raise Exception('test_worker_plan not currently designed to have more than 1 instance.') - - - assigned_runner = AssignedRunner( - runner_id=runner_config.runner_id, - instance_id=runner_config.instance_id, - shard_metadata=shard_metadata, - hosts=[], - status=runner_config.status, - runner=None, - is_downloaded=runner_config.downloaded - ) - worker.assigned_runners[runner_config.runner_id] = assigned_runner - path_downloaded_map[str(build_model_path(shard_metadata.model_meta.model_id))] = runner_config.downloaded - - op = worker.plan(case.state) - assert op == case.expected_op diff --git a/worker/tests/test_worker_plan_utils.py b/worker/tests/test_worker_plan_utils.py deleted file mode 100644 index 84d92ab0..00000000 --- a/worker/tests/test_worker_plan_utils.py +++ /dev/null @@ -1,195 +0,0 @@ -from __future__ import annotations - -from dataclasses import dataclass -from pathlib import Path -from typing import Final, List, Optional - -from shared.models.model_cards import MODEL_CARDS, ModelCard -from shared.types.common import CommandId, NodeId -from shared.types.models import ModelId, ModelMetadata -from shared.types.state import State -from shared.types.tasks import TaskId -from shared.types.worker.common import InstanceId, NodeStatus, RunnerId -from shared.types.worker.downloads import DownloadOngoing, DownloadProgressData -from shared.types.worker.instances import Instance, InstanceStatus -from shared.types.worker.ops import RunnerOp -from shared.types.worker.runners import ( - AssignedRunnerStatus, - DownloadingRunnerStatus, - RunnerStatus, - ShardAssignments, -) -from shared.types.worker.shards import PipelineShardMetadata - -NODE_A: Final[NodeId] = NodeId("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa") -NODE_B: Final[NodeId] = NodeId("bbbbbbbb-bbbb-4bbb-8bbb-bbbbbbbbbbbb") - -# Define constant IDs for deterministic test cases -RUNNER_1_ID: Final[RunnerId] = RunnerId("cccccccc-aaaa-4aaa-8aaa-aaaaaaaaaaaa") -INSTANCE_1_ID: Final[InstanceId] = InstanceId() -RUNNER_2_ID: Final[RunnerId] = RunnerId("dddddddd-aaaa-4aaa-8aaa-aaaaaaaaaaaa") -INSTANCE_2_ID: Final[InstanceId] = InstanceId() -MODEL_A_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' -MODEL_B_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' -TASK_1_ID: Final[TaskId] = TaskId() -COMMAND_1_ID: Final[CommandId] = CommandId() - -@dataclass(slots=True, frozen=True) -class InProcessRunner: - """Minimal description of a runner's in-process state.""" - - runner_id: RunnerId - instance_id: InstanceId - model_id: ModelId - status: RunnerStatus - downloaded: bool - device_rank: int = 0 - - -@dataclass(slots=True, frozen=True) -class PlanTestCase: - """Table-driven description of an entire planning scenario.""" - - description: str - state: State - in_process_runners: List[InProcessRunner] - expected_op: Optional[RunnerOp] - - def id(self) -> str: # noqa: D401 - return self.description.replace(" ", "_") - - -def make_shard_metadata(device_rank: int, world_size: int, model_id: ModelId = MODEL_A_ID) -> PipelineShardMetadata: - """Create PipelineShardMetadata with proper layer assignments based on device_rank and world_size.""" - total_layers = world_size # For simplicity in tests, total_layers = world_size - - if world_size == 1: - start_layer = 0 - end_layer = 1 - n_layers = 1 - else: - # For multi-device setup, each device gets one layer - start_layer = device_rank - end_layer = device_rank + 1 - n_layers = total_layers - - return PipelineShardMetadata( - device_rank=device_rank, - world_size=world_size, - model_meta=make_model_meta(model_id), - start_layer=start_layer, - end_layer=end_layer, - n_layers=n_layers, - ) - - -def make_downloading_status(node_id: NodeId) -> DownloadingRunnerStatus: - """Factory for a *Downloading* status with placeholder progress.""" - return DownloadingRunnerStatus( - download_progress=DownloadOngoing( - node_id=node_id, - download_progress=DownloadProgressData(total_bytes=1, downloaded_bytes=0), - ) - ) - -def make_model_meta( - model_id: str -) -> ModelMetadata: - model_card: ModelCard - for card in MODEL_CARDS.values(): - if card.model_id == model_id: - model_card = card - - return ModelMetadata( - model_id=model_id, - pretty_name=model_card.model_id, - storage_size_kilobytes=10**6, - n_layers=16, - ) - - raise Exception(f'Unknown model_id passed: {model_id}') - - ## Alternatively, if we are ok for this method to be async: - # await _get_model_meta(model_id) - - -def create_worker_state( - *, - node_id: NodeId, - runner_configs: list[tuple[RunnerId, InstanceId, ModelId]], - tmp_path: Path, -) -> State: - """Create a test `State` based on a list of runner configurations.""" - instances: dict[InstanceId, Instance] = {} - for runner_id, instance_id, model_id in runner_configs: - model_path = tmp_path / f"model_for_runner_{runner_id}" - model_path.mkdir(exist_ok=True, parents=True) - - shard_metadata = PipelineShardMetadata( - device_rank=0, - world_size=1, - model_meta=make_model_meta(model_id), - start_layer=0, - end_layer=1, - n_layers=1, - ) - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard={runner_id: shard_metadata}, - node_to_runner={node_id: runner_id}, - ) - instance = Instance( - instance_id=instance_id, - instance_type=InstanceStatus.ACTIVE, - shard_assignments=shard_assignments, - hosts=[], - ) - instances[instance_id] = instance - - return State( - node_status={node_id: NodeStatus.Idle}, - instances=instances, - runners={runner_id: AssignedRunnerStatus() for runner_id, _, _ in runner_configs}, - tasks={}, - ) - - -def make_instance( - instance_id: InstanceId, - model_id: ModelId, - tmp_path: Path, - runner_specs: list[tuple[RunnerId, NodeId, int]], -) -> Instance: - """Creates an instance with one or more runners.""" - runner_to_shard: dict[RunnerId, PipelineShardMetadata] = {} - node_to_runner: dict[NodeId, RunnerId] = {} - world_size = len(runner_specs) - - for runner_id, node_id, device_rank in runner_specs: - model_path = tmp_path / f"model_for_runner_{runner_id}" - model_path.mkdir(exist_ok=True, parents=True) - - shard_metadata = PipelineShardMetadata( - device_rank=device_rank, - world_size=world_size, - model_meta=make_model_meta(model_id), - start_layer=0, - end_layer=1, - n_layers=1, - ) - runner_to_shard[runner_id] = shard_metadata - node_to_runner[node_id] = runner_id - - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard=runner_to_shard, - node_to_runner=node_to_runner, - ) - return Instance( - instance_id=instance_id, - instance_type=InstanceStatus.ACTIVE, - shard_assignments=shard_assignments, - hosts=[], - ) - -### For worker plan tests \ No newline at end of file diff --git a/worker/worker.py b/worker/worker.py new file mode 100644 index 00000000..5c874c6f --- /dev/null +++ b/worker/worker.py @@ -0,0 +1,415 @@ +import asyncio +import logging +import time +from asyncio import Queue +from functools import partial +from time import process_time +from typing import AsyncGenerator, Optional + +from shared.db.sqlite import AsyncSQLiteEventStorage +from shared.types.common import NodeId +from shared.types.events import ( + ChunkGenerated, + Event, + InstanceDeleted, + RunnerDeleted, + RunnerStatusUpdated, + TaskFailed, + TaskStateUpdated, +) +from shared.types.state import State +from shared.types.tasks import TaskId, TaskStatus +from shared.types.worker.common import RunnerId +from shared.types.worker.downloads import ( + DownloadCompleted, + DownloadFailed, + DownloadOngoing, + DownloadPending, + DownloadProgressData, +) +from shared.types.worker.ops import ( + AssignRunnerOp, + ExecuteTaskOp, + RunnerDownOp, + RunnerFailedOp, + RunnerOp, + RunnerOpType, + RunnerUpOp, + UnassignRunnerOp, +) +from shared.types.worker.runners import ( + DownloadingRunnerStatus, + FailedRunnerStatus, + InactiveRunnerStatus, + LoadedRunnerStatus, + RunningRunnerStatus, +) +from shared.types.worker.shards import ShardMetadata +from worker.common import AssignedRunner +from worker.download.shard_downloader import RepoDownloadProgress, ShardDownloader +from worker.runner.runner_supervisor import RunnerSupervisor + + +class Worker: + def __init__( + self, + node_id: NodeId, + logger: logging.Logger, + shard_downloader: ShardDownloader, + worker_events: AsyncSQLiteEventStorage | None, + global_events: AsyncSQLiteEventStorage | None, + ): + self.node_id: NodeId = node_id + self.state: State = State() + self.shard_downloader: ShardDownloader = shard_downloader + self.worker_events: AsyncSQLiteEventStorage | None = worker_events # worker_events is None in some tests. + self.global_events: AsyncSQLiteEventStorage | None = global_events + self.logger: logging.Logger = logger + + self.assigned_runners: dict[RunnerId, AssignedRunner] = {} + self._task: asyncio.Task[None] | None = None + + ## Op Executors + + async def _execute_assign_op( + self, op: AssignRunnerOp + ) -> AsyncGenerator[Event, None]: + ''' + A runner has been assigned. We need to also ensure that it's downloaded. + This op assigns the runner, and moves from Downloading -> Inactive (ready to spin) state. + ''' + self.assigned_runners[op.runner_id] = AssignedRunner( + runner_id=op.runner_id, + instance_id=op.instance_id, + shard_metadata=op.shard_metadata, + hosts=op.hosts, + status=DownloadingRunnerStatus( + download_progress=DownloadPending( + node_id=self.node_id + ) + ), + runner=None, + ) + + assigned_runner = self.assigned_runners[op.runner_id] + initial_progress = await self.shard_downloader.get_shard_download_status_for_shard(op.shard_metadata) + + if initial_progress.status == "complete": + assigned_runner.status = DownloadingRunnerStatus( + download_progress=DownloadCompleted( + node_id=self.node_id + ) + ) + yield assigned_runner.status_update_event() + + assigned_runner.status = InactiveRunnerStatus() + yield assigned_runner.status_update_event() + + return + else: + assigned_runner.status = DownloadingRunnerStatus( + download_progress=DownloadOngoing( + node_id=self.node_id, + download_progress=DownloadProgressData( + total_bytes=initial_progress.total_bytes, + downloaded_bytes=initial_progress.downloaded_bytes + ) + ) + ) + yield assigned_runner.status_update_event() + + # Download it! + # TODO: we probably want download progress as part of a callback that gets passed to the downloader. + download_progress_queue: asyncio.Queue[RepoDownloadProgress] = asyncio.Queue() + def download_progress_callback(shard: ShardMetadata, progress: RepoDownloadProgress) -> None: + download_progress_queue.put_nowait(progress) + + + self.shard_downloader.on_progress(download_progress_callback) + + asyncio.create_task(self.shard_downloader.ensure_shard(op.shard_metadata)) + + # TODO: Dynamic timeout, timeout on no packet update received. + timeout_secs = 10 * 60 + start_time = process_time() + last_yield_progress = start_time + while process_time() - start_time < timeout_secs: + progress: RepoDownloadProgress = await download_progress_queue.get() + if progress.status == "complete": + assigned_runner.status = DownloadingRunnerStatus( + download_progress=DownloadCompleted( + node_id=self.node_id, + ) + ) + yield assigned_runner.status_update_event() + + assigned_runner.status = InactiveRunnerStatus() + yield assigned_runner.status_update_event() + + break + elif progress.status == "in_progress": + if process_time() - last_yield_progress > 1: + assigned_runner.status = DownloadingRunnerStatus( + download_progress=DownloadOngoing( + node_id=self.node_id, + download_progress=DownloadProgressData( + total_bytes=progress.total_bytes, + downloaded_bytes=progress.downloaded_bytes, + ) + ) + ) + yield assigned_runner.status_update_event() + + last_yield_progress = process_time() + else: + assigned_runner.status = DownloadingRunnerStatus( + download_progress=DownloadFailed( + node_id=self.node_id, + error_message=f"Timeout downloading model: {op.shard_metadata.model_meta.model_id}" + ) + ) + yield assigned_runner.status_update_event() + + async def _execute_unassign_op( + self, op: UnassignRunnerOp + ) -> AsyncGenerator[Event, None]: + if op.runner_id not in self.assigned_runners: + return + + # We can try to do a graceful shutdown of the runner. + runner: RunnerSupervisor | None = self.assigned_runners[op.runner_id].runner + if runner is not None: + await runner.astop() + + # This is all we really need: + del self.assigned_runners[op.runner_id] + yield RunnerDeleted(runner_id=op.runner_id) + + return + yield + + async def _execute_runner_up_op( + self, op: RunnerUpOp, initialize_timeout: Optional[float] = None + ) -> AsyncGenerator[Event, None]: + assigned_runner = self.assigned_runners[op.runner_id] + + # TODO: This should be dynamic, based on the size of the model. + if not initialize_timeout: + gigabytes_per_second = 10 + kilobytes_per_second = gigabytes_per_second * 1024 * 1024 + + shard = assigned_runner.shard_metadata + weights_size_kb = (shard.end_layer - shard.start_layer) / shard.n_layers * shard.model_meta.storage_size_kilobytes + + initialize_timeout = weights_size_kb / kilobytes_per_second + 120.0 # Add a constant 120.0 to ensure connection can be made as well + + self.logger.info(f"initialize_timeout: {initialize_timeout}") + + try: + assigned_runner.runner = await asyncio.wait_for( + RunnerSupervisor.create( + model_shard_meta=assigned_runner.shard_metadata, + hosts=assigned_runner.hosts, + logger=self.logger, + ), + timeout=initialize_timeout, + ) + except TimeoutError as e: + import traceback + + tb = traceback.format_exc() + e = Exception(f"{type(e).__name__}: {str(e)}. Traceback: {tb}") + async for event in self._fail_runner(e=e, runner_id=op.runner_id): + yield event + return + + if assigned_runner.runner.healthy: + assigned_runner.status = LoadedRunnerStatus() + else: + assigned_runner.status = FailedRunnerStatus() + yield self.assigned_runners[op.runner_id].status_update_event() + + async def _execute_runner_down_op( + self, op: RunnerDownOp + ) -> AsyncGenerator[Event, None]: + assigned_runner = self.assigned_runners[op.runner_id] + + if isinstance(assigned_runner.runner, RunnerSupervisor): + await assigned_runner.runner.astop() + + assigned_runner.runner = None + + assigned_runner.status = InactiveRunnerStatus() + yield assigned_runner.status_update_event() + return + + async def _execute_runner_failed_op( + self, op: RunnerFailedOp + ) -> AsyncGenerator[Event, None]: + ''' + We detected that this runner has failed. So we'll put it into 'failed' state now, triggering the rest of the instance to spin down. + ''' + assigned_runner = self.assigned_runners[op.runner_id] + + assigned_runner.status = FailedRunnerStatus() + yield self.assigned_runners[op.runner_id].status_update_event() + + + async def _execute_task_op( + self, op: ExecuteTaskOp + ) -> AsyncGenerator[Event, None]: + ''' + This is the entry point for a chat completion starting. + While there is only one execute function, it will get called in different ways for runner 0 and runner [1, 2, 3, ...]. + Runners [1, 2, 3, ...] will run this method when a task is in 'pending' state. + Runner 0 will run this method when a task is in 'running' state. + TODO: How do we handle the logic of ensuring that n-1 nodes have started their execution before allowing the 0'th runner to start? + This is still a little unclear to me. + ''' + assigned_runner = self.assigned_runners[op.runner_id] + + async def inner_execute(queue: asyncio.Queue[Event]) -> None: + async def running_callback(queue: asyncio.Queue[Event]) -> None: + # Called when the MLX process has been kicked off + assigned_runner.status = RunningRunnerStatus() + await queue.put(assigned_runner.status_update_event()) + + if assigned_runner.shard_metadata.device_rank == 0: + await queue.put(TaskStateUpdated( + task_id=op.task.task_id, + task_status=TaskStatus.RUNNING, + )) + + try: + assert assigned_runner.runner is not None + assert assigned_runner.runner.healthy + + async for chunk in assigned_runner.runner.stream_response( + task=op.task, + request_started_callback=partial(running_callback, queue)): + if assigned_runner.shard_metadata.device_rank == 0: + await queue.put(ChunkGenerated( + # todo: at some point we will no longer have a bijection between task_id and row_id. + # So we probably want to store a mapping between these two in our Worker object. + command_id=chunk.command_id, + chunk=chunk + )) + + if assigned_runner.shard_metadata.device_rank == 0: + await queue.put(TaskStateUpdated( + task_id=op.task.task_id, + task_status=TaskStatus.COMPLETE, + )) + + # After a successful inference: + assigned_runner.status = LoadedRunnerStatus() + await queue.put(assigned_runner.status_update_event()) + + + except Exception as e: + # An exception occurs in the runner supervisor + self.logger.warning(f'Runner failed whilst running inference task. Task: {op.task}. Error: {e}') + async for event in self._fail_task(e, op.runner_id, op.task.task_id): + await queue.put(event) + + queue: Queue[Event] = asyncio.Queue() + task = asyncio.create_task(inner_execute(queue)) + + # TODO: Initial (prefil) timeout can be dynamic + # model_kb = assigned_runner.shard_metadata.model_meta.storage_size_kilobytes + + try: + # Yield items from the queue + # timeout = 30. + timeout = 3. + while True: + item: Event = await asyncio.wait_for(queue.get(), timeout=timeout) + yield item + timeout = 2. + if isinstance(item, RunnerStatusUpdated) and isinstance( + item.runner_status, (LoadedRunnerStatus, FailedRunnerStatus) + ): + if isinstance(item.runner_status, LoadedRunnerStatus): + assigned_runner.failures = [] + + break + except TimeoutError as e: + # Runner supervisor doesn't respond in time; so we put the runner & task into a failed state + self.logger.warning(f'Timed out waiting for runner response to inference task. Task: {op.task}.') + async for event in self._fail_task(e, op.runner_id, op.task.task_id): + yield event + finally: + # Ensure the task is cleaned up + try: + await asyncio.wait_for(task, timeout=5) + except asyncio.TimeoutError: + self.logger.warning("Timed out waiting for task cleanup after inference execution.") + + + ## Operation Planner + + async def execute_op(self, op: RunnerOp) -> AsyncGenerator[Event, None]: + ## It would be great if we can get rid of this async for ... yield pattern. + match op.op_type: + case RunnerOpType.ASSIGN_RUNNER: + event_generator = self._execute_assign_op(op) + case RunnerOpType.UNASSIGN_RUNNER: + event_generator = self._execute_unassign_op(op) + case RunnerOpType.RUNNER_UP: + event_generator = self._execute_runner_up_op(op) + case RunnerOpType.RUNNER_DOWN: + event_generator = self._execute_runner_down_op(op) + case RunnerOpType.RUNNER_FAILED: + event_generator = self._execute_runner_failed_op(op) + case RunnerOpType.CHAT_COMPLETION: + event_generator = self._execute_task_op(op) + + async for event in event_generator: + yield event + + + async def _fail_runner(self, e: Exception, runner_id: RunnerId) -> AsyncGenerator[Event]: + if runner_id in self.assigned_runners: + assigned_runner = self.assigned_runners[runner_id] + + assigned_runner.runner = None + assigned_runner.status = FailedRunnerStatus(error_message=str(e)) + assigned_runner.failures.append( + ( + time.time(), + e + ) + ) + + # Reset failure count back to 0 when succesful + if len(assigned_runner.failures) >= 3: + # Too many retries. We will emit a DeleteInstance + yield InstanceDeleted( + instance_id=assigned_runner.instance_id + ) + + yield assigned_runner.status_update_event() + + + async def _fail_task(self, e: Exception, runner_id: RunnerId, task_id: TaskId) -> AsyncGenerator[Event]: + if runner_id in self.assigned_runners: + yield TaskStateUpdated( + task_id=task_id, + task_status=TaskStatus.FAILED, + ) + + yield TaskFailed( + task_id=task_id, + error_type=str(type(e)), + error_message=str(e) + ) + + async for event in self._fail_runner(e, runner_id): + yield event + + + async def event_publisher(self, event: Event) -> None: + assert self.worker_events is not None + await self.worker_events.append_events([event], self.node_id) + self.logger.info(f"published event: {event}") + From 71bafabc631c32cb924339d7fa21d24c78faa1ac Mon Sep 17 00:00:00 2001 From: Seth Howes <71157822+sethhowes@users.noreply.github.com> Date: Fri, 1 Aug 2025 14:38:07 +0100 Subject: [PATCH 132/224] Dashboard with instances --- dashboard/index.html | 648 ++++++++++++++++++++++++++++++++++++++++++- master/api.py | 18 ++ 2 files changed, 652 insertions(+), 14 deletions(-) diff --git a/dashboard/index.html b/dashboard/index.html index 9d8c9e9a..c79e598f 100644 --- a/dashboard/index.html +++ b/dashboard/index.html @@ -20,7 +20,7 @@ color: var(--exo-light-gray); font-family: var(--font-family); margin: 0; - padding: 20px; + padding: 40px 20px 20px 20px; display: flex; flex-direction: column; align-items: center; @@ -31,6 +31,9 @@ max-width: 1200px; margin-bottom: 30px; text-align: left; + display: flex; + justify-content: space-between; + align-items: flex-start; } .dashboard-header h1 { @@ -53,6 +56,37 @@ margin-top: 10px; } + .header-left { + display: flex; + flex-direction: column; + } + + .header-instances-button { + background-color: transparent; + border: 1px solid var(--exo-medium-gray); + color: var(--exo-light-gray); + font-family: var(--font-family); + font-size: 14px; + padding: 8px 16px; + cursor: pointer; + border-radius: 4px; + transition: background-color 0.2s ease, color 0.2s ease, border-color 0.2s ease; + align-self: flex-start; + margin-top: 8px; + } + + .header-instances-button:hover { + background-color: var(--exo-medium-gray); + color: var(--exo-yellow); + border-color: var(--exo-yellow); + } + + .header-instances-button.active { + background-color: var(--exo-yellow); + color: var(--exo-black); + border-color: var(--exo-yellow); + } + /* Removed .node-grid and related card styles as we move to SVG graph */ /* Styles for the new topology graph */ #topologyGraphContainer { @@ -67,6 +101,9 @@ position: relative; /* For potential absolute positioning of elements within */ } + .graph-node { + cursor: pointer; + } .graph-node circle { stroke: var(--exo-medium-gray); stroke-width: 1.5px; @@ -201,9 +238,15 @@ transition: right 0.3s ease-in-out; z-index: 1000; border-left: 1px solid var(--exo-medium-gray); + transform: translateX(100%); + opacity: 0; + visibility: hidden; } #nodeDetailPanel.visible { right: 0; + transform: translateX(0); + opacity: 1; + visibility: visible; } #nodeDetailPanel h2 { color: var(--exo-yellow); @@ -265,13 +308,314 @@ color: var(--exo-yellow); } + + + /* Sidebar styles */ + .sidebar { + position: fixed; + top: 0; + left: -350px; + width: 350px; + height: 100vh; + background-color: var(--exo-dark-gray); + border-right: 1px solid var(--exo-medium-gray); + box-shadow: 2px 0 8px rgba(0, 0, 0, 0.3); + transition: left 0.3s ease; + z-index: 999; + overflow-y: auto; + visibility: hidden; + opacity: 0; + } + + .sidebar.open { + left: 0; + visibility: visible; + opacity: 1; + } + + .sidebar-header { + padding: 20px; + border-bottom: 1px solid var(--exo-medium-gray); + background-color: var(--exo-medium-gray); + } + + .sidebar-header h3 { + margin: 0; + color: var(--exo-yellow); + font-size: 18px; + font-weight: 600; + } + + .sidebar-content { + padding: 20px; + } + + /* Instance list styles */ + .instance-item { + background-color: var(--exo-medium-gray); + border-radius: 6px; + padding: 15px; + margin-bottom: 12px; + border-left: 4px solid var(--exo-yellow); + transition: background-color 0.2s ease; + } + + .instance-item:hover { + background-color: #353535; + } + + .instance-header { + display: flex; + justify-content: space-between; + align-items: center; + margin-bottom: 8px; + } + + .instance-id { + font-family: 'Monaco', 'Menlo', 'Ubuntu Mono', monospace; + font-size: 12px; + color: var(--exo-light-gray); + background-color: var(--exo-black); + padding: 2px 6px; + border-radius: 3px; + margin-right: 10px; + } + + .instance-status { + font-size: 12px; + padding: 2px 8px; + border-radius: 12px; + font-weight: 500; + } + + .instance-status.active { + background-color: #4ade80; + color: var(--exo-black); + } + + .instance-status.inactive { + background-color: #ef4444; + color: white; + } + + .instance-status.downloading { + background-color: #f59e0b; + color: var(--exo-black); + } + + .instance-delete-button { + background-color: #ef4444; + color: white; + border: none; + border-radius: 4px; + padding: 4px 8px; + font-size: 11px; + cursor: pointer; + transition: background-color 0.2s ease; + margin-left: 8px; + } + + .instance-delete-button:hover { + background-color: #dc2626; + } + + .instance-actions { + display: flex; + align-items: center; + } + + .instance-info { + display: flex; + align-items: center; + } + + .instance-model { + font-size: 14px; + font-weight: 500; + color: var(--exo-yellow); + margin-bottom: 8px; + } + + .instance-details { + font-size: 12px; + color: var(--exo-light-gray); + } + + + + .download-progress { + font-size: 11px; + color: var(--exo-light-gray); + margin-top: 4px; + display: flex; + align-items: center; + gap: 8px; + } + + .progress-bar-container { + background-color: var(--exo-black); + border-radius: 8px; + height: 6px; + flex-grow: 1; + overflow: hidden; + } + + .progress-bar { + background-color: #3b82f6; + height: 100%; + border-radius: 8px; + transition: width 0.3s ease; + } + + /* Launch instance section styles */ + .launch-instance-section { + display: flex; + flex-direction: column; + gap: 12px; + margin-bottom: 50px; + } + + .launch-label { + font-size: 14px; + font-weight: 500; + color: var(--exo-light-gray); + margin-bottom: 4px; + } + + .model-select { + background-color: var(--exo-medium-gray); + color: var(--exo-light-gray); + border: 1px solid var(--exo-light-gray); + border-radius: 6px; + padding: 10px 12px; + font-size: 14px; + font-family: var(--font-family); + cursor: pointer; + } + + .model-select:focus { + outline: none; + border-color: var(--exo-yellow); + box-shadow: 0 0 0 2px rgba(255, 215, 0, 0.2); + } + + .model-select option { + background-color: var(--exo-medium-gray); + color: var(--exo-light-gray); + } + + .launch-button { + background-color: var(--exo-yellow); + color: var(--exo-black); + border: none; + border-radius: 6px; + padding: 12px 16px; + font-size: 14px; + font-weight: 600; + font-family: var(--font-family); + cursor: pointer; + transition: background-color 0.2s ease; + } + + .launch-button:hover:not(:disabled) { + background-color: var(--exo-yellow-darker); + } + + .launch-button:disabled { + background-color: var(--exo-medium-gray); + color: var(--exo-light-gray); + cursor: not-allowed; + } + + .launch-status { + font-size: 12px; + padding: 8px; + border-radius: 4px; + text-align: center; + display: none; + } + + .launch-status.success { + background-color: rgba(74, 222, 128, 0.1); + color: #4ade80; + border: 1px solid #4ade80; + display: block; + } + + .launch-status.error { + background-color: rgba(239, 68, 68, 0.1); + color: #ef4444; + border: 1px solid #ef4444; + display: block; + } + + .launch-status.loading { + background-color: rgba(255, 215, 0, 0.1); + color: var(--exo-yellow); + border: 1px solid var(--exo-yellow); + display: block; + } + + .instance-hosts { + margin-top: 8px; + } + + .instance-host { + display: inline-block; + background-color: var(--exo-black); + padding: 2px 6px; + border-radius: 3px; + margin-right: 6px; + margin-bottom: 4px; + font-family: 'Monaco', 'Menlo', 'Ubuntu Mono', monospace; + font-size: 11px; + } + + .no-instances { + text-align: center; + color: var(--exo-light-gray); + font-style: italic; + margin-top: 40px; + } + + + + + + + +
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+
+
@@ -303,6 +647,16 @@ const detailFriendlyName = document.getElementById('detailFriendlyName'); const detailNodeId = document.getElementById('detailNodeId'); const detailContent = document.getElementById('detailContent'); + + // Sidebar elements + const instancesMenuButton = document.getElementById('instancesMenuButton'); + const instancesSidebar = document.getElementById('instancesSidebar'); + const instancesList = document.getElementById('instancesList'); + + // Launch instance elements + const modelSelect = document.getElementById('modelSelect'); + const launchInstanceButton = document.getElementById('launchInstanceButton'); + const launchStatus = document.getElementById('launchStatus'); const USE_MOCK_DATA = false; // <<< FLAG TO TOGGLE MOCK DATA let currentlySelectedNodeId = null; // To store the ID of the currently selected node @@ -411,6 +765,264 @@ return days + (days === 1 ? ' day ago' : ' days ago'); } + // Sidebar toggle functionality + let sidebarOpen = false; + + function toggleSidebar() { + sidebarOpen = !sidebarOpen; + instancesSidebar.classList.toggle('open', sidebarOpen); + instancesMenuButton.classList.toggle('active', sidebarOpen); + } + + // Fetch available models and populate dropdown + async function fetchAndPopulateModels() { + try { + const response = await fetch(window.location.origin + '/models'); + if (!response.ok) { + throw new Error(`Failed to fetch models: ${response.status}`); + } + const data = await response.json(); + + // Clear existing options + modelSelect.innerHTML = ''; + + if (data.data && data.data.length > 0) { + // Add default option + const defaultOption = document.createElement('option'); + defaultOption.value = ''; + defaultOption.textContent = 'Select a model...'; + modelSelect.appendChild(defaultOption); + + // Add models + data.data.forEach(model => { + const option = document.createElement('option'); + option.value = model.id; + option.textContent = model.name || model.id; + option.title = model.description || model.id; + modelSelect.appendChild(option); + }); + + launchInstanceButton.disabled = false; + } else { + const noModelsOption = document.createElement('option'); + noModelsOption.value = ''; + noModelsOption.textContent = 'No models available'; + modelSelect.appendChild(noModelsOption); + } + } catch (error) { + console.error('Error fetching models:', error); + modelSelect.innerHTML = ''; + } + } + + // Show launch status message + function showLaunchStatus(message, type) { + launchStatus.textContent = message; + launchStatus.className = `launch-status ${type}`; + + if (type !== 'loading') { + setTimeout(() => { + launchStatus.className = 'launch-status'; + }, 5000); + } + } + + // Launch instance + async function launchInstance() { + const selectedModelId = modelSelect.value; + console.log("selectedModelId", selectedModelId); + if (!selectedModelId) { + showLaunchStatus('Please select a model', 'error'); + return; + } + + try { + showLaunchStatus('Launching instance...', 'loading'); + launchInstanceButton.disabled = true; + + const response = await fetch(window.location.origin + '/instance', { + method: 'POST', + headers: { + 'Content-Type': 'application/json', + }, + body: JSON.stringify({ model_id: selectedModelId }) + }); + + if (!response.ok) { + const errorText = await response.text(); + throw new Error(`Failed to launch instance: ${response.status} - ${errorText}`); + } + + const result = await response.json(); + showLaunchStatus(`Instance launched successfully: ${result.instance_id}`, 'success'); + + // Reset form + modelSelect.value = ''; + + // Refresh instances list + fetchAndRenderInstances(); + + } catch (error) { + console.error('Error launching instance:', error); + showLaunchStatus(`Error: ${error.message}`, 'error'); + } finally { + launchInstanceButton.disabled = false; + } + } + + // Fetch instances data and render + async function fetchAndRenderInstances() { + try { + const response = await fetch(API_ENDPOINT); + if (!response.ok) { + throw new Error(`Failed to fetch state: ${response.status}`); + } + const data = await response.json(); + renderInstances(data.instances || {}, data.runners || {}); + } catch (error) { + console.error('Error fetching instances:', error); + instancesList.innerHTML = '
Error loading instances
'; + } + } + + // Calculate download status for an instance based on its runners + function calculateInstanceDownloadStatus(instance, runners) { + if (!instance.shard_assignments?.runner_to_shard || !runners) { + return { isDownloading: false, progress: 0 }; + } + + const runnerIds = Object.keys(instance.shard_assignments.runner_to_shard); + const downloadingRunners = []; + let totalBytes = 0; + let downloadedBytes = 0; + + for (const runnerId of runnerIds) { + const runner = runners[runnerId]; + if (runner && runner.runner_status === 'Downloading' && runner.download_progress) { + downloadingRunners.push(runner); + + // Aggregate download progress across all downloading runners + if (runner.download_progress.download_status === 'Downloading' && runner.download_progress.download_progress) { + totalBytes += runner.download_progress.download_progress.total_bytes || 0; + downloadedBytes += runner.download_progress.download_progress.downloaded_bytes || 0; + } + } + } + + const isDownloading = downloadingRunners.length > 0; + const progress = totalBytes > 0 ? Math.round((downloadedBytes / totalBytes) * 100) : 0; + + return { isDownloading, progress, downloadingRunners: downloadingRunners.length }; + } + + function renderInstances(instances, runners = {}) { + const instancesArray = Object.values(instances); + + if (instancesArray.length === 0) { + instancesList.innerHTML = '
No instances running
'; + return; + } + + const instancesHTML = instancesArray.map(instance => { + const modelId = instance.shard_assignments?.model_id || 'Unknown Model'; + const truncatedInstanceId = instance.instance_id.length > 8 + ? instance.instance_id.substring(0, 8) + '...' + : instance.instance_id; + + const hostsHTML = instance.hosts?.map(host => + `${host.ip}:${host.port}` + ).join('') || ''; + + // Calculate download status for this instance + const downloadStatus = calculateInstanceDownloadStatus(instance, runners); + + // Determine status display - prioritize downloading over original status + const statusText = downloadStatus.isDownloading ? 'DOWNLOADING' : instance.instance_type; + const statusClass = downloadStatus.isDownloading ? 'downloading' : instance.instance_type.toLowerCase(); + + // Generate download progress HTML + const downloadProgressHTML = downloadStatus.isDownloading + ? `
+ ${downloadStatus.progress}% downloaded +
+
+
+
` + : ''; + + return ` +
+
+
+ ${truncatedInstanceId} + ${statusText} +
+
+ +
+
+
${modelId}
+
+ Shards: ${Object.keys(instance.shard_assignments?.runner_to_shard || {}).length} +
+ ${downloadProgressHTML} + ${hostsHTML ? `
${hostsHTML}
` : ''} +
+ `; + }).join(''); + + instancesList.innerHTML = instancesHTML; + + // Add event listeners to delete buttons using event delegation + instancesList.removeEventListener('click', handleInstanceListClick); + instancesList.addEventListener('click', handleInstanceListClick); + } + + // Handle clicks on the instances list (event delegation) + function handleInstanceListClick(event) { + if (event.target.classList.contains('instance-delete-button')) { + const instanceId = event.target.getAttribute('data-instance-id'); + if (instanceId) { + deleteInstance(instanceId); + } + } + } + + // Delete instance with confirmation + async function deleteInstance(instanceId) { + const confirmMessage = `Are you sure you want to delete instance ${instanceId}?\n\nThis action cannot be undone.`; + + if (!confirm(confirmMessage)) { + return; + } + + try { + const response = await fetch(`${window.location.origin}/instance/${instanceId}`, { + method: 'DELETE', + headers: { + 'Content-Type': 'application/json', + }, + }); + + if (!response.ok) { + const errorData = await response.json().catch(() => ({})); + throw new Error(errorData.detail || `Failed to delete instance: ${response.status}`); + } + + const result = await response.json(); + console.log('Instance deletion initiated:', result); + + // Refresh instances list immediately to show the change + fetchAndRenderInstances(); + + } catch (error) { + console.error('Error deleting instance:', error); + alert(`Error deleting instance: ${error.message}`); + } + } + function renderNodes(nodesData) { if (!topologyGraphContainer) return; topologyGraphContainer.innerHTML = ''; // Clear previous SVG content @@ -1082,6 +1694,22 @@ }); } + // Set up sidebar toggle functionality + if (instancesMenuButton) { + instancesMenuButton.addEventListener('click', toggleSidebar); + } + + // Set up launch instance functionality + if (modelSelect) { + modelSelect.addEventListener('change', () => { + launchInstanceButton.disabled = !modelSelect.value; + }); + } + + if (launchInstanceButton) { + launchInstanceButton.addEventListener('click', launchInstance); + } + let isFetching = false; // Lock to prevent multiple concurrent fetches let fetchIntervalId = null; @@ -1251,8 +1879,11 @@ if (!USE_MOCK_DATA) { // Initial fetch for live data fetchDataAndRender(); + fetchAndRenderInstances(); + fetchAndPopulateModels(); // Periodic refresh for live data fetchIntervalId = setInterval(fetchDataAndRender, REFRESH_INTERVAL); + setInterval(fetchAndRenderInstances, REFRESH_INTERVAL); } else { // Use Mock Data lastUpdatedElement.textContent = "Using Mock Data"; @@ -1395,17 +2026,6 @@ setInterval(updateMockData, REFRESH_INTERVAL); } - - // Mock data for local testing if the API is not available - // Comment out fetchDataAndRender() and setInterval() above - // and uncomment the block below to use mock data. - /* <<<< This comment and the one below should be removed or adjusted - const mockData = { - "12D3KooWEbiTv9MkyNu5aVi4A7A2xHhwyrFxPEqso2ciJtPDjKcn": { -// ... existing old mock data ... - setInterval(updateMockData, REFRESH_INTERVAL); // Update mock data every second - */ - \ No newline at end of file diff --git a/master/api.py b/master/api.py index d6f1a091..a0ee03b0 100644 --- a/master/api.py +++ b/master/api.py @@ -106,6 +106,14 @@ class API: async def create_instance(self, payload: CreateInstanceTaskParams) -> CreateInstanceResponse: model_meta = await resolve_model_meta(payload.model_id) + required_memory_bytes = model_meta.storage_size_kilobytes * 1024 + available_memory_bytes = self._calculate_total_available_memory() + + if required_memory_bytes > available_memory_bytes: + raise HTTPException( + status_code=400, + detail=f"Insufficient memory to create instance. Required: {required_memory_bytes // (1024**3):.1f}GB, Available: {available_memory_bytes // (1024**3):.1f}GB" + ) command = CreateInstanceCommand( command_id=CommandId(), @@ -198,6 +206,16 @@ class API: media_type="text/plain" ) + def _calculate_total_available_memory(self) -> int: + """Calculate total available memory across all nodes in bytes.""" + state = self.get_state() + total_available = 0 + + for node_profile in state.node_profiles.values(): + total_available += node_profile.memory.ram_available + + return total_available + async def get_models(self) -> ModelList: """Returns list of available models.""" return ModelList(data=[ From a46f8c3cd134536ce00115eeb278c0bd7fe6e8bf Mon Sep 17 00:00:00 2001 From: Sami Khan <98742866+samiamjidkhan@users.noreply.github.com> Date: Sat, 2 Aug 2025 07:14:27 +0500 Subject: [PATCH 133/224] app Co-authored-by: Alex Cheema --- .DS_Store | Bin 0 -> 8196 bytes .github/workflows/build-macos-app.yml | 198 +++++++ .gitignore | 1 + app/exov2/.DS_Store | Bin 0 -> 6148 bytes app/exov2/exov2.xcodeproj/project.pbxproj | 548 ++++++++++++++++++ .../contents.xcworkspacedata | 7 + .../UserInterfaceState.xcuserstate | Bin 0 -> 33984 bytes .../xcshareddata/xcschemes/exov2.xcscheme | 109 ++++ .../xcschemes/xcschememanagement.plist | 32 + .../Preview Assets.xcassets/Contents.json | 6 + app/exov2/exov2/ProcessManager.swift | 377 ++++++++++++ app/exov2/exov2/exov2.entitlements | 14 + app/exov2/exov2/exov2App.swift | 115 ++++ app/exov2/exov2Tests/exov2Tests.swift | 17 + app/exov2/exov2UITests/exov2UITests.swift | 43 ++ .../exov2UITestsLaunchTests.swift | 33 ++ 16 files changed, 1500 insertions(+) create mode 100644 .DS_Store create mode 100644 .github/workflows/build-macos-app.yml create mode 100644 app/exov2/.DS_Store create mode 100644 app/exov2/exov2.xcodeproj/project.pbxproj create mode 100644 app/exov2/exov2.xcodeproj/project.xcworkspace/contents.xcworkspacedata create mode 100644 app/exov2/exov2.xcodeproj/project.xcworkspace/xcuserdata/samikhan.xcuserdatad/UserInterfaceState.xcuserstate create mode 100644 app/exov2/exov2.xcodeproj/xcshareddata/xcschemes/exov2.xcscheme create mode 100644 app/exov2/exov2.xcodeproj/xcuserdata/samikhan.xcuserdatad/xcschemes/xcschememanagement.plist create mode 100644 app/exov2/exov2/Preview Content/Preview Assets.xcassets/Contents.json create mode 100644 app/exov2/exov2/ProcessManager.swift create mode 100644 app/exov2/exov2/exov2.entitlements create mode 100644 app/exov2/exov2/exov2App.swift create mode 100644 app/exov2/exov2Tests/exov2Tests.swift create mode 100644 app/exov2/exov2UITests/exov2UITests.swift create mode 100644 app/exov2/exov2UITests/exov2UITestsLaunchTests.swift diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..1ad06f76caa4306fe6078e5faff1c289853ed8a2 GIT binary patch literal 8196 zcmeHMTWl3Y7@lui=VNH1A}rmNCXD3#m_|;wnk>i+n{=B26VpkUz_f_`^BJ%TfEoE39Kh 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b/.github/workflows/build-macos-app.yml @@ -0,0 +1,198 @@ +name: Build and Release Exo macOS App + +on: + push: + tags: + - 'v*' # Trigger only on version tags + branches: + - main # Also build on main branch for testing + - app-staging # Add app-staging for testing + pull_request: + branches: + - main # Test builds on PRs + +jobs: + build-exov2-macos: + runs-on: macos-15 + steps: + - name: Checkout code + uses: actions/checkout@v4 + with: + fetch-depth: 0 + + - name: Setup Rust (nightly) + uses: actions-rust-lang/setup-rust-toolchain@v1 + with: + toolchain: nightly + components: rustfmt, clippy + default: true + + - name: Set Rust toolchain override + run: | + rustup default nightly + cd rust && rustup override set nightly + + - name: Install Go + uses: actions/setup-go@v5 + with: + go-version: '1.21' + + - name: Install Just + run: | + brew install just + + - name: Install UV + uses: astral-sh/setup-uv@v6 + with: + enable-cache: true + cache-dependency-glob: uv.lock + + - name: Setup Python Environment + run: | + uv python install + uv sync --locked --all-extras + + - name: Build Rust Components + env: + RUSTFLAGS: "-A unused-imports -A dead-code -A unreachable-code" + run: | + just build-all + + - name: Install Python Bindings + run: | + uv pip install dist/exo_pyo3_bindings-*.whl + + - name: Verify Python Environment + run: | + uv run python -c "import exo_pyo3_bindings; print('Python bindings installed successfully')" + uv run python -c "import master.main; print('Master module available')" + uv run python -c "import worker.main; print('Worker module available')" + + - name: Prepare Code Signing Keychain + if: github.event_name == 'push' && startsWith(github.ref, 'refs/tags/v') + env: + MACOS_CERTIFICATE: ${{ secrets.MACOS_CERTIFICATE }} + MACOS_CERTIFICATE_PASSWORD: ${{ secrets.MACOS_CERTIFICATE_PASSWORD }} + PROVISIONING_PROFILE: ${{ secrets.PROVISIONING_PROFILE }} + run: | + security create-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain + security default-keychain -s exov2.keychain + security unlock-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain + + echo "$MACOS_CERTIFICATE" | base64 --decode > /tmp/exov2-certificate.p12 + security import /tmp/exov2-certificate.p12 -k exov2.keychain -P "$MACOS_CERTIFICATE_PASSWORD" -T /usr/bin/codesign + rm /tmp/exov2-certificate.p12 + security set-key-partition-list -S apple-tool:,apple:,codesign: -s -k "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain + + PROFILES_HOME="$HOME/Library/Developer/Xcode/UserData/Provisioning Profiles" + mkdir -p "$PROFILES_HOME" + PROFILE_PATH="$(mktemp "$PROFILES_HOME"/EXOV2_PP.provisionprofile)" + echo "$PROVISIONING_PROFILE" | base64 --decode > "$PROFILE_PATH" + + - name: Build Exo Swift App + env: + MACOS_CERTIFICATE_PASSWORD: ${{ secrets.MACOS_CERTIFICATE_PASSWORD }} + run: | + cd app/exov2 + sudo xcode-select -s /Applications/Xcode.app/Contents/Developer + + if [[ "${{ github.event_name }}" == "push" && "${{ github.ref }}" == refs/tags/v* ]]; then + # Release build with code signing + security unlock-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain + SIGNING_IDENTITY=$(security find-identity -v -p codesigning | awk -F '"' '{print $2}') + + xcodebuild clean build \ + -project exov2.xcodeproj \ + -scheme exov2 \ + -configuration Release \ + -derivedDataPath build \ + CODE_SIGNING_IDENTITY="$SIGNING_IDENTITY" \ + PROVISIONING_PROFILE_SPECIFIER="Exo Provisioning Profile" \ + CODE_SIGN_INJECT_BASE_ENTITLEMENTS=YES \ + OTHER_CODE_SIGN_FLAGS="--timestamp" + else + # Debug build without code signing for testing + xcodebuild clean build \ + -project exov2.xcodeproj \ + -scheme exov2 \ + -configuration Debug \ + -derivedDataPath build \ + CODE_SIGN_IDENTITY="" \ + CODE_SIGNING_REQUIRED=NO + fi + + mv build/Build/Products/*/exov2.app ../../ + + - name: Sign and Create DMG (Release only) + if: github.event_name == 'push' && startsWith(github.ref, 'refs/tags/v') + env: + APPLE_NOTARIZATION_USERNAME: ${{ secrets.APPLE_NOTARIZATION_USERNAME }} + APPLE_NOTARIZATION_PASSWORD: ${{ secrets.APPLE_NOTARIZATION_PASSWORD }} + APPLE_NOTARIZATION_TEAM: ${{ secrets.APPLE_NOTARIZATION_TEAM }} + MACOS_CERTIFICATE_PASSWORD: ${{ secrets.MACOS_CERTIFICATE_PASSWORD }} + run: | + security unlock-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain + SIGNING_IDENTITY=$(security find-identity -v -p codesigning | awk -F '"' '{print $2}') + + # Sign the app + /usr/bin/codesign --deep --force --timestamp --options runtime \ + --sign "$SIGNING_IDENTITY" exov2.app + + # Verify the signing + codesign -dvv exov2.app + + # Create DMG + mkdir -p tmp/dmg-contents + cp -r ./exov2.app tmp/dmg-contents/ + ln -s /Applications tmp/dmg-contents/Applications + VERSION=$(git describe --tags --abbrev=0 | sed 's/^v//') + + # Create and sign DMG + hdiutil create -volname "Exo" -srcfolder tmp/dmg-contents -ov -format UDZO exov2-${VERSION}.dmg + /usr/bin/codesign --deep --force --timestamp --options runtime \ + --sign "$SIGNING_IDENTITY" exov2-${VERSION}.dmg + + # Setup notarization credentials (optional - comment out if no notarization secrets) + if [[ -n "$APPLE_NOTARIZATION_USERNAME" ]]; then + xcrun notarytool store-credentials notary_pass \ + --apple-id "$APPLE_NOTARIZATION_USERNAME" \ + --password "$APPLE_NOTARIZATION_PASSWORD" \ + --team-id "$APPLE_NOTARIZATION_TEAM" + + # Submit for notarization + xcrun notarytool submit --wait \ + --team-id "$APPLE_NOTARIZATION_TEAM" \ + --keychain-profile notary_pass \ + exov2-${VERSION}.dmg + + # Staple the notarization + xcrun stapler staple exov2-${VERSION}.dmg + fi + + - name: Create DMG (Debug builds) + if: github.event_name != 'push' || !startsWith(github.ref, 'refs/tags/v') + run: | + mkdir -p tmp/dmg-contents + cp -r ./exov2.app tmp/dmg-contents/ + ln -s /Applications tmp/dmg-contents/Applications + VERSION=$(git rev-parse --short HEAD) + + hdiutil create -volname "Exo Debug" -srcfolder tmp/dmg-contents -ov -format UDZO exov2-debug-${VERSION}.dmg + + - name: Cleanup Keychain + if: always() && github.event_name == 'push' && startsWith(github.ref, 'refs/tags/v') + run: | + security default-keychain -s login.keychain + security delete-keychain exov2.keychain + + - name: Upload DMG file + uses: actions/upload-artifact@v4 + with: + name: exov2-dmg + path: exov2*.dmg + + - name: Upload App Bundle + uses: actions/upload-artifact@v4 + with: + name: exov2-app + path: exov2.app/ \ No newline at end of file diff --git a/.gitignore b/.gitignore index b3f86bdf..930ec3e1 100644 --- a/.gitignore +++ b/.gitignore @@ -11,3 +11,4 @@ networking/target/ networking/topology/target/ build/ +*.xcuserstate \ No newline at end of file diff --git a/app/exov2/.DS_Store b/app/exov2/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..31bdd03380300e0306e73c3b434af8c3be94bbaa GIT binary patch literal 6148 zcmeHKK}tk13{7+vA6z&~!A(yfj3=l=J;C5wnfZevGxQ@UF1z zkBSQ!B!Tv&Y0~CD_-#W(JiTovL}Maq&;(hO0TJ`y)Q&lifLzx&rX#wi1!Zan7TQLW 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PBXContainerItemProxy; + containerPortal = E07D64B22E36127E009BFB4D /* Project object */; + proxyType = 1; + remoteGlobalIDString = E07D64B92E36127E009BFB4D; + remoteInfo = exov2; + }; +/* End PBXContainerItemProxy section */ + +/* Begin PBXFileReference section */ + E07D64BA2E36127E009BFB4D /* exov2.app */ = {isa = PBXFileReference; explicitFileType = wrapper.application; includeInIndex = 0; path = exov2.app; sourceTree = BUILT_PRODUCTS_DIR; }; + E07D64CB2E36127F009BFB4D /* exov2Tests.xctest */ = {isa = PBXFileReference; explicitFileType = wrapper.cfbundle; includeInIndex = 0; path = exov2Tests.xctest; sourceTree = BUILT_PRODUCTS_DIR; }; + E07D64D52E36127F009BFB4D /* exov2UITests.xctest */ = {isa = PBXFileReference; explicitFileType = wrapper.cfbundle; includeInIndex = 0; path = exov2UITests.xctest; sourceTree = BUILT_PRODUCTS_DIR; }; +/* End PBXFileReference section */ + +/* Begin PBXFileSystemSynchronizedRootGroup section */ + E07D64BC2E36127E009BFB4D /* exov2 */ = { + isa = 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z()>yHOj`eKR2E+eq;RJc+U7^`|$Sh h?fUjb?GLwiw{K|Q)Q81FaJcl(%3A(u`D{P(e*o(K#H9cL literal 0 HcmV?d00001 diff --git a/app/exov2/exov2.xcodeproj/xcshareddata/xcschemes/exov2.xcscheme b/app/exov2/exov2.xcodeproj/xcshareddata/xcschemes/exov2.xcscheme new file mode 100644 index 00000000..b6afb5a7 --- /dev/null +++ b/app/exov2/exov2.xcodeproj/xcshareddata/xcschemes/exov2.xcscheme @@ -0,0 +1,109 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/app/exov2/exov2.xcodeproj/xcuserdata/samikhan.xcuserdatad/xcschemes/xcschememanagement.plist b/app/exov2/exov2.xcodeproj/xcuserdata/samikhan.xcuserdatad/xcschemes/xcschememanagement.plist new file mode 100644 index 00000000..f9edf8e6 --- /dev/null +++ b/app/exov2/exov2.xcodeproj/xcuserdata/samikhan.xcuserdatad/xcschemes/xcschememanagement.plist @@ -0,0 +1,32 @@ + + + + + SchemeUserState + + exov2.xcscheme_^#shared#^_ + + orderHint + 0 + + + SuppressBuildableAutocreation + + E07D64B92E36127E009BFB4D + + primary + + + E07D64CA2E36127F009BFB4D + + primary + + + E07D64D42E36127F009BFB4D + + primary + + + + + diff --git a/app/exov2/exov2/Preview Content/Preview Assets.xcassets/Contents.json b/app/exov2/exov2/Preview Content/Preview Assets.xcassets/Contents.json new file mode 100644 index 00000000..73c00596 --- /dev/null +++ b/app/exov2/exov2/Preview Content/Preview Assets.xcassets/Contents.json @@ -0,0 +1,6 @@ +{ + "info" : { + "author" : "xcode", + "version" : 1 + } +} diff --git a/app/exov2/exov2/ProcessManager.swift b/app/exov2/exov2/ProcessManager.swift new file mode 100644 index 00000000..81c5275a --- /dev/null +++ b/app/exov2/exov2/ProcessManager.swift @@ -0,0 +1,377 @@ +import Foundation +import OSLog +import SwiftUI +import AppKit +import ServiceManagement + +extension NSApplication { + func addTerminationHandler(_ handler: @escaping () -> Void) { + NSApp.setActivationPolicy(.accessory) + NotificationCenter.default.addObserver(forName: NSApplication.willTerminateNotification, + object: nil, + queue: .main) { _ in + handler() + } + } +} + +class ProcessManager: ObservableObject { + @Published var masterProcess: Process? + @Published var workerProcess: Process? + @Published var masterStatus: String = "Stopped" + @Published var workerStatus: String = "Stopped" + @Published var isLoginItemEnabled: Bool = false + @Published var isMasterMode: Bool = false // Default to replica mode (false) + + private var masterStdout: Pipe? + private var workerStdout: Pipe? + private let logger = Logger(subsystem: "exolabs.exov2", category: "ProcessManager") + + // Add file handle properties to track them + private var masterFileHandle: FileHandle? + private var workerFileHandle: FileHandle? + + private let loginService = SMAppService.mainApp + + // Find uv executable in common installation paths + private var uvPath: String? { + let commonPaths = [ + "/usr/local/bin/uv", + "/opt/homebrew/bin/uv", + "/usr/bin/uv", + "/bin/uv", + "/Users/\(NSUserName())/.cargo/bin/uv", + "/Users/\(NSUserName())/.local/bin/uv" + ] + + for path in commonPaths { + if FileManager.default.fileExists(atPath: path) { + return path + } + } + + // Try using 'which uv' command as fallback + let process = Process() + process.executableURL = URL(fileURLWithPath: "/usr/bin/which") + process.arguments = ["uv"] + + let pipe = Pipe() + process.standardOutput = pipe + process.standardError = Pipe() + + do { + try process.run() + process.waitUntilExit() + + if process.terminationStatus == 0 { + let data = pipe.fileHandleForReading.readDataToEndOfFile() + if let path = String(data: data, encoding: .utf8)?.trimmingCharacters(in: .whitespacesAndNewlines), + !path.isEmpty { + return path + } + } + } catch { + logger.error("Failed to run 'which uv': \(error.localizedDescription)") + } + + return nil + } + + // Project root path - assuming the app bundle is in the project directory + private var projectPath: URL? { + // Get the app bundle path and navigate to the project root + // This assumes the app is built/run from within the project directory + guard let bundlePath = Bundle.main.bundleURL.path as String? else { return nil } + + // Navigate up from the app bundle to find the project root + // Look for pyproject.toml to identify the project root + var currentPath = URL(fileURLWithPath: bundlePath) + while currentPath.pathComponents.count > 1 { + let pyprojectPath = currentPath.appendingPathComponent("pyproject.toml") + if FileManager.default.fileExists(atPath: pyprojectPath.path) { + return currentPath + } + currentPath = currentPath.deletingLastPathComponent() + } + + // Fallback: try to find project in common development locations + let homeDir = FileManager.default.homeDirectoryForCurrentUser + let commonPaths = [ + "exo", + "Projects/exo", + "Documents/exo", + "Desktop/exo" + ] + + for path in commonPaths { + let projectDir = homeDir.appendingPathComponent(path) + let pyprojectPath = projectDir.appendingPathComponent("pyproject.toml") + if FileManager.default.fileExists(atPath: pyprojectPath.path) { + return projectDir + } + } + + return nil + } + + init() { + // Add termination handler + NSApplication.shared.addTerminationHandler { [weak self] in + self?.stopAll() + } + + // Check if login item is enabled + isLoginItemEnabled = (loginService.status == .enabled) + + // Start processes automatically + startMaster() + DispatchQueue.main.asyncAfter(deadline: .now() + 2) { + self.startWorker() + } + } + + private func handleProcessOutput(_ pipe: Pipe, processName: String) -> FileHandle { + let fileHandle = pipe.fileHandleForReading + fileHandle.readabilityHandler = { [weak self] handle in + guard let data = try? handle.read(upToCount: 1024), + let output = String(data: data, encoding: .utf8) else { + return + } + + DispatchQueue.main.async { + self?.logger.info("\(processName) output: \(output)") + print("[\(processName)] \(output)") + } + } + return fileHandle + } + + private func cleanupProcess(process: Process?, fileHandle: FileHandle?, pipe: Pipe?) { + // Remove readability handler + fileHandle?.readabilityHandler = nil + + // Close file handles + try? fileHandle?.close() + try? pipe?.fileHandleForReading.close() + try? pipe?.fileHandleForWriting.close() + + // Terminate process if still running + if process?.isRunning == true { + process?.terminate() + } + } + + func startMaster() { + guard let projectPath = self.projectPath else { + masterStatus = "Error: Project directory not found" + logger.error("Could not find project directory with pyproject.toml") + return + } + + guard let uvPath = self.uvPath else { + masterStatus = "Error: uv not found" + logger.error("Could not find uv executable in common paths") + return + } + + // Cleanup any existing process + cleanupProcess(process: masterProcess, fileHandle: masterFileHandle, pipe: masterStdout) + + masterProcess = Process() + masterStdout = Pipe() + + // Use uv to run the master module + masterProcess?.executableURL = URL(fileURLWithPath: uvPath) + masterProcess?.arguments = ["run", "python", "-m", "master.main"] + masterProcess?.standardOutput = masterStdout + masterProcess?.standardError = masterStdout + + // Set up environment + var env = ProcessInfo.processInfo.environment + env["PYTHONUNBUFFERED"] = "1" + env["PYTHONPATH"] = projectPath.path + + // Set replica mode if not in master mode + if !self.isMasterMode { + env["EXO_RUN_AS_REPLICA"] = "1" + } + + masterProcess?.environment = env + + // Set working directory to project root + masterProcess?.currentDirectoryURL = projectPath + + // Store the file handle + masterFileHandle = handleProcessOutput(masterStdout!, processName: "Master") + + do { + logger.info("Starting master process with \(uvPath) run python -m master.main at \(projectPath.path)") + try masterProcess?.run() + masterStatus = "Running" + + masterProcess?.terminationHandler = { [weak self] process in + DispatchQueue.main.async { + let status = "Stopped (exit: \(process.terminationStatus))" + self?.masterStatus = status + self?.logger.error("Master process terminated: \(status)") + // Cleanup on termination + self?.cleanupProcess(process: self?.masterProcess, + fileHandle: self?.masterFileHandle, + pipe: self?.masterStdout) + } + } + } catch { + masterStatus = "Error: \(error.localizedDescription)" + logger.error("Failed to start master: \(error.localizedDescription)") + cleanupProcess(process: masterProcess, fileHandle: masterFileHandle, pipe: masterStdout) + } + } + + func startWorker() { + guard let projectPath = self.projectPath else { + workerStatus = "Error: Project directory not found" + logger.error("Could not find project directory with pyproject.toml") + return + } + + guard let uvPath = self.uvPath else { + workerStatus = "Error: uv not found" + logger.error("Could not find uv executable in common paths") + return + } + + // Cleanup any existing process + cleanupProcess(process: workerProcess, fileHandle: workerFileHandle, pipe: workerStdout) + + workerProcess = Process() + workerStdout = Pipe() + + // Use uv to run the worker module + workerProcess?.executableURL = URL(fileURLWithPath: uvPath) + workerProcess?.arguments = ["run", "python", "-m", "worker.main"] + workerProcess?.standardOutput = workerStdout + workerProcess?.standardError = workerStdout + + // Set up environment + var env = ProcessInfo.processInfo.environment + env["PYTHONUNBUFFERED"] = "1" + env["PYTHONPATH"] = projectPath.path + workerProcess?.environment = env + + // Set working directory to project root + workerProcess?.currentDirectoryURL = projectPath + + // Store the file handle + workerFileHandle = handleProcessOutput(workerStdout!, processName: "Worker") + + do { + logger.info("Starting worker process with \(uvPath) run python -m worker.main at \(projectPath.path)") + try workerProcess?.run() + workerStatus = "Running" + + workerProcess?.terminationHandler = { [weak self] process in + DispatchQueue.main.async { + let status = "Stopped (exit: \(process.terminationStatus))" + self?.workerStatus = status + self?.logger.error("Worker process terminated: \(status)") + // Cleanup on termination + self?.cleanupProcess(process: self?.workerProcess, + fileHandle: self?.workerFileHandle, + pipe: self?.workerStdout) + } + } + } catch { + workerStatus = "Error: \(error.localizedDescription)" + logger.error("Failed to start worker: \(error.localizedDescription)") + cleanupProcess(process: workerProcess, fileHandle: workerFileHandle, pipe: workerStdout) + } + } + + func stopAll() { + logger.info("Stopping all processes") + + // Clean up master process + cleanupProcess(process: masterProcess, fileHandle: masterFileHandle, pipe: masterStdout) + masterProcess = nil + masterStdout = nil + masterFileHandle = nil + masterStatus = "Stopped" + + // Clean up worker process + cleanupProcess(process: workerProcess, fileHandle: workerFileHandle, pipe: workerStdout) + workerProcess = nil + workerStdout = nil + workerFileHandle = nil + workerStatus = "Stopped" + } + + func checkBinaries() -> Bool { + guard let projectPath = self.projectPath else { + logger.error("Could not find project directory") + return false + } + + guard let uvPath = self.uvPath else { + logger.error("Could not find uv executable") + return false + } + + let fileManager = FileManager.default + let pyprojectPath = projectPath.appendingPathComponent("pyproject.toml").path + let masterPath = projectPath.appendingPathComponent("master/main.py").path + let workerPath = projectPath.appendingPathComponent("worker/main.py").path + + let uvExists = fileManager.fileExists(atPath: uvPath) + let pyprojectExists = fileManager.fileExists(atPath: pyprojectPath) + let masterExists = fileManager.fileExists(atPath: masterPath) + let workerExists = fileManager.fileExists(atPath: workerPath) + + if !uvExists { + logger.error("uv not found at \(uvPath)") + } + if !pyprojectExists { + logger.error("pyproject.toml not found at \(pyprojectPath)") + } + if !masterExists { + logger.error("master/main.py not found at \(masterPath)") + } + if !workerExists { + logger.error("worker/main.py not found at \(workerPath)") + } + + return uvExists && pyprojectExists && masterExists && workerExists + } + + func toggleLoginItem() { + do { + if isLoginItemEnabled { + try loginService.unregister() + } else { + try loginService.register() + } + isLoginItemEnabled = (loginService.status == .enabled) + } catch { + logger.error("Failed to toggle login item: \(error.localizedDescription)") + } + } + + func toggleMasterMode() { + isMasterMode.toggle() + logger.info("Toggling master mode to: \(self.isMasterMode ? "Master" : "Replica")") + + // Restart master process with new mode + if masterProcess?.isRunning == true { + // Clean up current master process + cleanupProcess(process: masterProcess, fileHandle: masterFileHandle, pipe: masterStdout) + masterProcess = nil + masterStdout = nil + masterFileHandle = nil + masterStatus = "Stopped" + + // Start master with new mode after a brief delay + DispatchQueue.main.asyncAfter(deadline: .now() + 0.5) { + self.startMaster() + } + } + } +} \ No newline at end of file diff --git a/app/exov2/exov2/exov2.entitlements b/app/exov2/exov2/exov2.entitlements new file mode 100644 index 00000000..9b5d06d4 --- /dev/null +++ b/app/exov2/exov2/exov2.entitlements @@ -0,0 +1,14 @@ + + + + + com.apple.security.app-sandbox + + com.apple.security.cs.allow-unsigned-executable-memory + + com.apple.security.cs.disable-library-validation + + com.apple.security.automation.apple-events + + + diff --git a/app/exov2/exov2/exov2App.swift b/app/exov2/exov2/exov2App.swift new file mode 100644 index 00000000..2a6910b6 --- /dev/null +++ b/app/exov2/exov2/exov2App.swift @@ -0,0 +1,115 @@ +// +// exov2App.swift +// exov2 +// +// Created by Sami Khan on 2025-07-27. +// + +import SwiftUI +import AppKit +import Foundation +import OSLog +import ServiceManagement + +@main +struct exov2App: App { + @StateObject private var processManager = ProcessManager() + + private func resizedMenuBarIcon(named: String, size: CGFloat = 18.0) -> NSImage? { + guard let original = NSImage(named: named) else { + print("Failed to load image named: \(named)") + return nil + } + + let resized = NSImage(size: NSSize(width: size, height: size), flipped: false) { rect in + NSGraphicsContext.current?.imageInterpolation = .high + original.draw(in: rect) + return true + } + + resized.isTemplate = false + resized.size = NSSize(width: size, height: size) + return resized + } + + var body: some Scene { + MenuBarExtra { + MenuBarView(processManager: processManager) + } label: { + if let resizedImage = resizedMenuBarIcon(named: "menubar-icon") { + Image(nsImage: resizedImage) + .opacity(processManager.masterStatus == "Running" ? 1.0 : 0.5) + } + } + .menuBarExtraStyle(.window) + } +} + +struct MenuBarView: View { + @ObservedObject var processManager: ProcessManager + + var body: some View { + VStack(alignment: .leading, spacing: 8) { + StatusSection(processManager: processManager) + + Divider() + + Toggle("Launch at Login", isOn: Binding( + get: { processManager.isLoginItemEnabled }, + set: { _ in processManager.toggleLoginItem() } + )) + .padding(.horizontal) + + Toggle("Is Master?", isOn: Binding( + get: { processManager.isMasterMode }, + set: { _ in processManager.toggleMasterMode() } + )) + .padding(.horizontal) + + Divider() + + Button("Quit") { + NSApplication.shared.terminate(nil) + } + } + .padding() + .frame(width: 250) + .onAppear { + if !processManager.checkBinaries() { + showEnvironmentError() + } + } + } + + private func showEnvironmentError() { + let alert = NSAlert() + alert.messageText = "Python Environment Error" + alert.informativeText = "Could not find the required Python environment, uv, or project files. Please ensure uv is installed and the project directory is accessible." + alert.alertStyle = .critical + alert.addButton(withTitle: "OK") + alert.runModal() + NSApplication.shared.terminate(nil) + } +} + +struct StatusSection: View { + @ObservedObject var processManager: ProcessManager + + var body: some View { + VStack(alignment: .leading, spacing: 4) { + HStack { + Text("Master:") + .bold() + Text(processManager.masterStatus) + .foregroundColor(processManager.masterStatus == "Running" ? .green : .red) + } + + HStack { + Text("Worker:") + .bold() + Text(processManager.workerStatus) + .foregroundColor(processManager.workerStatus == "Running" ? .green : .red) + } + } + } +} diff --git a/app/exov2/exov2Tests/exov2Tests.swift b/app/exov2/exov2Tests/exov2Tests.swift new file mode 100644 index 00000000..dd137fbd --- /dev/null +++ b/app/exov2/exov2Tests/exov2Tests.swift @@ -0,0 +1,17 @@ +// +// exov2Tests.swift +// exov2Tests +// +// Created by Sami Khan on 2025-07-27. +// + +import Testing +@testable import exov2 + +struct exov2Tests { + + @Test func example() async throws { + // Write your test here and use APIs like `#expect(...)` to check expected conditions. + } + +} diff --git a/app/exov2/exov2UITests/exov2UITests.swift b/app/exov2/exov2UITests/exov2UITests.swift new file mode 100644 index 00000000..db1586a9 --- /dev/null +++ b/app/exov2/exov2UITests/exov2UITests.swift @@ -0,0 +1,43 @@ +// +// exov2UITests.swift +// exov2UITests +// +// Created by Sami Khan on 2025-07-27. +// + +import XCTest + +final class exov2UITests: XCTestCase { + + override func setUpWithError() throws { + // Put setup code here. This method is called before the invocation of each test method in the class. + + // In UI tests it is usually best to stop immediately when a failure occurs. + continueAfterFailure = false + + // In UI tests it’s important to set the initial state - such as interface orientation - required for your tests before they run. The setUp method is a good place to do this. + } + + override func tearDownWithError() throws { + // Put teardown code here. This method is called after the invocation of each test method in the class. + } + + @MainActor + func testExample() throws { + // UI tests must launch the application that they test. + let app = XCUIApplication() + app.launch() + + // Use XCTAssert and related functions to verify your tests produce the correct results. + } + + @MainActor + func testLaunchPerformance() throws { + if #available(macOS 10.15, iOS 13.0, tvOS 13.0, watchOS 7.0, *) { + // This measures how long it takes to launch your application. + measure(metrics: [XCTApplicationLaunchMetric()]) { + XCUIApplication().launch() + } + } + } +} diff --git a/app/exov2/exov2UITests/exov2UITestsLaunchTests.swift b/app/exov2/exov2UITests/exov2UITestsLaunchTests.swift new file mode 100644 index 00000000..928b4443 --- /dev/null +++ b/app/exov2/exov2UITests/exov2UITestsLaunchTests.swift @@ -0,0 +1,33 @@ +// +// exov2UITestsLaunchTests.swift +// exov2UITests +// +// Created by Sami Khan on 2025-07-27. +// + +import XCTest + +final class exov2UITestsLaunchTests: XCTestCase { + + override class var runsForEachTargetApplicationUIConfiguration: Bool { + true + } + + override func setUpWithError() throws { + continueAfterFailure = false + } + + @MainActor + func testLaunch() throws { + let app = XCUIApplication() + app.launch() + + // Insert steps here to perform after app launch but before taking a screenshot, + // such as logging into a test account or navigating somewhere in the app + + let attachment = XCTAttachment(screenshot: app.screenshot()) + attachment.name = "Launch Screen" + attachment.lifetime = .keepAlways + add(attachment) + } +} From 92c9688bf0c3a054112d5567d064bc6da1eb858e Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Sat, 2 Aug 2025 08:16:39 -0700 Subject: [PATCH 134/224] Remove rust --- .idea/exo-v2.iml | 10 - flake.lock | 29 +- flake.nix | 15 +- master/discovery_supervisor.py | 136 ----- master/main.py | 16 +- master/tests/test_master.py | 2 +- pyproject.toml | 9 +- rust/.gitignore | 11 - rust/Cargo.toml | 166 ------ rust/clippy.toml | 2 - rust/discovery/Cargo.toml | 39 -- rust/discovery/src/behaviour.rs | 244 -------- rust/discovery/src/lib.rs | 149 ----- rust/discovery/src/transport.rs | 81 --- rust/discovery/tests/dummy.rs | 8 - rust/exo_pyo3_bindings/Cargo.toml | 76 --- rust/exo_pyo3_bindings/README.md | 1 - rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi | 170 ------ rust/exo_pyo3_bindings/pyproject.toml | 35 -- rust/exo_pyo3_bindings/src/bin/stub_gen.rs | 32 -- rust/exo_pyo3_bindings/src/discovery.rs | 520 ------------------ rust/exo_pyo3_bindings/src/lib.rs | 101 ---- .../src/pylibp2p/connection.rs | 36 -- rust/exo_pyo3_bindings/src/pylibp2p/ident.rs | 160 ------ rust/exo_pyo3_bindings/src/pylibp2p/mod.rs | 3 - .../src/pylibp2p/multiaddr.rs | 81 --- rust/exo_pyo3_bindings/tests/dummy.rs | 54 -- rust/exo_pyo3_bindings/tests/test_python.py | 129 ----- rust/master_election/Cargo.toml | 41 -- rust/master_election/src/cel/centrality.rs | 36 -- rust/master_election/src/cel/messaging.rs | 57 -- rust/master_election/src/cel/mod.rs | 333 ----------- rust/master_election/src/communicator.rs | 35 -- rust/master_election/src/lib.rs | 44 -- rust/master_election/src/participant.rs | 203 ------- rust/master_election/tests/dummy.rs | 8 - rust/rust-toolchain.toml | 2 - rust/util/Cargo.toml | 26 - rust/util/fn_pipe/Cargo.toml | 16 - rust/util/fn_pipe/proc/Cargo.toml | 20 - rust/util/fn_pipe/proc/src/lib.rs | 201 ------- rust/util/fn_pipe/src/lib.rs | 35 -- rust/util/src/lib.rs | 53 -- rust/util/src/nonempty.rs | 145 ----- shared/pyproject.toml | 2 + shared/types/common.py | 1 + shared/utils.py | 234 +++++++- uv.lock | 118 ++-- 48 files changed, 305 insertions(+), 3620 deletions(-) delete mode 100644 master/discovery_supervisor.py delete mode 100644 rust/.gitignore delete mode 100644 rust/Cargo.toml delete mode 100644 rust/clippy.toml delete mode 100644 rust/discovery/Cargo.toml delete mode 100644 rust/discovery/src/behaviour.rs delete mode 100644 rust/discovery/src/lib.rs delete mode 100644 rust/discovery/src/transport.rs delete mode 100644 rust/discovery/tests/dummy.rs delete mode 100644 rust/exo_pyo3_bindings/Cargo.toml delete mode 100644 rust/exo_pyo3_bindings/README.md delete mode 100644 rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi delete mode 100644 rust/exo_pyo3_bindings/pyproject.toml delete mode 100644 rust/exo_pyo3_bindings/src/bin/stub_gen.rs delete mode 100644 rust/exo_pyo3_bindings/src/discovery.rs delete mode 100644 rust/exo_pyo3_bindings/src/lib.rs delete mode 100644 rust/exo_pyo3_bindings/src/pylibp2p/connection.rs delete mode 100644 rust/exo_pyo3_bindings/src/pylibp2p/ident.rs delete mode 100644 rust/exo_pyo3_bindings/src/pylibp2p/mod.rs delete mode 100644 rust/exo_pyo3_bindings/src/pylibp2p/multiaddr.rs delete mode 100644 rust/exo_pyo3_bindings/tests/dummy.rs delete mode 100644 rust/exo_pyo3_bindings/tests/test_python.py delete mode 100644 rust/master_election/Cargo.toml delete mode 100644 rust/master_election/src/cel/centrality.rs delete mode 100644 rust/master_election/src/cel/messaging.rs delete mode 100644 rust/master_election/src/cel/mod.rs delete mode 100644 rust/master_election/src/communicator.rs delete mode 100644 rust/master_election/src/lib.rs delete mode 100644 rust/master_election/src/participant.rs delete mode 100644 rust/master_election/tests/dummy.rs delete mode 100644 rust/rust-toolchain.toml delete mode 100644 rust/util/Cargo.toml delete mode 100644 rust/util/fn_pipe/Cargo.toml delete mode 100644 rust/util/fn_pipe/proc/Cargo.toml delete mode 100644 rust/util/fn_pipe/proc/src/lib.rs delete mode 100644 rust/util/fn_pipe/src/lib.rs delete mode 100644 rust/util/src/lib.rs delete mode 100644 rust/util/src/nonempty.rs diff --git a/.idea/exo-v2.iml b/.idea/exo-v2.iml index d0dab3c0..e4d93c64 100644 --- a/.idea/exo-v2.iml +++ b/.idea/exo-v2.iml @@ -7,21 +7,11 @@ - - - - - - - - - - diff --git a/flake.lock b/flake.lock index e4210f4f..5feb92a9 100644 --- a/flake.lock +++ b/flake.lock @@ -20,11 +20,11 @@ }, "nixpkgs": { "locked": { - "lastModified": 1752950548, - "narHash": "sha256-NS6BLD0lxOrnCiEOcvQCDVPXafX1/ek1dfJHX1nUIzc=", + "lastModified": 1753939845, + "narHash": "sha256-K2ViRJfdVGE8tpJejs8Qpvvejks1+A4GQej/lBk5y7I=", "owner": "NixOS", "repo": "nixpkgs", - "rev": "c87b95e25065c028d31a94f06a62927d18763fdf", + "rev": "94def634a20494ee057c76998843c015909d6311", "type": "github" }, "original": { @@ -37,28 +37,7 @@ "root": { "inputs": { "flake-utils": "flake-utils", - "nixpkgs": "nixpkgs", - "rust-overlay": "rust-overlay" - } - }, - "rust-overlay": { - "inputs": { - "nixpkgs": [ - "nixpkgs" - ] - }, - "locked": { - "lastModified": 1753156081, - "narHash": "sha256-N+8LM+zvS6cP+VG2vxgEEDCyX1T9EUq9wXTSvGwX9TM=", - "owner": "oxalica", - "repo": "rust-overlay", - "rev": "8610c0f3801fc8dec7eb4b79c95fb39d16f38a80", - "type": "github" - }, - "original": { - "owner": "oxalica", - "repo": "rust-overlay", - "type": "github" + "nixpkgs": "nixpkgs" } }, "systems": { diff --git a/flake.nix b/flake.nix index 31f2b0c5..4fe1f075 100644 --- a/flake.nix +++ b/flake.nix @@ -7,18 +7,13 @@ url = "github:numtide/flake-utils"; inputs.nixpkgs.follows = "nixpkgs"; }; - rust-overlay = { - url = "github:oxalica/rust-overlay"; - inputs.nixpkgs.follows = "nixpkgs"; - }; }; - outputs = { self, nixpkgs, rust-overlay, flake-utils }: + outputs = { self, nixpkgs, flake-utils }: flake-utils.lib.eachDefaultSystem (system: let - overlays = [ (import rust-overlay) ]; pkgs = (import nixpkgs) { - inherit system overlays; + inherit system; }; # Go 1.23 compiler – align with go.mod @@ -38,11 +33,6 @@ buildInputs = with pkgs; [ ]; nativeBuildInputs = with pkgs; [ - # This sets up the rust suite, automatically selecting the latest nightly version - (rust-bin.selectLatestNightlyWith - (toolchain: toolchain.default.override { - extensions = [ "rust-src" "clippy" ]; - })) ]; in { @@ -80,7 +70,6 @@ ''; nativeBuildInputs = with pkgs; [ - cargo-expand nixpkgs-fmt cmake ] ++ buildInputs ++ nativeBuildInputs; diff --git a/master/discovery_supervisor.py b/master/discovery_supervisor.py deleted file mode 100644 index 08f2c072..00000000 --- a/master/discovery_supervisor.py +++ /dev/null @@ -1,136 +0,0 @@ -import asyncio -import logging - -from exo_pyo3_bindings import ConnectionUpdate, DiscoveryService, Keypair - -from shared.db import AsyncSQLiteEventStorage -from shared.types.common import NodeId -from shared.types.events import TopologyEdgeCreated, TopologyEdgeDeleted -from shared.types.multiaddr import Multiaddr -from shared.types.topology import Connection - - -class DiscoverySupervisor: - def __init__(self, node_id_keypair: Keypair, node_id: NodeId, global_events: AsyncSQLiteEventStorage, - logger: logging.Logger): - self.global_events = global_events - self.logger = logger - self.node_id = node_id - - # configure callbacks - self.discovery_service = DiscoveryService(node_id_keypair) - self._add_connected_callback() - self._add_disconnected_callback() - - def _add_connected_callback(self): - stream_get, stream_put = _make_iter() - self.discovery_service.add_connected_callback(stream_put) - - async def run(): - async for c in stream_get: - await self._connected_callback(c) - - return asyncio.create_task(run()) - - def _add_disconnected_callback(self): - stream_get, stream_put = _make_iter() - - async def run(): - async for c in stream_get: - await self._disconnected_callback(c) - - self.discovery_service.add_disconnected_callback(stream_put) - return asyncio.create_task(run()) - - async def _connected_callback(self, e: ConnectionUpdate) -> None: - local_node_id = self.node_id - send_back_node_id = NodeId(e.peer_id.to_base58()) - local_multiaddr = Multiaddr(address=str(e.local_addr)) - send_back_multiaddr = Multiaddr(address=str(e.send_back_addr)) - connection_profile = None - - if send_back_multiaddr.ipv4_address == local_multiaddr.ipv4_address: - return - - topology_edge_created = TopologyEdgeCreated(edge=Connection( - local_node_id=local_node_id, - send_back_node_id=send_back_node_id, - local_multiaddr=local_multiaddr, - send_back_multiaddr=send_back_multiaddr, - connection_profile=connection_profile - )) - self.logger.info( - msg=f"CONNECTED CALLBACK: {local_node_id} -> {send_back_node_id}, {local_multiaddr} -> {send_back_multiaddr}") - await self.global_events.append_events( - [topology_edge_created], - self.node_id - ) - - async def _disconnected_callback(self, e: ConnectionUpdate) -> None: - local_node_id = self.node_id - send_back_node_id = NodeId(e.peer_id.to_base58()) - local_multiaddr = Multiaddr(address=str(e.local_addr)) - send_back_multiaddr = Multiaddr(address=str(e.send_back_addr)) - connection_profile = None - - topology_edge_created = TopologyEdgeDeleted(edge=Connection( - local_node_id=local_node_id, - send_back_node_id=send_back_node_id, - local_multiaddr=local_multiaddr, - send_back_multiaddr=send_back_multiaddr, - connection_profile=connection_profile - )) - self.logger.error( - msg=f"DISCONNECTED CALLBACK: {local_node_id} -> {send_back_node_id}, {local_multiaddr} -> {send_back_multiaddr}") - await self.global_events.append_events( - [topology_edge_created], - self.node_id - ) - - -def _make_iter(): # TODO: generalize to generic utility - loop = asyncio.get_event_loop() - queue: asyncio.Queue[ConnectionUpdate] = asyncio.Queue() - - def put(c: ConnectionUpdate) -> None: - loop.call_soon_threadsafe(queue.put_nowait, c) - - async def get(): - while True: - yield await queue.get() - - return get(), put - -# class MyClass: # TODO: figure out how to make pydantic integrate with Multiaddr -# def __init__(self, data: str): -# self.data = data -# -# @staticmethod -# def from_str(s: str, _i: ValidationInfo) -> 'MyClass': -# return MyClass(s) -# -# def __str__(self): -# return self.data -# -# @classmethod -# def __get_pydantic_core_schema__( -# cls, source_type: type[any], handler: GetCoreSchemaHandler -# ) -> CoreSchema: -# return core_schema.with_info_after_validator_function( -# function=MyClass.from_str, -# schema=core_schema.bytes_schema(), -# serialization=core_schema.to_string_ser_schema() -# ) -# -# -# # Use directly in a model (no Annotated needed) -# class ExampleModel(BaseModel): -# field: MyClass -# -# -# m = ExampleModel(field=MyClass("foo")) -# d = m.model_dump() -# djs = m.model_dump_json() -# -# print(d) -# print(djs) diff --git a/master/main.py b/master/main.py index 0b991e96..b3622694 100644 --- a/master/main.py +++ b/master/main.py @@ -6,11 +6,7 @@ import traceback from pathlib import Path from typing import List -from exo_pyo3_bindings import Keypair - from master.api import start_fastapi_server - -# from master.discovery_supervisor import DiscoverySupervisor from master.election_callback import ElectionCallbacks from master.forwarder_supervisor import ForwarderRole, ForwarderSupervisor from master.placement import get_instance_placements, get_transition_events @@ -34,7 +30,7 @@ from shared.types.events.commands import ( from shared.types.state import State from shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus, TaskType from shared.types.worker.instances import Instance -from shared.utils import get_node_id_keypair +from shared.utils import Keypair, get_node_id_keypair class Master: @@ -42,17 +38,11 @@ class Master: global_events: AsyncSQLiteEventStorage, worker_events: AsyncSQLiteEventStorage, forwarder_binary_path: Path, logger: logging.Logger): self.state = State() + self.node_id_keypair = node_id_keypair self.node_id = node_id self.command_buffer = command_buffer self.global_events = global_events self.worker_events = worker_events - # self.discovery_supervisor = DiscoverySupervisor( - # node_id_keypair, - # node_id, - # # TODO: needs to be more general for when we have master election - # worker_events if os.getenv('EXO_RUN_AS_REPLICA') in set(['TRUE', 'true', '1']) else global_events, - # logger - # ) self.forwarder_supervisor = ForwarderSupervisor( self.node_id, forwarder_binary_path=forwarder_binary_path, @@ -191,7 +181,7 @@ async def main(): logger.info('Running FastAPI server in a separate thread. Listening on port 8000.') master = Master(node_id_keypair, node_id, command_buffer, global_events, worker_events, - forwarder_binary_path=Path("./build/forwarder"), logger=logger) + Path("./build/forwarder"), logger) await master.run() diff --git a/master/tests/test_master.py b/master/tests/test_master.py index a6649495..6e3f9731 100644 --- a/master/tests/test_master.py +++ b/master/tests/test_master.py @@ -5,7 +5,6 @@ from pathlib import Path from typing import List, Sequence import pytest -from exo_pyo3_bindings import Keypair from master.main import Master from shared.db.sqlite.config import EventLogConfig @@ -35,6 +34,7 @@ from shared.types.tasks import ChatCompletionTask, TaskStatus, TaskType from shared.types.worker.common import InstanceId from shared.types.worker.instances import Instance, InstanceStatus, ShardAssignments from shared.types.worker.shards import PartitionStrategy, PipelineShardMetadata +from shared.utils import Keypair def _create_forwarder_dummy_binary() -> Path: diff --git a/pyproject.toml b/pyproject.toml index 2404533f..dd310a8a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -11,13 +11,14 @@ dependencies = [ "exo-worker", "types-aiofiles>=24.1.0.20250708", "typeguard>=4.4.4", - "pydantic>=2.11.7" + "pydantic>=2.11.7", + "base58>=2.1.1", + "cryptography>=45.0.5", ] # dependencies only required for development [dependency-groups] dev = [ - "maturin>=1.9.0", "pytest>=8.4.0", "pytest-asyncio>=1.0.0", "ruff>=0.11.13", @@ -38,8 +39,7 @@ members = [ "master", "worker", "shared", - "engines/*", - "rust/exo_pyo3_bindings", + "engines/*" ] [tool.uv.sources] @@ -47,7 +47,6 @@ exo-shared = { workspace = true } exo-master = { workspace = true } exo-worker = { workspace = true } exo-engine-mlx = { workspace = true } -exo-pyo3-bindings = { workspace = true } [build-system] requires = ["hatchling"] diff --git a/rust/.gitignore b/rust/.gitignore deleted file mode 100644 index e9c71ef3..00000000 --- a/rust/.gitignore +++ /dev/null @@ -1,11 +0,0 @@ -/target -compile -.* -./*.wacc -*.s -*.core -.wacc -*.png -*.dot - -Cargo.lock \ No newline at end of file diff --git a/rust/Cargo.toml b/rust/Cargo.toml deleted file mode 100644 index 8cbb5684..00000000 --- a/rust/Cargo.toml +++ /dev/null @@ -1,166 +0,0 @@ -[workspace] -resolver = "3" -members = [ - "discovery", - "exo_pyo3_bindings", - "master_election", - "util", - "util/fn_pipe", - "util/fn_pipe/proc", -] - -[workspace.package] -version = "0.0.1" -edition = "2024" - -[profile.dev] -opt-level = 1 -debug = true - -[profile.release] -opt-level = 3 - -# Common shared dependendencies configured once at the workspace -# level, to be re-used more easily across workspace member crates. -# -# Common configurations include versions, paths, features, etc. -[workspace.dependencies] -## Crate members as common dependencies -discovery = { path = "discovery" } -master_election = { path = "master_election" } -util = { path = "util" } -exo_pyo3_bindings = { path = "exo_pyo3_bindings" } -fn_pipe = { path = "util/fn_pipe" } -fn_pipe_proc = { path = "util/fn_pipe/proc" } - - -# Proc-macro authoring tools -syn = "2.0" -quote = "1.0" -proc-macro2 = "1.0" -darling = "0.20" -# Macro dependecies -extend = "1.2" -delegate = "0.13" -impl-trait-for-tuples = "0.2" -clap = "4.5" -derive_more = { version = "2.0.1", features = ["display"] } -# Utility dependencies -itertools = "0.14" -thiserror = "2" -internment = "0.8" -recursion = "0.5" -regex = "1.11" -once_cell = "1.21" -thread_local = "1.1" -bon = "3.4" -generativity = "1.1" -anyhow = "1.0" -keccak-const = "0.2" -# Functional generics/lenses frameworks -frunk_core = "0.4" -frunk = "0.4" -frunk_utils = "0.2" -frunk-enum-core = "0.3" -# Async dependencies -tokio = "1.46" -futures = "0.3" -futures-util = "0.3" -# Data structures -either = "1.15" -ordered-float = "5.0" -ahash = "0.8" -# networking -libp2p = "0.56" -libp2p-tcp = "0.44" -# interop -pyo3 = "0.25" -#pyo3-stub-gen = { git = "https://github.com/Jij-Inc/pyo3-stub-gen.git", rev = "d2626600e52452e71095c57e721514de748d419d" } # v0.11 not yet published to crates -pyo3-stub-gen = { git = "https://github.com/cstruct/pyo3-stub-gen.git", rev = "a935099276fa2d273496a2759d4af7177a6acd57" } # This fork adds support for type overrides => not merged yet!!! -pyo3-async-runtimes = "0.25" - -[workspace.lints.rust] -static_mut_refs = "warn" # Or use "warn" instead of deny -incomplete_features = "allow" - -# Clippy's lint category level configurations; -# every member crate needs to inherit these by adding -# -# ```toml -# [lints] -# workspace = true -# ``` -# -# to their `Cargo.toml` files -[workspace.lints.clippy] -# Clippy lint categories meant to be enabled all at once -correctness = { level = "deny", priority = -1 } -suspicious = { level = "warn", priority = -1 } -style = { level = "warn", priority = -1 } -complexity = { level = "warn", priority = -1 } -perf = { level = "warn", priority = -1 } -pedantic = { level = "warn", priority = -1 } -nursery = { level = "warn", priority = -1 } -cargo = { level = "warn", priority = -1 } - -# Individual Clippy lints from the `restriction` category -arithmetic_side_effects = "warn" -as_conversions = "warn" -assertions_on_result_states = "warn" -clone_on_ref_ptr = "warn" -decimal_literal_representation = "warn" -default_union_representation = "warn" -deref_by_slicing = "warn" -disallowed_script_idents = "deny" -else_if_without_else = "warn" -empty_enum_variants_with_brackets = "warn" -empty_structs_with_brackets = "warn" -error_impl_error = "warn" -exit = "deny" -expect_used = "warn" -float_cmp_const = "warn" -get_unwrap = "warn" -if_then_some_else_none = "warn" -impl_trait_in_params = "warn" -indexing_slicing = "warn" -infinite_loop = "warn" -let_underscore_must_use = "warn" -let_underscore_untyped = "warn" -lossy_float_literal = "warn" -mem_forget = "warn" -missing_inline_in_public_items = "warn" -multiple_inherent_impl = "warn" -multiple_unsafe_ops_per_block = "warn" -mutex_atomic = "warn" -non_zero_suggestions = "warn" -panic = "warn" -partial_pub_fields = "warn" -pattern_type_mismatch = "warn" -pub_without_shorthand = "warn" -rc_buffer = "warn" -rc_mutex = "warn" -redundant_type_annotations = "warn" -renamed_function_params = "warn" -rest_pat_in_fully_bound_structs = "warn" -same_name_method = "warn" -self_named_module_files = "deny" -semicolon_inside_block = "warn" -shadow_same = "warn" -shadow_unrelated = "warn" -str_to_string = "warn" -string_add = "warn" -string_lit_chars_any = "warn" -string_to_string = "warn" -tests_outside_test_module = "warn" -todo = "warn" -try_err = "warn" -undocumented_unsafe_blocks = "warn" -unnecessary_safety_comment = "warn" -unnecessary_safety_doc = "warn" -unneeded_field_pattern = "warn" -unseparated_literal_suffix = "warn" -unused_result_ok = "warn" -unused_trait_names = "warn" -unwrap_used = "warn" -verbose_file_reads = "warn" -static_mut_refs = "warn" \ No newline at end of file diff --git a/rust/clippy.toml b/rust/clippy.toml deleted file mode 100644 index 6d5a6187..00000000 --- a/rust/clippy.toml +++ /dev/null @@ -1,2 +0,0 @@ -# we can manually exclude false-positive lint errors for dual packages (if in dependencies) -#allowed-duplicate-crates = ["hashbrown"] \ No newline at end of file diff --git a/rust/discovery/Cargo.toml b/rust/discovery/Cargo.toml deleted file mode 100644 index ff94a8be..00000000 --- a/rust/discovery/Cargo.toml +++ /dev/null @@ -1,39 +0,0 @@ -[package] -name = "discovery" -version = { workspace = true } -edition = { workspace = true } -publish = false - -[lib] -doctest = false -name = "discovery" -path = "src/lib.rs" - -[lints] -workspace = true - -[dependencies] -# macro dependencies -extend = { workspace = true } -delegate = { workspace = true } -impl-trait-for-tuples = { workspace = true } -derive_more = { workspace = true } - -# Async -tokio = { workspace = true, features = ["full"] } -futures = { workspace = true } - -# utility dependencies -#util = { workspace = true } -#fn_pipe = { workspace = true } -thiserror = { workspace = true } -#internment = { workspace = true } -#recursion = { workspace = true } -#generativity = { workspace = true } -#itertools = { workspace = true } -tracing-subscriber = { version = "0.3.19", features = ["default", "env-filter"] } -keccak-const = { workspace = true } -log = "0.4" - -# Networking -libp2p = { workspace = true, features = ["full"] } \ No newline at end of file diff --git a/rust/discovery/src/behaviour.rs b/rust/discovery/src/behaviour.rs deleted file mode 100644 index 382fe241..00000000 --- a/rust/discovery/src/behaviour.rs +++ /dev/null @@ -1,244 +0,0 @@ -use crate::alias::AnyResult; -use libp2p::core::Endpoint; -use libp2p::core::transport::PortUse; -use libp2p::swarm::derive_prelude::Either; -use libp2p::swarm::{ - ConnectionDenied, ConnectionHandler, ConnectionHandlerSelect, ConnectionId, FromSwarm, - NetworkBehaviour, THandler, THandlerInEvent, THandlerOutEvent, ToSwarm, -}; -use libp2p::{Multiaddr, PeerId, gossipsub, identity, mdns}; -use std::fmt; -use std::fmt::Debug; -use std::hash::{DefaultHasher, Hash, Hasher}; -use std::time::Duration; - -/// Custom network behavior for `discovery` network; it combines [`mdns::tokio::Behaviour`] for -/// the actual mDNS discovery, and [`gossipsub::Behaviour`] for PubSub functionality. -#[derive(NetworkBehaviour)] -pub struct DiscoveryBehaviour { - pub mdns: mdns::tokio::Behaviour, - pub gossipsub: gossipsub::Behaviour, -} - -// #[doc = "`NetworkBehaviour::ToSwarm` produced by DiscoveryBehaviour."] -// pub enum DiscoveryBehaviourEvent { -// Mdns(::ToSwarm), -// Gossipsub(::ToSwarm), -// } -// impl Debug for DiscoveryBehaviourEvent -// where -// ::ToSwarm: Debug, -// ::ToSwarm: Debug, -// { -// fn fmt(&self, f: &mut fmt::Formatter<'_>) -> Result<(), fmt::Error> { -// match &self { -// DiscoveryBehaviourEvent::Mdns(event) => { -// f.write_fmt(format_args!("{}: {:?}", "DiscoveryBehaviourEvent", event)) -// } -// DiscoveryBehaviourEvent::Gossipsub(event) => { -// f.write_fmt(format_args!("{}: {:?}", "DiscoveryBehaviourEvent", event)) -// } -// } -// } -// } -// impl NetworkBehaviour for DiscoveryBehaviour -// where -// mdns::tokio::Behaviour: NetworkBehaviour, -// gossipsub::Behaviour: NetworkBehaviour, -// { -// type ConnectionHandler = -// ConnectionHandlerSelect, THandler>; -// type ToSwarm = DiscoveryBehaviourEvent; -// #[allow(clippy::needless_question_mark)] -// fn handle_pending_inbound_connection( -// &mut self, -// connection_id: ConnectionId, -// local_addr: &Multiaddr, -// remote_addr: &Multiaddr, -// ) -> Result<(), ConnectionDenied> { -// NetworkBehaviour::handle_pending_inbound_connection( -// &mut self.mdns, -// connection_id, -// local_addr, -// remote_addr, -// )?; -// NetworkBehaviour::handle_pending_inbound_connection( -// &mut self.gossipsub, -// connection_id, -// local_addr, -// remote_addr, -// )?; -// Ok(()) -// } -// #[allow(clippy::needless_question_mark)] -// fn handle_established_inbound_connection( -// &mut self, -// connection_id: ConnectionId, -// peer: PeerId, -// local_addr: &Multiaddr, -// remote_addr: &Multiaddr, -// ) -> Result, ConnectionDenied> { -// Ok(ConnectionHandler::select( -// self.mdns.handle_established_inbound_connection( -// connection_id, -// peer, -// local_addr, -// remote_addr, -// )?, -// self.gossipsub.handle_established_inbound_connection( -// connection_id, -// peer, -// local_addr, -// remote_addr, -// )?, -// )) -// } -// #[allow(clippy::needless_question_mark)] -// fn handle_pending_outbound_connection( -// &mut self, -// connection_id: ConnectionId, -// maybe_peer: Option, -// addresses: &[Multiaddr], -// effective_role: Endpoint, -// ) -> Result, ConnectionDenied> { -// let mut combined_addresses = Vec::new(); -// combined_addresses.extend(NetworkBehaviour::handle_pending_outbound_connection( -// &mut self.mdns, -// connection_id, -// maybe_peer, -// addresses, -// effective_role, -// )?); -// combined_addresses.extend(NetworkBehaviour::handle_pending_outbound_connection( -// &mut self.gossipsub, -// connection_id, -// maybe_peer, -// addresses, -// effective_role, -// )?); -// Ok(combined_addresses) -// } -// #[allow(clippy::needless_question_mark)] -// fn handle_established_outbound_connection( -// &mut self, -// connection_id: ConnectionId, -// peer: PeerId, -// addr: &Multiaddr, -// role_override: Endpoint, -// port_use: PortUse, -// ) -> Result, ConnectionDenied> { -// Ok(ConnectionHandler::select( -// self.mdns.handle_established_outbound_connection( -// connection_id, -// peer, -// addr, -// role_override, -// port_use, -// )?, -// self.gossipsub.handle_established_outbound_connection( -// connection_id, -// peer, -// addr, -// role_override, -// port_use, -// )?, -// )) -// } -// fn on_swarm_event(&mut self, event: FromSwarm) { -// self.mdns.on_swarm_event(event); -// self.gossipsub.on_swarm_event(event); -// } -// fn on_connection_handler_event( -// &mut self, -// peer_id: PeerId, -// connection_id: ConnectionId, -// event: THandlerOutEvent, -// ) { -// match event { -// Either::Left(ev) => NetworkBehaviour::on_connection_handler_event( -// &mut self.mdns, -// peer_id, -// connection_id, -// ev, -// ), -// Either::Right(ev) => NetworkBehaviour::on_connection_handler_event( -// &mut self.gossipsub, -// peer_id, -// connection_id, -// ev, -// ), -// } -// } -// fn poll( -// &mut self, -// cx: &mut std::task::Context, -// ) -> std::task::Poll>> { -// match NetworkBehaviour::poll(&mut self.mdns, cx) { -// std::task::Poll::Ready(e) => { -// return std::task::Poll::Ready( -// e.map_out(DiscoveryBehaviourEvent::Mdns) -// .map_in(|event| Either::Left(event)), -// ); -// } -// std::task::Poll::Pending => {} -// } -// match NetworkBehaviour::poll(&mut self.gossipsub, cx) { -// std::task::Poll::Ready(e) => { -// return std::task::Poll::Ready( -// e.map_out(DiscoveryBehaviourEvent::Gossipsub) -// .map_in(|event| Either::Right(event)), -// ); -// } -// std::task::Poll::Pending => {} -// } -// std::task::Poll::Pending -// } -// } - -fn mdns_behaviour(keypair: &identity::Keypair) -> AnyResult { - use mdns::{Config, tokio}; - - // mDNS config => enable IPv6 - let mdns_config = Config { - enable_ipv6: true, - ..Default::default() - }; - - let mdns_behaviour = tokio::Behaviour::new(mdns_config, keypair.public().to_peer_id()); - Ok(mdns_behaviour?) -} - -fn gossipsub_behaviour(keypair: &identity::Keypair) -> AnyResult { - use gossipsub::ConfigBuilder; - - // To content-address message, we can take the hash of message and use it as an ID. - let message_id_fn = |message: &gossipsub::Message| { - let mut s = DefaultHasher::new(); - message.data.hash(&mut s); - gossipsub::MessageId::from(s.finish().to_string()) - }; - - let gossipsub_config = ConfigBuilder::default() - // .mesh_n_low(1 - .mesh_n(1) // this is for debugging!!! change to 6 - // .mesh_n_for_topic(1, topic.hash()) // this is for debugging!!! change to 6 - // .mesh_n_high(1) - .heartbeat_interval(Duration::from_secs(10)) // This is set to aid debugging by not cluttering the log space - .validation_mode(gossipsub::ValidationMode::None) // This sets the kind of message validation. Skip signing for speed. - .message_id_fn(message_id_fn) // content-address messages. No two messages of the same content will be propagated. - .build()?; // Temporary hack because `build` does not return a proper `std::error::Error`. - - // build a gossipsub network behaviour - let gossipsub_behavior = gossipsub::Behaviour::new( - gossipsub::MessageAuthenticity::Signed(keypair.clone()), - gossipsub_config, - )?; - Ok(gossipsub_behavior) -} - -pub fn discovery_behaviour(keypair: &identity::Keypair) -> AnyResult { - Ok(DiscoveryBehaviour { - gossipsub: gossipsub_behaviour(keypair)?, - mdns: mdns_behaviour(keypair)?, - }) -} diff --git a/rust/discovery/src/lib.rs b/rust/discovery/src/lib.rs deleted file mode 100644 index b1a5abdc..00000000 --- a/rust/discovery/src/lib.rs +++ /dev/null @@ -1,149 +0,0 @@ -//! TODO: crate documentation -//! -//! this is here as a placeholder documentation -//! -//! - -// enable Rust-unstable features for convenience -#![feature(trait_alias)] -// #![feature(stmt_expr_attributes)] -// #![feature(unboxed_closures)] -// #![feature(assert_matches)] -// #![feature(async_fn_in_dyn_trait)] -// #![feature(async_for_loop)] -// #![feature(auto_traits)] -// #![feature(negative_impls)] - -use crate::behaviour::{discovery_behaviour, DiscoveryBehaviour}; -use crate::transport::discovery_transport; -use libp2p::{identity, Swarm, SwarmBuilder}; -use std::net::IpAddr; - -pub mod behaviour; -pub mod transport; - -/// Namespace for all the type/trait aliases used by this crate. -pub(crate) mod alias { - use std::error::Error; - - pub type AnyError = Box; - pub type AnyResult = Result; -} - -/// Namespace for crate-wide extension traits/methods -pub(crate) mod ext {} - -pub(crate) mod private { - /// Sealed traits support - pub trait Sealed {} - impl Sealed for T {} -} - -/// Create and configure a swarm, and start listening to all ports/OS. -#[inline] -pub fn discovery_swarm(keypair: identity::Keypair) -> alias::AnyResult> { - let peer_id = keypair.public().to_peer_id(); - log::info!("RUST: Creating discovery swarm with peer_id: {}", peer_id); - let mut swarm = SwarmBuilder::with_existing_identity(keypair) - .with_tokio() - .with_other_transport(discovery_transport)? - .with_behaviour(discovery_behaviour)? - .build(); - - // Listen on IPv4 - let listen_addr_ipv4 = "/ip4/0.0.0.0/tcp/0".parse()?; - log::info!("RUST: Attempting to listen on: {}", listen_addr_ipv4); - swarm.listen_on(listen_addr_ipv4)?; - - // Listen on IPv6 - try but don't fail if not available - let listen_addr_ipv6 = "/ip6/::/tcp/0".parse()?; - log::info!("RUST: Attempting to listen on: {}", listen_addr_ipv6); - match swarm.listen_on(listen_addr_ipv6) { - Ok(_) => log::info!("RUST: Successfully listening on IPv6"), - Err(e) => log::warn!("RUST: Failed to listen on IPv6 (this is okay if IPv6 is not available): {:?}", e), - } - - Ok(swarm) -} - -// TODO: - ensure that all changes to connections means a Disconnect/Reconnect event fired, i.e. if it switched IPs slighty or something -// - ensure that all links are unique, i.e. each connection has some kind of uniquely identifiable hash/multiaddress/whatever => temporally unique??? -// - need pnet config, so that forwarder & discovery don't interfere with each-other -// - discovery network needs persistence, so swarm created from existing identity (passed as arg) -// - connect/disconnect events etc. should be handled with callbacks -// - DON'T need gossipsub JUST yet, only mDNS for discovery => potentially use something else instead of gossipsub - -#[cfg(test)] -mod tests { - use crate::alias::AnyResult; - use crate::behaviour::DiscoveryBehaviourEvent; - use crate::discovery_swarm; - use futures::stream::StreamExt as _; - use libp2p::{gossipsub, identity, mdns, swarm::SwarmEvent}; - use std::hash::Hash; - use tokio::{io, io::AsyncBufReadExt as _, select}; - use tracing_subscriber::filter::LevelFilter; - use tracing_subscriber::util::SubscriberInitExt as _; - use tracing_subscriber::EnvFilter; - - #[tokio::test] - async fn chatroom_test() -> AnyResult<()> { - let _ = tracing_subscriber::fmt() - .with_env_filter(EnvFilter::from_default_env().add_directive(LevelFilter::DEBUG.into())) - .try_init(); - - // Configure swarm - let mut swarm = discovery_swarm(identity::Keypair::generate_ed25519())?; - - // Create a Gossipsub topic & subscribe - let topic = gossipsub::IdentTopic::new("test-net"); - swarm.behaviour_mut().gossipsub.subscribe(&topic)?; - - // Read full lines from stdin - let mut stdin = io::BufReader::new(io::stdin()).lines(); - println!( - "Enter messages via STDIN and they will be sent to connected peers using Gossipsub" - ); - - // Kick it off - loop { - select! { - Ok(Some(line)) = stdin.next_line() => { - if let Err(e) = swarm - .behaviour_mut().gossipsub - .publish(topic.clone(), line.as_bytes()) { - println!("Publish error: {e:?}"); - } - } - event = swarm.select_next_some() => match event { - SwarmEvent::Behaviour(DiscoveryBehaviourEvent::Mdns(mdns::Event::Discovered(list))) => { - for (peer_id, multiaddr) in list { - println!("mDNS discovered a new peer: {peer_id} on {multiaddr}"); - swarm.behaviour_mut().gossipsub.add_explicit_peer(&peer_id); - } - }, - SwarmEvent::Behaviour(DiscoveryBehaviourEvent::Mdns(mdns::Event::Expired(list))) => { - for (peer_id, multiaddr) in list { - println!("mDNS discover peer has expired: {peer_id} on {multiaddr}"); - swarm.behaviour_mut().gossipsub.remove_explicit_peer(&peer_id); - } - }, - SwarmEvent::Behaviour(DiscoveryBehaviourEvent::Gossipsub(gossipsub::Event::Message { - propagation_source: peer_id, - message_id: id, - message, - })) => println!( - "\n\nGot message: '{}' with id: {id} from peer: {peer_id}\n\n", - String::from_utf8_lossy(&message.data), - ), - SwarmEvent::NewListenAddr { address, .. } => { - println!("Local node is listening on {address}"); - } - e => { - println!("Other event {e:?}"); - } - } - } - } - } -} diff --git a/rust/discovery/src/transport.rs b/rust/discovery/src/transport.rs deleted file mode 100644 index 189d65c5..00000000 --- a/rust/discovery/src/transport.rs +++ /dev/null @@ -1,81 +0,0 @@ -use crate::alias::AnyResult; -use futures::{AsyncRead, AsyncWrite}; -use keccak_const::Sha3_256; -use libp2p::{ - core::{muxing, transport::Boxed}, identity, - noise, - pnet, quic, yamux, PeerId, Transport as _, -}; -use std::any::Any; - -/// Key used for discovery's private network. See [`pnet_upgrade`] for more. -const PNET_PRESHARED_KEY: [u8; 32] = Sha3_256::new().update(b"exo_discovery_network").finalize(); - -/// Make `discovery` run on a private network, as to not clash with the `forwarder` network. -/// This is implemented as an additional "upgrade" ontop of existing [`libp2p::Transport`] layers. -fn pnet_upgrade( - socket: Socket, - _ignored: impl Any, -) -> impl Future, pnet::PnetError>> -where - Socket: AsyncRead + AsyncWrite + Send + Unpin + 'static, -{ - pnet::PnetConfig::new(pnet::PreSharedKey::new(PNET_PRESHARED_KEY)).handshake(socket) -} - -/// TCP/IP transport layer configuration. -fn tcp_transport( - keypair: &identity::Keypair, -) -> AnyResult> { - use libp2p::{ - core::upgrade::Version, - tcp::{tokio, Config}, - }; - - // `TCP_NODELAY` enabled => avoid latency - let tcp_config = Config::default() - .nodelay(true); - - // V1 + lazy flushing => 0-RTT negotiation - let upgrade_version = Version::V1Lazy; - - // Noise is faster than TLS + we don't care much for security - let noise_config = noise::Config::new(keypair)?; - //let tls_config = tls::Config::new(keypair)?; // TODO: add this in if needed?? => look into how `.with_tcp` does it... - - // Use default Yamux config for multiplexing - let yamux_config = yamux::Config::default(); - - // Create new Tokio-driven TCP/IP transport layer - let base_transport = tokio::Transport::new(tcp_config) - .and_then(pnet_upgrade) - .upgrade(upgrade_version) - .authenticate(noise_config) - .multiplex(yamux_config); - - // Return boxed transport (to flatten complex type) - Ok(base_transport.boxed()) -} - -/// QUIC transport layer configuration. -fn quic_transport(keypair: &identity::Keypair) -> Boxed<(PeerId, quic::Connection)> { - use libp2p::quic::{tokio, Config}; - - let quic_config = Config::new(keypair); - let base_transport = tokio::Transport::new(quic_config).boxed(); - //.and_then(); // As of now, QUIC doesn't support PNet's.., ;( TODO: figure out in future how to do - unimplemented!("you cannot use this yet !!!"); - base_transport -} - -/// Overall composed transport-layer configuration for the `discovery` network. -pub fn discovery_transport( - keypair: &identity::Keypair, -) -> AnyResult> { - // TODO: when QUIC is figured out with PNET, re-enable this - // Ok(tcp_transport(keypair)? - // .or_transport(quic_transport(keypair)) - // .boxed()) - - tcp_transport(keypair) -} diff --git a/rust/discovery/tests/dummy.rs b/rust/discovery/tests/dummy.rs deleted file mode 100644 index d82c6eb1..00000000 --- a/rust/discovery/tests/dummy.rs +++ /dev/null @@ -1,8 +0,0 @@ -// maybe this will hold test in the future...?? - -#[cfg(test)] -mod tests { - #[test] - fn does_nothing() { - } -} \ No newline at end of file diff --git a/rust/exo_pyo3_bindings/Cargo.toml b/rust/exo_pyo3_bindings/Cargo.toml deleted file mode 100644 index db37d027..00000000 --- a/rust/exo_pyo3_bindings/Cargo.toml +++ /dev/null @@ -1,76 +0,0 @@ -[package] -name = "exo_pyo3_bindings" -version = { workspace = true } -edition = { workspace = true } -publish = false - -[lib] -doctest = false -path = "src/lib.rs" -name = "exo_pyo3_bindings" - -# "cdylib" needed to produce shared library for Python to import -# "rlib" needed for stub-gen to run -crate-type = ["cdylib", "rlib"] - -[[bin]] -path = "src/bin/stub_gen.rs" -name = "stub_gen" -doc = false - -[lints] -workspace = true - -[dependencies] -discovery = { workspace = true } - -# interop -pyo3 = { workspace = true, features = [ - "abi3-py311", # tells pyo3 (and maturin) to build using the stable ABI with minimum Python version 3.11 - "nightly", # enables better-supported GIL integration - "experimental-async", # async support in #[pyfunction] & #[pymethods] - #"experimental-inspect", # inspection of generated binary => easier to automate type-hint generation - #"py-clone", # adding Clone-ing of `Py` without GIL (may cause panics - remove if panics happen) - "multiple-pymethods", # allows multiple #[pymethods] sections per class - - # integrations with other libraries - "arc_lock", "bigdecimal", "either", "hashbrown", "indexmap", "num-bigint", "num-complex", "num-rational", - "ordered-float", "rust_decimal", "smallvec", - # "anyhow", "chrono", "chrono-local", "chrono-tz", "eyre", "jiff-02", "lock_api", "parking-lot", "time", "serde", -] } -pyo3-stub-gen = { workspace = true } -pyo3-async-runtimes = { workspace = true, features = ["attributes", "tokio-runtime", "testing"] } - -# macro dependencies -extend = { workspace = true } -delegate = { workspace = true } -impl-trait-for-tuples = { workspace = true } -derive_more = { workspace = true } - -# async runtime -tokio = { workspace = true, features = ["full", "tracing"] } - -# utility dependencies -once_cell = "1.21.3" -thread_local = "1.1.9" -#util = { workspace = true } -#fn_pipe = { workspace = true } -thiserror = { workspace = true } -#internment = { workspace = true } -#recursion = { workspace = true } -#generativity = { workspace = true } -#itertools = { workspace = true } - - -# Tracing -#tracing = "0.1" -#tracing-subscriber = "0.3" -#console-subscriber = "0.1.5" -#tracing-log = "0.2.0" -env_logger = "0.11" -log = "0.4" -pyo3-log = "0.12" - - -# Networking -libp2p = { workspace = true, features = ["full"] } diff --git a/rust/exo_pyo3_bindings/README.md b/rust/exo_pyo3_bindings/README.md deleted file mode 100644 index e739dd89..00000000 --- a/rust/exo_pyo3_bindings/README.md +++ /dev/null @@ -1 +0,0 @@ -TODO: do something here.... diff --git a/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi b/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi deleted file mode 100644 index 49ae35f1..00000000 --- a/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi +++ /dev/null @@ -1,170 +0,0 @@ -# This file is automatically generated by pyo3_stub_gen -# ruff: noqa: E501, F401 - -import builtins -import collections.abc - -class ConnectionId: - r""" - TODO: documentation... - """ - @staticmethod - def new_unchecked(id:builtins.int) -> ConnectionId: - r""" - TODO: documentation - """ - def __repr__(self) -> builtins.str: ... - def __str__(self) -> builtins.str: ... - -class ConnectionUpdate: - @property - def peer_id(self) -> PeerId: - r""" - Identity of the peer that we have connected to. - """ - @property - def connection_id(self) -> ConnectionId: - r""" - Identifier of the connection. - """ - @property - def local_addr(self) -> Multiaddr: - r""" - Local connection address. - """ - @property - def send_back_addr(self) -> Multiaddr: - r""" - Address used to send back data to the remote. - """ - -class DiscoveryService: - def __new__(cls, identity:Keypair) -> DiscoveryService: ... - def add_connected_callback(self, callback:collections.abc.Callable[[ConnectionUpdate], None]) -> None: ... - def add_disconnected_callback(self, callback:collections.abc.Callable[[ConnectionUpdate], None]) -> None: ... - -class Keypair: - r""" - TODO: documentation... - """ - @staticmethod - def generate_ed25519() -> Keypair: - r""" - TODO: documentation - """ - @staticmethod - def generate_ecdsa() -> Keypair: - r""" - TODO: documentation - """ - @staticmethod - def generate_secp256k1() -> Keypair: - r""" - TODO: documentation - """ - @staticmethod - def from_protobuf_encoding(bytes:bytes) -> Keypair: - r""" - TODO: documentation - """ - @staticmethod - def rsa_from_pkcs8(bytes:bytes) -> Keypair: - r""" - TODO: documentation - """ - @staticmethod - def secp256k1_from_der(bytes:bytes) -> Keypair: - r""" - TODO: documentation - """ - @staticmethod - def ed25519_from_bytes(bytes:bytes) -> Keypair: - r""" - TODO: documentation - """ - @staticmethod - def ecdsa_from_bytes(bytes:bytes) -> Keypair: - r""" - TODO: documentation - """ - def to_protobuf_encoding(self) -> bytes: - r""" - TODO: documentation - """ - def to_peer_id(self) -> PeerId: - r""" - TODO: documentation - """ - -class Multiaddr: - r""" - TODO: documentation... - """ - @staticmethod - def empty() -> Multiaddr: - r""" - TODO: documentation - """ - @staticmethod - def with_capacity(n:builtins.int) -> Multiaddr: - r""" - TODO: documentation - """ - @staticmethod - def from_bytes(bytes:bytes) -> Multiaddr: - r""" - TODO: documentation - """ - @staticmethod - def from_string(string:builtins.str) -> Multiaddr: - r""" - TODO: documentation - """ - def len(self) -> builtins.int: - r""" - TODO: documentation - """ - def is_empty(self) -> builtins.bool: - r""" - TODO: documentation - """ - def to_bytes(self) -> bytes: - r""" - TODO: documentation - """ - def to_string(self) -> builtins.str: - r""" - TODO: documentation - """ - -class PeerId: - r""" - TODO: documentation... - """ - @staticmethod - def random() -> PeerId: - r""" - TODO: documentation - """ - @staticmethod - def from_bytes(bytes:bytes) -> PeerId: - r""" - TODO: documentation - """ - def to_bytes(self) -> bytes: - r""" - TODO: documentation - """ - def to_base58(self) -> builtins.str: - r""" - TODO: documentation - """ - def __repr__(self) -> builtins.str: - r""" - TODO: documentation - """ - def __str__(self) -> builtins.str: - r""" - TODO: documentation - """ - diff --git a/rust/exo_pyo3_bindings/pyproject.toml b/rust/exo_pyo3_bindings/pyproject.toml deleted file mode 100644 index 1adf83a1..00000000 --- a/rust/exo_pyo3_bindings/pyproject.toml +++ /dev/null @@ -1,35 +0,0 @@ -[build-system] -requires = ["maturin>=1.0,<2.0"] -build-backend = "maturin" - -[project] -name = "exo_pyo3_bindings" -version = "0.1.0" -description = "Add your description here" -readme = "README.md" -authors = [ - { name = "Andrei Cravtov", email = "the.andrei.cravtov@gmail.com" } -] -requires-python = ">=3.13" -dependencies = [] - -[dependency-groups] -dev = [ - "exo_pyo3_bindings", - "pytest>=8.4.0", - "pytest-asyncio>=1.0.0", -] - -#[project.scripts] -#networking = "rust-bindings:main" - -[tool.maturin] -#purelib = true -#python-source = "python" -module-name = "exo_pyo3_bindings" -features = ["pyo3/extension-module", "pyo3/experimental-async"] - -[tool.pytest.ini_options] -log_cli = true -log_cli_level = "INFO" -asyncio_mode = "auto" \ No newline at end of file diff --git a/rust/exo_pyo3_bindings/src/bin/stub_gen.rs b/rust/exo_pyo3_bindings/src/bin/stub_gen.rs deleted file mode 100644 index ac979ea5..00000000 --- a/rust/exo_pyo3_bindings/src/bin/stub_gen.rs +++ /dev/null @@ -1,32 +0,0 @@ -use pyo3_stub_gen::Result; - -fn main() -> Result<()> { - let body = async { - env_logger::Builder::from_env(env_logger::Env::default().filter_or("RUST_LOG", "info")) - .init(); - let stub = exo_pyo3_bindings::stub_info()?; - stub.generate()?; - Ok(()) - }; - #[allow( - clippy::expect_used, - clippy::diverging_sub_expression, - clippy::needless_return - )] - { - let runtime = tokio::runtime::Builder::new_multi_thread() - .enable_all() - .build() - .expect("Failed building the Runtime"); - - let a = runtime.handle(); - - return runtime.block_on(body); - } -} - -// fn main() -> Result<()> { -// let stub = python_bindings::stub_info()?; -// stub.generate()?; -// Ok(()) -// } diff --git a/rust/exo_pyo3_bindings/src/discovery.rs b/rust/exo_pyo3_bindings/src/discovery.rs deleted file mode 100644 index 37772807..00000000 --- a/rust/exo_pyo3_bindings/src/discovery.rs +++ /dev/null @@ -1,520 +0,0 @@ -#![allow( - clippy::multiple_inherent_impl, - clippy::unnecessary_wraps, - clippy::unused_self, - clippy::needless_pass_by_value -)] - -use crate::ext::ResultExt; -use crate::pylibp2p::connection::PyConnectionId; -use crate::pylibp2p::ident::{PyKeypair, PyPeerId}; -use crate::pylibp2p::multiaddr::PyMultiaddr; -use crate::{MPSC_CHANNEL_SIZE, alias, pyclass}; -use discovery::behaviour::{DiscoveryBehaviour, DiscoveryBehaviourEvent}; -use discovery::discovery_swarm; -use libp2p::core::ConnectedPoint; -use libp2p::futures::StreamExt; -use libp2p::multiaddr::multiaddr; -use libp2p::swarm::dial_opts::DialOpts; -use libp2p::swarm::{ConnectionId, SwarmEvent, ToSwarm}; -use libp2p::{Multiaddr, PeerId, Swarm, gossipsub, mdns}; -use std::net::IpAddr; -use pyo3::prelude::{PyModule, PyModuleMethods as _}; -use pyo3::{Bound, Py, PyObject, PyResult, PyTraverseError, PyVisit, Python, pymethods}; -use pyo3_stub_gen::derive::{gen_stub_pyclass, gen_stub_pymethods}; -use std::convert::identity; -use std::error::Error; -use tokio::sync::mpsc; -use tokio::time::{interval, Duration}; - -struct ConnectionUpdate { - /// Identity of the peer that we have connected to. - peer_id: PeerId, - /// Identifier of the connection. - connection_id: ConnectionId, - /// Local connection address. - local_addr: Multiaddr, - /// Address used to send back data to the remote. - send_back_addr: Multiaddr, -} - -#[gen_stub_pyclass] -#[pyclass(frozen, name = "ConnectionUpdate")] -#[derive(Debug, Clone)] -struct PyConnectionUpdate { - /// Identity of the peer that we have connected to. - #[pyo3(get)] - peer_id: PyPeerId, - /// Identifier of the connection. - #[pyo3(get)] - connection_id: PyConnectionId, - /// Local connection address. - #[pyo3(get)] - local_addr: PyMultiaddr, - /// Address used to send back data to the remote. - #[pyo3(get)] - send_back_addr: PyMultiaddr, -} - -impl PyConnectionUpdate { - fn from_connection_event( - ConnectionUpdate { - peer_id, - connection_id, - local_addr, - send_back_addr, - }: ConnectionUpdate, - ) -> Self { - Self { - peer_id: PyPeerId(peer_id), - connection_id: PyConnectionId(connection_id), - local_addr: PyMultiaddr(local_addr), - send_back_addr: PyMultiaddr(send_back_addr), - } - } -} - -enum IncomingDiscoveryMessage { - AddConnectedCallback(Box>), - AddDisconnectedCallback(Box>), -} - -/// Check if a multiaddr is valid for connection -fn is_address_valid(addr: &Multiaddr) -> bool { - use libp2p::multiaddr::Protocol; - - for component in addr.iter() { - match component { - Protocol::Ip4(ip) => { - let ip_addr = IpAddr::V4(ip); - // Filter out loopback and unspecified addresses - if ip_addr.is_loopback() || ip_addr.is_unspecified() { - return false; - } - // Filter out Tailscale ranges (100.64.0.0/10) - if let IpAddr::V4(ipv4) = ip_addr { - let octets = ipv4.octets(); - if octets[0] == 100 && octets[1] >= 64 && octets[1] <= 127 { - return false; - } - } - } - Protocol::Ip6(ip) => { - let ip_addr = IpAddr::V6(ip); - // Filter out loopback and unspecified addresses - if ip_addr.is_loopback() || ip_addr.is_unspecified() { - return false; - } - // Filter out Tailscale IPv6 (fd7a:115c:a1e0::/48) - if let IpAddr::V6(ipv6) = ip_addr { - let segments = ipv6.segments(); - if segments[0] == 0xfd7a && segments[1] == 0x115c && segments[2] == 0xa1e0 { - return false; - } - } - } - _ => {} - } - } - true -} - -#[allow(clippy::enum_glob_use)] -async fn discovery_task( - mut receiver: mpsc::Receiver, - mut swarm: Swarm, -) { - use DiscoveryBehaviourEvent::*; - use IncomingDiscoveryMessage::*; - use SwarmEvent::*; - use gossipsub::Event::*; - use mdns::Event::*; - - log::info!("RUST: discovery task started"); - - // create callbacks list - let mut connected_callbacks: Vec>> = vec![]; - let mut disconnected_callbacks: Vec>> = vec![]; - - // Create periodic health check timer with adaptive interval - let fast_check_duration = Duration::from_secs(5); - let slow_check_duration = Duration::from_secs(30); - let mut health_check_interval = interval(fast_check_duration); - let mut no_connection_count = 0; - - loop { - tokio::select! { - _ = health_check_interval.tick() => { - // Check connection health periodically - let connected_peers = swarm.connected_peers().count(); - if connected_peers == 0 { - no_connection_count += 1; - log::info!("RUST: No connected peers (check #{no_connection_count})"); - - // Keep fast checking when disconnected - if health_check_interval.period() != fast_check_duration { - health_check_interval = interval(fast_check_duration); - log::info!("RUST: Switching to fast health checks (every {:?})", fast_check_duration); - } - - // Force mDNS restart after multiple failed checks - if no_connection_count > 1 { // Trigger faster, after 2 checks - log::info!("RUST: Attempting to restart mDNS discovery"); - // Note: In rust-libp2p, we can't easily restart mDNS like in Go, - // but we can force a re-announce by changing listening addresses - // This is a workaround to trigger mDNS to re-announce - - // Try listening on a new ephemeral port to force re-announcement - match swarm.listen_on("/ip4/0.0.0.0/tcp/0".parse().unwrap()) { - Ok(_) => log::info!("RUST: Added new listener to force mDNS re-announcement"), - Err(e) => log::error!("RUST: Failed to add new listener: {e:?}"), - } - - // Also try IPv6 - match swarm.listen_on("/ip6/::/tcp/0".parse().unwrap()) { - Ok(_) => log::info!("RUST: Added IPv6 listener to force mDNS re-announcement"), - Err(e) => log::error!("RUST: Failed to add IPv6 listener: {e:?}"), - } - } - } else { - if no_connection_count > 0 { - log::info!("RUST: Connection restored, currently connected to {connected_peers} peers"); - } - no_connection_count = 0; - - // Switch to slow checking when connected - if health_check_interval.period() != slow_check_duration { - health_check_interval = interval(slow_check_duration); - log::info!("RUST: Switching to slow health checks (every {:?})", slow_check_duration); - } - } - } - message = receiver.recv() => { - // handle closed channel - let Some(message) = message else { - log::info!("RUST: channel closed"); - break; - }; - - // attach callbacks for event types - match message { - AddConnectedCallback(callback) => { - log::info!("RUST: received connected callback"); - connected_callbacks.push(callback); - } - AddDisconnectedCallback(callback) => { - log::info!("RUST: received disconnected callback"); - disconnected_callbacks.push(callback); - } - } - } - swarm_event = swarm.select_next_some() => { - match swarm_event { - Behaviour(Mdns(Discovered(list))) => { - for (peer_id, multiaddr) in list { - log::info!("RUST: mDNS discovered a new peer: {peer_id} on {multiaddr}"); - - // Filter out invalid addresses - if !is_address_valid(&multiaddr) { - log::info!("RUST: Filtered out invalid address: {multiaddr}"); - continue; - } - - let local_peer_id = *swarm.local_peer_id(); - // To avoid simultaneous dial races, only the lexicographically larger peer_id dials. - if peer_id > local_peer_id { - let dial_opts = DialOpts::peer_id(peer_id) - .addresses(vec![multiaddr.clone()].into()) - .condition(libp2p::swarm::dial_opts::PeerCondition::Always) - .build(); - match swarm.dial(dial_opts) { - Ok(()) => log::info!("RUST: Dial initiated to {multiaddr}"), - Err(libp2p::swarm::DialError::DialPeerConditionFalse(_)) => { - // Another dial is already in progress; not an error for us. - log::debug!( - "RUST: Dial skipped because another dial is active for {peer_id}" - ); - } - Err(e) => { - log::warn!("RUST: Failed to dial {multiaddr}: {e:?}"); - } - } - } - // Maintain peer in gossipsub mesh so the connection stays alive once established. - swarm.behaviour_mut().gossipsub.add_explicit_peer(&peer_id); - log::info!("RUST: Added peer {peer_id} to gossipsub explicit peers"); - } - } - Behaviour(Mdns(Expired(list))) => { - for (peer_id, multiaddr) in list { - log::info!("RUST: mDNS discover peer has expired: {peer_id} on {multiaddr}"); - swarm.behaviour_mut().gossipsub.remove_explicit_peer(&peer_id); - } - }, - Behaviour(Gossipsub(Message { - propagation_source: peer_id, - message_id: id, - message, - })) => log::info!( - "RUST: Got message: '{}' with id: {id} from peer: {peer_id}", - String::from_utf8_lossy(&message.data), - ), - ConnectionEstablished { - peer_id, - connection_id, - endpoint, - num_established: _num_established, - concurrent_dial_errors, - established_in: _established_in, - } => { - log::info!("RUST: ConnectionEstablished event - peer_id: {peer_id}, connection_id: {connection_id:?}, endpoint: {endpoint:?}"); - // log any connection errors - if let Some(concurrent_dial_errors) = concurrent_dial_errors { - for (multiaddr, error) in concurrent_dial_errors { - log::error!("Connection error: multiaddr={multiaddr}, error={error:?}"); - } - } - - // Extract addresses based on endpoint type - let (local_addr, send_back_addr) = match &endpoint { - ConnectedPoint::Listener { local_addr, send_back_addr } => { - log::info!("RUST: Connection established (Listener) - local_addr: {local_addr}, send_back_addr: {send_back_addr}"); - (local_addr.clone(), send_back_addr.clone()) - }, - ConnectedPoint::Dialer { address, .. } => { - log::info!("RUST: Connection established (Dialer) - remote_addr: {address}"); - // For dialer, we use the dialed address as both local and send_back - // This isn't perfect but allows both sides to be notified - (address.clone(), address.clone()) - } - }; - - log::info!("RUST: Number of connected callbacks: {}", connected_callbacks.len()); - - - // trigger callback on connected peer - for connected_callback in &connected_callbacks { - connected_callback(ConnectionUpdate { - peer_id, - connection_id, - local_addr: local_addr.clone(), - send_back_addr: send_back_addr.clone(), - }); - } - }, - ConnectionClosed { peer_id, connection_id, endpoint, num_established, cause } => { - log::info!("RUST: ConnectionClosed event - peer_id: {peer_id}, connection_id: {connection_id:?}, endpoint: {endpoint:?}, num_established: {num_established}"); - // log any connection errors - if let Some(cause) = cause { - log::error!("Connection error: cause={cause:?}"); - } - - // Extract addresses based on endpoint type - let (local_addr, send_back_addr) = match &endpoint { - ConnectedPoint::Listener { local_addr, send_back_addr } => { - log::info!("RUST: Connection closed (Listener) - local_addr: {local_addr}, send_back_addr: {send_back_addr}"); - (local_addr.clone(), send_back_addr.clone()) - }, - ConnectedPoint::Dialer { address, .. } => { - log::info!("RUST: Connection closed (Dialer) - remote_addr: {address}"); - // For dialer, we use the dialed address as both local and send_back - // This isn't perfect but allows both sides to be notified - (address.clone(), address.clone()) - } - }; - - log::info!("RUST: Number of disconnected callbacks: {}", disconnected_callbacks.len()); - - // trigger callback on connected peer - for disconnected_callback in &disconnected_callbacks { - disconnected_callback(ConnectionUpdate { - peer_id, - connection_id, - local_addr: local_addr.clone(), - send_back_addr: send_back_addr.clone(), - }); - } - - // If this was the last connection to the peer, try to force mDNS re-discovery - if num_established == 0 { - log::info!("RUST: Last connection to peer {peer_id} closed, triggering mDNS re-discovery"); - // Remove from gossipsub to ensure clean state - swarm.behaviour_mut().gossipsub.remove_explicit_peer(&peer_id); - - // Force a listen address change to trigger mDNS re-announcement - tokio::spawn(async move { - tokio::time::sleep(Duration::from_secs(2)).await; - log::info!("RUST: Delayed mDNS trigger after disconnect"); - }); - } - } - NewListenAddr { address, .. } => { - log::info!("RUST: Local node is listening on {address}"); - let local_peer = swarm.local_peer_id(); - log::info!("RUST: Local peer_id: {local_peer}"); - } - OutgoingConnectionError { peer_id, error, .. } => { - log::error!("RUST: Outgoing connection error to peer {peer_id:?}: {error:?}"); - // Connection failed, might be due to network change - if let Some(peer) = peer_id { - // Remove from gossipsub to allow fresh connection attempts - swarm.behaviour_mut().gossipsub.remove_explicit_peer(&peer); - } - } - IncomingConnectionError { send_back_addr, error, .. } => { - log::error!("RUST: Incoming connection error from {send_back_addr}: {error:?}"); - } - e => { - log::debug!("RUST: Other event {e:?}"); - } - } - } - } - } - - log::info!("RUST: discovery task stopped"); -} - -#[gen_stub_pyclass] -#[pyclass(name = "DiscoveryService")] -#[derive(Debug, Clone)] -struct PyDiscoveryService { - sender: Option>, -} - -#[allow(clippy::expect_used)] -impl PyDiscoveryService { - const fn sender(&self) -> &mpsc::Sender { - self.sender - .as_ref() - .expect("The sender should only be None after de-initialization.") - } - - const fn sender_mut(&mut self) -> &mut mpsc::Sender { - self.sender - .as_mut() - .expect("The sender should only be None after de-initialization.") - } - - const fn new(sender: mpsc::Sender) -> Self { - Self { - sender: Some(sender), - } - } -} - -#[gen_stub_pymethods] -#[pymethods] -impl PyDiscoveryService { - #[new] - fn py_new<'py>(identity: Bound<'py, PyKeypair>) -> PyResult { - use pyo3_async_runtimes::tokio::get_runtime; - - // create communication channel - let (sender, receiver) = mpsc::channel::(MPSC_CHANNEL_SIZE); - - // get identity - let identity = identity.borrow().0.clone(); - log::info!("RUST: Creating DiscoveryService with keypair"); - - // create discovery swarm (within tokio context!! or it crashes) - let swarm = get_runtime() - .block_on(async { discovery_swarm(identity) }) - .pyerr()?; - log::info!("RUST: Discovery swarm created successfully"); - - // spawn tokio task - get_runtime().spawn(async move { - log::info!("RUST: Starting discovery task"); - discovery_task(receiver, swarm).await; - log::info!("RUST: Discovery task ended"); - }); - Ok(Self::new(sender)) - } - - #[allow(clippy::expect_used)] - fn add_connected_callback<'py>( - &self, - #[gen_stub(override_type( - type_repr="collections.abc.Callable[[ConnectionUpdate], None]", - imports=("collections.abc") - ))] - callback: PyObject, - ) -> PyResult<()> { - use pyo3_async_runtimes::tokio::get_runtime; - - get_runtime() - .block_on( - self.sender() - .send(IncomingDiscoveryMessage::AddConnectedCallback(Box::new( - move |connection_event| { - Python::with_gil(|py| { - callback - .call1( - py, - (PyConnectionUpdate::from_connection_event( - connection_event, - ),), - ) - .expect("Callback should always work..."); - }); - }, - ))), - ) - .pyerr()?; - Ok(()) - } - - #[allow(clippy::expect_used)] - fn add_disconnected_callback<'py>( - &self, - #[gen_stub(override_type( - type_repr="collections.abc.Callable[[ConnectionUpdate], None]", - imports=("collections.abc") - ))] - callback: PyObject, - ) -> PyResult<()> { - use pyo3_async_runtimes::tokio::get_runtime; - - get_runtime() - .block_on( - self.sender() - .send(IncomingDiscoveryMessage::AddDisconnectedCallback(Box::new( - move |connection_event| { - Python::with_gil(|py| { - callback - .call1( - py, - (PyConnectionUpdate::from_connection_event( - connection_event, - ),), - ) - .expect("Callback should always work..."); - }); - }, - ))), - ) - .pyerr()?; - Ok(()) - } - - #[gen_stub(skip)] - const fn __traverse__(&self, visit: PyVisit<'_>) -> Result<(), PyTraverseError> { - Ok(()) // This is needed purely so `__clear__` can work - } - - #[gen_stub(skip)] - fn __clear__(&mut self) { - // TODO: may or may not need to await a "kill-signal" oneshot channel message, - // to ensure that the discovery task is done BEFORE exiting the clear function... - // but this may require GIL?? and it may not be safe to call GIL here?? - self.sender = None; // Using Option as a trick to force `sender` channel to be dropped - } -} - -pub fn discovery_submodule(m: &Bound<'_, PyModule>) -> PyResult<()> { - m.add_class::()?; - m.add_class::()?; - - Ok(()) -} diff --git a/rust/exo_pyo3_bindings/src/lib.rs b/rust/exo_pyo3_bindings/src/lib.rs deleted file mode 100644 index f1eed2c7..00000000 --- a/rust/exo_pyo3_bindings/src/lib.rs +++ /dev/null @@ -1,101 +0,0 @@ -//! TODO: crate documentation -//! -//! this is here as a placeholder documentation -//! -//! - -// enable Rust-unstable features for convenience -#![feature(trait_alias)] -#![feature(tuple_trait)] -#![feature(unboxed_closures)] -// #![feature(stmt_expr_attributes)] -// #![feature(assert_matches)] -// #![feature(async_fn_in_dyn_trait)] -// #![feature(async_for_loop)] -// #![feature(auto_traits)] -// #![feature(negative_impls)] - -extern crate core; -pub(crate) mod discovery; -pub(crate) mod pylibp2p; - -use crate::discovery::discovery_submodule; -use crate::pylibp2p::connection::connection_submodule; -use crate::pylibp2p::ident::ident_submodule; -use crate::pylibp2p::multiaddr::multiaddr_submodule; -use pyo3::prelude::{PyModule, PyModuleMethods}; -use pyo3::{prelude::*, types::*}; -use pyo3::{pyclass, pymodule, Bound, PyResult}; -use pyo3_stub_gen::define_stub_info_gatherer; - -/// Namespace for all the type/trait aliases used by this crate. -pub(crate) mod alias { - use std::error::Error; - use std::marker::Tuple; - - pub trait SendFn = - Fn + Send + 'static; - - pub type AnyError = Box; - pub type AnyResult = Result; -} - -/// Namespace for crate-wide extension traits/methods -pub(crate) mod ext { - use extend::ext; - use pyo3::exceptions::PyRuntimeError; - use pyo3::PyErr; - - #[ext(pub, name = ResultExt)] - impl Result - where - E: ToString, - { - fn pyerr(self) -> Result { - self.map_err(|e| PyRuntimeError::new_err(e.to_string())) - } - } -} - -pub(crate) mod private { - use std::marker::Sized; - - /// Sealed traits support - pub trait Sealed {} - impl Sealed for T {} -} - -pub(crate) const MPSC_CHANNEL_SIZE: usize = 8; - -/// A Python module implemented in Rust. The name of this function must match -/// the `lib.name` setting in the `Cargo.toml`, else Python will not be able to -/// import the module. -#[pymodule(name = "exo_pyo3_bindings")] -fn main_module(m: &Bound<'_, PyModule>) -> PyResult<()> { - // install logger - pyo3_log::init(); - - // TODO: for now this is all NOT a submodule, but figure out how to make the submodule system - // work with maturin, where the types generate correctly, in the right folder, without - // too many importing issues... - connection_submodule(m)?; - ident_submodule(m)?; - multiaddr_submodule(m)?; - discovery_submodule(m)?; - - // top-level constructs - // TODO: ... - - Ok(()) -} - -define_stub_info_gatherer!(stub_info); - -/// Test of unit test for testing link problem -#[cfg(test)] -mod tests { - #[test] - fn test() { - assert_eq!(2 + 2, 4); - } -} diff --git a/rust/exo_pyo3_bindings/src/pylibp2p/connection.rs b/rust/exo_pyo3_bindings/src/pylibp2p/connection.rs deleted file mode 100644 index ac6c0125..00000000 --- a/rust/exo_pyo3_bindings/src/pylibp2p/connection.rs +++ /dev/null @@ -1,36 +0,0 @@ -use libp2p::swarm::ConnectionId; -use pyo3::prelude::{PyModule, PyModuleMethods}; -use pyo3::{pyclass, pymethods, Bound, PyResult}; -use pyo3_stub_gen::derive::{gen_stub_pyclass, gen_stub_pymethods}; - -/// TODO: documentation... -#[gen_stub_pyclass] -#[pyclass(name = "ConnectionId")] -#[derive(Debug, Clone)] -#[repr(transparent)] -pub struct PyConnectionId(pub ConnectionId); - -#[gen_stub_pymethods] -#[pymethods] -#[allow(clippy::needless_pass_by_value)] -impl PyConnectionId { - /// TODO: documentation - #[staticmethod] - fn new_unchecked(id: usize) -> Self { - Self(ConnectionId::new_unchecked(id)) - } - - fn __repr__(&self) -> String { - format!("ConnectionId({})", self.0) - } - - fn __str__(&self) -> String { - self.0.to_string() - } -} - -pub fn connection_submodule(m: &Bound<'_, PyModule>) -> PyResult<()> { - m.add_class::()?; - - Ok(()) -} diff --git a/rust/exo_pyo3_bindings/src/pylibp2p/ident.rs b/rust/exo_pyo3_bindings/src/pylibp2p/ident.rs deleted file mode 100644 index 39c01cf9..00000000 --- a/rust/exo_pyo3_bindings/src/pylibp2p/ident.rs +++ /dev/null @@ -1,160 +0,0 @@ -use crate::ext::ResultExt; -use libp2p::identity::{ecdsa, Keypair}; -use libp2p::PeerId; -use pyo3::prelude::{PyBytesMethods, PyModule, PyModuleMethods}; -use pyo3::types::PyBytes; -use pyo3::{pyclass, pymethods, Bound, PyObject, PyResult, Python}; -use pyo3_stub_gen::derive::{gen_stub_pyclass, gen_stub_pymethods}; - -/// TODO: documentation... -#[gen_stub_pyclass] -#[pyclass(name = "Keypair")] -#[repr(transparent)] -pub struct PyKeypair(pub Keypair); - -#[gen_stub_pymethods] -#[pymethods] -#[allow(clippy::needless_pass_by_value)] -impl PyKeypair { - /// TODO: documentation - #[staticmethod] - fn generate_ed25519() -> Self { - Self(Keypair::generate_ed25519()) - } - - /// TODO: documentation - #[staticmethod] - fn generate_ecdsa() -> Self { - Self(Keypair::generate_ecdsa()) - } - - /// TODO: documentation - #[staticmethod] - fn generate_secp256k1() -> Self { - Self(Keypair::generate_secp256k1()) - } - - /// TODO: documentation - #[staticmethod] - fn from_protobuf_encoding(bytes: Bound<'_, PyBytes>) -> PyResult { - let bytes = Vec::from(bytes.as_bytes()); - Ok(Self(Keypair::from_protobuf_encoding(&bytes).pyerr()?)) - } - - /// TODO: documentation - #[staticmethod] - fn rsa_from_pkcs8(bytes: Bound<'_, PyBytes>) -> PyResult { - let mut bytes = Vec::from(bytes.as_bytes()); - Ok(Self(Keypair::rsa_from_pkcs8(&mut bytes).pyerr()?)) - } - - /// TODO: documentation - #[staticmethod] - fn secp256k1_from_der(bytes: Bound<'_, PyBytes>) -> PyResult { - let mut bytes = Vec::from(bytes.as_bytes()); - Ok(Self(Keypair::secp256k1_from_der(&mut bytes).pyerr()?)) - } - - /// TODO: documentation - #[staticmethod] - fn ed25519_from_bytes(bytes: Bound<'_, PyBytes>) -> PyResult { - let mut bytes = Vec::from(bytes.as_bytes()); - Ok(Self(Keypair::ed25519_from_bytes(&mut bytes).pyerr()?)) - } - - /// TODO: documentation - #[staticmethod] - fn ecdsa_from_bytes(bytes: Bound<'_, PyBytes>) -> PyResult { - let bytes = Vec::from(bytes.as_bytes()); - Ok(Self(Keypair::from(ecdsa::Keypair::from( - ecdsa::SecretKey::try_from_bytes(bytes).pyerr()?, - )))) - } - - /// TODO: documentation - fn to_protobuf_encoding<'py>(&self, py: Python<'py>) -> PyResult> { - let bytes = self.0.to_protobuf_encoding().pyerr()?; - Ok(PyBytes::new(py, &bytes)) - } - - /// TODO: documentation - fn to_peer_id(&self) -> PyPeerId { - PyPeerId(self.0.public().to_peer_id()) - } - - // /// Hidden constructor for pickling support. TODO: figure out how to do pickling... - // #[gen_stub(skip)] - // #[new] - // fn py_new(bytes: Bound<'_, PyBytes>) -> PyResult { - // Self::from_protobuf_encoding(bytes) - // } - // - // #[gen_stub(skip)] - // fn __setstate__(&mut self, state: Bound<'_, PyBytes>) -> PyResult<()> { - // *self = Self::from_protobuf_encoding(state)?; - // Ok(()) - // } - // - // #[gen_stub(skip)] - // fn __getstate__<'py>(&self, py: Python<'py>) -> PyResult> { - // self.to_protobuf_encoding(py) - // } - // - // #[gen_stub(skip)] - // pub fn __getnewargs__<'py>(&self, py: Python<'py>) -> PyResult<(Bound<'py, PyBytes>,)> { - // Ok((self.to_protobuf_encoding(py)?,)) - // } -} - -/// TODO: documentation... -#[gen_stub_pyclass] -#[pyclass(name = "PeerId")] -#[derive(Debug, Clone)] -#[repr(transparent)] -pub struct PyPeerId(pub PeerId); - -#[gen_stub_pymethods] -#[pymethods] -#[allow(clippy::needless_pass_by_value)] -impl PyPeerId { - /// TODO: documentation - #[staticmethod] - fn random() -> Self { - Self(PeerId::random()) - } - - /// TODO: documentation - #[staticmethod] - fn from_bytes(bytes: Bound<'_, PyBytes>) -> PyResult { - let bytes = Vec::from(bytes.as_bytes()); - Ok(Self(PeerId::from_bytes(&bytes).pyerr()?)) - } - - /// TODO: documentation - fn to_bytes<'py>(&self, py: Python<'py>) -> Bound<'py, PyBytes> { - let bytes = self.0.to_bytes(); - PyBytes::new(py, &bytes) - } - - /// TODO: documentation - fn to_base58(&self) -> String { - self.0.to_base58() - } - - /// TODO: documentation - fn __repr__(&self) -> String { - format!("PeerId({})", self.to_base58()) - } - - /// TODO: documentation - fn __str__(&self) -> String { - self.to_base58() - } -} - -pub fn ident_submodule(m: &Bound<'_, PyModule>) -> PyResult<()> { - m.add_class::()?; - m.add_class::()?; - - Ok(()) -} diff --git a/rust/exo_pyo3_bindings/src/pylibp2p/mod.rs b/rust/exo_pyo3_bindings/src/pylibp2p/mod.rs deleted file mode 100644 index ba8e358d..00000000 --- a/rust/exo_pyo3_bindings/src/pylibp2p/mod.rs +++ /dev/null @@ -1,3 +0,0 @@ -pub mod connection; -pub mod ident; -pub mod multiaddr; diff --git a/rust/exo_pyo3_bindings/src/pylibp2p/multiaddr.rs b/rust/exo_pyo3_bindings/src/pylibp2p/multiaddr.rs deleted file mode 100644 index 71fd5251..00000000 --- a/rust/exo_pyo3_bindings/src/pylibp2p/multiaddr.rs +++ /dev/null @@ -1,81 +0,0 @@ -use crate::ext::ResultExt; -use libp2p::Multiaddr; -use pyo3::prelude::{PyBytesMethods, PyModule, PyModuleMethods}; -use pyo3::types::PyBytes; -use pyo3::{Bound, PyResult, Python, pyclass, pymethods}; -use pyo3_stub_gen::derive::{gen_stub_pyclass, gen_stub_pymethods}; -use std::str::FromStr; - -/// TODO: documentation... -#[gen_stub_pyclass] -#[pyclass(name = "Multiaddr")] -#[derive(Debug, Clone)] -#[repr(transparent)] -pub struct PyMultiaddr(pub Multiaddr); - -#[gen_stub_pymethods] -#[pymethods] -#[allow(clippy::needless_pass_by_value)] -impl PyMultiaddr { - /// TODO: documentation - #[staticmethod] - fn empty() -> Self { - Self(Multiaddr::empty()) - } - - /// TODO: documentation - #[staticmethod] - fn with_capacity(n: usize) -> Self { - Self(Multiaddr::with_capacity(n)) - } - - /// TODO: documentation - #[staticmethod] - fn from_bytes(bytes: Bound<'_, PyBytes>) -> PyResult { - let bytes = Vec::from(bytes.as_bytes()); - Ok(Self(Multiaddr::try_from(bytes).pyerr()?)) - } - - /// TODO: documentation - #[staticmethod] - fn from_string(string: String) -> PyResult { - Ok(Self(Multiaddr::from_str(&string).pyerr()?)) - } - - /// TODO: documentation - fn len(&self) -> usize { - self.0.len() - } - - /// TODO: documentation - fn is_empty(&self) -> bool { - self.0.is_empty() - } - - /// TODO: documentation - fn to_bytes<'py>(&self, py: Python<'py>) -> Bound<'py, PyBytes> { - let bytes = self.0.to_vec(); - PyBytes::new(py, &bytes) - } - - /// TODO: documentation - fn to_string(&self) -> String { - self.0.to_string() - } - - #[gen_stub(skip)] - fn __repr__(&self) -> String { - format!("Multiaddr({})", self.0) - } - - #[gen_stub(skip)] - fn __str__(&self) -> String { - self.to_string() - } -} - -pub fn multiaddr_submodule(m: &Bound<'_, PyModule>) -> PyResult<()> { - m.add_class::()?; - - Ok(()) -} diff --git a/rust/exo_pyo3_bindings/tests/dummy.rs b/rust/exo_pyo3_bindings/tests/dummy.rs deleted file mode 100644 index 7d1ce0e4..00000000 --- a/rust/exo_pyo3_bindings/tests/dummy.rs +++ /dev/null @@ -1,54 +0,0 @@ -#[cfg(test)] -mod tests { - use core::mem::drop; - use core::option::Option::Some; - use core::time::Duration; - use tokio; - use tokio::sync::mpsc; - - #[tokio::test] - async fn test_drop_channel() { - struct Ping; - - let (tx, mut rx) = mpsc::channel::(10); - - let _ = tokio::spawn(async move { - println!("TASK: entered"); - - loop { - tokio::select! { - result = rx.recv() => { - match result { - Some(_) => { - println!("TASK: pinged"); - } - None => { - println!("TASK: closing channel"); - break; - } - } - } - _ = tokio::time::sleep(Duration::from_secs_f32(0.1)) => { - println!("TASK: heartbeat"); - } - } - } - - println!("TASK: exited"); - }); - - let tx2 = tx.clone(); - - tokio::time::sleep(Duration::from_secs_f32(0.11)).await; - - tx.send(Ping).await.expect("Should not fail"); - drop(tx); - - tokio::time::sleep(Duration::from_secs_f32(0.11)).await; - - tx2.send(Ping).await.expect("Should not fail"); - drop(tx2); - - tokio::time::sleep(Duration::from_secs_f32(0.11)).await; - } -} diff --git a/rust/exo_pyo3_bindings/tests/test_python.py b/rust/exo_pyo3_bindings/tests/test_python.py deleted file mode 100644 index f505b41a..00000000 --- a/rust/exo_pyo3_bindings/tests/test_python.py +++ /dev/null @@ -1,129 +0,0 @@ -import asyncio -import time - -import pytest -from exo_pyo3_bindings import ConnectionUpdate, Keypair, DiscoveryService - - -# # => `tokio::mpsc` channels are closed when all `Sender` are dropped, or when `Receiver::close` is called -# # => the only sender is `KillableTaskHandle.sender: Option>>` -# # => integrate with https://pyo3.rs/v0.25.1/class/protocols.html#garbage-collector-integration -# # => set `sender` to `None` to drop the `Sender` & therefore trigger an automatic cleanup -# # => TODO: there could be a bug where dropping `Sender` won't close the channel in time bc of unprocessed events -# # so the handle drops and asyncio loop closes BEFORE the task dies... -# # might wanna figure out some kind of `oneshot` "shutdown confirmed" blocking mechanism or something...?? -# # => also there is "cancellable futures" stuff ?? => https://pyo3.rs/main/async-await.html -# # -# # For now, always explicitly call cleanup functions to avoid crashes -# # in the future research tighter integration for automatic cleanup and safety!!! -# # also look into `pyo3_async_runtimes::tokio::get_runtime()` for blocking calls in Rust -# @pytest.mark.asyncio -# async def test_handle_kill() -> None: -# print("PYTHON: starting handle") -# h: KillableTaskHandle = killable_task_spawn() - -# time.sleep(0.35) - -# # for i in range(0, 4): -# # print(f"PYTHON: waiting... {i}") -# # time.sleep(0.11) - -# # print("PYTHON: killing task") -# # h.kill_task() - -# def test_keypair_creation() -> None: -# kp = Keypair.generate_ecdsa() -# kp_protobuf = kp.to_protobuf_encoding() -# print(kp_protobuf) -# kp = Keypair.from_protobuf_encoding(kp_protobuf) -# assert kp.to_protobuf_encoding() == kp_protobuf - - -@pytest.mark.asyncio -async def test_discovery_callbacks() -> None: - ident = Keypair.generate_ed25519() - - service = DiscoveryService(ident) - a = _add_connected_callback(service) - d = _add_disconnected_callback(service) - - # stream_get_a, stream_put = _make_iter() - # service.add_connected_callback(stream_put) - # - # stream_get_d, stream_put = _make_iter() - # service.add_disconnected_callback(stream_put) - - # async for c in stream_get_a: - # await connected_callback(c) - - for i in range(0, 10): - print(f"PYTHON: tick {i} of 10") - await asyncio.sleep(1) - - print(service, a, d) # only done to prevent GC... TODO: come up with less hacky solution - - -def _add_connected_callback(d: DiscoveryService): - stream_get, stream_put = _make_iter() - d.add_connected_callback(stream_put) - - async def run(): - async for c in stream_get: - await connected_callback(c) - - return asyncio.create_task(run()) - - -def _add_disconnected_callback(d: DiscoveryService): - stream_get, stream_put = _make_iter() - - async def run(): - async for c in stream_get: - await disconnected_callback(c) - - d.add_disconnected_callback(stream_put) - return asyncio.create_task(run()) - - -async def connected_callback(e: ConnectionUpdate) -> None: - print(f"\n\nPYTHON: Connected callback: {e.peer_id}, {e.connection_id}, {e.local_addr}, {e.send_back_addr}") - print( - f"PYTHON: Connected callback: {e.peer_id.__repr__()}, {e.connection_id.__repr__()}, {e.local_addr.__repr__()}, {e.send_back_addr.__repr__()}\n\n") - - -async def disconnected_callback(e: ConnectionUpdate) -> None: - print(f"\n\nPYTHON: Disconnected callback: {e.peer_id}, {e.connection_id}, {e.local_addr}, {e.send_back_addr}") - print( - f"PYTHON: Disconnected callback: {e.peer_id.__repr__()}, {e.connection_id.__repr__()}, {e.local_addr.__repr__()}, {e.send_back_addr.__repr__()}\n\n") - - -def _foo_task() -> None: - print("PYTHON: This simply runs in asyncio context") - - -def _make_iter(): - loop = asyncio.get_event_loop() - queue: asyncio.Queue[ConnectionUpdate] = asyncio.Queue() - - def put(c: ConnectionUpdate) -> None: - loop.call_soon_threadsafe(queue.put_nowait, c) - - async def get(): - while True: - yield await queue.get() - - return get(), put - -# async def inputstream_generator(channels=1, **kwargs): -# """Generator that yields blocks of input data as NumPy arrays.""" -# q_in = asyncio.Queue() -# loop = asyncio.get_event_loop() -# -# def callback(indata, frame_count, time_info, status): -# loop.call_soon_threadsafe(q_in.put_nowait, (indata.copy(), status)) -# -# stream = sd.InputStream(callback=callback, channels=channels, **kwargs) -# with stream: -# while True: -# indata, status = await q_in.get() -# yield indata, status diff --git a/rust/master_election/Cargo.toml b/rust/master_election/Cargo.toml deleted file mode 100644 index c5164f50..00000000 --- a/rust/master_election/Cargo.toml +++ /dev/null @@ -1,41 +0,0 @@ -[package] -name = "master_election" -version = { workspace = true } -edition = { workspace = true } -publish = false - -[lib] -doctest = false -name = "master_election" -path = "src/lib.rs" - -[lints] -workspace = true - -[dependencies] -# macro dependencies -extend = { workspace = true } -delegate = { workspace = true } -impl-trait-for-tuples = { workspace = true } -derive_more = { workspace = true } - -# Async -tokio = { workspace = true, features = ["full"] } -futures = { workspace = true } - -# utility dependencies -#util = { workspace = true } -#fn_pipe = { workspace = true } -thiserror = { workspace = true } -#internment = { workspace = true } -#recursion = { workspace = true } -#generativity = { workspace = true } -#itertools = { workspace = true } -tracing-subscriber = { version = "0.3.19", features = ["default", "env-filter"] } -keccak-const = { workspace = true } - -# Data types -ordered-float = { workspace = true } - -# Networking -libp2p = { workspace = true, features = ["full"] } \ No newline at end of file diff --git a/rust/master_election/src/cel/centrality.rs b/rust/master_election/src/cel/centrality.rs deleted file mode 100644 index 2042d384..00000000 --- a/rust/master_election/src/cel/centrality.rs +++ /dev/null @@ -1,36 +0,0 @@ -use crate::cel::data::Map; -use crate::cel::{View, ID}; - -/// The number of neighbours of a process. -pub fn degree_centrality(known: &Map, id: ID) -> u32 { - todo!() -} - -/// Measures average length of the shortest path between the vertex and all other vertices in the graph. -/// The more central is a vertex, the closer it is to all other vertices. The closeness centrality -/// characterizes the ability of a node to spread information over the graph. -/// -/// Alex Balevas defined in 1950 the closeness centrality of a vertex as follows: -/// `C_C(x) = \frac{1}{ \sum_y d(x,y) }` where `d(x,y)` is the shortest path between `x` and `y`. -/// -/// CEL paper uses this. -pub fn closeness_centrality(known: &Map, id: ID) -> u32 { - todo!() -} - -/// Measures the number of times a vertex acts as a relay (router) along -/// shortest paths between other vertices. Even if previous authors -/// have intuitively described centrality as being based on betweenness, -/// betweenness centrality was formally defined by Freeman in 1977. -/// -/// The betweenness of a vertex `x` is defined as the sum, for each pair -/// of vertices `(s, t)`, of the number of shortest paths from `s` to `t` that -/// pass through `x`, over the total number of shortest paths between -/// vertices `s` and `t`; it can be represented by the following formula: -/// `C_B(x) = \sum_{ s \neq x \neq t } \frac{ \sigma_{st}(x) }{ \sigma_{st} }` -/// where `\sigma_{st}` denotes the total number of shortest paths from vertex `s` -/// to vertex `t` (with `\sigma_{ss} = 1` by convention), and `\sigma_{st}(x)` -/// is the number of those shorter paths that pass through `x`. -pub fn betweenness_centrality(known: &Map, id: ID) -> u32 { - todo!() -} diff --git a/rust/master_election/src/cel/messaging.rs b/rust/master_election/src/cel/messaging.rs deleted file mode 100644 index 4cac6dd1..00000000 --- a/rust/master_election/src/cel/messaging.rs +++ /dev/null @@ -1,57 +0,0 @@ -use crate::cel::messaging::data::Probability; -use crate::cel::KnowledgeMessage; - -mod data { - use ordered_float::OrderedFloat; - use thiserror::Error; - - #[derive(Error, Debug, Copy, Clone, PartialEq, PartialOrd)] - #[error("Floating number `{0}` is not a probability")] - #[repr(transparent)] - pub struct NotProbabilityError(f64); - - #[derive(Debug, Copy, Clone, PartialEq, Eq, Ord, PartialOrd, Hash)] - #[repr(transparent)] - pub struct Probability(OrderedFloat); - - impl Probability { - const MIN_P: OrderedFloat = OrderedFloat(0.0); - const MAX_P: OrderedFloat = OrderedFloat(1.0); - - pub fn new(p: f64) -> Result { - let p = OrderedFloat(p); - if Self::MIN_P <= p && p <= Self::MAX_P { - Ok(Self(p)) - } else { - Err(NotProbabilityError(p.0)) - } - } - - pub const fn into_f64(self) -> f64 { - self.0.0 - } - } - - impl From for f64 { - fn from(value: Probability) -> Self { - value.into_f64() - } - } - - impl TryFrom for Probability { - type Error = NotProbabilityError; - fn try_from(value: f64) -> Result { - Self::new(value) - } - } -} - -/// Haas et al. proposed several gossip protocols for *ad hoc networks* that use probabilities. -/// Combined with the number of hops or the number of times the same message is received, the -/// protocols choose if a node broadcast a message to all its neighbors or not, reducing thus -/// the number of messages propagated in the system. The authors show that gossiping with a -/// probability between 0.6 and 0.8 ensures that almost every node of the system gets the message, -/// with up to 35% fewer messages in some networks compared to flooding. -pub fn local_broadcast(message: KnowledgeMessage, rho: Probability) { - // -} diff --git a/rust/master_election/src/cel/mod.rs b/rust/master_election/src/cel/mod.rs deleted file mode 100644 index b7856d28..00000000 --- a/rust/master_election/src/cel/mod.rs +++ /dev/null @@ -1,333 +0,0 @@ -pub mod centrality; -pub mod messaging; - -use crate::cel::data::{Map, Set}; -use std::collections::VecDeque; - -pub mod data { - use std::marker::PhantomData; - - #[derive(Debug, Clone, PartialEq, Eq, Ord, PartialOrd, Hash)] - pub struct Set(PhantomData); - - impl Set { - pub fn new() -> Self { - todo!() - } - - pub fn add(&mut self, value: V) -> bool { - todo!() - } - - pub fn remove(&mut self, value: V) {} - - pub fn add_all(&mut self, other: &Set) {} - - pub fn values_mut(&mut self) -> &mut [V] { - todo!() - } - - pub fn values(&self) -> &[V] { - todo!() - } - } - - #[derive(Debug, Clone, PartialEq, Eq, Ord, PartialOrd, Hash)] - pub struct Map(PhantomData<(K, V)>); - - impl Map { - pub fn new() -> Self { - todo!() - } - - pub fn set(&mut self, key: K, value: V) {} - - pub fn get(&self, key: K) -> &V { - todo!() - } - - pub fn get_mut(&mut self, key: K) -> &mut V { - todo!() - } - - pub fn kv_mut(&mut self) -> &mut [(K, V)] { - todo!() - } - - pub fn contains_key(&self, key: K) -> bool { - todo!() - } - - pub fn not_contains_key(&self, key: K) -> bool { - !self.contains_key(key) - } - } -} - -#[derive(Debug, Copy, Clone, PartialEq, Eq, Ord, PartialOrd, Hash)] -#[repr(transparent)] -pub struct ID(pub u128); - -#[derive(Debug, Copy, Clone, PartialEq, Eq, Ord, PartialOrd, Hash)] -#[repr(transparent)] -pub struct Clock(pub u64); - -impl Clock { - pub const ZERO: Self = Self(0); - pub const ONE: Self = Self(1); - - pub fn plus_one(self) -> Self { - Self(self.0 + 1) - } -} - -/// `CEL` uses a data structure called a `view` -/// -/// A `view` associated to node is composed of two elements: -/// 1) A logical `clock` value, acting as a timestamp and incremented at each connection and disconnection. -/// 2) A set of node `identifiers`, which are the current neighbors of `i` (this node). -#[derive(Debug, Clone, PartialEq, Eq, Ord, PartialOrd, Hash)] -pub struct View { - /// Logical clock - clock: Clock, - - /// Neighbors set - neigh: Set, -} - -impl View { - pub fn new(clock: Clock, neigh: Set) -> Self { - Self { clock, neigh } - } -} - -/// The only type of message exchanged between neighbors is the `knowledge` message. -/// It contains the current topological knowledge that the sender node has of the network, -/// i.e. its `known` variable. -#[derive(Debug, Clone, PartialEq, Eq, Ord, PartialOrd, Hash)] -pub struct KnowledgeMessage { - pub known: Map, -} - -/// Each node `i` maintains a local variable called `known`. -/// -/// This variable represents the current topological knowledge that `i` has of its current -/// component (including itself). It is implemented as a map of `view` indexed by node `identifier`. -#[derive(Debug, Clone, PartialEq, Eq, Ord, PartialOrd, Hash)] -pub struct Node { - id: ID, - known: Map, -} - -impl Node { - /// Firstly, node initializes its `known` variable with its own identifier (`i`), - /// and sets its logical clock to `0`. - pub fn initialization(this_id: ID) -> Self { - let mut neigh = Set::new(); // neigh = \{ i \} - neigh.add(this_id); - - let mut known = Map::::new(); - known.set(this_id, View::new(Clock::ZERO, neigh)); - - Self { id: this_id, known } - } - - /// When a new node `j` appears in the transmission range of `i`, the crosslayer mechanism of - /// `i` detects `j`, and triggers the `Connection` method. - /// - /// Node `j` is added to the neighbors set of node `i`. As the knowledge of has been updated, - /// its logical clock is incremented. - /// - /// Since links are assumed bidirectional, i.e. the emission range equals the reception range, - /// if node `i` has no previous knowledge of `j`, the neighbor-aware mechanism adds both - /// `i` and `j` in the set of neighbors of `j`. Then, `i` sets the clock value of `j` to `1`, - /// as `i` was added to the knowledge of node `j`. On the other hand, if node `i` already has - /// information about `j`, `i` is added to the neighbors of `j`, and the logical clock of - /// node `j` is incremented. - /// - /// Finally, by calling `LocalBroadcast` method, node `i` shares its - /// knowledge with `j` and informs its neighborhood of its new neighbor `j`. - /// Note that such a method sends a knowledge message to the neighbors - /// of node `i`, with a gossip probability `\rho`, as seen in `Section 2.8`. - /// However, for the first hop, `\rho` is set to `1` to make sure that all neighbors of `i` - /// will be aware of its new neighbor `j`. Note that the cross-layer mechanism - /// of node `j` will also trigger its `Connection` method, and the respective - /// steps will also be achieved on node `j`. - pub fn node_connection(&mut self, other_id: ID) { - let this_known = self.known.get_mut(self.id); - this_known.neigh.add(other_id); - this_known.clock = this_known.clock.plus_one(); - - if self.known.not_contains_key(other_id) { - let mut other_neigh = Set::new(); // neigh = \{ j, i \} - other_neigh.add(self.id); - other_neigh.add(other_id); - - self.known.set(other_id, View::new(Clock::ONE, other_neigh)); - } else { - let other_known = self.known.get_mut(other_id); - other_known.neigh.add(self.id); - other_known.clock = other_known.clock.plus_one(); - } - - // TODO: `LocalBroadcast(knowlege, 1)` - } - - /// When a node `j` disappears from the transmission range of node `i`, - /// the cross-layer mechanism stops receiving beacon messages at the - /// MAC level, and triggers the `Disconnection` method. Node `j` is - /// then removed from the knowledge of node `i`, and its clock - /// is incremented as its knowledge was modified. - /// - /// Then, the neighbor-aware mechanism assumes that node `i` will also disconnect - /// from `j`. Therefore, `i` is removed from the neighborhood of `j` in the - /// knowledge of node `i`, and the corresponding clock is incremented. - /// - /// Finally, node `i` broadcasts its updated knowledge to its neighbors. - pub fn node_disconected(&mut self, other_id: ID) { - let this_known = self.known.get_mut(self.id); - this_known.neigh.remove(other_id); - this_known.clock = this_known.clock.plus_one(); - - let other_known = self.known.get_mut(other_id); - other_known.neigh.remove(self.id); - other_known.clock = other_known.clock.plus_one(); - - // TODO: `LocalBroadcast(knowlege, 1)` - } - - /// When node receives a knowledge message `known_j`, from node `j`, - /// it looks at each node `n` included in `known_j`. If `n` is an - /// unknown node for `i`, or if `n` is known by node `i` and has a - /// more recent clock value in `known_j`, the clock and neighbors of - /// node `n` are updated in the knowledge of `i`. - /// - /// Note that a clock value of `n` higher than the one currently known by - /// node `i` means that node `n` made some connections and/or - /// disconnections of which node `i` is not aware. Then, the `UpdateNeighbors` - /// method is called to update the knowledge of `i` regarding the neighbors - /// of `n`. If the clock value of node `n` is identical to the one of - /// both the knowledge of node `i` and `known_j`, the neighbor-aware - /// mechanism merges the neighbors of node `n` from `known_j` with the - /// known neighbors of `n` in the knowledge of `i`. - /// - /// Remark that the clock of node `n` is not updated by the neighbor-aware - /// mechanism, otherwise, `n` would not be able to override this view in the - /// future with more recent information. The `UpdateNeighbors` method is - /// then called. Finally, node `i` broadcasts its knowledge only if - /// this latter was modified. - pub fn receive_knowledge( - &mut self, - other_id: ID, - KnowledgeMessage { - known: mut other_known, - }: KnowledgeMessage, - ) { - let mut this_known_updated = false; - - for (n, other_known_n) in other_known.kv_mut() { - if self.known.not_contains_key(*n) || other_known_n.clock > self.known.get(*n).clock { - self.known.set(*n, other_known_n.clone()); - // TODO: UpdateNeighbors(known_j, n) - } else if other_known_n.clock == self.known.get(*n).clock { - self.known.get_mut(*n).neigh.add_all(&other_known_n.neigh); - // TODO: UpdateNeighbors(known_j, n) - } - } - - // TODO: figure out what constitutes "updated", i.e. should any of the two branches count? - // or should each atomic update-op be checked for "change"?? - if this_known_updated { - // TODO: TopologicalBroadcast() - } - } - - /// The `UpdateNeighbors` method updates the knowledge of `i` with - /// information about the neighbors of node `n`. If the neighbor `k` - /// is an unknown node for `i`, or if `k` is known by `i` but has a - /// more recent clock value in `known_j` (line 38), the clock and neighbors - /// of node `k` are added or updated in the knowledge of node `i`. - /// Otherwise, if the clock of node `k` is identical in the knowledge of node - /// `i` and in `known_j`, the neighbor-aware mechanism merges the - /// neighbors of node `k` in the knowledge of `i`. - fn update_neighbors(&mut self, other_known: &mut Map, n: ID) { - for k in other_known.get(n).neigh.values() { - if self.known.not_contains_key(*k) - || other_known.get(*k).clock > self.known.get(*k).clock - { - self.known.set(*k, other_known.get(*k).clone()); - } else if other_known.get(*k).clock == self.known.get(*k).clock { - self.known - .get_mut(*k) - .neigh - .add_all(&other_known.get(*k).neigh); - } - } - } - - /// The `TopologicalBroadcast` method uses a self-pruning approach to broadcast - /// or not the updated knowledge of node `i`, after the reception of a `knowledge` - /// from a neighbor `j`. To this end, node `i` checks whether each of its neighbors - /// has the same neighborhood as itself. In this case, node `n` is supposed to have - /// also received the knowledge message from neighbor node `j`. Therefore, among the - /// neighbors having the same neighborhood than `i`, only the one with - /// the smallest identifier will broadcast the knowledge, with a - /// gossip probability `\rho`. Note that this topological self-pruning - /// mechanism reaches the same neighborhood as multiple broadcasts. - fn topological_broadcast(&self) { - for n in self.known.get(self.id).neigh.values() { - // TODO: ensure this is a value-equality comparison - if self.known.get(*n).neigh == self.known.get(self.id).neigh { - if *n < self.id { - return; - } - } - } - - // TODO: `LocalBroadcast(knowlege, \rho)` - } - - /// The leader is elected when a process running on node `i` calls the `Leader` - /// function. This function returns the most central leader in the component - /// according the closeness centrality, as seen in Section 2.7, using the - /// knowledge of node `i`. The closeness centrality is chosen instead of the - /// betweenness centrality, because it is faster to compute and requires fewer - /// computational steps, therefore consuming less energy from the mobile node - /// batteries than the latter. - /// - /// First, node `i` rebuilds its component according to its topological knowledge. - /// To do so, it computes the entire set of reachable nodes, by adding - /// neighbors, neighbors of its neighbors, and so on. - /// Then, it evaluates the shortest distance between each reachable node and the - /// other ones, and computes the closeness centrality for each of them. - /// Finally, it returns the node having the highest closeness value as the - /// leader. The highest node identifier is used to break ties among - /// identical centrality values. If all nodes of the component have the same - /// topological knowledge, the `Leader()` function will return the same leader - /// node when invoked. Otherwise, it may return different leader nodes. - /// However, when the network topology stops changing, the algorithm - /// ensures that all nodes of a component will eventually have the same - /// topological knowledge and therefore, the `Leader()` function will return - /// the same leader node for all of them. - fn leader(&self) -> ID { - // this just computes the transitive closure of the adj-list graph starting from node `i` - // TODO: its an inefficient BFS impl, swap to better later!!! - let mut component = Set::new(); - - let mut process_queue = - VecDeque::from_iter(self.known.get(self.id).neigh.values().iter().cloned()); - while let Some(j) = process_queue.pop_front() { - let successfully_added = component.add(j); - - // was already processed, so don't add neighbors - if !successfully_added { - continue; - } - - process_queue.extend(self.known.get(j).neigh.values().iter().cloned()); - } - - let leader: ID = todo!(); // TODO: `Max (ClosenessCentrality (component))` - return leader; - } -} diff --git a/rust/master_election/src/communicator.rs b/rust/master_election/src/communicator.rs deleted file mode 100644 index 7913ad8d..00000000 --- a/rust/master_election/src/communicator.rs +++ /dev/null @@ -1,35 +0,0 @@ -//! Communicator is an abstraction that allows me to "mock" speaking to the network -//! - -use crate::participant::{Participant, ParticipantId}; -use crate::ElectionMessage; - -pub trait Communicator { - fn all_participants(&self) -> &[ParticipantId]; - fn broadcast_message(&self, message: ElectionMessage, recipients: &[ParticipantId]) -> (); - fn register_participant(&mut self, participant: &Participant) -> ParticipantId; -} - -mod communicator_impls { - macro_rules! as_ref_impl { - () => { - #[inline] - fn all_participants(&self) -> &[ParticipantId] { - self.as_ref().all_participants() - } - - #[inline] - fn broadcast_message(&self, message: Message, recipients: &[ParticipantId]) { - self.as_ref().broadcast_message(message, recipients); - } - }; - } - - // impl Communicator for Box { - // as_ref_impl!(); - // } - // - // impl Communicator for Arc { - // as_ref_impl!(); - // } -} diff --git a/rust/master_election/src/lib.rs b/rust/master_election/src/lib.rs deleted file mode 100644 index 221f15d8..00000000 --- a/rust/master_election/src/lib.rs +++ /dev/null @@ -1,44 +0,0 @@ -//! TODO: crate documentation -//! -//! this is here as a placeholder documentation -//! -//! - -// enable Rust-unstable features for convenience -#![feature(trait_alias)] -// #![feature(stmt_expr_attributes)] -// #![feature(unboxed_closures)] -// #![feature(assert_matches)] -// #![feature(async_fn_in_dyn_trait)] -// #![feature(async_for_loop)] -// #![feature(auto_traits)] -// #![feature(negative_impls)] - -use crate::participant::ParticipantId; - -pub mod cel; -mod communicator; -mod participant; - -/// Namespace for all the type/trait aliases used by this crate. -pub(crate) mod alias {} - -/// Namespace for crate-wide extension traits/methods -pub(crate) mod ext {} - -pub(crate) mod private { - /// Sealed traits support - pub trait Sealed {} - impl Sealed for T {} -} - -pub enum ElectionMessage { - /// Announce election - Election { - candidate: ParticipantId, - }, - Alive, - Victory { - coordinator: ParticipantId, - }, -} diff --git a/rust/master_election/src/participant.rs b/rust/master_election/src/participant.rs deleted file mode 100644 index f027d9e4..00000000 --- a/rust/master_election/src/participant.rs +++ /dev/null @@ -1,203 +0,0 @@ -use crate::communicator::Communicator; -use crate::ElectionMessage; -use std::sync::Arc; -use std::time::Duration; -use thiserror::Error; -use tokio::sync::{mpsc, Mutex}; - -// trait ParticipantState {} // TODO: make sealed or something?? -// -// struct Coordinator; // TODO: change to master -// struct Candidate; // i.e. election candidate -// struct Transient; // transient state, e.g. waiting for election results, declaring themselves winner, etc -// struct Follower; // i.e. a follower of an existing coordinator -// -// mod participant_impl { -// use crate::participant::{Candidate, Coordinator, Follower, ParticipantState, Transient}; -// -// impl ParticipantState for Coordinator {} -// impl ParticipantState for Candidate {} -// impl ParticipantState for Transient {} -// impl ParticipantState for Follower {} -// } - -pub type ParticipantSelf = Arc>; - -#[derive(Debug, Clone, Copy, PartialEq, Eq, PartialOrd, Ord, Hash)] -#[repr(transparent)] -pub struct ParticipantId(pub u128); - -#[derive(Debug, Clone, Copy)] -pub enum ParticipantState { - Coordinator, // i.e. master - ElectionCandidate, // after noticing a master went down, become candidate and `Election` message to all nodes higher than itself - Waiting, // when lower nodes are waiting for results of an election to conclude - Follower { id: ParticipantId }, // when a participant is following a coordinator - Transient, // when the participant is in a neutral/uninitialized state -} - -pub struct Participant { - id: ParticipantId, - state: ParticipantState, - on_message_sent: Vec>, -} - -mod impls { - use crate::participant::{Participant, ParticipantId, ParticipantSelf, ParticipantState}; - use crate::ElectionMessage; - - impl Participant { - pub fn new_with(id: ParticipantId, state: ParticipantState) -> Self { - Self { - id, - state, - on_message_sent: vec![], - } - } - - pub fn add_on_message_sent(&mut self, callback: F) - where - F: FnOnce(ElectionMessage, ParticipantId) + Send + 'static, - { - self.on_message_sent.push(Box::new(callback)); - } - - pub async fn receive_message(mut self_: ParticipantSelf, message: ElectionMessage) { - let foo = self_.lock_owned().await; - } - } -} - -pub const TASK_CHANNEL_SIZE: usize = 8; -pub const ELECTION_VICTORY_TIMEOUT: Duration = Duration::from_secs(1); -pub const VICTORY_WAITING_TIMEOUT: Duration = Duration::from_secs(1); -pub const HEARTBEAT_RECEIVE_TIMEOUT: Duration = Duration::from_secs(2); -pub const HEARTBEAT_SEND_TIMEOUT: Duration = Duration::from_secs(1); - -pub enum InMessage { - ElectionMessage(ElectionMessage), - Heartbeat, -} - -pub enum OutMessage { - ElectionMessage(ElectionMessage), - Heartbeat, -} - -#[derive(Error, Debug)] -pub enum ParticipantError { - #[error("could not send out-message: `{0}`")] - SendError(#[from] mpsc::error::SendError), -} - -pub async fn participant_task( - mut in_channel: mpsc::Receiver, - out_channel: mpsc::Sender, - communicator: C, -) -> Result<(), ParticipantError> { - // task state - let participant_id: ParticipantId = ParticipantId(1234u128); // TODO: replace with dependency injection - let mut participant_state: ParticipantState = ParticipantState::Transient; - - // TODO: slot this logic into this somewhere... - // 4. If P receives an Election message from another process with a lower ID it sends an Answer message - // back and if it has not already started an election, it starts the election process at the beginning, - // by sending an Election message to higher-numbered processes. - - loop { - match participant_state { - ParticipantState::Transient => { - // When a process P recovers from failure, or the failure detector indicates - // that the current coordinator has failed, P performs the following actions: - // - // 1A) If P has the highest process ID, it sends a Victory message to all other - // processes and becomes the new Coordinator. - let max_id = communicator - .all_participants() - .iter() - .max() - .unwrap_or(&ParticipantId(0u128)); - if max_id <= &participant_id { - participant_state = ParticipantState::Coordinator; - communicator.broadcast_message( - ElectionMessage::Victory { - coordinator: participant_id, - }, - communicator.all_participants(), - ); - continue; - } - - // 1B) Otherwise, P broadcasts an Election message to all other processes with - // higher process IDs than itself - participant_state = ParticipantState::ElectionCandidate; - communicator.broadcast_message( - ElectionMessage::Election { - candidate: participant_id, - }, - &communicator - .all_participants() - .iter() - .filter(|&p| p > &participant_id) - .copied() - .collect::>(), - ); - } - ParticipantState::ElectionCandidate => { - tokio::select! { - // 2. If P receives no Answer after sending an Election message, then it broadcasts - // a Victory message to all other processes and becomes the Coordinator. - _ = tokio::time::sleep(ELECTION_VICTORY_TIMEOUT) => { - participant_state = ParticipantState::Coordinator; - communicator.broadcast_message( - ElectionMessage::Victory { - coordinator: participant_id, - }, - communicator.all_participants(), - ); - } - - // 3A. If P receives an Answer from a process with a higher ID, it sends no further - // messages for this election and waits for a Victory message. (If there is no Victory - // message after a period of time, it restarts the process at the beginning.) - Some(InMessage::ElectionMessage(ElectionMessage::Alive)) = in_channel.recv() => { - participant_state = ParticipantState::Waiting; - } // TODO: handle all other branches, e.g. channel closure, different messages & so on - } - } - ParticipantState::Waiting => { - tokio::select! { - // 3B. If there is no Victory message after a period of time, it restarts the process - // at the beginning. - _ = tokio::time::sleep(VICTORY_WAITING_TIMEOUT) => { - participant_state = ParticipantState::Transient; - } - - // 5. If P receives a Victory message, it treats the sender as the coordinator. - Some(InMessage::ElectionMessage(ElectionMessage::Victory { coordinator })) = in_channel.recv() => { - participant_state = ParticipantState::Follower { id: coordinator }; - } // TODO: handle all other branches, e.g. channel closure, different messages & so on - } - } - ParticipantState::Follower { id: coordinator_id } => { - tokio::select! { - // If we do not receive a heartbeat from the coordinator, trigger new election - _ = tokio::time::sleep(VICTORY_WAITING_TIMEOUT) => { - participant_state = ParticipantState::Transient; - } - - // If we do receive a heartbeat - keep going - Some(InMessage::Heartbeat) = in_channel.recv() => { - } // TODO: handle all other branches, e.g. channel closure, different messages & so on - } - } - ParticipantState::Coordinator => { - // If we are coordinator - send heart beats - { - out_channel.send(OutMessage::Heartbeat).await?; - tokio::time::sleep(HEARTBEAT_SEND_TIMEOUT).await; - } - } - } - } -} diff --git a/rust/master_election/tests/dummy.rs b/rust/master_election/tests/dummy.rs deleted file mode 100644 index d82c6eb1..00000000 --- a/rust/master_election/tests/dummy.rs +++ /dev/null @@ -1,8 +0,0 @@ -// maybe this will hold test in the future...?? - -#[cfg(test)] -mod tests { - #[test] - fn does_nothing() { - } -} \ No newline at end of file diff --git a/rust/rust-toolchain.toml b/rust/rust-toolchain.toml deleted file mode 100644 index 271800cb..00000000 --- a/rust/rust-toolchain.toml +++ /dev/null @@ -1,2 +0,0 @@ -[toolchain] -channel = "nightly" \ No newline at end of file diff --git a/rust/util/Cargo.toml b/rust/util/Cargo.toml deleted file mode 100644 index b818252e..00000000 --- a/rust/util/Cargo.toml +++ /dev/null @@ -1,26 +0,0 @@ -[package] -name = "util" -version = { workspace = true } -edition = { workspace = true } -publish = false - -[lib] -doctest = false -name = "util" -path = "src/lib.rs" - -[lints] -workspace = true - -[dependencies] -# macro dependencies -extend = { workspace = true } - -# utility dependencies -thiserror = { workspace = true } -once_cell = { workspace = true } -internment = { workspace = true } -derive_more = { workspace = true } -bon = { workspace = true } -recursion = { workspace = true } -fn_pipe = { workspace = true } diff --git a/rust/util/fn_pipe/Cargo.toml b/rust/util/fn_pipe/Cargo.toml deleted file mode 100644 index fed18ea1..00000000 --- a/rust/util/fn_pipe/Cargo.toml +++ /dev/null @@ -1,16 +0,0 @@ -[package] -name = "fn_pipe" -version = { workspace = true } -edition = { workspace = true } -publish = false - -[lib] -doctest = false -name = "fn_pipe" -path = "src/lib.rs" - -[lints] -workspace = true - -[dependencies] -fn_pipe_proc = { workspace = true } \ No newline at end of file diff --git a/rust/util/fn_pipe/proc/Cargo.toml b/rust/util/fn_pipe/proc/Cargo.toml deleted file mode 100644 index 087d9500..00000000 --- a/rust/util/fn_pipe/proc/Cargo.toml +++ /dev/null @@ -1,20 +0,0 @@ -[package] -name = "fn_pipe_proc" -version = { workspace = true } -edition = { workspace = true } -publish = false - -[lib] -name = "fn_pipe_proc" -path = "src/lib.rs" -proc-macro = true - -[lints] -workspace = true - -[dependencies] -extend = { workspace = true } -syn = { workspace = true } -quote = { workspace = true } -proc-macro2 = { workspace = true } -darling = { workspace = true } diff --git a/rust/util/fn_pipe/proc/src/lib.rs b/rust/util/fn_pipe/proc/src/lib.rs deleted file mode 100644 index 3a471522..00000000 --- a/rust/util/fn_pipe/proc/src/lib.rs +++ /dev/null @@ -1,201 +0,0 @@ -//! Proc-macro for implementing `Fn/Pipe*` variants for tuples of a given size; -//! it is only here for this one purpose and no other, should not be used elsewhere - -#![allow(clippy::arbitrary_source_item_ordering)] - -extern crate proc_macro; - -use extend::ext; -use proc_macro::TokenStream; -use quote::quote; -use syn::{parse_macro_input, LitInt}; - -type TokS2 = proc_macro2::TokenStream; - -#[allow( - clippy::unwrap_used, - clippy::indexing_slicing, - clippy::arithmetic_side_effects, - clippy::missing_panics_doc, - clippy::too_many_lines -)] -#[proc_macro] -pub fn impl_fn_pipe_for_tuple(item: TokenStream) -> TokenStream { - // DEFINE CONSTANT TOKEN STREAMS UPFRONT - // token streams for Fn/Pipe* variants - let fn_pipe_names = ( - ( - "Fn".parse_unchecked(), - "FnPipe".parse_unchecked(), - "run".parse_unchecked(), - "call".parse_unchecked(), - ), - ( - "FnMut".parse_unchecked(), - "FnMutPipe".parse_unchecked(), - "run_mut".parse_unchecked(), - "call_mut".parse_unchecked(), - ), - ( - "FnOnce".parse_unchecked(), - "FnOncePipe".parse_unchecked(), - "run_once".parse_unchecked(), - "call_once".parse_unchecked(), - ), - ); - - // get the number of tuple parameters to implement this for - let max_tuple_size = match parse_macro_input!(item as LitInt).base10_parse::() { - Ok(num) => num, - Err(e) => return e.to_compile_error().into(), - }; - assert!( - max_tuple_size > 0, - "passed parameter must be greater than zero" - ); - - // generate generic function type-names, to be used later everywhere - let mut fn_type_names = Vec::with_capacity(max_tuple_size); - for i in 0..max_tuple_size { - fn_type_names.push(format!("_{i}").parse_unchecked()); - } - - // create a middle type constraint (i.e. not the first one) - let middle_type_constraint = |prev_fn: TokS2, this_fn: TokS2, fn_name: TokS2| { - quote! { - #this_fn: #fn_name<(#prev_fn::Output,)> - } - }; - - // create call implementation - let impl_call = |n: usize, call: TokS2, base: TokS2| { - let tuple_access = format!("self.{n}").parse_unchecked(); - quote! { - #tuple_access.#call((#base,)) - } - }; - - // generic impl block parametrised on the variant and number of params - let impl_per_type_and_n = |n: usize, - (fn_name, fn_pipe_name, run, call): (TokS2, TokS2, TokS2, TokS2), - extra: Option, - ref_style: Option| { - // flatten the extra tokens - let extra = extra.unwrap_or_default(); - - let fn_type_names_comma_sep = &fn_type_names[0..n].comma_separated(); - - // get name of first type and create the type constraint for the fist type - let first_fn_type = fn_type_names[0].clone(); - let first_type_constraint = quote! { - #first_fn_type: #fn_name - }; - - // create the middle type constraint implementations - let middle_type_constraints = (1..n) - .map(|i| { - // get previous and current tokens - let prev_fn = fn_type_names[i - 1].clone(); - let this_fn = fn_type_names[i].clone(); - - // create middle implementation - middle_type_constraint(prev_fn, this_fn, fn_name.clone()) - }) - .collect::>(); - - // combine the two, and comma-separate them into a single block - let type_constraints = [vec![first_type_constraint], middle_type_constraints] - .concat() - .as_slice() - .comma_separated(); - - // recursive call implementation starting from the base - let mut call_impl = quote! { self.0 .#call(args) }; - for i in 1..n { - call_impl = impl_call(i, call.clone(), call_impl); - } - - quote! { - #[allow(clippy::type_repetition_in_bounds)] - impl #fn_pipe_name for (#fn_type_names_comma_sep,) - where #type_constraints - { - #extra - - #[inline] - extern "rust-call" fn #run(#ref_style self, args: Args) -> Self::Output { - #call_impl - } - } - } - }; - - // generic impl block parametrised on the number of params - let impl_per_n = |n: usize| { - // create the `Fn/FnPipe` implementation - let mut impl_per_n = - impl_per_type_and_n(n, fn_pipe_names.0.clone(), None, Some(quote! { & })); - - // create the `FnMut/FnMutPipe` implementation - impl_per_n.extend(impl_per_type_and_n( - n, - fn_pipe_names.1.clone(), - None, - Some(quote! { &mut }), - )); - - // create the `FnOnce/FnOncePipe` implementation; - // this implementation additionally needs to specify the associated `type Output` - let last = fn_type_names[n - 1].clone(); - impl_per_n.extend(impl_per_type_and_n( - n, - fn_pipe_names.2.clone(), - Some(quote! { - type Output = #last::Output; - }), - None, - )); - - impl_per_n - }; - - // we need to implement for all tuple sizes 1 through-to `n` - let mut impls = TokS2::new(); - for n in 1..=max_tuple_size { - impls.extend(impl_per_n(n)); - } - - // return all the impls - impls.into() -} - -#[ext] -impl [TokS2] { - #[allow(clippy::unwrap_used, clippy::single_call_fn)] - fn comma_separated(&self) -> TokS2 { - let comma_tok = ",".parse_unchecked(); - - // get the first token, and turn it into an accumulator - let mut toks = self.iter(); - let mut tok: TokS2 = toks.next().unwrap().clone(); - - // if there are more tokens to come, keep extending with comma - for next in toks { - tok.extend(comma_tok.clone()); - tok.extend(next.clone()); - } - - // return final comma-separated result - tok - } -} - -#[ext] -impl str { - fn parse_unchecked(&self) -> TokS2 { - match self.parse::() { - Ok(s) => s, - Err(e) => unimplemented!("{e}"), - } - } -} diff --git a/rust/util/fn_pipe/src/lib.rs b/rust/util/fn_pipe/src/lib.rs deleted file mode 100644 index 44dbc01d..00000000 --- a/rust/util/fn_pipe/src/lib.rs +++ /dev/null @@ -1,35 +0,0 @@ -//! TODO: crate documentation -//! -//! this is here as a placeholder documentation - -// enable Rust-unstable features for convenience -#![feature(tuple_trait)] -#![feature(unboxed_closures)] -#![feature(fn_traits)] -#![feature(unsized_fn_params)] // this is fine because I am PURELY wrapping around existing `Fn*` traits -// global lints -#![allow(internal_features)] -#![allow(clippy::arbitrary_source_item_ordering)] - -use fn_pipe_proc::impl_fn_pipe_for_tuple; -use std::marker::Tuple; - -/// A trait representing a pipe of functions, where the output of one will -/// be fed as the input of another, until the entire pipe ran -pub trait FnPipe: FnMutPipe { - extern "rust-call" fn run(&self, args: Args) -> Self::Output; -} - -pub trait FnMutPipe: FnOncePipe { - extern "rust-call" fn run_mut(&mut self, args: Args) -> Self::Output; -} - -pub trait FnOncePipe { - type Output; - - extern "rust-call" fn run_once(self, args: Args) -> Self::Output; -} - -// implement `Fn/Pipe*` variants for tuples of upto length 26, -// can be increased in the future -impl_fn_pipe_for_tuple!(26usize); diff --git a/rust/util/src/lib.rs b/rust/util/src/lib.rs deleted file mode 100644 index 5c34786c..00000000 --- a/rust/util/src/lib.rs +++ /dev/null @@ -1,53 +0,0 @@ -//! TODO: crate documentation -//! -//! this is here as a placeholder documentation -//! -//! - -// enable Rust-unstable features for convenience -#![feature(trait_alias)] -#![feature(stmt_expr_attributes)] -#![feature(type_alias_impl_trait)] -#![feature(specialization)] -#![feature(unboxed_closures)] -#![feature(const_trait_impl)] -#![feature(fn_traits)] - -pub mod nonempty; - -pub(crate) mod private { - // sealed traits support - pub trait Sealed {} - impl Sealed for T {} -} - -/// Namespace for all the type/trait aliases used by this crate. -pub(crate) mod alias { -} - -/// Namespace for crate-wide extension traits/methods -pub mod ext { - use extend::ext; - - #[ext(pub, name = BoxedSliceExt)] - impl Box<[T]> { - #[inline] - fn map(self, f: F) -> Box<[B]> - where - F: FnMut(T) -> B, - { - self.into_iter().map(f).collect() - } - } - - #[ext(pub, name = VecExt)] - impl Vec { - #[inline] - fn map(self, f: F) -> Vec - where - F: FnMut(T) -> B, - { - self.into_iter().map(f).collect() - } - } -} diff --git a/rust/util/src/nonempty.rs b/rust/util/src/nonempty.rs deleted file mode 100644 index acfcf971..00000000 --- a/rust/util/src/nonempty.rs +++ /dev/null @@ -1,145 +0,0 @@ -use fn_pipe::FnMutPipe; -use std::slice::SliceIndex; -use std::{ops, slice}; -use thiserror::Error; - -#[derive(Error, Debug)] -#[error("Cannot create to `NonemptyArray` because the supplied slice is empty")] -pub struct EmptySliceError; - -/// A pointer to a non-empty fixed-size slice allocated on the heap. -#[derive(Clone, Debug, PartialEq, Eq, Hash, PartialOrd, Ord)] -#[repr(transparent)] -pub struct NonemptyArray(Box<[T]>); - -#[allow(clippy::arbitrary_source_item_ordering)] -impl NonemptyArray { - #[inline] - pub fn singleton(value: T) -> Self { - Self(Box::new([value])) - } - - #[allow(clippy::missing_errors_doc)] - #[inline] - pub fn try_from_boxed_slice>>( - boxed_slice: S, - ) -> Result { - let boxed_slice = boxed_slice.into(); - if boxed_slice.is_empty() { - Err(EmptySliceError) - } else { - Ok(Self(boxed_slice)) - } - } - - #[must_use] - #[inline] - pub fn into_boxed_slice(self) -> Box<[T]> { - self.0 - } - - #[must_use] - #[inline] - pub fn to_vec(&self) -> Vec - where - T: Clone, - { - self.0.to_vec() - } - - #[must_use] - #[inline] - pub const fn as_slice(&self) -> &[T] { - &self.0 - } - - #[allow(clippy::indexing_slicing)] - #[must_use] - #[inline] - pub fn first(&self) -> &T { - &self.0[0] - } - - #[allow(clippy::indexing_slicing, clippy::arithmetic_side_effects)] - #[must_use] - #[inline] - pub fn last(&self) -> &T { - &self.0[self.0.len() - 1] - } - - #[must_use] - #[inline] - pub fn get(&self, index: I) -> Option<&I::Output> - where - I: SliceIndex<[T]>, - { - self.0.get(index) - } - - #[allow(clippy::len_without_is_empty)] - #[must_use] - #[inline] - pub const fn len(&self) -> usize { - self.0.len() - } - - #[allow(clippy::iter_without_into_iter)] - #[inline] - pub fn iter(&self) -> slice::Iter<'_, T> { - self.0.iter() - } - - #[allow(clippy::iter_without_into_iter)] - #[inline] - pub fn iter_mut(&mut self) -> slice::IterMut<'_, T> { - self.0.iter_mut() - } - - #[inline] - #[must_use] - pub fn map U>(self, f: F) -> NonemptyArray { - NonemptyArray(self.0.into_iter().map(f).collect()) - } - - #[inline] - #[must_use] - pub fn pipe U>(self, mut p: P) -> NonemptyArray { - self.map(|x| p.run_mut((x,))) - } -} - -impl From> for Box<[T]> { - #[inline] - fn from(value: NonemptyArray) -> Self { - value.into_boxed_slice() - } -} - -impl ops::Index for NonemptyArray { - type Output = T; - - #[inline] - fn index(&self, index: usize) -> &Self::Output { - self.0.index(index) - } -} - -impl IntoIterator for NonemptyArray { - type Item = T; - type IntoIter = std::vec::IntoIter; - - #[inline] - fn into_iter(self) -> Self::IntoIter { - self.into_boxed_slice().into_vec().into_iter() - } -} - -impl<'a, T> IntoIterator for &'a NonemptyArray { - type Item = &'a T; - type IntoIter = slice::Iter<'a, T>; - - #[inline] - fn into_iter(self) -> Self::IntoIter { - self.iter() - } -} diff --git a/shared/pyproject.toml b/shared/pyproject.toml index 05d3ff74..6df028ca 100644 --- a/shared/pyproject.toml +++ b/shared/pyproject.toml @@ -17,6 +17,8 @@ dependencies = [ "sqlmodel>=0.0.22", "sqlalchemy[asyncio]>=2.0.0", "greenlet>=3.2.3", + "cryptography>=44.0.0", + "base58>=2.1.1", ] [build-system] diff --git a/shared/types/common.py b/shared/types/common.py index a5e441a3..ce83d118 100644 --- a/shared/types/common.py +++ b/shared/types/common.py @@ -41,3 +41,4 @@ class Host(BaseModel): if not (0 <= v <= 65535): raise ValueError("Port must be between 0 and 65535") return v + diff --git a/shared/utils.py b/shared/utils.py index 9cdb22cb..ee3f6cc5 100644 --- a/shared/utils.py +++ b/shared/utils.py @@ -1,40 +1,228 @@ from __future__ import annotations +import hashlib import logging import os from pathlib import Path -from typing import Any, Type +from typing import Any, Type, final -from exo_pyo3_bindings import Keypair +import base58 +from cryptography.hazmat.primitives import serialization +from cryptography.hazmat.primitives.asymmetric import ed25519 from filelock import FileLock from shared.constants import EXO_NODE_ID_KEYPAIR +@final +class PeerId: + """ + A libp2p peer identifier derived from a cryptographic public key. + Compatible with py-libp2p's PeerID interface. + """ + + def __init__(self, peer_id_bytes: bytes) -> None: + self._bytes = peer_id_bytes + + @staticmethod + def from_bytes(data: bytes) -> "PeerId": + """Create PeerId from raw bytes.""" + return PeerId(data) + + @staticmethod + def from_public_key(public_key_bytes: bytes) -> "PeerId": + """Create PeerId from a public key by hashing it.""" + # For Ed25519 keys, libp2p uses the identity hash (no hashing) for keys <= 42 bytes + # Since Ed25519 public keys are 32 bytes, we use identity hash + if len(public_key_bytes) <= 42: + return PeerId(public_key_bytes) + else: + # For larger keys, use SHA-256 + hash_digest = hashlib.sha256(public_key_bytes).digest() + return PeerId(hash_digest) + + def to_bytes(self) -> bytes: + """Return the raw bytes of this PeerId.""" + return self._bytes + + def to_base58(self) -> str: + """Return the base58-encoded string representation.""" + return base58.b58encode(self._bytes).decode('ascii') + + def __str__(self) -> str: + """Return the base58-encoded string representation.""" + return self.to_base58() + + def __repr__(self) -> str: + """Return debug representation.""" + return f"PeerId('{self.to_base58()}')" + + def __eq__(self, other: object) -> bool: + """Check equality with another PeerId.""" + if not isinstance(other, PeerId): + return False + return self._bytes == other._bytes + + def __hash__(self) -> int: + """Make PeerId hashable.""" + return hash(self._bytes) + + +@final +class Keypair: + """ + A py-libp2p compatible keypair implementation. + Provides the same interface as py-libp2p's KeyPair. + """ + + def __init__(self, private_key: ed25519.Ed25519PrivateKey) -> None: + self._private_key = private_key + self._public_key = private_key.public_key() + + @staticmethod + def generate_ed25519() -> "Keypair": + """Generate a new Ed25519 keypair.""" + private_key = ed25519.Ed25519PrivateKey.generate() + return Keypair(private_key) + + @staticmethod + def from_protobuf_encoding(data: bytes) -> "Keypair": + """ + Deserialize a keypair from libp2p protobuf encoding. + Compatible with py-libp2p's serialization format. + """ + if len(data) < 2: + raise ValueError("Invalid protobuf data: too short") + + # Simple protobuf parsing for our specific use case + # We expect: field 1 (type) as varint, field 2 (data) as bytes + offset = 0 + + # Parse type field (field tag 1, wire type 0 = varint) + if data[offset] != 0x08: # field 1, varint + raise ValueError("Expected type field") + offset += 1 + + key_type = data[offset] + offset += 1 + + if key_type != 1: # Ed25519 + raise ValueError(f"Unsupported key type: {key_type}") + + # Parse data field (field tag 2, wire type 2 = length-delimited) + if offset >= len(data) or data[offset] != 0x12: # field 2, bytes + raise ValueError("Expected data field") + offset += 1 + + # Parse length + data_length = data[offset] + offset += 1 + + if data_length not in (32, 64): + raise ValueError(f"Invalid Ed25519 private key length: {data_length}") + + if offset + data_length > len(data): + raise ValueError("Truncated private key data") + + key_data = data[offset:offset + data_length] + + try: + if data_length == 64: + # libp2p format: 32 bytes private key seed + 32 bytes public key + private_key_seed = key_data[:32] + private_key = ed25519.Ed25519PrivateKey.from_private_bytes(private_key_seed) + else: + # Raw 32-byte private key + private_key = ed25519.Ed25519PrivateKey.from_private_bytes(key_data) + + return Keypair(private_key) + except Exception as e: + raise ValueError(f"Invalid Ed25519 private key: {e}") from e + + def to_protobuf_encoding(self) -> bytes: + """ + Serialize this keypair to libp2p protobuf encoding. + Compatible with py-libp2p's serialization format. + """ + private_key_bytes = self._private_key.private_bytes( + encoding=serialization.Encoding.Raw, + format=serialization.PrivateFormat.Raw, + encryption_algorithm=serialization.NoEncryption() + ) + + public_key_bytes = self._public_key.public_bytes( + encoding=serialization.Encoding.Raw, + format=serialization.PublicFormat.Raw + ) + + # libp2p Ed25519 format: private key seed (32) + public key (32) + combined_key_data = private_key_bytes + public_key_bytes + + # Build protobuf manually for our simple case + # Field 1 (type): tag=0x08, value=1 (Ed25519) + # Field 2 (data): tag=0x12, length=64, data=combined_key_data + result = bytearray() + result.extend([0x08, 0x01]) # field 1: type = 1 (Ed25519) + result.extend([0x12, 0x40]) # field 2: length = 64 bytes + result.extend(combined_key_data) + + return bytes(result) + + def to_peer_id(self) -> PeerId: + """Generate a PeerId from this keypair's public key.""" + public_key_bytes = self._public_key.public_bytes( + encoding=serialization.Encoding.Raw, + format=serialization.PublicFormat.Raw + ) + return PeerId.from_public_key(public_key_bytes) + + def sign(self, data: bytes) -> bytes: + """Sign data with this keypair's private key.""" + return self._private_key.sign(data) + + def verify(self, data: bytes, signature: bytes) -> bool: + """Verify a signature against data using this keypair's public key.""" + try: + self._public_key.verify(signature, data) + return True + except Exception: + return False + + @property + def public_key_bytes(self) -> bytes: + """Get the raw public key bytes.""" + return self._public_key.public_bytes( + encoding=serialization.Encoding.Raw, + format=serialization.PublicFormat.Raw + ) + + @property + def private_key_bytes(self) -> bytes: + """Get the raw private key bytes.""" + return self._private_key.private_bytes( + encoding=serialization.Encoding.Raw, + format=serialization.PrivateFormat.Raw, + encryption_algorithm=serialization.NoEncryption() + ) + + # py-libp2p compatibility properties + @property + def private_key(self) -> ed25519.Ed25519PrivateKey: + """Access to the underlying private key for py-libp2p compatibility.""" + return self._private_key + + @property + def public_key(self) -> ed25519.Ed25519PublicKey: + """Access to the underlying public key for py-libp2p compatibility.""" + return self._public_key + + def ensure_type[T](obj: Any, expected_type: Type[T]) -> T: # type: ignore if not isinstance(obj, expected_type): raise TypeError(f"Expected {expected_type}, got {type(obj)}") # type: ignore return obj -# def make_async_iter[T](): -# """ -# Creates a pair `, ` of an asynchronous iterator -# and a synchronous function to put items into that iterator. -# """ -# -# loop = asyncio.get_event_loop() -# queue: asyncio.Queue[T] = asyncio.Queue() -# -# def put(c: ConnectionUpdate) -> None: -# loop.call_soon_threadsafe(queue.put_nowait, (c,)) -# -# async def get(): -# while 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+++- engines/mlx/utils_mlx.py | 16 +- master/api.py | 6 + master/main.py | 32 +- master/placement.py | 9 +- master/utils/placement_utils.py | 8 +- networking/forwarder/src/event_writer.go | 107 +++- networking/forwarder/src/libp2p.go | 3 + networking/forwarder/src/node_id_exchange.go | 185 +++++++ .../forwarder/src/node_id_exchange_test.go | 111 ++++ pyproject.toml | 3 +- read_events.py | 25 - scripts/README.md | 0 scripts/pyproject.toml | 30 + scripts/read_events.py | 516 ++++++++++++++++++ scripts/test_download.py | 12 + shared/apply/apply.py | 13 +- shared/constants.py | 4 + shared/models/model_cards.py | 15 +- shared/models/model_meta.py | 9 +- shared/topology.py | 16 + shared/types/common.py | 4 +- shared/types/events/commands.py | 7 +- shared/types/multiaddr.py | 26 +- shared/types/topology.py | 11 +- shared/types/worker/common.py | 10 + shared/types/worker/shards.py | 7 +- uv.lock | 31 ++ worker/download/download_utils.py | 52 +- worker/main.py | 24 +- worker/plan.py | 3 +- worker/pyproject.toml | 2 +- worker/runner/communication.py | 4 +- worker/runner/runner.py | 15 +- worker/runner/runner_supervisor.py | 304 +++++++---- worker/runner/utils.py | 28 + worker/tests/conftest.py | 19 +- worker/tests/test_handlers/__init__.py | 0 .../tests/test_handlers/test_handlers_sad.py | 71 ++- worker/tests/test_integration/__init__.py | 0 worker/tests/test_integration/conftest.py | 2 +- .../test_integration/integration_utils.py | 47 +- .../tests/test_integration/test_creation.py | 351 ------------ .../tests/test_integration/test_inference.py | 9 +- ...rvisor_errors.py => test_inference_sad.py} | 97 ++-- .../test_integration/test_instantiation.py | 85 +++ .../test_instantiation_sad.py | 85 +++ .../test_inference_llama70B.py | 258 +++++++++ worker/tests/test_runner_connection.py | 62 ++- worker/tests/test_supervisor/test_memory.py | 60 ++ worker/tests/test_supervisor/test_oom.py | 45 ++ .../test_supervisor/test_supervisor_sad.py | 93 ++++ worker/utils/profile.py | 8 +- worker/worker.py | 313 ++++++----- 56 files changed, 2519 insertions(+), 893 deletions(-) create mode 100644 configure_mlx.sh create mode 100644 networking/forwarder/src/node_id_exchange.go create mode 100644 networking/forwarder/src/node_id_exchange_test.go delete mode 100644 read_events.py create mode 100644 scripts/README.md create mode 100644 scripts/pyproject.toml create mode 100644 scripts/read_events.py create mode 100644 scripts/test_download.py create mode 100644 worker/tests/test_handlers/__init__.py create mode 100644 worker/tests/test_integration/__init__.py rename worker/tests/test_integration/{test_supervisor_errors.py => test_inference_sad.py} (71%) create mode 100644 worker/tests/test_integration/test_instantiation.py create mode 100644 worker/tests/test_integration/test_instantiation_sad.py create mode 100644 worker/tests/test_multimodel/test_inference_llama70B.py create mode 100644 worker/tests/test_supervisor/test_memory.py create mode 100644 worker/tests/test_supervisor/test_oom.py create mode 100644 worker/tests/test_supervisor/test_supervisor_sad.py diff --git a/.github/workflows/build-macos-app.yml b/.github/workflows/build-macos-app.yml index b9f01998..3e3d6555 100644 --- a/.github/workflows/build-macos-app.yml +++ b/.github/workflows/build-macos-app.yml @@ -3,13 +3,14 @@ name: Build and Release Exo macOS App on: push: tags: - - 'v*' # Trigger only on version tags + - 'v*' # Trigger on version tags branches: - main # Also build on main branch for testing - app-staging # Add app-staging for testing pull_request: branches: - - main # Test builds on PRs + - staging # Test builds on PRs to staging + - main # Build on PRs to main jobs: build-exov2-macos: @@ -20,18 +21,6 @@ jobs: with: fetch-depth: 0 - - name: Setup Rust (nightly) - uses: actions-rust-lang/setup-rust-toolchain@v1 - with: - toolchain: nightly - components: rustfmt, clippy - default: true - - - name: Set Rust toolchain override - run: | - rustup default nightly - cd rust && rustup override set nightly - - name: Install Go uses: actions/setup-go@v5 with: @@ -52,12 +41,6 @@ jobs: uv python install uv sync --locked --all-extras - - name: Build Rust Components - env: - RUSTFLAGS: "-A unused-imports -A dead-code -A unreachable-code" - run: | - just build-all - - name: Install Python Bindings run: | uv pip install dist/exo_pyo3_bindings-*.whl diff --git a/configure_mlx.sh b/configure_mlx.sh new file mode 100644 index 00000000..f1cfe6e6 --- /dev/null +++ b/configure_mlx.sh @@ -0,0 +1,43 @@ +#!/usr/bin/env bash + +# Get the total memory in MB +TOTAL_MEM_MB=$(($(sysctl -n hw.memsize) / 1024 / 1024)) + +# Calculate 80% and TOTAL_MEM_GB-5GB in MB +EIGHTY_PERCENT=$(($TOTAL_MEM_MB * 80 / 100)) +MINUS_5GB=$((($TOTAL_MEM_MB - 5120))) + +# Calculate 70% and TOTAL_MEM_GB-8GB in MB +SEVENTY_PERCENT=$(($TOTAL_MEM_MB * 70 / 100)) +MINUS_8GB=$((($TOTAL_MEM_MB - 8192))) + +# Set WIRED_LIMIT_MB to higher value +if [ $EIGHTY_PERCENT -gt $MINUS_5GB ]; then + WIRED_LIMIT_MB=$EIGHTY_PERCENT +else + WIRED_LIMIT_MB=$MINUS_5GB +fi + +# Set WIRED_LWM_MB to higher value +if [ $SEVENTY_PERCENT -gt $MINUS_8GB ]; then + WIRED_LWM_MB=$SEVENTY_PERCENT +else + WIRED_LWM_MB=$MINUS_8GB +fi + +# Display the calculated values +echo "Total memory: $TOTAL_MEM_MB MB" +echo "Maximum limit (iogpu.wired_limit_mb): $WIRED_LIMIT_MB MB" +echo "Lower bound (iogpu.wired_lwm_mb): $WIRED_LWM_MB MB" + +# Apply the values with sysctl, but check if we're already root +if [ "$EUID" -eq 0 ]; then + sysctl -w iogpu.wired_limit_mb=$WIRED_LIMIT_MB + sysctl -w iogpu.wired_lwm_mb=$WIRED_LWM_MB +else + # Try without sudo first, fall back to sudo if needed + sysctl -w iogpu.wired_limit_mb=$WIRED_LIMIT_MB 2>/dev/null || \ + sudo sysctl -w iogpu.wired_limit_mb=$WIRED_LIMIT_MB + sysctl -w iogpu.wired_lwm_mb=$WIRED_LWM_MB 2>/dev/null || \ + sudo sysctl -w iogpu.wired_lwm_mb=$WIRED_LWM_MB +fi \ No newline at end of file diff --git a/dashboard/index.html b/dashboard/index.html index c79e598f..774f4ad1 100644 --- a/dashboard/index.html +++ b/dashboard/index.html @@ -483,25 +483,89 @@ } .model-select { - background-color: var(--exo-medium-gray); + background: linear-gradient(135deg, #2a2a2a 0%, #3c3c3c 50%, #2a2a2a 100%); color: var(--exo-light-gray); - border: 1px solid var(--exo-light-gray); - border-radius: 6px; - padding: 10px 12px; - font-size: 14px; + border: 2px solid rgba(255, 215, 0, 0.2); + border-radius: 12px; + padding: 14px 20px 14px 16px; + font-size: 15px; font-family: var(--font-family); + font-weight: 500; cursor: pointer; + transition: all 0.25s cubic-bezier(0.4, 0, 0.2, 1); + box-shadow: + 0 4px 12px rgba(0, 0, 0, 0.25), + inset 0 1px 0 rgba(255, 255, 255, 0.12), + inset 0 -1px 0 rgba(0, 0, 0, 0.1); + position: relative; + appearance: none; + width: 100%; + min-height: 48px; + background-image: url("data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http://www.w3.org/2000/svg' width='12' height='12' viewBox='0 0 12 12'%3E%3Cpath fill='%23FFD700' d='M6 8.5L2.5 5h7z'/%3E%3C/svg%3E"); + background-position: calc(100% - 16px) center; + background-size: 12px 12px; + background-repeat: no-repeat; + } + + .model-select:hover { + background: linear-gradient(135deg, #363636 0%, #484848 50%, #363636 100%); + border-color: rgba(255, 215, 0, 0.5); + box-shadow: + 0 6px 20px rgba(0, 0, 0, 0.3), + inset 0 1px 0 rgba(255, 255, 255, 0.15), + inset 0 -1px 0 rgba(0, 0, 0, 0.1), + 0 0 0 1px rgba(255, 215, 0, 0.1); + transform: translateY(-2px); } .model-select:focus { outline: none; border-color: var(--exo-yellow); - box-shadow: 0 0 0 2px rgba(255, 215, 0, 0.2); + box-shadow: + 0 0 0 4px rgba(255, 215, 0, 0.25), + 0 8px 24px rgba(0, 0, 0, 0.4), + inset 0 1px 0 rgba(255, 255, 255, 0.2), + inset 0 -1px 0 rgba(0, 0, 0, 0.1); + background: linear-gradient(135deg, #404040 0%, #525252 50%, #404040 100%); + transform: translateY(-1px); + } + + .model-select:active { + transform: translateY(0); + box-shadow: + 0 2px 8px rgba(0, 0, 0, 0.3), + inset 0 1px 0 rgba(255, 255, 255, 0.1), + inset 0 2px 6px rgba(0, 0, 0, 0.2); + } + + .model-select:disabled { + background: linear-gradient(135deg, #1a1a1a 0%, #222222 100%); + color: #555555; + border-color: #333333; + cursor: not-allowed; + transform: none; + box-shadow: inset 0 2px 6px rgba(0, 0, 0, 0.4); + background-image: url("data:image/svg+xml;charset=utf-8,%3Csvg xmlns='http://www.w3.org/2000/svg' width='12' height='12' viewBox='0 0 12 12'%3E%3Cpath fill='%23555555' d='M6 8.5L2.5 5h7z'/%3E%3C/svg%3E"); } .model-select option { - background-color: var(--exo-medium-gray); + background-color: var(--exo-dark-gray); color: var(--exo-light-gray); + padding: 12px 16px; + border: none; + font-size: 14px; + font-weight: 500; + } + + .model-select option:hover { + background-color: var(--exo-medium-gray); + color: var(--exo-yellow); + } + + .model-select option:checked { + background-color: var(--exo-yellow); + color: var(--exo-black); + font-weight: 600; } .launch-button { @@ -576,6 +640,7 @@ color: var(--exo-light-gray); font-style: italic; margin-top: 40px; + margin-bottom: 30px; } @@ -588,6 +653,13 @@ - -
-

Running Instances

-
-
-
Loading instances...
-
diff --git a/engines/mlx/utils_mlx.py b/engines/mlx/utils_mlx.py index 1dde2e14..a409b5ca 100644 --- a/engines/mlx/utils_mlx.py +++ b/engines/mlx/utils_mlx.py @@ -29,7 +29,6 @@ def mx_barrier(): ) ) - class HostList(RootModel[list[str]]): @classmethod def from_hosts(cls, hosts: list[Host]) -> "HostList": @@ -130,3 +129,18 @@ async def apply_chat_template( ) return prompt + + +def mlx_force_oom(size: int = 40000) -> None: + """ + Force an Out-Of-Memory (OOM) error in MLX by performing large tensor operations. + """ + mx.set_default_device(mx.gpu) # type: ignore + a = mx.random.uniform(shape=(size, size), dtype=mx.float32) # type: ignore + b = mx.random.uniform(shape=(size, size), dtype=mx.float32) # type: ignore + mx.eval(a, b) # type: ignore + c = mx.matmul(a, b) # type: ignore + d = mx.matmul(a, c) # type: ignore + e = mx.matmul(b, c) # type: ignore + f = mx.sigmoid(d + e) # type: ignore + mx.eval(f) # type: ignore diff --git a/master/api.py b/master/api.py index a0ee03b0..40c7af10 100644 --- a/master/api.py +++ b/master/api.py @@ -32,6 +32,7 @@ from shared.types.events.commands import ( CommandType, CreateInstanceCommand, DeleteInstanceCommand, + TaskFinishedCommand, ) from shared.types.events.components import EventFromEventLog from shared.types.models import ModelMetadata @@ -177,6 +178,11 @@ class API: if event.chunk.finish_reason is not None: yield "data: [DONE]" finished = True + + command = TaskFinishedCommand( + command_id=command_id + ) + self.command_buffer.append(command) return diff --git a/master/main.py b/master/main.py index b3622694..1e080d6c 100644 --- a/master/main.py +++ b/master/main.py @@ -14,11 +14,14 @@ from shared.apply import apply from shared.db.sqlite.config import EventLogConfig from shared.db.sqlite.connector import AsyncSQLiteEventStorage from shared.db.sqlite.event_log_manager import EventLogManager -from shared.types.common import NodeId +from shared.types.common import CommandId, NodeId from shared.types.events import ( Event, Heartbeat, + InstanceDeleted, TaskCreated, + TaskDeleted, + TopologyEdgeDeleted, TopologyNodeCreated, ) from shared.types.events.commands import ( @@ -26,6 +29,7 @@ from shared.types.events.commands import ( Command, CreateInstanceCommand, DeleteInstanceCommand, + TaskFinishedCommand, ) from shared.types.state import State from shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus, TaskType @@ -43,6 +47,7 @@ class Master: self.command_buffer = command_buffer self.global_events = global_events self.worker_events = worker_events + self.command_task_mapping: dict[CommandId, TaskId] = {} self.forwarder_supervisor = ForwarderSupervisor( self.node_id, forwarder_binary_path=forwarder_binary_path, @@ -96,6 +101,8 @@ class Master: task_params=next_command.request_params ) )) + + self.command_task_mapping[next_command.command_id] = task_id case DeleteInstanceCommand(): placement = get_instance_placements(next_command, self.state.topology, self.state.instances) transition_events = get_transition_events(self.state.instances, placement) @@ -104,6 +111,11 @@ class Master: placement = get_instance_placements(next_command, self.state.topology, self.state.instances) transition_events = get_transition_events(self.state.instances, placement) next_events.extend(transition_events) + case TaskFinishedCommand(): + next_events.append(TaskDeleted( + task_id=self.command_task_mapping[next_command.command_id] + )) + del self.command_task_mapping[next_command.command_id] await self.event_log_for_writes.append_events(next_events, origin=self.node_id) # 2. get latest events @@ -119,6 +131,24 @@ class Master: self.state = apply(self.state, event_from_log) self.logger.info(f"state: {self.state.model_dump_json()}") + # TODO: This can be done in a better place. But for now, we use this to check if any running instances have been broken. + write_events: list[Event] = [] + if any([isinstance(event_from_log.event, TopologyEdgeDeleted) for event_from_log in events]): + connected_node_ids = set([x.node_id for x in self.state.topology.list_nodes()]) + for instance_id, instance in self.state.instances.items(): + delete = False + for node_id in instance.shard_assignments.node_to_runner: + if node_id not in connected_node_ids: + delete = True + break + if delete: + write_events.append(InstanceDeleted( + instance_id=instance_id + )) + + if write_events: + await self.event_log_for_writes.append_events(events=write_events, origin=self.node_id) + async def run(self): self.state = await self._get_state_snapshot() diff --git a/master/placement.py b/master/placement.py index da15c650..26268853 100644 --- a/master/placement.py +++ b/master/placement.py @@ -41,7 +41,14 @@ def get_instance_placements( raise ValueError("No cycles found with sufficient memory") smallest_cycles = get_smallest_cycles(cycles_with_sufficient_memory) - selected_cycle = max(smallest_cycles, key=lambda cycle: sum(node.node_profile.memory.ram_available for node in cycle if node.node_profile is not None)) + selected_cycle = None + for cycle in smallest_cycles: + cycle_graph: Topology = topology.get_subgraph_from_nodes(cycle) + if cycle_graph.is_thunderbolt_cycle(cycle): + selected_cycle = cycle + break + if selected_cycle is None: + selected_cycle = max(smallest_cycles, key=lambda cycle: sum(node.node_profile.memory.ram_available for node in cycle if node.node_profile is not None)) shard_assignments = get_shard_assignments(command.model_meta, selected_cycle) diff --git a/master/utils/placement_utils.py b/master/utils/placement_utils.py index 157f2182..29d041a4 100644 --- a/master/utils/placement_utils.py +++ b/master/utils/placement_utils.py @@ -83,6 +83,10 @@ def get_hosts_from_subgraph(cycle_digraph: Topology) -> list[Host]: if not cycles: return [] + get_thunderbolt = False + if cycle_digraph.is_thunderbolt_cycle(cycles[0]): + get_thunderbolt = True + cycle = cycles[0] hosts: list[Host] = [] for i in range(len(cycle)): @@ -92,8 +96,10 @@ def get_hosts_from_subgraph(cycle_digraph: Topology) -> list[Host]: for connection in cycle_digraph.list_connections(): if (connection.local_node_id == current_node.node_id and connection.send_back_node_id == next_node.node_id): + if get_thunderbolt and not connection.is_thunderbolt(): + continue host = Host( - ip=connection.send_back_multiaddr.ipv4_address, + ip=connection.send_back_multiaddr.ip_address, port=connection.send_back_multiaddr.port ) hosts.append(host) diff --git a/networking/forwarder/src/event_writer.go b/networking/forwarder/src/event_writer.go index b0ebb9dd..6465198d 100644 --- a/networking/forwarder/src/event_writer.go +++ b/networking/forwarder/src/event_writer.go @@ -7,6 +7,7 @@ import ( "log" "strconv" "sync" + "time" "github.com/google/uuid" "github.com/libp2p/go-libp2p/core/network" @@ -18,6 +19,10 @@ var ( eventsDBPath string eventsDB *sql.DB eventsDBMu sync.Mutex + + // Track connections to prevent duplicate events + connectionTracker = make(map[string]bool) + connTrackerMu sync.Mutex ) // SetEventsDBPath sets the path to the events database @@ -166,33 +171,44 @@ func (n *NotifeeHandler) Connected(net network.Network, conn network.Conn) { localAddr := conn.LocalMultiaddr() remoteAddr := conn.RemoteMultiaddr() - // Get the actual node IDs (not peer IDs) + // Check if we've already processed this connection + connKey := fmt.Sprintf("%s-%s", conn.LocalPeer(), remotePeer) + connTrackerMu.Lock() + if connectionTracker[connKey] { + connTrackerMu.Unlock() + log.Printf("Skipping duplicate connection event for %s", remotePeer) + return + } + connectionTracker[connKey] = true + connTrackerMu.Unlock() + + // Get the local node ID localNodeID := GetNodeId() - // For remote node, we need to extract from peer ID or use a mapping - // For now, we'll use the peer ID as a placeholder - // TODO: Implement proper node ID mapping/discovery - remoteNodeID := remotePeer.String() - - // Create connection event - event := &TopologyEdgeCreated{ - EventType: EventTypeTopologyEdgeCreated, - EventID: uuid.New().String(), - Edge: Connection{ - LocalNodeID: localNodeID, - SendBackNodeID: remoteNodeID, - LocalMultiaddr: parseMultiaddr(localAddr), - SendBackMultiaddr: parseMultiaddr(remoteAddr), - ConnectionProfile: nil, // TODO: Add connection profiling if needed - }, - } - - // Write event to database - if err := writeEvent(EventTypeTopologyEdgeCreated, event); err != nil { - log.Printf("Failed to write edge created event: %v", err) - } else { - log.Printf("Wrote edge created event: %s -> %s", localNodeID, remoteNodeID) - } + // Asynchronously exchange node IDs and write event + go func() { + mapper := GetNodeIDMapper() + + // Add a small delay to ensure both sides are ready + time.Sleep(100 * time.Millisecond) + + // Exchange node IDs + if err := mapper.ExchangeNodeID(remotePeer); err != nil { + log.Printf("Failed to exchange node ID with %s: %v", remotePeer, err) + // Don't write event if we can't get the node ID + return + } + + // Get the actual remote node ID + remoteNodeID, ok := mapper.GetNodeIDForPeer(remotePeer) + if !ok { + log.Printf("Node ID not found for peer %s after successful exchange", remotePeer) + return + } + + // Write edge created event with correct node IDs + writeEdgeCreatedEvent(localNodeID, remoteNodeID, localAddr, remoteAddr) + }() } // Disconnected is called when a connection is closed @@ -201,9 +217,27 @@ func (n *NotifeeHandler) Disconnected(net network.Network, conn network.Conn) { localAddr := conn.LocalMultiaddr() remoteAddr := conn.RemoteMultiaddr() + // Clear connection tracker + connKey := fmt.Sprintf("%s-%s", conn.LocalPeer(), remotePeer) + connTrackerMu.Lock() + delete(connectionTracker, connKey) + connTrackerMu.Unlock() + // Get the actual node IDs (not peer IDs) localNodeID := GetNodeId() - remoteNodeID := remotePeer.String() // TODO: Implement proper node ID mapping + + // Get the remote node ID from the mapper + mapper := GetNodeIDMapper() + remoteNodeID, ok := mapper.GetNodeIDForPeer(remotePeer) + if !ok { + // Don't write event if we don't have the node ID mapping + log.Printf("No node ID mapping found for disconnected peer %s, skipping event", remotePeer) + mapper.RemoveMapping(remotePeer) + return + } + + // Clean up the mapping + mapper.RemoveMapping(remotePeer) // Create disconnection event event := &TopologyEdgeDeleted{ @@ -253,6 +287,27 @@ func parseMultiaddr(ma multiaddr.Multiaddr) Multiaddr { return result } +// writeEdgeCreatedEvent writes a topology edge created event +func writeEdgeCreatedEvent(localNodeID, remoteNodeID string, localAddr, remoteAddr multiaddr.Multiaddr) { + event := &TopologyEdgeCreated{ + EventType: EventTypeTopologyEdgeCreated, + EventID: uuid.New().String(), + Edge: Connection{ + LocalNodeID: localNodeID, + SendBackNodeID: remoteNodeID, + LocalMultiaddr: parseMultiaddr(localAddr), + SendBackMultiaddr: parseMultiaddr(remoteAddr), + ConnectionProfile: nil, + }, + } + + if err := writeEvent(EventTypeTopologyEdgeCreated, event); err != nil { + log.Printf("Failed to write edge created event: %v", err) + } else { + log.Printf("Wrote edge created event: %s -> %s", localNodeID, remoteNodeID) + } +} + // GetNotifee returns a singleton instance of the notifee handler func GetNotifee() network.Notifiee { return &NotifeeHandler{} diff --git a/networking/forwarder/src/libp2p.go b/networking/forwarder/src/libp2p.go index d25b1811..798cfcbd 100644 --- a/networking/forwarder/src/libp2p.go +++ b/networking/forwarder/src/libp2p.go @@ -433,6 +433,9 @@ func getNode(ctx context.Context) { // Register event notifiee to track topology changes node.Network().Notify(GetNotifee()) + + // Set up node ID mapper + GetNodeIDMapper().SetHost(node) // Start a goroutine to periodically trigger mDNS discovery go periodicMDNSDiscovery() diff --git a/networking/forwarder/src/node_id_exchange.go b/networking/forwarder/src/node_id_exchange.go new file mode 100644 index 00000000..e584f83a --- /dev/null +++ b/networking/forwarder/src/node_id_exchange.go @@ -0,0 +1,185 @@ +package forwarder + +import ( + "bufio" + "context" + "encoding/json" + "fmt" + "log" + "sync" + "time" + + "github.com/libp2p/go-libp2p/core/host" + "github.com/libp2p/go-libp2p/core/network" + "github.com/libp2p/go-libp2p/core/peer" +) + +const ( + // NodeIDExchangeProtocol is the protocol ID for node ID exchange + NodeIDExchangeProtocol = "/forwarder/nodeid/1.0.0" + + // Exchange timeout - balanced for reliability + exchangeTimeout = 5 * time.Second +) + +// NodeIDMessage is the message format for node ID exchange +type NodeIDMessage struct { + NodeID string `json:"node_id"` +} + +// NodeIDMapper manages the mapping between peer IDs and node IDs +type NodeIDMapper struct { + mu sync.RWMutex + peerToNode map[peer.ID]string + nodeToPeer map[string]peer.ID + host host.Host +} + +var ( + nodeIDMapper *NodeIDMapper + mapperOnce sync.Once +) + +// GetNodeIDMapper returns the singleton NodeIDMapper instance +func GetNodeIDMapper() *NodeIDMapper { + mapperOnce.Do(func() { + nodeIDMapper = &NodeIDMapper{ + peerToNode: make(map[peer.ID]string), + nodeToPeer: make(map[string]peer.ID), + } + }) + return nodeIDMapper +} + +// SetHost sets the libp2p host for the mapper +func (m *NodeIDMapper) SetHost(h host.Host) { + m.mu.Lock() + defer m.mu.Unlock() + m.host = h + + // Set up the stream handler for incoming node ID exchanges + h.SetStreamHandler(NodeIDExchangeProtocol, m.handleNodeIDStream) +} + +// GetNodeIDForPeer returns the node ID for a given peer ID +func (m *NodeIDMapper) GetNodeIDForPeer(peerID peer.ID) (string, bool) { + m.mu.RLock() + defer m.mu.RUnlock() + nodeID, ok := m.peerToNode[peerID] + return nodeID, ok +} + +// GetPeerIDForNode returns the peer ID for a given node ID +func (m *NodeIDMapper) GetPeerIDForNode(nodeID string) (peer.ID, bool) { + m.mu.RLock() + defer m.mu.RUnlock() + peerID, ok := m.nodeToPeer[nodeID] + return peerID, ok +} + +// SetMapping sets the mapping between a peer ID and node ID +func (m *NodeIDMapper) SetMapping(peerID peer.ID, nodeID string) { + m.mu.Lock() + defer m.mu.Unlock() + m.peerToNode[peerID] = nodeID + m.nodeToPeer[nodeID] = peerID + log.Printf("Mapped peer %s to node %s", peerID, nodeID) +} + +// RemoveMapping removes the mapping for a peer +func (m *NodeIDMapper) RemoveMapping(peerID peer.ID) { + m.mu.Lock() + defer m.mu.Unlock() + if nodeID, ok := m.peerToNode[peerID]; ok { + delete(m.peerToNode, peerID) + delete(m.nodeToPeer, nodeID) + log.Printf("Removed mapping for peer %s (was node %s)", peerID, nodeID) + } +} + +// ExchangeNodeID initiates a node ID exchange with a peer +func (m *NodeIDMapper) ExchangeNodeID(peerID peer.ID) error { + if m.host == nil { + return fmt.Errorf("host not set") + } + + // Check if we already have the mapping + if _, ok := m.GetNodeIDForPeer(peerID); ok { + return nil // Already have the mapping + } + + // Try up to 3 times with exponential backoff + var lastErr error + for attempt := 0; attempt < 3; attempt++ { + if attempt > 0 { + // Exponential backoff: 100ms, 200ms, 400ms + time.Sleep(time.Duration(100<=0.33.4", +] + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[tool.hatch.metadata] +allow-direct-references = true + +[tool.hatch.build] +clean = true + +[tool.hatch.build.targets.wheel] +packages = [] +include = ["*"] +exclude = ["*.md", "pyproject.toml"] + +[tool.hatch.build.targets.sdist] +packages = [] +include = ["*"] +exclude = ["*.md", "pyproject.toml"] diff --git a/scripts/read_events.py b/scripts/read_events.py new file mode 100644 index 00000000..2187306f --- /dev/null +++ b/scripts/read_events.py @@ -0,0 +1,516 @@ +import asyncio +import curses +import time +import json +import argparse +import textwrap +import sys +from logging import Logger +from typing import List, Optional, Any, Sequence, Tuple + +from shared.types.state import State +from shared.apply import apply +from shared.db.sqlite.event_log_manager import EventLogManager, EventLogConfig +from shared.types.events.components import EventFromEventLog +from shared.types.events import Event + +# Globals +logger: Logger = Logger('helper_log') +event_log_manager: Optional[EventLogManager] = None +worker_mode: bool = False + +# Worker-related event types +WORKER_EVENT_TYPES = { + 'TaskCreated', 'TaskStateUpdated', 'TaskFailed', 'TaskDeleted', + 'ChunkGenerated', + 'InstanceCreated', 'InstanceDeleted', 'InstanceActivated', 'InstanceDeactivated', 'InstanceReplacedAtomically', + 'RunnerStatusUpdated', 'RunnerDeleted' +} + +async def init_db() -> None: + global event_log_manager + event_log_manager = EventLogManager(EventLogConfig(), logger) + await event_log_manager.initialize() + +async def get_events_since(since: int) -> Sequence[EventFromEventLog[Event]]: + return await event_log_manager.global_events.get_events_since(since) # type: ignore[attr-defined, return-value] + +async def load_all_events() -> List[EventFromEventLog[Event]]: + events: List[EventFromEventLog[Event]] = [] + since = 0 + while True: + new_events = await get_events_since(since) + if not new_events: + break + events.extend(new_events) + since += len(new_events) + return events + +def compute_states(events: List[EventFromEventLog[Event]]) -> List[State]: + states: List[State] = [State()] + state = states[0] + for event in events: + state = apply(state, event) + states.append(state) + return states + +def print_event(event: EventFromEventLog[Event]) -> None: + event_type_name = type(event.event).__name__ + event_type = event_type_name.replace('_', ' ').title() + attributes = ', '.join(f"{key}={value!r}" for key, value in vars(event.event).items()) + print(f"[{event.idx_in_log}] {event_type}: {attributes}") + +async def non_tui_mode() -> None: + await init_db() + events = await load_all_events() + states = compute_states(events) + final_state = states[-1] + + if worker_mode: + filtered_events = [e for e in events if type(e.event).__name__ in WORKER_EVENT_TYPES] + events = filtered_events + # Recompute states? But states are cumulative, so perhaps just print filtered events and full state, or filter state too. + state_dict = json.loads(final_state.model_dump_json()) + filtered_state = { + 'node_status': state_dict.get('node_status', {}), + 'instances': state_dict.get('instances', {}), + 'runners': state_dict.get('runners', {}), + 'tasks': state_dict.get('tasks', {}), + 'last_event_applied_idx': state_dict.get('last_event_applied_idx', 0) + } + print("Final State (filtered):") + print(json.dumps(filtered_state, indent=2)) + else: + print("Final State:") + print(final_state.model_dump_json(indent=2)) + + print("\nEvents:") + for event in events: + print_event(event) + +async def update_events(wrapped_events: List[EventFromEventLog[Event]], states: List[State], filtered_indices: Optional[List[int]] = None) -> bool: + last_since = len(wrapped_events) + new_wrapped = await get_events_since(last_since) + if new_wrapped: + last_len = len(wrapped_events) + for nw in new_wrapped: + state = states[-1] + new_state = apply(state, nw) + states.append(new_state) + wrapped_events.extend(new_wrapped) + if filtered_indices is not None: + for k in range(last_len, len(wrapped_events)): + if type(wrapped_events[k].event).__name__ in WORKER_EVENT_TYPES: + filtered_indices.append(k) + return True + return False + +def draw_state(win: Any, state: State, height: int, width: int, worker_mode: bool, state_scroll: int) -> int: + win.clear() + state_dict = json.loads(state.model_dump_json()) + if worker_mode: + filtered_state = { + 'node_status': state_dict.get('node_status', {}), + 'instances': state_dict.get('instances', {}), + 'runners': state_dict.get('runners', {}), + 'tasks': state_dict.get('tasks', {}), + 'last_event_applied_idx': state_dict.get('last_event_applied_idx', 0) + } + state_pretty = json.dumps(filtered_state, indent=2) + else: + state_pretty = json.dumps(state_dict, indent=2) + lines = state_pretty.split('\n') + max_scroll = max(0, len(lines) - height) + current_scroll = min(state_scroll, max_scroll) + for i in range(height): + line_idx = current_scroll + i + if line_idx >= len(lines): + break + line = lines[line_idx] + y = i + x = 0 + leading_spaces = len(line) - len(line.lstrip()) + win.addstr(y, x, ' ' * leading_spaces) + x += leading_spaces + stripped = line.lstrip() + if stripped.startswith('"'): + end_key = stripped.find('": ') + if end_key != -1: + key_str = stripped[:end_key + 3] # include ": + win.addstr(y, x, key_str, curses.color_pair(3)) + x += len(key_str) + value_str = stripped[end_key + 3:] + if value_str.startswith('"'): + color = 2 + elif value_str.replace('.', '', 1).isdigit() or (value_str.startswith('-') and value_str[1:].replace('.', '', 1).isdigit()): + color = 4 + elif value_str in ['true', 'false', 'null']: + color = 5 + elif value_str.startswith('{') or value_str.startswith('[') or value_str.startswith('}') or value_str.startswith(']'): + color = 0 + else: + color = 0 + win.addstr(y, x, value_str, curses.color_pair(color)) + else: + win.addstr(y, x, stripped) + else: + win.addstr(y, x, stripped) + win.refresh() + return current_scroll + +def get_event_pairs(event: EventFromEventLog[Event]) -> List[Tuple[str, int]]: + pairs: List[Tuple[str, int]] = [] + idx_str = f"[{event.idx_in_log}] " + pairs.append((idx_str, 5)) + event_type_name = type(event.event).__name__ + event_type = event_type_name.replace('_', ' ').title() + pairs.append((event_type, 1)) + pairs.append((": ", 0)) + attrs = vars(event.event) + first = True + for key, value in attrs.items(): + if not first: + pairs.append((", ", 0)) + first = False + pairs.append((key, 3)) + pairs.append(("=", 0)) + v_str = repr(value) + if isinstance(value, str): + color = 2 + elif isinstance(value, (int, float)): + color = 4 + elif isinstance(value, bool): + color = 5 + else: + color = 6 + pairs.append((v_str, color)) + return pairs + +def calculate_event_lines(pairs: List[Tuple[str, int]], win_width: int, subsequent_indent: int) -> int: + lines = 1 + x = 0 + for text, _ in pairs: + i = 0 + while i < len(text): + remaining = win_width - x + part_len = min(len(text) - i, remaining) + i += part_len + x += part_len + if i < len(text): + lines += 1 + x = subsequent_indent + return lines + +def render_event(win: Any, start_y: int, pairs: List[Tuple[str, int]], is_bold: bool, win_width: int, subsequent_indent: int) -> int: + y = start_y + x = 0 + for text, color in pairs: + attr = curses.color_pair(color) | (curses.A_BOLD if is_bold else 0) + i = 0 + while i < len(text): + remaining = win_width - x + part_len = min(len(text) - i, remaining) + part = text[i:i + part_len] + try: + win.addstr(y, x, part, attr) + except curses.error: + pass + i += part_len + x += part_len + if i < len(text): + y += 1 + if y >= win.getmaxyx()[0]: + return y + x = subsequent_indent + if x > 0: + y += 1 + return y + +def draw_events(win: Any, events_list: List[EventFromEventLog[Event]], current_events: int, height: int) -> None: + win.clear() + if len(events_list) == 0: + win.addstr(0, 0, "No events") + win.refresh() + return + win_width = win.getmaxyx()[1] + current_event = events_list[current_events] + current_pairs = get_event_pairs(current_event) + subsequent_indent = len(f"[{current_event.idx_in_log}] ") + lines_current = calculate_event_lines(current_pairs, win_width, subsequent_indent) + if lines_current > height: + render_event(win, 0, current_pairs, True, win_width, subsequent_indent) + win.refresh() + return + + target_above = (height - lines_current) // 2 + target_below = height - lines_current - target_above + + # Collect previous events + prev_events: List[int] = [] + remaining = target_above + i = current_events - 1 + while i >= 0 and remaining > 0: + event = events_list[i] + pairs = get_event_pairs(event) + indent = len(f"[{event.idx_in_log}] ") + lines = calculate_event_lines(pairs, win_width, indent) + if lines <= remaining: + remaining -= lines + prev_events.append(i) + i -= 1 + else: + break + prev_events.reverse() + + # Collect next events + next_events: List[int] = [] + remaining = target_below + j = current_events + 1 + while j < len(events_list) and remaining > 0: + event = events_list[j] + pairs = get_event_pairs(event) + indent = len(f"[{event.idx_in_log}] ") + lines = calculate_event_lines(pairs, win_width, indent) + if lines <= remaining: + remaining -= lines + next_events.append(j) + j += 1 + else: + break + + # Calculate total lines + total_lines = lines_current + for idx in prev_events: + event = events_list[idx] + pairs = get_event_pairs(event) + indent = len(f"[{event.idx_in_log}] ") + total_lines += calculate_event_lines(pairs, win_width, indent) + for idx in next_events: + event = events_list[idx] + pairs = get_event_pairs(event) + indent = len(f"[{event.idx_in_log}] ") + total_lines += calculate_event_lines(pairs, win_width, indent) + + padding = (height - total_lines) // 2 if total_lines < height else 0 + + y = padding + # Draw prev + for idx in prev_events: + event = events_list[idx] + pairs = get_event_pairs(event) + indent = len(f"[{event.idx_in_log}] ") + y = render_event(win, y, pairs, False, win_width, indent) + + # Draw current + y = render_event(win, y, current_pairs, True, win_width, subsequent_indent) + + # Draw next + for idx in next_events: + event = events_list[idx] + pairs = get_event_pairs(event) + indent = len(f"[{event.idx_in_log}] ") + y = render_event(win, y, pairs, False, win_width, indent) + + win.refresh() + +def draw_status(win: Any, realtime: bool, current: int, total_events: int) -> None: + win.clear() + mode = "Realtime" if realtime else "Timetravel" + win.addstr(0, 0, f"Mode: {mode} | Current event: {current} / {total_events} | Arrows: navigate events, [/]: scroll state, g: goto, r: toggle realtime, q: quit") + win.refresh() + +def get_input(stdscr: Any, prompt: str) -> str: + curses.echo() + stdscr.addstr(0, 0, prompt) + stdscr.refresh() + input_str = stdscr.getstr(0, len(prompt), 20).decode('utf-8') + curses.noecho() + return input_str + +def get_key(win: Any) -> Any: + ch = win.getch() + if ch == -1: + return -1 + if ch == 27: + ch2 = win.getch() + if ch2 == -1: + return 27 + if ch2 == 91: + ch3 = win.getch() + if ch3 == -1: + return -1 + if ch3 == 65: + return curses.KEY_UP + if ch3 == 66: + return curses.KEY_DOWN + if ch3 == 53: + ch4 = win.getch() + if ch4 == 126: + return curses.KEY_PPAGE + if ch3 == 54: + ch4 = win.getch() + if ch4 == 126: + return curses.KEY_NPAGE + if ch3 == 49: + ch4 = win.getch() + if ch4 == -1: + return -1 + if ch4 == 59: + ch5 = win.getch() + if ch5 == -1: + return -1 + if ch5 == 53: + ch6 = win.getch() + if ch6 == -1: + return -1 + if ch6 == 65: + return 'CTRL_UP' + if ch6 == 66: + return 'CTRL_DOWN' + return ch + +def tui(stdscr: Any) -> None: + curses.start_color() + curses.init_pair(1, curses.COLOR_BLUE, curses.COLOR_BLACK) + curses.init_pair(2, curses.COLOR_GREEN, curses.COLOR_BLACK) + curses.init_pair(3, curses.COLOR_MAGENTA, curses.COLOR_BLACK) + curses.init_pair(4, curses.COLOR_YELLOW, curses.COLOR_BLACK) + curses.init_pair(5, curses.COLOR_CYAN, curses.COLOR_BLACK) + curses.init_pair(6, curses.COLOR_WHITE, curses.COLOR_BLACK) + curses.use_default_colors() + stdscr.timeout(100) + curses.curs_set(0) + + wrapped_events: List[EventFromEventLog[Event]] = [] + states: List[State] = [State()] + asyncio.run(init_db()) + asyncio.run(update_events(wrapped_events, states)) # Initial load + + filtered_indices: Optional[List[int]] = None + current_filtered: int = -1 + current: int = -1 + if worker_mode: + filtered_indices = [i for i in range(len(wrapped_events)) if type(wrapped_events[i].event).__name__ in WORKER_EVENT_TYPES] + current_filtered = len(filtered_indices) - 1 if filtered_indices else -1 + else: + current = len(wrapped_events) - 1 if wrapped_events else -1 + + realtime: bool = False + last_update: float = time.time() + update_interval: float = 1.0 + state_scroll: int = 0 + + while True: + height, width = stdscr.getmaxyx() + status_height = 1 + pane_height = height - status_height + pane_width = width // 2 + + state_win = curses.newwin(pane_height, pane_width, 0, 0) + events_win = curses.newwin(pane_height, width - pane_width, 0, pane_width) + status_win = curses.newwin(status_height, width, pane_height, 0) + + if worker_mode: + assert filtered_indices is not None + current_original = filtered_indices[current_filtered] if current_filtered >= 0 else -1 + events_list = [wrapped_events[i] for i in filtered_indices] + current_events = current_filtered + else: + current_original = current + events_list = wrapped_events + current_events = current + + state_idx = current_original + 1 if current_original >= 0 else 0 + state_scroll = draw_state(state_win, states[state_idx], pane_height, pane_width, worker_mode, state_scroll) + draw_events(events_win, events_list, current_events, pane_height) + total_events = len(wrapped_events) - 1 if wrapped_events else -1 + draw_status(status_win, realtime, current_original if worker_mode else current, total_events) + + key = get_key(stdscr) + if key != -1: + if key == curses.KEY_UP: + if worker_mode and current_filtered > 0: + current_filtered -= 1 + elif not worker_mode and current > 0: + current -= 1 + elif key == 'CTRL_UP': + if worker_mode: + current_filtered = max(0, current_filtered - 5) + else: + current = max(0, current - 5) + elif key == curses.KEY_DOWN: + if worker_mode and current_filtered < len(filtered_indices) - 1: # type: ignore[arg-type] + current_filtered += 1 + elif not worker_mode and current < len(wrapped_events) - 1: + current += 1 + elif key == 'CTRL_DOWN': + if worker_mode: + current_filtered = min(len(filtered_indices) - 1, current_filtered + 5) # type: ignore[arg-type] + else: + current = min(len(wrapped_events) - 1, current + 5) + elif key == ord('['): + state_scroll = max(0, state_scroll - pane_height // 2) + elif key == ord(']'): + state_scroll += pane_height // 2 # clamped in draw_state + elif key == ord('q'): + break + elif key == ord('r'): + realtime = not realtime + if realtime: + if worker_mode: + current_filtered = len(filtered_indices) - 1 if filtered_indices else -1 # type: ignore[arg-type] + else: + current = len(wrapped_events) - 1 if wrapped_events else -1 + state_scroll = 0 + elif key == ord('g'): + stdscr.timeout(-1) # block for input + input_str = get_input(status_win, "Go to event: ") + try: + goto = int(input_str) + if worker_mode: + assert filtered_indices is not None + for i, orig in enumerate(filtered_indices): + if wrapped_events[orig].idx_in_log == goto: + current_filtered = i + state_scroll = 0 + break + else: + for i in range(len(wrapped_events)): + if wrapped_events[i].idx_in_log == goto: + current = i + state_scroll = 0 + break + except ValueError: + pass + stdscr.timeout(100) + status_win.clear() + status_win.refresh() + + if realtime and time.time() - last_update > update_interval: + updated = asyncio.run(update_events(wrapped_events, states, filtered_indices if worker_mode else None)) + if updated: + if worker_mode: + current_filtered = len(filtered_indices) - 1 # type: ignore[arg-type] + else: + current = len(wrapped_events) - 1 + state_scroll = 0 + last_update = time.time() + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description='Read and display events from the event log') + parser.add_argument('--worker', action='store_true', help='Only show worker-related events (task, streaming, instance, runner status)') + args = parser.parse_args() + + worker_mode = args.worker + + if not sys.stdout.isatty(): + asyncio.run(non_tui_mode()) + else: + try: + curses.wrapper(tui) + except curses.error as e: + if "could not find terminal" in str(e): + print("Error: Could not find terminal. Falling back to non-TUI mode.") + asyncio.run(non_tui_mode()) + else: + raise \ No newline at end of file diff --git a/scripts/test_download.py b/scripts/test_download.py new file mode 100644 index 00000000..12c91b64 --- /dev/null +++ b/scripts/test_download.py @@ -0,0 +1,12 @@ +from worker.download.download_utils import * + +async def main(): + meta = await file_meta( + 'mlx-community/DeepSeek-R1-4bit', + revision='main', + path='config.json', + redirected_location=None, + ) + print(meta) + +asyncio.run(main()) \ No newline at end of file diff --git a/shared/apply/apply.py b/shared/apply/apply.py index abb0b05b..1201027c 100644 --- a/shared/apply/apply.py +++ b/shared/apply/apply.py @@ -140,10 +140,10 @@ def apply_runner_deleted(event: RunnerDeleted, state: State) -> State: def apply_node_performance_measured(event: NodePerformanceMeasured, state: State) -> State: new_profiles: Mapping[NodeId, NodePerformanceProfile] = {**state.node_profiles, event.node_id: event.node_profile} state = state.model_copy(update={"node_profiles": new_profiles}) - if not state.topology.contains_node(event.node_id): - # TODO: figure out why this is happening in the first place - return state topology = copy.copy(state.topology) + if not topology.contains_node(event.node_id): + # TODO: figure out why this is happening in the first place + topology.add_node(Node(node_id=event.node_id)) topology.update_node_profile(event.node_id, event.node_profile) return state.model_copy(update={"topology": topology}) @@ -164,13 +164,6 @@ def apply_topology_node_created(event: TopologyNodeCreated, state: State) -> Sta def apply_topology_edge_created(event: TopologyEdgeCreated, state: State) -> State: topology = copy.copy(state.topology) topology.add_connection(event.edge) - opposite_edge = Connection( - local_node_id=event.edge.send_back_node_id, - send_back_node_id=event.edge.local_node_id, - local_multiaddr=event.edge.send_back_multiaddr, - send_back_multiaddr=event.edge.local_multiaddr - ) - topology.add_connection(opposite_edge) return state.model_copy(update={"topology": topology}) @event_apply.register(TopologyEdgeReplacedAtomically) diff --git a/shared/constants.py b/shared/constants.py index 6f30ab88..acd0f569 100644 --- a/shared/constants.py +++ b/shared/constants.py @@ -20,6 +20,10 @@ EXO_MASTER_KEYRING_FILE = EXO_HOME / "master_keyring" LIBP2P_WORKER_EVENTS_TOPIC = "worker_events" LIBP2P_GLOBAL_EVENTS_TOPIC = "global_events" +# lower bounds define timeouts for flops and memory bandwidth - these are the values for the M1 chip. +LB_TFLOPS = 2.3 +LB_MEMBW_GBPS = 68 +LB_DISK_GBPS = 1.5 # little helper function to get the name of the module that raised the error def get_caller_module_name() -> str: diff --git a/shared/models/model_cards.py b/shared/models/model_cards.py index 97b4f22b..64c189e0 100644 --- a/shared/models/model_cards.py +++ b/shared/models/model_cards.py @@ -14,7 +14,20 @@ class ModelCard(BaseModel): metadata: ModelMetadata -MODEL_CARDS = { +MODEL_CARDS: dict[str, ModelCard] = { + "deepseek-v3-0324": ModelCard( + short_id="deepseek-v3-0324", + model_id="mlx-community/DeepSeek-v3-0324-8bit", + name="DeepSeek V3 fp8", + description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/DeepSeek-v3-0324-8bit", + pretty_name="DeepSeek V3 fp8", + storage_size_kilobytes=754998771712//1024, + n_layers=61, + ), + ), "llama-3.3": ModelCard( short_id="llama-3.3", model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", diff --git a/shared/models/model_meta.py b/shared/models/model_meta.py index 7f93a553..5d422329 100644 --- a/shared/models/model_meta.py +++ b/shared/models/model_meta.py @@ -1,6 +1,7 @@ from typing import Annotated, Dict, Optional import aiofiles +import aiofiles.os as aios from huggingface_hub import model_info from pydantic import BaseModel, Field @@ -8,7 +9,7 @@ from shared.types.models import ModelMetadata from worker.download.download_utils import ( ModelSafetensorsIndex, download_file_with_retry, - ensure_exo_tmp, + ensure_models_dir, ) @@ -43,14 +44,16 @@ class ConfigData(BaseModel): async def get_config_data(model_id: str) -> ConfigData: """Downloads and parses config.json for a model.""" - target_dir = (await ensure_exo_tmp())/model_id.replace("/", "--") + target_dir = (await ensure_models_dir())/str(model_id).replace("/", "--") + await aios.makedirs(target_dir, exist_ok=True) config_path = await download_file_with_retry(model_id, "main", "config.json", target_dir, lambda curr_bytes, total_bytes: print(f"Downloading config.json for {model_id}: {curr_bytes}/{total_bytes}")) async with aiofiles.open(config_path, 'r') as f: return ConfigData.model_validate_json(await f.read()) async def get_safetensors_size(model_id: str) -> int: """Gets model size from safetensors index or falls back to HF API.""" - target_dir = (await ensure_exo_tmp())/model_id.replace("/", "--") + target_dir = (await ensure_models_dir())/str(model_id).replace("/", "--") + await aios.makedirs(target_dir, exist_ok=True) index_path = await download_file_with_retry(model_id, "main", "model.safetensors.index.json", target_dir, lambda curr_bytes, total_bytes: print(f"Downloading model.safetensors.index.json for {model_id}: {curr_bytes}/{total_bytes}")) async with aiofiles.open(index_path, 'r') as f: index_data = ModelSafetensorsIndex.model_validate_json(await f.read()) diff --git a/shared/topology.py b/shared/topology.py index e8b47520..e9185ce6 100644 --- a/shared/topology.py +++ b/shared/topology.py @@ -161,6 +161,22 @@ class Topology(TopologyProto): topology.add_connection(connection) return topology + def is_thunderbolt_cycle(self, cycle: list[Node]) -> bool: + node_idxs = [node.node_id for node in cycle] + rx_idxs = [self._node_id_to_rx_id_map[idx] for idx in node_idxs] + for rid in rx_idxs: + for neighbor_rid in self._graph.neighbors(rid): + if neighbor_rid not in rx_idxs: + continue + has_tb = False + for edge in self._graph.get_all_edge_data(rid, neighbor_rid): + if edge.is_thunderbolt(): + has_tb = True + break + if not has_tb: + return False + return True + def _is_bridge(self, connection: Connection) -> bool: """Check if removing this connection will orphan any nodes from the master.""" if self.master_node_id is None: diff --git a/shared/types/common.py b/shared/types/common.py index ce83d118..c949712b 100644 --- a/shared/types/common.py +++ b/shared/types/common.py @@ -1,4 +1,4 @@ -from ipaddress import IPv4Address +from ipaddress import IPv4Address, IPv6Address from typing import Any, Self from uuid import uuid4 @@ -29,7 +29,7 @@ class CommandId(ID): class Host(BaseModel): - ip: IPv4Address + ip: IPv4Address | IPv6Address port: int def __str__(self) -> str: diff --git a/shared/types/events/commands.py b/shared/types/events/commands.py index 6f2b98eb..cac56d38 100644 --- a/shared/types/events/commands.py +++ b/shared/types/events/commands.py @@ -16,6 +16,7 @@ class CommandType(str, Enum): CHAT_COMPLETION = "CHAT_COMPLETION" CREATE_INSTANCE = "CREATE_INSTANCE" DELETE_INSTANCE = "DELETE_INSTANCE" + TASK_FINISHED = "TASK_FINISHED" class _BaseCommand[T: CommandType](BaseModel): @@ -39,8 +40,12 @@ class DeleteInstanceCommand(_BaseCommand[CommandType.DELETE_INSTANCE]): instance_id: InstanceId +class TaskFinishedCommand(_BaseCommand[CommandType.TASK_FINISHED]): + command_type: Literal[CommandType.TASK_FINISHED] = CommandType.TASK_FINISHED + + Command = Annotated[ - ChatCompletionCommand | CreateInstanceCommand | DeleteInstanceCommand, + ChatCompletionCommand | CreateInstanceCommand | DeleteInstanceCommand | TaskFinishedCommand, Field(discriminator="command_type") ] diff --git a/shared/types/multiaddr.py b/shared/types/multiaddr.py index db16c933..7cbdadec 100644 --- a/shared/types/multiaddr.py +++ b/shared/types/multiaddr.py @@ -1,5 +1,5 @@ import re -from ipaddress import IPv4Address +from ipaddress import IPv4Address, IPv6Address from typing import ClassVar from pydantic import BaseModel, computed_field, field_serializer, field_validator @@ -25,6 +25,20 @@ class Multiaddr(BaseModel): return v @computed_field + @property + def address_type(self) -> str: + for pattern in self.PATTERNS: + if re.match(pattern, self.address): + return pattern.split('/')[1] + raise ValueError(f"Invalid multiaddr format: {self.address}") + + @property + def ipv6_address(self) -> IPv6Address: + match = re.match(r'^/ip6/([0-9a-fA-F:]+)', self.address) + if not match: + raise ValueError(f"Invalid multiaddr format: {self.address}. Expected format like /ip6/::1/tcp/4001") + return IPv6Address(match.group(1)) + @property def ipv4_address(self) -> IPv4Address: match = re.match(r'^/ip4/(\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3})', self.address) @@ -32,11 +46,15 @@ class Multiaddr(BaseModel): raise ValueError(f"Invalid multiaddr format: {self.address}. Expected format like /ip4/127.0.0.1/tcp/4001") return IPv4Address(match.group(1)) - @field_serializer("ipv4_address") - def serialize_ipv4_address(self, value: IPv4Address) -> str: + @computed_field + @property + def ip_address(self) -> IPv4Address | IPv6Address: + return self.ipv4_address if self.address_type == 'ip4' else self.ipv6_address + + @field_serializer("ip_address") + def serialize_ipv4_address(self, value: IPv4Address | IPv6Address) -> str: return str(value) - @computed_field @property def port(self) -> int: diff --git a/shared/types/topology.py b/shared/types/topology.py index 1b9a20bc..dc871347 100644 --- a/shared/types/topology.py +++ b/shared/types/topology.py @@ -22,8 +22,8 @@ class Connection(BaseModel): ( self.local_node_id, self.send_back_node_id, - self.local_multiaddr.ipv4_address, - self.send_back_multiaddr.ipv4_address, + self.local_multiaddr.ip_address, + self.send_back_multiaddr.ip_address, ) ) @@ -33,9 +33,12 @@ class Connection(BaseModel): return ( self.local_node_id == other.local_node_id and self.send_back_node_id == other.send_back_node_id - and self.local_multiaddr.ipv4_address == other.local_multiaddr.ipv4_address - and self.send_back_multiaddr.ipv4_address == other.send_back_multiaddr.ipv4_address + and self.local_multiaddr.ip_address == other.local_multiaddr.ip_address + and self.send_back_multiaddr.ip_address == other.send_back_multiaddr.ip_address ) + + def is_thunderbolt(self) -> bool: + return str(self.local_multiaddr.ip_address).startswith('169.254') and str(self.send_back_multiaddr.ip_address).startswith('169.254') class Node(BaseModel): diff --git a/shared/types/worker/common.py b/shared/types/worker/common.py index 754b0af4..7eb298c8 100644 --- a/shared/types/worker/common.py +++ b/shared/types/worker/common.py @@ -1,4 +1,5 @@ from enum import Enum +from typing import Optional from shared.types.common import ID @@ -14,3 +15,12 @@ class RunnerId(ID): class NodeStatus(str, Enum): Idle = "Idle" Running = "Running" + +class RunnerError(Exception): + """Exception raised when the runner process encounters an error.""" + + def __init__(self, error_type: str, error_message: str, traceback: Optional[str] = None): + self.error_type = error_type + self.error_message = error_message + self.traceback = traceback + super().__init__(f"{error_type}: {error_message}") \ No newline at end of file diff --git a/shared/types/worker/shards.py b/shared/types/worker/shards.py index 2ef7c8ae..3e22e433 100644 --- a/shared/types/worker/shards.py +++ b/shared/types/worker/shards.py @@ -1,5 +1,5 @@ from enum import Enum -from typing import Annotated, Generic, Literal, TypeVar +from typing import Annotated, Generic, Literal, Optional, TypeVar from pydantic import BaseModel, Field, TypeAdapter @@ -24,6 +24,11 @@ class BaseShardMetadata(BaseModel, Generic[PartitionStrategyT]): partition_strategy: PartitionStrategyT device_rank: int world_size: int + + # Error handling; equivalent to monkey-patch, but we can't monkey-patch runner.py + # This is kinda annoying because it allocates memory in the ShardMetadata object. Can be rethought after Shanghai. + immediate_exception: bool = False + should_timeout: Optional[float] = None class PipelineShardMetadata(BaseShardMetadata[Literal[PartitionStrategy.pipeline]]): diff --git a/uv.lock b/uv.lock index 6fedd8aa..68365b4f 100644 --- a/uv.lock +++ b/uv.lock @@ -15,6 +15,7 @@ members = [ "exo", "exo-engine-mlx", "exo-master", + "exo-scripts", "exo-shared", "exo-worker", ] @@ -303,6 +304,21 @@ requires-dist = [ { name = "uvicorn", specifier = ">=0.35.0" }, ] +[[package]] +name = "exo-scripts" +version = "0.1.0" +source = { editable = "scripts" } +dependencies = [ + { name = "exo-shared", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "huggingface-hub", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, +] + +[package.metadata] +requires-dist = [ + { name = "exo-shared", editable = "shared" }, + { name = "huggingface-hub", specifier = ">=0.33.4" }, +] + [[package]] name = "exo-shared" version = "0.1.0" @@ -365,6 +381,7 @@ dependencies = [ { name = "huggingface-hub", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "mlx", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "mlx-lm", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "psutil", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] [package.metadata] @@ -373,6 +390,7 @@ requires-dist = [ { name = "huggingface-hub", specifier = ">=0.33.4" }, { name = "mlx", specifier = "==0.26.3" }, { name = "mlx-lm", specifier = ">=0.25.3" }, + { name = "psutil", specifier = ">=7.0.0" }, ] [[package]] @@ -840,6 +858,19 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/f7/af/ab3c51ab7507a7325e98ffe691d9495ee3d3aa5f589afad65ec920d39821/protobuf-6.31.1-py3-none-any.whl", hash = "sha256:720a6c7e6b77288b85063569baae8536671b39f15cc22037ec7045658d80489e", size = 168724, upload-time = "2025-05-28T19:25:53.926Z" }, ] +[[package]] +name = "psutil" +version = "7.0.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/2a/80/336820c1ad9286a4ded7e845b2eccfcb27851ab8ac6abece774a6ff4d3de/psutil-7.0.0.tar.gz", hash = "sha256:7be9c3eba38beccb6495ea33afd982a44074b78f28c434a1f51cc07fd315c456", size = 497003, upload-time = "2025-02-13T21:54:07.946Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ed/e6/2d26234410f8b8abdbf891c9da62bee396583f713fb9f3325a4760875d22/psutil-7.0.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:101d71dc322e3cffd7cea0650b09b3d08b8e7c4109dd6809fe452dfd00e58b25", size = 238051, upload-time = "2025-02-13T21:54:12.36Z" }, + { url = "https://files.pythonhosted.org/packages/04/8b/30f930733afe425e3cbfc0e1468a30a18942350c1a8816acfade80c005c4/psutil-7.0.0-cp36-abi3-macosx_11_0_arm64.whl", hash = "sha256:39db632f6bb862eeccf56660871433e111b6ea58f2caea825571951d4b6aa3da", size = 239535, upload-time = "2025-02-13T21:54:16.07Z" }, + { url = "https://files.pythonhosted.org/packages/2a/ed/d362e84620dd22876b55389248e522338ed1bf134a5edd3b8231d7207f6d/psutil-7.0.0-cp36-abi3-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1fcee592b4c6f146991ca55919ea3d1f8926497a713ed7faaf8225e174581e91", size = 275004, upload-time = "2025-02-13T21:54:18.662Z" }, + { url = "https://files.pythonhosted.org/packages/bf/b9/b0eb3f3cbcb734d930fdf839431606844a825b23eaf9a6ab371edac8162c/psutil-7.0.0-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4b1388a4f6875d7e2aff5c4ca1cc16c545ed41dd8bb596cefea80111db353a34", size = 277986, upload-time = "2025-02-13T21:54:21.811Z" }, + { url = "https://files.pythonhosted.org/packages/eb/a2/709e0fe2f093556c17fbafda93ac032257242cabcc7ff3369e2cb76a97aa/psutil-7.0.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a5f098451abc2828f7dc6b58d44b532b22f2088f4999a937557b603ce72b1993", size = 279544, upload-time = "2025-02-13T21:54:24.68Z" }, +] + [[package]] name = "pycparser" version = "2.22" diff --git a/worker/download/download_utils.py b/worker/download/download_utils.py index a5615163..c2094107 100644 --- a/worker/download/download_utils.py +++ b/worker/download/download_utils.py @@ -2,7 +2,6 @@ import asyncio import hashlib import os import shutil -import tempfile import time import traceback from datetime import timedelta @@ -91,9 +90,6 @@ class RepoDownloadProgress(BaseModel): def build_model_path(model_id: str) -> DirectoryPath: return EXO_HOME / "models" / model_id.replace("/", "--") -def exo_tmp() -> Path: - return Path(tempfile.gettempdir())/"exo" - async def resolve_model_path_for_repo(repo_id: str) -> Path: return (await ensure_models_dir())/repo_id.replace("/", "--") @@ -101,10 +97,6 @@ async def ensure_exo_home() -> Path: await aios.makedirs(EXO_HOME, exist_ok=True) return EXO_HOME -async def ensure_exo_tmp() -> Path: - await aios.makedirs(exo_tmp(), exist_ok=True) - return exo_tmp() - async def has_exo_home_read_access() -> bool: try: return await aios.access(EXO_HOME, os.R_OK) @@ -146,7 +138,9 @@ async def seed_models(seed_dir: Union[str, Path]): traceback.print_exc() async def fetch_file_list_with_cache(repo_id: str, revision: str = "main", recursive: bool = False) -> List[FileListEntry]: - cache_file = (await ensure_exo_tmp())/f"{repo_id.replace('/', '--')}--{revision}--file_list.json" + target_dir = (await ensure_models_dir())/"caches"/str(repo_id).replace("/", "--") + await aios.makedirs(target_dir, exist_ok=True) + cache_file = target_dir/f"{repo_id.replace('/', '--')}--{revision}--file_list.json" if await aios.path.exists(cache_file): async with aiofiles.open(cache_file, 'r') as f: return TypeAdapter(List[FileListEntry]).validate_json(await f.read()) @@ -198,22 +192,29 @@ async def calc_hash(path: Path, hash_type: Literal["sha1", "sha256"] = "sha1") - hasher.update(chunk) return hasher.hexdigest() -async def file_meta(repo_id: str, revision: str, path: str, redirected_location: str | None = None) -> Tuple[int, str]: - # NOTE: huggingface broke the E-Tag so we can no longer assume E-Tag == sha256(file) - url = urljoin(f"{get_hf_endpoint()}/{repo_id}/resolve/{revision}/", path) if redirected_location is None else f"{get_hf_endpoint()}{redirected_location}" - headers = await get_auth_headers() - async with aiohttp.ClientSession(timeout=aiohttp.ClientTimeout(total=1800, connect=60, sock_read=1800, sock_connect=60)) as session, session.head(url, headers=headers) as r: - if r.status == 307: - redirected_location = r.headers.get('Location') - return await file_meta(repo_id, revision, path, redirected_location) - content_length = int(r.headers.get('x-linked-size') or r.headers.get('content-length') or 0) - etag = r.headers.get('X-Linked-ETag') or r.headers.get('ETag') or r.headers.get('Etag') - assert content_length > 0, f"No content length for {url}" - assert etag is not None, f"No remote hash for {url}" - if (etag[0] == '"' and etag[-1] == '"') or (etag[0] == "'" and etag[-1] == "'"): - etag = etag[1:-1] - return content_length, etag +async def file_meta(repo_id: str, revision: str, path: str, redirected_location: str | None = None) -> Tuple[int, str]: + url = urljoin(f"{get_hf_endpoint()}/{repo_id}/resolve/{revision}/", path) if redirected_location is None else f"{get_hf_endpoint()}{redirected_location}" + headers = await get_auth_headers() + async with aiohttp.ClientSession(timeout=aiohttp.ClientTimeout(total=1800, connect=60, sock_read=1800, sock_connect=60)) as session, session.head(url, headers=headers) as r: + if r.status == 307: + # Try to extract from X-Linked headers first (common for HF redirects) + content_length = int(r.headers.get('x-linked-size') or r.headers.get('content-length') or 0) + etag = r.headers.get('X-Linked-ETag') or r.headers.get('ETag') or r.headers.get('Etag') + if content_length > 0 and etag is not None: + if (etag[0] == '"' and etag[-1] == '"') or (etag[0] == "'" and etag[-1] == "'"): + etag = etag[1:-1] + return content_length, etag + # If not available, recurse with the redirect + redirected_location = r.headers.get('Location') + return await file_meta(repo_id, revision, path, redirected_location) + content_length = int(r.headers.get('x-linked-size') or r.headers.get('content-length') or 0) + etag = r.headers.get('X-Linked-ETag') or r.headers.get('ETag') or r.headers.get('Etag') + assert content_length > 0, f"No content length for {url}" + assert etag is not None, f"No remote hash for {url}" + if (etag[0] == '"' and etag[-1] == '"') or (etag[0] == "'" and etag[-1] == "'"): + etag = etag[1:-1] + return content_length, etag async def download_file_with_retry(repo_id: str, revision: str, path: str, target_dir: Path, on_progress: Callable[[int, int], None] = lambda _, __: None) -> Path: n_attempts = 30 @@ -291,7 +292,8 @@ def calculate_repo_progress(shard: ShardMetadata, repo_id: str, revision: str, f ) async def get_weight_map(repo_id: str, revision: str = "main") -> Dict[str, str]: - target_dir = (await ensure_exo_tmp())/repo_id.replace("/", "--") + target_dir = (await ensure_models_dir())/str(repo_id).replace("/", "--") + await aios.makedirs(target_dir, exist_ok=True) index_file = await download_file_with_retry(repo_id, revision, "model.safetensors.index.json", target_dir) async with aiofiles.open(index_file, 'r') as f: index_data = ModelSafetensorsIndex.model_validate_json(await f.read()) diff --git a/worker/main.py b/worker/main.py index 01e4d562..cd4149b7 100644 --- a/worker/main.py +++ b/worker/main.py @@ -9,16 +9,17 @@ from shared.types.events import ( ) from shared.types.profiling import NodePerformanceProfile from shared.types.worker.ops import ( + ExecuteTaskOp, RunnerOp, ) -from shared.utils import get_node_id_keypair +from shared.utils import Keypair, get_node_id_keypair from worker.download.impl_shard_downloader import exo_shard_downloader from worker.plan import plan from worker.utils.profile import start_polling_node_metrics from worker.worker import Worker -async def run(worker_state: Worker): +async def run(worker_state: Worker, logger: logging.Logger): assert worker_state.global_events is not None while True: @@ -42,15 +43,26 @@ async def run(worker_state: Worker): # run the op, synchronously blocking for now if op is not None: - async for event in worker_state.execute_op(op): - await worker_state.event_publisher(event) + logger.info(f'Executing op {op}') + try: + async for event in worker_state.execute_op(op): + await worker_state.event_publisher(event) + except Exception as e: + if isinstance(op, ExecuteTaskOp): + generator = worker_state.fail_task(e, runner_id=op.runner_id, task_id=op.task.task_id) + else: + generator = worker_state.fail_runner(e, runner_id=op.runner_id) + + async for event in generator: + await worker_state.event_publisher(event) await asyncio.sleep(0.01) + async def main(): - node_id_keypair = get_node_id_keypair() + node_id_keypair: Keypair = get_node_id_keypair() node_id = NodeId(node_id_keypair.to_peer_id().to_base58()) logger: logging.Logger = logging.getLogger('worker_logger') logger.setLevel(logging.DEBUG) @@ -72,7 +84,7 @@ async def main(): worker = Worker(node_id, logger, shard_downloader, event_log_manager.worker_events, event_log_manager.global_events) - await run(worker) + await run(worker, logger) if __name__ == "__main__": asyncio.run(main()) diff --git a/worker/plan.py b/worker/plan.py index 4d644023..3edb97e2 100644 --- a/worker/plan.py +++ b/worker/plan.py @@ -95,7 +95,8 @@ def spin_down_runners( num_spundown_nodes = 0 for runner_id in instance.shard_assignments.runner_to_shard: - if isinstance(state_runners[runner_id], InactiveRunnerStatus) and \ + if runner_id in state_runners and \ + isinstance(state_runners[runner_id], InactiveRunnerStatus) and \ runner_id not in assigned_runners: num_spundown_nodes += 1 # Suggested: diff --git a/worker/pyproject.toml b/worker/pyproject.toml index b2e1a330..ca38f5d6 100644 --- a/worker/pyproject.toml +++ b/worker/pyproject.toml @@ -9,7 +9,7 @@ dependencies = [ "huggingface_hub>=0.33.4", "mlx==0.26.3", "mlx-lm>=0.25.3", - + "psutil>=7.0.0", ] [build-system] diff --git a/worker/runner/communication.py b/worker/runner/communication.py index 58104724..83076607 100644 --- a/worker/runner/communication.py +++ b/worker/runner/communication.py @@ -34,7 +34,7 @@ async def runner_read_message() -> RunnerMessage: line: bytes = await loop.run_in_executor(None, sys.stdin.buffer.readline) if not line: # This seems to be what triggers when we don't clean up the runner neatly and leave the process dangling. - raise EOFError("No more data to read") + raise EOFError("No more data to read when reading runner message") line = line.strip() try: @@ -66,7 +66,7 @@ async def supervisor_read_response( line: str = line_bytes.decode("utf-8").strip() if not line: - raise EOFError("No more data to read") + raise EOFError("No more data to read when reading response from runner") try: return RunnerResponseTypeAdapter.validate_json(line) diff --git a/worker/runner/runner.py b/worker/runner/runner.py index f2343e07..b6479e1d 100644 --- a/worker/runner/runner.py +++ b/worker/runner/runner.py @@ -10,7 +10,7 @@ import mlx.nn as nn from mlx_lm.generate import stream_generate # type: ignore from mlx_lm.tokenizer_utils import TokenizerWrapper -from engines.mlx.utils_mlx import apply_chat_template, initialize_mlx +from engines.mlx.utils_mlx import apply_chat_template, initialize_mlx, mlx_force_oom from shared.openai_compat import FinishReason from shared.types.tasks import ChatCompletionTaskParams from shared.types.worker.commands_runner import ( @@ -73,7 +73,7 @@ async def _mlx_generate( chat_task_data=task, ) - max_tokens = task.max_tokens or 100 + max_tokens = task.max_tokens or 1000 generation_fn = partial(_generate_tokens, prompt, max_tokens) future = loop.run_in_executor(mlx_executor, generation_fn) @@ -105,6 +105,12 @@ async def main(): setup_message = ensure_type(init_message, SetupMessage) model_shard_meta = setup_message.model_shard_meta hosts = setup_message.hosts + + # For testing - these are fake break conditions + if model_shard_meta.immediate_exception: + raise Exception('Fake exception - runner failed to spin up.') + if model_shard_meta.should_timeout: + await asyncio.sleep(model_shard_meta.should_timeout) setup_start_time = time.time() @@ -127,7 +133,12 @@ async def main(): # TODO: this is a hack, why are we only looking at the first message? should have a tokenizer prompt = task.messages[0] if prompt.content is not None and 'EXO RUNNER MUST FAIL' in prompt.content: + runner_print('raising exception') raise Exception('Artificial runner exception - for testing purposes only.') + if prompt.content is not None and 'EXO RUNNER MUST OOM' in prompt.content: + mlx_force_oom() + if prompt.content is not None and 'EXO RUNNER MUST TIMEOUT' in prompt.content: + await asyncio.sleep(100) # Generate responses using the actual MLX generation async for generation_response in _mlx_generate( diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py index 77d6469f..d9945a4c 100644 --- a/worker/runner/runner_supervisor.py +++ b/worker/runner/runner_supervisor.py @@ -1,10 +1,12 @@ import asyncio import contextlib -import sys +import traceback from collections.abc import AsyncGenerator from logging import Logger from types import CoroutineType -from typing import Any, Callable +from typing import Any, Callable, Optional + +import psutil from shared.types.common import CommandId, Host from shared.types.events.chunks import GenerationChunk, TokenChunk @@ -12,7 +14,6 @@ from shared.types.tasks import ChatCompletionTaskParams, Task from shared.types.worker.commands_runner import ( ChatTaskMessage, ErrorResponse, - ExitMessage, FinishedResponse, GenerationResponse, InitializedResponse, @@ -20,12 +21,19 @@ from shared.types.worker.commands_runner import ( RunnerResponse, SetupMessage, ) +from shared.types.worker.common import RunnerError from shared.types.worker.shards import ShardMetadata from worker.runner.communication import ( supervisor_read_response, supervisor_write_message, ) -from worker.runner.utils import get_runner_command +from worker.runner.utils import ( + get_init_timeout, + get_prefil_timeout, + get_runner_command, + get_token_generate_timeout, + get_weights_size_kb, +) class RunnerSupervisor: @@ -33,47 +41,52 @@ class RunnerSupervisor: RunnerSupervisor manages the lifecycle of a runner subprocess for model inference. Use the class method `create` to properly initialize an instance. """ - # TODO: Logger. + def __init__( self, model_shard_meta: ShardMetadata, hosts: list[Host], runner_process: asyncio.subprocess.Process, + logger: Logger, ): """Private constructor. Use RunnerSupervisor.create() instead.""" self.model_shard_meta: ShardMetadata = model_shard_meta self.hosts: list[Host] = hosts self.runner_process: asyncio.subprocess.Process = runner_process self.running: bool = True - + self.stderr_task = asyncio.create_task(self._watch_stderr(logger)) self.running_task: asyncio.Task[None] = asyncio.create_task( self._watch_runner() ) + self.logger = logger + self.stderr_buffer: list[str] = [] # Accumulate stderr lines + self.crash_detected: bool = False + self.returncode: int | None = None + self.stderr_outpu: str | None = None @classmethod async def create( cls, model_shard_meta: ShardMetadata, hosts: list[Host], - logger: Logger + logger: Logger, + initialize_timeout: Optional[float] = None, ) -> "RunnerSupervisor": """ Create and initialize a RunnerSupervisor instance. The .create() classmethod pattern is used to ensure the constructor is asynchronous. """ cmd: list[str] = get_runner_command() - runner_process: asyncio.subprocess.Process = ( await asyncio.create_subprocess_exec( *cmd, stdin=asyncio.subprocess.PIPE, stdout=asyncio.subprocess.PIPE, - stderr=sys.stderr + stderr=asyncio.subprocess.PIPE, ) ) - - print(f'{model_shard_meta=}') + logger.info(f'initializing mlx instance with {model_shard_meta=}') await supervisor_write_message( runner_process, SetupMessage( @@ -82,88 +95,159 @@ class RunnerSupervisor: ), ) - while True: - line: RunnerResponse | None = await supervisor_read_response( - runner_process - ) - if line is None or isinstance(line, PrintResponse): - # print(line) - continue - elif isinstance(line, ErrorResponse): - raise Exception(line.error_type, line.error_message, line.traceback or "") - else: - assert isinstance(line, InitializedResponse) - logger.info(f'Runner initialized in {line.time_taken} seconds') - print(f'Runner initialized in {line.time_taken} seconds') - break + async def read_initialization_message() -> None: + while True: + line: RunnerResponse | None = await supervisor_read_response( + runner_process + ) + if line is None: + continue + elif isinstance(line, PrintResponse): + logger.info(line) + continue + elif isinstance(line, ErrorResponse): + raise RunnerError(line.error_type, line.error_message, line.traceback or "") + elif isinstance(line, InitializedResponse): + assert isinstance(line, InitializedResponse) + logger.info(f'Runner initialized in {line.time_taken} seconds') + break + else: + raise AssertionError(f'Non-valid line read from runner during initialization: {line}') + if not initialize_timeout: + initialize_timeout = get_init_timeout(model_shard_meta) + await asyncio.wait_for(read_initialization_message(), timeout=initialize_timeout) return cls( model_shard_meta=model_shard_meta, hosts=hosts, runner_process=runner_process, + logger=logger, ) async def astop(self) -> None: - async def terminate() -> None: - # Check if process is already dead before trying to terminate - if self.runner_process.returncode is None: - self.runner_process.terminate() - - # Wait for the process to exit (or confirm it's already exited) - try: - _ = await asyncio.wait_for(self.runner_process.wait(), timeout=1.0) - except asyncio.TimeoutError: - # If terminate didn't work, force kill - if self.runner_process.returncode is None: - self.runner_process.kill() - _ = await self.runner_process.wait() + # Cancel the stderr monitoring task + if not self.stderr_task.done(): + self.stderr_task.cancel() + with contextlib.suppress(asyncio.CancelledError): + await self.stderr_task - if not self.healthy: - print("Runner process is not healthy, killing...") - await terminate() - print('terminated') - - if self.runner_process.stdout is not None: + # Kill the process and all its children + await self._kill_process_tree() + + # Wait to make sure that the model has been unloaded from memory + async def wait_for_memory_release() -> None: + required_memory_bytes = get_weights_size_kb(self.model_shard_meta) * 1024 + start_time = asyncio.get_event_loop().time() while True: - try: - line = await asyncio.wait_for( - self.runner_process.stdout.readline(), timeout=0.01 - ) - if not line: - break - print(f"Remaining stdout: {line.decode('utf-8').strip()}") - except asyncio.TimeoutError: + available_memory_bytes = psutil.virtual_memory().available + if available_memory_bytes >= required_memory_bytes: break + if asyncio.get_event_loop().time() - start_time > 30.0: + self.logger.warning("Timeout waiting for memory release after 30 seconds") + break + await asyncio.sleep(0.1) - # Only try to send ExitMessage if process is still alive - if self.runner_process.returncode is None: - try: - # Give the process a moment to exit gracefully - await supervisor_write_message( - proc=self.runner_process, message=ExitMessage() - ) - _ = await asyncio.wait_for(self.runner_process.wait(), timeout=0.1) - except asyncio.TimeoutError: - print("Runner process did not terminate, killing...") - await terminate() - except Exception: - # If we can't write to the process (e.g., broken pipe), it's probably already dead - pass - + await wait_for_memory_release() self.running = False + async def _kill_process_tree(self) -> None: + """Kill the process and all its children forcefully.""" + if self.runner_process.returncode is not None: + return # Process already dead + + try: + # Get the main process + pid = self.runner_process.pid + + # Find all child processes + try: + parent = psutil.Process(pid) + children = parent.children(recursive=True) + + # Kill all children first (bottom-up) + for child in reversed(children): + with contextlib.suppress(psutil.NoSuchProcess, psutil.AccessDenied): + child.kill() # SIGKILL + + # Kill the parent + with contextlib.suppress(psutil.NoSuchProcess, psutil.AccessDenied): + parent.kill() # SIGKILL + + except psutil.NoSuchProcess: + # Process already gone, try subprocess kill anyway + self.runner_process.kill() + + # Wait for the subprocess to exit + try: + await asyncio.wait_for(self.runner_process.wait(), timeout=2.0) + except asyncio.TimeoutError: + self.logger.error(f"Process {pid} did not exit after kill signal") + + except Exception as e: + self.logger.error(f"Error killing process tree: {e}") + async def _watch_runner(self) -> None: - _ = await self.runner_process.wait() + returncode = await self.runner_process.wait() self.running = False + if returncode != 0: + self.crash_detected = True + self.returncode = returncode # Will be picked up by _watch_stderr too + + async def _watch_stderr(self, logger: Logger) -> None: + assert self.runner_process.stderr is not None + while self.running: + try: + line_bytes = await self.runner_process.stderr.readline() + if not line_bytes: + break # EOF + line = line_bytes.decode('utf-8').strip() + self.stderr_buffer.append(line) + logger.error(f"Runner stderr: {line}") + # Detect common crash patterns (extend as needed, e.g., for OOM: "Killed" or "Out of memory") + + self.crash_detected = True + self.stderr_output = "\n".join(self.stderr_buffer) + logger.critical(f"Runner crash detected: {self.stderr_output}") + # Don't raise here—let callers (e.g., stream_response) detect via healthy/returncode + except Exception as e: + logger.error(f"Error reading runner stderr: {e}") + break + + # After EOF, inspect returncode for confirmation (Unix-like: negative == signal) + returncode = self.runner_process.returncode + if returncode is not None and returncode != 0: + self.crash_detected = True + self.returncode = returncode + self.stderr_output = "\n".join(self.stderr_buffer) + + def _raise_if_crashed(self) -> None: + if self.crash_detected: + self.logger.error(f'Error {self.returncode}: {self.stderr_output}') + raise RunnerError( + error_type="RunnerCrash", + error_message=self.stderr_output, + traceback=traceback.format_exc(), + ) def __del__(self) -> None: if self.running: print( - "Warning: RunnerSupervisor was not stopped cleanly before garbage collection. Force killing process." + "Warning: RunnerSupervisor was not stopped cleanly before garbage collection. Force killing process tree." ) - - with contextlib.suppress(ProcessLookupError): - self.runner_process.kill() + # Can't use async in __del__, so use psutil directly + try: + pid = self.runner_process.pid + if pid: + parent = psutil.Process(pid) + children = parent.children(recursive=True) + for child in reversed(children): + with contextlib.suppress(psutil.NoSuchProcess, psutil.AccessDenied): + child.kill() + with contextlib.suppress(psutil.NoSuchProcess, psutil.AccessDenied): + parent.kill() + except Exception: + with contextlib.suppress(ProcessLookupError): + self.runner_process.kill() @property def healthy(self) -> bool: @@ -178,7 +262,7 @@ class RunnerSupervisor: async def stream_response( self, task: Task, - request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, # fyi this is async now + request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, # fyi this is async now ) -> AsyncGenerator[GenerationChunk]: """ Streams a chat request from the model. @@ -187,50 +271,52 @@ class RunnerSupervisor: """ if not self.healthy: raise RuntimeError("Runner process was found to be dead") - task_params = task.task_params - assert isinstance(task_params, ChatCompletionTaskParams) # this is messy for now. + assert isinstance(task_params, ChatCompletionTaskParams) # this is messy for now. await supervisor_write_message( proc=self.runner_process, message=ChatTaskMessage( task_data=task_params, ), ) - # This is easy for now. If we need more reliability, the runner can have a new 'ready' message type. if request_started_callback is not None: await request_started_callback() - - + prefil_timeout = get_prefil_timeout(self.model_shard_meta) + token_timeout = get_token_generate_timeout(self.model_shard_meta) + timeout = prefil_timeout while True: - line: RunnerResponse | None = await supervisor_read_response( - self.runner_process - ) - if line is None: - continue - else: - match line: - case GenerationResponse( - text=text, token=token, finish_reason=finish_reason - ): - yield TokenChunk( - command_id=CommandId(task.command_id), - idx=token, - model=self.model_shard_meta.model_meta.model_id, - text=text, - token_id=token, - finish_reason=finish_reason, - ) - case InitializedResponse(): - raise ValueError('Initialized Response read during streaming flow') - case FinishedResponse(): - break - case PrintResponse(text=text): - print(f"runner printed: {text}") - case ErrorResponse( - error_type=error_type, - error_message=error_message, - traceback=traceback, - ): - await self.astop() - raise Exception(error_type, error_message, traceback or "") + try: + line: RunnerResponse | None = await asyncio.wait_for(supervisor_read_response( + self.runner_process + ), timeout=timeout) + if line is None: + continue + except (asyncio.TimeoutError, EOFError) as e: + self._raise_if_crashed() + raise RunnerError( + error_type=type(e).__name__, + error_message=str(e), + traceback="", + ) from e + match line: + case GenerationResponse(): + yield TokenChunk( + command_id=CommandId(task.command_id), + idx=line.token, + model=self.model_shard_meta.model_meta.model_id, + text=line.text, + token_id=line.token, + finish_reason=line.finish_reason, + ) + timeout = token_timeout + case InitializedResponse(): + raise ValueError('Initialized Response read during streaming flow') + case FinishedResponse(): + break + case PrintResponse(): + # print(f"runner printed: {line.text}") + self.logger.info(f"runner printed: {line.text}") + case ErrorResponse(): + await self.astop() + raise RunnerError(line.error_type, line.error_message, line.traceback or "") \ No newline at end of file diff --git a/worker/runner/utils.py b/worker/runner/utils.py index 41b168ba..e89199bb 100644 --- a/worker/runner/utils.py +++ b/worker/runner/utils.py @@ -1,6 +1,34 @@ import sys +from shared.constants import LB_DISK_GBPS, LB_MEMBW_GBPS, LB_TFLOPS +from shared.types.worker.shards import ShardMetadata + def get_runner_command() -> list[str]: python = sys.executable return [python, "-m", "worker.runner.runner"] + +def get_weights_size_kb(model_shard_meta: ShardMetadata) -> float: + return (model_shard_meta.end_layer - model_shard_meta.start_layer) / model_shard_meta.n_layers * model_shard_meta.model_meta.storage_size_kilobytes + +def get_init_timeout(model_shard_meta: ShardMetadata) -> float: + weights_size_kb = get_weights_size_kb(model_shard_meta) + + kbps_read = 1024 * 1024 * LB_DISK_GBPS / 3 + + return weights_size_kb / kbps_read + 2.0 + +def get_prefil_timeout(model_shard_meta: ShardMetadata) -> float: + weights_size_gb = get_weights_size_kb(model_shard_meta) / (1024 * 1024) + + tokens = 1000 # constant for now - the prompt is only tokenized in the device... + prompt_gflops = tokens * weights_size_gb * 2 + + return LB_TFLOPS / (1024 * prompt_gflops) * 3 + 10.0 + +def get_token_generate_timeout(model_shard_meta: ShardMetadata) -> float: + weights_size_kb = get_weights_size_kb(model_shard_meta) + + kbps_read = 1024 * 1024 * LB_MEMBW_GBPS / 3 + + return weights_size_kb / kbps_read + 2.0 \ No newline at end of file diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index 7e31606f..ebe4cd4a 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -112,7 +112,6 @@ def instance(pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], h @pytest.fixture def completion_create_params(user_message: str) -> ChatCompletionTaskParams: - """Creates ChatCompletionParams with the given message""" return ChatCompletionTaskParams( model="gpt-4", messages=[ChatCompletionMessage(role="user", content=user_message)], @@ -121,19 +120,19 @@ def completion_create_params(user_message: str) -> ChatCompletionTaskParams: @pytest.fixture def chat_completion_task(completion_create_params: ChatCompletionTaskParams): - def _chat_completion_task(instance_id: Optional[InstanceId] = None, task_id: Optional[TaskId] = None) -> ChatCompletionTask: - if instance_id is None: - instance_id = INSTANCE_1_ID - if task_id is None: - task_id = TASK_1_ID + def _chat_completion_task( + instance_id: Optional[InstanceId] = None, + task_id: Optional[TaskId] = None, + user_message: str = "Hello" + ) -> ChatCompletionTask: + resolved_instance_id = instance_id if instance_id is not None else INSTANCE_1_ID + resolved_task_id = task_id if task_id is not None else TASK_1_ID return ChatCompletionTask( - task_id=task_id, + task_id=resolved_task_id, command_id=COMMAND_1_ID, - instance_id=instance_id, + instance_id=resolved_instance_id, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, task_params=completion_create_params ) return _chat_completion_task - - diff --git a/worker/tests/test_handlers/__init__.py b/worker/tests/test_handlers/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/worker/tests/test_handlers/test_handlers_sad.py b/worker/tests/test_handlers/test_handlers_sad.py index 05238c8e..bf54636d 100644 --- a/worker/tests/test_handlers/test_handlers_sad.py +++ b/worker/tests/test_handlers/test_handlers_sad.py @@ -1,28 +1,46 @@ ## Tests for worker state handlers +import asyncio from typing import Callable import pytest -from shared.types.events import ( - RunnerStatusUpdated, - TaskFailed, - TaskStateUpdated, -) -from shared.types.tasks import ChatCompletionTask, TaskStatus +from shared.types.tasks import ChatCompletionTask +from shared.types.worker.common import RunnerError from shared.types.worker.instances import Instance from shared.types.worker.ops import ( ExecuteTaskOp, -) -from shared.types.worker.runners import ( - FailedRunnerStatus, - RunningRunnerStatus, + RunnerUpOp, ) from worker.main import Worker from worker.tests.constants import RUNNER_1_ID from worker.tests.test_handlers.utils import read_events_op +@pytest.mark.asyncio +async def test_runner_up_fails( + worker_with_assigned_runner: tuple[Worker, Instance], + chat_completion_task: Callable[[], ChatCompletionTask]): + worker, _ = worker_with_assigned_runner + worker.assigned_runners[RUNNER_1_ID].shard_metadata.immediate_exception = True + + runner_up_op = RunnerUpOp(runner_id=RUNNER_1_ID) + + with pytest.raises(RunnerError): + await read_events_op(worker, runner_up_op) + +@pytest.mark.asyncio +async def test_runner_up_timeouts( + worker_with_assigned_runner: tuple[Worker, Instance], + chat_completion_task: Callable[[], ChatCompletionTask]): + worker, _ = worker_with_assigned_runner + worker.assigned_runners[RUNNER_1_ID].shard_metadata.should_timeout = 10 + + runner_up_op = RunnerUpOp(runner_id=RUNNER_1_ID) + + with pytest.raises(asyncio.TimeoutError): + await read_events_op(worker, runner_up_op) + @pytest.mark.asyncio async def test_execute_task_fails( worker_with_running_runner: tuple[Worker, Instance], @@ -38,24 +56,27 @@ async def test_execute_task_fails( task=task ) - events = await read_events_op(worker, execute_task_op) + with pytest.raises(RunnerError): + await read_events_op(worker, execute_task_op) - assert len(events) == 5 +@pytest.mark.asyncio +async def test_execute_task_timeouts( + worker_with_running_runner: tuple[Worker, Instance], + chat_completion_task: Callable[[], ChatCompletionTask]): + worker, _ = worker_with_running_runner - print(events) + task = chat_completion_task() + messages = task.task_params.messages + messages[0].content = 'Artificial prompt: EXO RUNNER MUST TIMEOUT' - assert isinstance(events[0], RunnerStatusUpdated) - assert isinstance(events[0].runner_status, RunningRunnerStatus) # It tried to start. + execute_task_op = ExecuteTaskOp( + runner_id=RUNNER_1_ID, + task=task + ) - assert isinstance(events[1], TaskStateUpdated) - assert events[1].task_status == TaskStatus.RUNNING # It tried to start. + with pytest.raises(RunnerError): # At the moment this is a RunnerError that says 'TimeoutError'. + await read_events_op(worker, execute_task_op) - assert isinstance(events[2], TaskStateUpdated) - assert events[2].task_status == TaskStatus.FAILED # Task marked as failed. - assert isinstance(events[3], TaskFailed) - - assert isinstance(events[4], RunnerStatusUpdated) - assert isinstance(events[4].runner_status, FailedRunnerStatus) # It should have failed. - -# TODO: Much more to do here! \ No newline at end of file +# TODO: Much more to do here! +# runner assigned download stuff \ No newline at end of file diff --git a/worker/tests/test_integration/__init__.py b/worker/tests/test_integration/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/worker/tests/test_integration/conftest.py b/worker/tests/test_integration/conftest.py index 8e3faa39..df3bc8ea 100644 --- a/worker/tests/test_integration/conftest.py +++ b/worker/tests/test_integration/conftest.py @@ -29,7 +29,7 @@ def worker_running(logger: Logger) -> Callable[[NodeId], Awaitable[tuple[Worker, shard_downloader = NoopShardDownloader() worker = Worker(node_id, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) - asyncio.create_task(run(worker)) + asyncio.create_task(run(worker, logger)) return worker, global_events diff --git a/worker/tests/test_integration/integration_utils.py b/worker/tests/test_integration/integration_utils.py index 5e0b78d8..482687fd 100644 --- a/worker/tests/test_integration/integration_utils.py +++ b/worker/tests/test_integration/integration_utils.py @@ -1,21 +1,36 @@ import asyncio -from typing import Tuple +from typing import Callable, Optional, Tuple, TypeVar from shared.db.sqlite.connector import AsyncSQLiteEventStorage from shared.types.events import ChunkGenerated, TaskStateUpdated from shared.types.events.chunks import TokenChunk -from shared.types.tasks import TaskStatus +from shared.types.tasks import TaskId, TaskStatus -async def read_streaming_response(global_events: AsyncSQLiteEventStorage) -> Tuple[bool, bool, str]: +async def read_streaming_response(global_events: AsyncSQLiteEventStorage, filter_task: Optional[TaskId] = None) -> Tuple[bool, bool, str]: # Read off all events - these should be our GenerationChunk events seen_task_started, seen_task_finished = 0, 0 response_string = '' finish_reason: str | None = None - idx = 0 + if not filter_task: + idx = await global_events.get_last_idx() + else: + found = False + idx = 0 + while not found: + events = await global_events.get_events_since(idx) + + for event in events: + if isinstance(event.event, TaskStateUpdated) and event.event.task_status == TaskStatus.RUNNING and event.event.task_id == filter_task: + found = True + idx = event.idx_in_log - 1 + break + + print(f'START IDX {idx}') + while not finish_reason: events = await global_events.get_events_since(idx) if len(events) == 0: @@ -41,4 +56,26 @@ async def read_streaming_response(global_events: AsyncSQLiteEventStorage) -> Tup print(f'event log: {await global_events.get_events_since(0)}') - return seen_task_started == 1, seen_task_finished == 1, response_string \ No newline at end of file + return seen_task_started == 1, seen_task_finished == 1, response_string + +T = TypeVar("T") + +async def until_event_with_timeout( + global_events: AsyncSQLiteEventStorage, + event_type: type[T], + multiplicity: int = 1, + condition: Callable[[T], bool] = lambda x: True, +) -> None: + idx = await global_events.get_last_idx() + times_seen = 0 + while True: + events = await global_events.get_events_since(idx) + if events: + for wrapped_event in events: + if isinstance(wrapped_event.event, event_type) and condition(wrapped_event.event): + times_seen += 1 + if times_seen >= multiplicity: + return + idx = events[-1].idx_in_log + + await asyncio.sleep(0.01) \ No newline at end of file diff --git a/worker/tests/test_integration/test_creation.py b/worker/tests/test_integration/test_creation.py index 4e13a18b..e69de29b 100644 --- a/worker/tests/test_integration/test_creation.py +++ b/worker/tests/test_integration/test_creation.py @@ -1,351 +0,0 @@ -import asyncio -from logging import Logger -from typing import Awaitable, Callable - -# TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py -from shared.db.sqlite.connector import AsyncSQLiteEventStorage -from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from shared.types.common import Host, NodeId -from shared.types.events import ( - InstanceCreated, - InstanceDeleted, - RunnerDeleted, - RunnerStatusUpdated, - TaskCreated, -) -from shared.types.events.chunks import TokenChunk -from shared.types.models import ModelId -from shared.types.tasks import Task, TaskId -from shared.types.worker.common import InstanceId, RunnerId -from shared.types.worker.instances import ( - Instance, - InstanceStatus, - ShardAssignments, -) -from shared.types.worker.runners import ( - DownloadingRunnerStatus, - # RunningRunnerStatus, - FailedRunnerStatus, - InactiveRunnerStatus, - LoadedRunnerStatus, -) -from shared.types.worker.shards import PipelineShardMetadata -from worker.common import AssignedRunner -from worker.download.shard_downloader import NoopShardDownloader -from worker.main import run -from worker.tests.constants import ( - INSTANCE_1_ID, - MASTER_NODE_ID, - NODE_A, - NODE_B, - RUNNER_1_ID, - RUNNER_2_ID, - TASK_1_ID, - TASK_2_ID, -) -from worker.tests.test_integration.integration_utils import ( - read_streaming_response, -) -from worker.worker import Worker - - -async def test_runner_assigned( - worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], - instance: Callable[[InstanceId, NodeId, RunnerId], Instance] - ): - - worker, global_events = await worker_running(NODE_A) - - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.INACTIVE - - await global_events.append_events( - [ - InstanceCreated( - instance=instance_value - ) - ], - origin=MASTER_NODE_ID - ) - - await asyncio.sleep(0.1) - - # Ensure the worker has taken the correct action - assert len(worker.assigned_runners) == 1 - assert RUNNER_1_ID in worker.assigned_runners - assert isinstance(worker.assigned_runners[RUNNER_1_ID].status, InactiveRunnerStatus) - - # Ensure the correct events have been emitted - events = await global_events.get_events_since(0) - assert len(events) >= 3 # len(events) is 4 if it's already downloaded. It is > 4 if there have to be download events. - - assert isinstance(events[1].event, RunnerStatusUpdated) - assert isinstance(events[1].event.runner_status, DownloadingRunnerStatus) - assert isinstance(events[-1].event, RunnerStatusUpdated) - assert isinstance(events[-1].event.runner_status, InactiveRunnerStatus) - - # Ensure state is correct - assert isinstance(worker.state.runners[RUNNER_1_ID], InactiveRunnerStatus) - -async def test_runner_assigned_active( - worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], - instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - chat_completion_task: Callable[[InstanceId, TaskId], Task] - ): - worker, global_events = await worker_running(NODE_A) - - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE - - await global_events.append_events( - [ - InstanceCreated( - instance=instance_value - ) - ], - origin=MASTER_NODE_ID - ) - - await asyncio.sleep(2.0) - - assert len(worker.assigned_runners) == 1 - assert RUNNER_1_ID in worker.assigned_runners - assert isinstance(worker.assigned_runners[RUNNER_1_ID].status, LoadedRunnerStatus) - - # Ensure the correct events have been emitted - events = await global_events.get_events_since(0) - assert len(events) >= 4 # len(events) is 5 if it's already downloaded. It is > 5 if there have to be download events. - assert isinstance(events[1].event, RunnerStatusUpdated) - assert isinstance(events[1].event.runner_status, DownloadingRunnerStatus) - assert isinstance(events[-2].event, RunnerStatusUpdated) - assert isinstance(events[-2].event.runner_status, InactiveRunnerStatus) - assert isinstance(events[-1].event, RunnerStatusUpdated) - assert isinstance(events[-1].event.runner_status, LoadedRunnerStatus) - - # Ensure state is correct - assert isinstance(worker.state.runners[RUNNER_1_ID], LoadedRunnerStatus) - - # Ensure that the runner has been created and it can stream tokens. - supervisor = next(iter(worker.assigned_runners.values())).runner - assert supervisor is not None - assert supervisor.healthy - - full_response = '' - - async for chunk in supervisor.stream_response(task=chat_completion_task(INSTANCE_1_ID, TASK_1_ID)): - if isinstance(chunk, TokenChunk): - full_response += chunk.text - - assert "tokyo" in full_response.lower(), ( - f"Expected 'Tokyo' in response, but got: {full_response}" - ) - -async def test_runner_assigned_wrong_node( - worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], - instance: Callable[[InstanceId, NodeId, RunnerId], Instance] - ): - worker, global_events = await worker_running(NODE_A) - - instance_value = instance(INSTANCE_1_ID, NODE_B, RUNNER_1_ID) - - await global_events.append_events( - [ - InstanceCreated( - instance=instance_value - ) - ], - origin=MASTER_NODE_ID - ) - - await asyncio.sleep(0.1) - - assert len(worker.assigned_runners) == 0 - - # Ensure the correct events have been emitted - events = await global_events.get_events_since(0) - assert len(events) == 1 - # No RunnerStatusUpdated event should be emitted - - # Ensure state is correct - assert len(worker.state.runners) == 0 - -async def test_runner_unassigns( - worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], - instance: Callable[[InstanceId, NodeId, RunnerId], Instance] - ): - worker, global_events = await worker_running(NODE_A) - - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE - - await global_events.append_events( - [ - InstanceCreated( - instance=instance_value - ) - ], - origin=MASTER_NODE_ID - ) - - await asyncio.sleep(2.0) - - # already tested by test_runner_assigned_active - assert len(worker.assigned_runners) == 1 - assert RUNNER_1_ID in worker.assigned_runners - assert isinstance(worker.assigned_runners[RUNNER_1_ID].status, LoadedRunnerStatus) - - # Ensure the correct events have been emitted (creation) - events = await global_events.get_events_since(0) - assert len(events) >= 4 - assert isinstance(events[-1].event, RunnerStatusUpdated) - assert isinstance(events[-1].event.runner_status, LoadedRunnerStatus) - - # Ensure state is correct - assert isinstance(worker.state.runners[RUNNER_1_ID], LoadedRunnerStatus) - - await global_events.append_events( - [ - InstanceDeleted(instance_id=instance_value.instance_id) - ], - origin=MASTER_NODE_ID - ) - - await asyncio.sleep(0.3) - - assert len(worker.assigned_runners) == 0 - - # Ensure the correct events have been emitted (deletion) - events = await global_events.get_events_since(0) - assert isinstance(events[-1].event, RunnerDeleted) - # After deletion, runner should be removed from state.runners - assert len(worker.state.runners) == 0 - - - -async def test_runner_respawn( - logger: Logger, - pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], - hosts: Callable[[int], list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task] - ): - event_log_manager = EventLogManager(EventLogConfig(), logger) - await event_log_manager.initialize() - shard_downloader = NoopShardDownloader() - - global_events = event_log_manager.global_events - await global_events.delete_all_events() - - worker1 = Worker(NODE_A, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) - asyncio.create_task(run(worker1)) - - worker2 = Worker(NODE_B, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) - asyncio.create_task(run(worker2)) - - ## Instance - model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') - - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard={ - RUNNER_1_ID: pipeline_shard_meta(2, 0), - RUNNER_2_ID: pipeline_shard_meta(2, 1) - }, - node_to_runner={ - NODE_A: RUNNER_1_ID, - NODE_B: RUNNER_2_ID - } - ) - - instance = Instance( - instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.ACTIVE, - shard_assignments=shard_assignments, - hosts=hosts(2) - ) - - task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - await global_events.append_events( - [ - InstanceCreated( - instance=instance - ), - TaskCreated( - task_id=task.task_id, - task=task - ) - ], - origin=MASTER_NODE_ID - ) - - seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) - - assert seen_task_started - assert seen_task_finished - assert 'tokyo' in response_string.lower() - - await asyncio.sleep(0.1) - - idx = await global_events.get_last_idx() - - assigned_runner: AssignedRunner = worker1.assigned_runners[RUNNER_1_ID] - assert assigned_runner.runner is not None - assigned_runner.runner.runner_process.kill() - - # Wait for the process to actually be detected as dead or cleaned up - for _ in range(100): # Wait up to 1 second - await asyncio.sleep(0.01) - # The worker may clean up the runner (set to None) when it detects it's dead - if assigned_runner.runner and not assigned_runner.runner.healthy: - break - else: - raise AssertionError("Runner should have been detected as unhealthy or cleaned up after kill()") - - await asyncio.sleep(5.0) - - events = await global_events.get_events_since(idx) - # assert len(events) == 2 - assert isinstance(events[0].event, RunnerStatusUpdated) - assert isinstance(events[0].event.runner_status, FailedRunnerStatus) - - assert isinstance(events[1].event, RunnerStatusUpdated) - assert isinstance(events[1].event.runner_status, InactiveRunnerStatus) - assert events[1].event.runner_id == RUNNER_2_ID - - assert isinstance(events[2].event, RunnerStatusUpdated) - assert isinstance(events[2].event.runner_status, InactiveRunnerStatus) - assert events[2].event.runner_id == RUNNER_1_ID - - - for event in [events[3].event, events[4].event]: - assert isinstance(event, RunnerStatusUpdated) - assert isinstance(event.runner_status, LoadedRunnerStatus) - - task = chat_completion_task(INSTANCE_1_ID, TASK_2_ID) - await global_events.append_events( - [ - TaskCreated( - task_id=task.task_id, - task=task - ) - ], - origin=MASTER_NODE_ID - ) - - seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) - - assert seen_task_started - assert seen_task_finished - assert 'tokyo' in response_string.lower() - - await asyncio.sleep(0.1) - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance.instance_id, - ), - ], - origin=MASTER_NODE_ID - ) - - await asyncio.sleep(1.0) \ No newline at end of file diff --git a/worker/tests/test_integration/test_inference.py b/worker/tests/test_integration/test_inference.py index 8b291db9..e2b78955 100644 --- a/worker/tests/test_integration/test_inference.py +++ b/worker/tests/test_integration/test_inference.py @@ -62,6 +62,7 @@ async def test_runner_inference( origin=MASTER_NODE_ID ) + # TODO: This needs to get fixed - sometimes it misses the 'starting' event. seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) assert seen_task_started @@ -93,10 +94,10 @@ async def test_2_runner_inference( await global_events.delete_all_events() worker1 = Worker(NODE_A, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) - asyncio.create_task(run(worker1)) + asyncio.create_task(run(worker1, logger)) worker2 = Worker(NODE_B, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) - asyncio.create_task(run(worker2)) + asyncio.create_task(run(worker2, logger)) ## Instance model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') @@ -171,10 +172,10 @@ async def test_2_runner_multi_message( await global_events.delete_all_events() worker1 = Worker(NODE_A, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) - asyncio.create_task(run(worker1)) + asyncio.create_task(run(worker1, logger)) worker2 = Worker(NODE_B, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) - asyncio.create_task(run(worker2)) + asyncio.create_task(run(worker2, logger)) ## Instance model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') diff --git a/worker/tests/test_integration/test_supervisor_errors.py b/worker/tests/test_integration/test_inference_sad.py similarity index 71% rename from worker/tests/test_integration/test_supervisor_errors.py rename to worker/tests/test_integration/test_inference_sad.py index 4dd62dba..8443a04f 100644 --- a/worker/tests/test_integration/test_supervisor_errors.py +++ b/worker/tests/test_integration/test_inference_sad.py @@ -17,6 +17,7 @@ from shared.types.events import ( TaskCreated, TaskStateUpdated, ) +from shared.types.events._events import TaskFailed from shared.types.events.chunks import GenerationChunk, TokenChunk from shared.types.tasks import Task, TaskId, TaskStatus from shared.types.worker.common import InstanceId, RunnerId @@ -34,6 +35,7 @@ from worker.tests.constants import ( RUNNER_1_ID, TASK_1_ID, ) +from worker.tests.test_integration.integration_utils import until_event_with_timeout @pytest.fixture @@ -41,14 +43,13 @@ def user_message(): """Override this fixture in tests to customize the message""" return "Who is the longest ruling monarch of England?" -# TODO: Make this all monkeypatched instead. async def test_stream_response_failed_always( monkeypatch: MonkeyPatch, worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], instance: Callable[[InstanceId, NodeId, RunnerId], Instance], chat_completion_task: Callable[[InstanceId, TaskId], Task] -): +) -> None: _, global_events = await worker_running(NODE_A) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) @@ -74,7 +75,7 @@ async def test_stream_response_failed_always( origin=MASTER_NODE_ID ) - await asyncio.sleep(5.) + await until_event_with_timeout(global_events, InstanceDeleted) events = await global_events.get_events_since(0) @@ -133,7 +134,7 @@ async def test_stream_response_failed_once( origin=MASTER_NODE_ID ) - await asyncio.sleep(5.) + await until_event_with_timeout(global_events, ChunkGenerated, 1, condition=lambda x: isinstance(x.chunk, TokenChunk) and x.chunk.finish_reason is not None) # TODO: The ideal with this test is if we had some tooling to scroll through the state, and say # 'asser that there was a time that the error_type, error_message was not none and the failure count was nonzero' @@ -179,65 +180,41 @@ async def test_stream_response_failed_once( await asyncio.sleep(0.3) -# async def test_stream_response_timeout( -# monkeypatch: MonkeyPatch, -# worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], -# instance: Callable[[InstanceId, NodeId, RunnerId], Instance], -# chat_completion_task: Callable[[InstanceId, TaskId], Task] -# ): -# async def mock_stream_response( -# self: RunnerSupervisor, -# task: Task, -# request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, -# ) -> AsyncGenerator[GenerationChunk]: -# # TODO: Also a test where we yield a few chunks and then time out. -# print('sleeping starting') -# await asyncio.sleep(4.) -# print('sleeping finished') -# return -# yield +async def test_stream_response_timeout( + worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + instance: Callable[[InstanceId, NodeId, RunnerId], Instance], + chat_completion_task: Callable[[InstanceId, TaskId], Task] +): + _, global_events = await worker_running(NODE_A) -# monkeypatch.setattr(RunnerSupervisor, 'stream_response', mock_stream_response) - -# worker, global_events = await worker_running(NODE_A) + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) + instance_value.instance_type = InstanceStatus.ACTIVE -# instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) -# instance_value.instance_type = InstanceStatus.ACTIVE + task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) + task.task_params.messages[0].content = 'EXO RUNNER MUST TIMEOUT' + await global_events.append_events( + [ + InstanceCreated(instance=instance_value), + TaskCreated(task_id=task.task_id, task=task) + ], + origin=MASTER_NODE_ID + ) -# task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) -# await global_events.append_events( -# [ -# InstanceCreated(instance=instance_value), -# TaskCreated(task_id=task.task_id, task=task) -# ], -# origin=MASTER_NODE_ID -# ) + await until_event_with_timeout(global_events, TaskFailed, multiplicity=3) -# await asyncio.sleep(7.) - + events = await global_events.get_events_since(0) + print(events) + assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 3 + assert len([x for x in events if isinstance(x.event, TaskStateUpdated) and x.event.task_status == TaskStatus.FAILED]) == 3 + assert len([x for x in events if isinstance(x.event, TaskFailed) and 'timeouterror' in x.event.error_message.lower()]) == 3 -# # as we reset the failures back to zero when we have a successful inference. + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance_value.instance_id, + ), + ], + origin=MASTER_NODE_ID + ) -# # print('ASSERTION ERR:') -# # print(worker.assigned_runners[RUNNER_1_ID].failures[1][1]) - -# assert len(worker.assigned_runners[RUNNER_1_ID].failures) == 0 -# assert worker.state.tasks[TASK_1_ID].error_type is None -# assert worker.state.tasks[TASK_1_ID].error_message is None - -# events = await global_events.get_events_since(0) -# print(events) -# assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 1 -# assert len([x for x in events if isinstance(x.event, TaskStateUpdated) and x.event.task_status == TaskStatus.FAILED]) == 1 -# assert len([x for x in events if isinstance(x.event, TaskFailed) and 'timeouterror' in x.event.error_type.lower()]) == 1 - -# await global_events.append_events( -# [ -# InstanceDeleted( -# instance_id=instance_value.instance_id, -# ), -# ], -# origin=MASTER_NODE_ID -# ) - -# await asyncio.sleep(0.3) \ No newline at end of file + await asyncio.sleep(0.3) \ No newline at end of file diff --git a/worker/tests/test_integration/test_instantiation.py b/worker/tests/test_integration/test_instantiation.py new file mode 100644 index 00000000..c0fd5515 --- /dev/null +++ b/worker/tests/test_integration/test_instantiation.py @@ -0,0 +1,85 @@ +import asyncio +from typing import Awaitable, Callable + +# TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py +from shared.db.sqlite.connector import AsyncSQLiteEventStorage +from shared.types.common import NodeId + +# TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py +from shared.types.events import ( + InstanceCreated, + InstanceDeleted, + RunnerStatusUpdated, +) +from shared.types.worker.common import InstanceId, RunnerId +from shared.types.worker.instances import ( + Instance, + InstanceStatus, +) +from shared.types.worker.runners import ( + FailedRunnerStatus, +) +from worker.main import Worker +from worker.tests.constants import ( + INSTANCE_1_ID, + MASTER_NODE_ID, + NODE_A, + RUNNER_1_ID, +) +from worker.tests.test_integration.integration_utils import until_event_with_timeout + + +async def test_runner_spinup_exception( + worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + instance: Callable[[InstanceId, NodeId, RunnerId], Instance], + ): + _, global_events = await worker_running(NODE_A) + + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) + instance_value.instance_type = InstanceStatus.ACTIVE + instance_value.shard_assignments.runner_to_shard[RUNNER_1_ID].immediate_exception = True + + await global_events.append_events( + [ + InstanceCreated( + instance=instance_value + ) + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(5.0) + + # Ensure the correct events have been emitted + events = await global_events.get_events_since(0) + + assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 3 + assert any([isinstance(x.event, InstanceDeleted) for x in events]) + + +async def test_runner_spinup_timeout( + worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + instance: Callable[[InstanceId, NodeId, RunnerId], Instance], + ): + _, global_events = await worker_running(NODE_A) + + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) + instance_value.instance_type = InstanceStatus.ACTIVE + instance_value.shard_assignments.runner_to_shard[RUNNER_1_ID].should_timeout = 10 + + await global_events.append_events( + [ + InstanceCreated( + instance=instance_value + ) + ], + origin=MASTER_NODE_ID + ) + + await until_event_with_timeout(global_events, RunnerStatusUpdated, multiplicity=3, condition=lambda x: isinstance(x.runner_status, FailedRunnerStatus)) + + # Ensure the correct events have been emitted + events = await global_events.get_events_since(0) + + assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 3 + assert any([isinstance(x.event, InstanceDeleted) for x in events]) \ No newline at end of file diff --git a/worker/tests/test_integration/test_instantiation_sad.py b/worker/tests/test_integration/test_instantiation_sad.py new file mode 100644 index 00000000..c0fd5515 --- /dev/null +++ b/worker/tests/test_integration/test_instantiation_sad.py @@ -0,0 +1,85 @@ +import asyncio +from typing import Awaitable, Callable + +# TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py +from shared.db.sqlite.connector import AsyncSQLiteEventStorage +from shared.types.common import NodeId + +# TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py +from shared.types.events import ( + InstanceCreated, + InstanceDeleted, + RunnerStatusUpdated, +) +from shared.types.worker.common import InstanceId, RunnerId +from shared.types.worker.instances import ( + Instance, + InstanceStatus, +) +from shared.types.worker.runners import ( + FailedRunnerStatus, +) +from worker.main import Worker +from worker.tests.constants import ( + INSTANCE_1_ID, + MASTER_NODE_ID, + NODE_A, + RUNNER_1_ID, +) +from worker.tests.test_integration.integration_utils import until_event_with_timeout + + +async def test_runner_spinup_exception( + worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + instance: Callable[[InstanceId, NodeId, RunnerId], Instance], + ): + _, global_events = await worker_running(NODE_A) + + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) + instance_value.instance_type = InstanceStatus.ACTIVE + instance_value.shard_assignments.runner_to_shard[RUNNER_1_ID].immediate_exception = True + + await global_events.append_events( + [ + InstanceCreated( + instance=instance_value + ) + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(5.0) + + # Ensure the correct events have been emitted + events = await global_events.get_events_since(0) + + assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 3 + assert any([isinstance(x.event, InstanceDeleted) for x in events]) + + +async def test_runner_spinup_timeout( + worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + instance: Callable[[InstanceId, NodeId, RunnerId], Instance], + ): + _, global_events = await worker_running(NODE_A) + + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) + instance_value.instance_type = InstanceStatus.ACTIVE + instance_value.shard_assignments.runner_to_shard[RUNNER_1_ID].should_timeout = 10 + + await global_events.append_events( + [ + InstanceCreated( + instance=instance_value + ) + ], + origin=MASTER_NODE_ID + ) + + await until_event_with_timeout(global_events, RunnerStatusUpdated, multiplicity=3, condition=lambda x: isinstance(x.runner_status, FailedRunnerStatus)) + + # Ensure the correct events have been emitted + events = await global_events.get_events_since(0) + + assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 3 + assert any([isinstance(x.event, InstanceDeleted) for x in events]) \ No newline at end of file diff --git a/worker/tests/test_multimodel/test_inference_llama70B.py b/worker/tests/test_multimodel/test_inference_llama70B.py new file mode 100644 index 00000000..6f0a935a --- /dev/null +++ b/worker/tests/test_multimodel/test_inference_llama70B.py @@ -0,0 +1,258 @@ +import asyncio +from logging import Logger +from typing import Callable + +import pytest + +# TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py +from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from shared.models.model_meta import get_model_meta +from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams +from shared.types.common import Host +from shared.types.events import ( + InstanceCreated, + InstanceDeleted, + TaskCreated, +) +from shared.types.models import ModelId, ModelMetadata +from shared.types.tasks import ChatCompletionTask, Task, TaskId, TaskStatus, TaskType +from shared.types.worker.common import InstanceId +from shared.types.worker.instances import ( + Instance, + InstanceStatus, + ShardAssignments, +) +from shared.types.worker.shards import PipelineShardMetadata +from worker.download.shard_downloader import NoopShardDownloader +from worker.main import run +from worker.tests.constants import ( + COMMAND_1_ID, + COMMAND_2_ID, + INSTANCE_1_ID, + MASTER_NODE_ID, + NODE_A, + NODE_B, + RUNNER_1_ID, + RUNNER_2_ID, + TASK_1_ID, + TASK_2_ID, +) +from worker.tests.test_integration.integration_utils import ( + read_streaming_response, +) +from worker.worker import Worker + +MODEL_ID = 'mlx-community/Llama-3.3-70B-Instruct-4bit' + +@pytest.fixture +async def model_meta() -> ModelMetadata: + return await get_model_meta(MODEL_ID) + +async def test_2_runner_inference( + logger: Logger, + pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], + hosts: Callable[[int], list[Host]], + chat_completion_task: Callable[[InstanceId, TaskId], Task] + ): + event_log_manager = EventLogManager(EventLogConfig(), logger) + await event_log_manager.initialize() + shard_downloader = NoopShardDownloader() + + global_events = event_log_manager.global_events + await global_events.delete_all_events() + + worker1 = Worker(NODE_A, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + asyncio.create_task(run(worker1, logger)) + + worker2 = Worker(NODE_B, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + asyncio.create_task(run(worker2, logger)) + + ## Instance + model_id = ModelId(MODEL_ID) + + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard={ + RUNNER_1_ID: pipeline_shard_meta(2, 0), + RUNNER_2_ID: pipeline_shard_meta(2, 1) + }, + node_to_runner={ + NODE_A: RUNNER_1_ID, + NODE_B: RUNNER_2_ID + } + ) + + instance = Instance( + instance_id=INSTANCE_1_ID, + instance_type=InstanceStatus.ACTIVE, + shard_assignments=shard_assignments, + hosts=hosts(2) + ) + + task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) + task.task_params.messages[0].content = 'Can you explain to me how a bubble sort works, speaking as if you are a fairy.' + task.task_params.max_tokens = 1000 + + await global_events.append_events( + [ + InstanceCreated( + instance=instance + ), + TaskCreated( + task_id=task.task_id, + task=task + ) + ], + origin=MASTER_NODE_ID + ) + + seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) + + assert seen_task_started + assert seen_task_finished + assert 'swap' in response_string.lower() + + + idx = await global_events.get_last_idx() + await asyncio.sleep(1.0) + events = await global_events.get_events_since(idx) + assert len(events) == 0 + + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance.instance_id, + ), + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(2.0) + + + + +async def test_parallel_inference( + logger: Logger, + pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], + hosts: Callable[[int], list[Host]], + chat_completion_task: Callable[[InstanceId, TaskId], Task] + ): + event_log_manager = EventLogManager(EventLogConfig(), logger) + await event_log_manager.initialize() + shard_downloader = NoopShardDownloader() + + global_events = event_log_manager.global_events + await global_events.delete_all_events() + + worker1 = Worker(NODE_A, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + asyncio.create_task(run(worker1, logger)) + + worker2 = Worker(NODE_B, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + asyncio.create_task(run(worker2, logger)) + + ## Instance + model_id = ModelId(MODEL_ID) + + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard={ + RUNNER_1_ID: pipeline_shard_meta(2, 0), + RUNNER_2_ID: pipeline_shard_meta(2, 1) + }, + node_to_runner={ + NODE_A: RUNNER_1_ID, + NODE_B: RUNNER_2_ID + } + ) + + instance = Instance( + instance_id=INSTANCE_1_ID, + instance_type=InstanceStatus.ACTIVE, + shard_assignments=shard_assignments, + hosts=hosts(2) + ) + + completion_create_params_1 = ChatCompletionTaskParams( + model="gpt-4", + messages=[ChatCompletionMessage(role="user", content='Tell me a haiku that uses the word "pond".')], + stream=True, + max_tokens=1000 + ) + task1 = ChatCompletionTask( + task_id=TASK_1_ID, + command_id=COMMAND_1_ID, + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_status=TaskStatus.PENDING, + task_params=completion_create_params_1 + ) + + completion_create_params_2 = ChatCompletionTaskParams( + model="gpt-4", + messages=[ChatCompletionMessage(role="user", content='Tell me a haiku that uses the word "tree".')], + stream=True, + max_tokens=1000 + ) + task2 = ChatCompletionTask( + task_id=TASK_2_ID, + command_id=COMMAND_2_ID, + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_status=TaskStatus.PENDING, + task_params=completion_create_params_2 + ) + + await global_events.append_events( + [ + InstanceCreated( + instance=instance + ), + TaskCreated( + task_id=task1.task_id, + task=task1 + ), + TaskCreated( + task_id=task2.task_id, + task=task2 + ), + ], + origin=MASTER_NODE_ID + ) + + seen_task_started_1, seen_task_finished_1, response_string_1 = await read_streaming_response(global_events) + + incomplete_task = TASK_2_ID if worker1.state.tasks[TASK_1_ID].task_status == TaskStatus.COMPLETE else TASK_2_ID + seen_task_started_2, seen_task_finished_2, response_string_2 = await read_streaming_response(global_events, filter_task=incomplete_task) + + assert seen_task_started_1 + assert seen_task_finished_1 + assert seen_task_started_2 + assert seen_task_finished_2 + + print(response_string_1) + print(response_string_2) + + assert ( + ('pond' in response_string_1.lower()) ^ ('pond' in response_string_2.lower()) + ), "'pond' must appear in exactly one response" + assert ( + ('tree' in response_string_1.lower()) ^ ('tree' in response_string_2.lower()) + ), "'tree' must appear in exactly one response" + + + idx = await global_events.get_last_idx() + await asyncio.sleep(1.0) + events = await global_events.get_events_since(idx) + assert len(events) == 0 + + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance.instance_id, + ), + ], + origin=MASTER_NODE_ID + ) + + await asyncio.sleep(2.0) \ No newline at end of file diff --git a/worker/tests/test_runner_connection.py b/worker/tests/test_runner_connection.py index 17ddfe79..434f0a7f 100644 --- a/worker/tests/test_runner_connection.py +++ b/worker/tests/test_runner_connection.py @@ -1,34 +1,29 @@ import asyncio import os from logging import Logger -from typing import Callable, Final +from typing import Callable import pytest from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from shared.types.common import Host, NodeId +from shared.types.common import Host from shared.types.events import InstanceCreated, InstanceDeleted from shared.types.models import ModelId -from shared.types.worker.common import InstanceId, RunnerId from shared.types.worker.instances import Instance, InstanceStatus, ShardAssignments from shared.types.worker.runners import FailedRunnerStatus from shared.types.worker.shards import PipelineShardMetadata from worker.download.shard_downloader import NoopShardDownloader from worker.main import run +from worker.tests.constants import ( + INSTANCE_1_ID, + MASTER_NODE_ID, + NODE_A, + NODE_B, + RUNNER_1_ID, + RUNNER_2_ID, +) from worker.worker import Worker -MASTER_NODE_ID = NodeId("ffffffff-aaaa-4aaa-8aaa-aaaaaaaaaaaa") -NODE_A: Final[NodeId] = NodeId("aaaaaaaa-aaaa-4aaa-8aaa-aaaaaaaaaaaa") -NODE_B: Final[NodeId] = NodeId("bbbbbbbb-bbbb-4bbb-8bbb-bbbbbbbbbbbb") - -RUNNER_1_ID: Final[RunnerId] = RunnerId("11111111-1111-4111-8111-111111111111") -INSTANCE_1_ID: Final[InstanceId] = InstanceId("22222222-2222-4222-8222-222222222222") -RUNNER_2_ID: Final[RunnerId] = RunnerId("33333333-3333-4333-8333-333333333333") -INSTANCE_2_ID: Final[InstanceId] = InstanceId("44444444-4444-4444-8444-444444444444") -MODEL_A_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' -MODEL_B_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' -TASK_1_ID: Final = "55555555-5555-4555-8555-555555555555" -TASK_2_ID: Final = "66666666-6666-4666-8666-666666666666" @pytest.fixture def user_message() -> str: @@ -63,7 +58,7 @@ async def check_runner_connection( global_events=global_events, ) workers.append(worker1) - task1 = asyncio.create_task(run(worker1)) + task1 = asyncio.create_task(run(worker1, logger)) tasks.append(task1) worker2 = Worker( @@ -74,7 +69,7 @@ async def check_runner_connection( global_events=global_events, ) workers.append(worker2) - task2 = asyncio.create_task(run(worker2)) + task2 = asyncio.create_task(run(worker2, logger)) tasks.append(task2) model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') @@ -152,6 +147,16 @@ async def check_runner_connection( # # not now. +# def test_runner_connection_stress( +# logger: Logger, +# pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], +# hosts: Callable[[int], list[Host]], +# chat_completion_task: Callable[[InstanceId, str], Task], +# ) -> None: +# total_runs = 100 +# successes = 0 +# # not now. + # def test_runner_connection_stress( # logger: Logger, # pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], @@ -161,11 +166,29 @@ async def check_runner_connection( # total_runs = 100 # successes = 0 +# for _ in range(total_runs): +# # Create a fresh event loop for each iteration +# loop = asyncio.new_event_loop() +# asyncio.set_event_loop(loop) # for _ in range(total_runs): # # Create a fresh event loop for each iteration # loop = asyncio.new_event_loop() # asyncio.set_event_loop(loop) +# try: +# result = loop.run_until_complete(check_runner_connection( +# logger=logger, +# pipeline_shard_meta=pipeline_shard_meta, +# hosts=hosts, +# chat_completion_task=chat_completion_task, +# )) +# if result: +# successes += 1 +# finally: +# # Cancel all running tasks +# pending = asyncio.all_tasks(loop) +# for task in pending: +# task.cancel() # try: # result = loop.run_until_complete(check_runner_connection( # logger=logger, @@ -181,10 +204,15 @@ async def check_runner_connection( # for task in pending: # task.cancel() +# # Run the event loop briefly to allow cancellation to complete +# loop.run_until_complete(asyncio.gather(*pending, return_exceptions=True)) # # Run the event loop briefly to allow cancellation to complete # loop.run_until_complete(asyncio.gather(*pending, return_exceptions=True)) +# # Close the event loop +# loop.close() # # Close the event loop # loop.close() # print(f"Runner connection successes: {successes} / {total_runs}") +# print(f"Runner connection successes: {successes} / {total_runs}") diff --git a/worker/tests/test_supervisor/test_memory.py b/worker/tests/test_supervisor/test_memory.py new file mode 100644 index 00000000..76140d67 --- /dev/null +++ b/worker/tests/test_supervisor/test_memory.py @@ -0,0 +1,60 @@ +from asyncio.subprocess import Process +from logging import Logger +from typing import Callable + +import psutil +import pytest + +from shared.models.model_meta import get_model_meta +from shared.types.common import Host +from shared.types.models import ModelMetadata +from shared.types.tasks import Task, TaskId +from shared.types.worker.common import InstanceId, RunnerError +from shared.types.worker.shards import PipelineShardMetadata +from worker.runner.runner_supervisor import RunnerSupervisor +from worker.tests.constants import INSTANCE_1_ID, TASK_1_ID + + +def get_memory_mb(process: Process) -> float: + """ + Returns the resident set size (RSS) memory usage in MiB for the given process. + """ + ps = psutil.Process(process.pid) + rss_bytes: int = ps.memory_info().rss # type: ignore[attr-defined] + return rss_bytes / (1024 * 1024) + +@pytest.fixture +async def model_meta() -> ModelMetadata: + return await get_model_meta('mlx-community/Llama-3.3-70B-Instruct-4bit') + +@pytest.mark.asyncio +async def test_supervisor_inference_exception( + pipeline_shard_meta: Callable[..., PipelineShardMetadata], + hosts: Callable[..., list[Host]], + chat_completion_task: Callable[[InstanceId, TaskId], Task], + logger: Logger, +): + """Test that asking for the capital of France returns 'Paris' in the response""" + model_shard_meta = pipeline_shard_meta(1, 0) + + supervisor = await RunnerSupervisor.create( + model_shard_meta=model_shard_meta, + hosts=hosts(1, offset=10), + logger=logger, + ) + + process: Process = supervisor.runner_process + memory = get_memory_mb(process) + assert memory > 30*100 + + task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) + task.task_params.messages[0].content = 'EXO RUNNER MUST FAIL' + with pytest.raises(RunnerError): + async for _ in supervisor.stream_response(task): + pass + + await supervisor.astop() + + available_memory_bytes: int = psutil.virtual_memory().available + print(available_memory_bytes // (2**30)) + assert available_memory_bytes > 30 * 2**30 \ No newline at end of file diff --git a/worker/tests/test_supervisor/test_oom.py b/worker/tests/test_supervisor/test_oom.py new file mode 100644 index 00000000..67870c26 --- /dev/null +++ b/worker/tests/test_supervisor/test_oom.py @@ -0,0 +1,45 @@ +from logging import Logger +from typing import Callable + +import pytest + +from shared.types.common import Host +from shared.types.tasks import ( + Task, + TaskId, +) +from shared.types.worker.common import InstanceId, RunnerError +from shared.types.worker.shards import PipelineShardMetadata +from worker.runner.runner_supervisor import RunnerSupervisor +from worker.tests.constants import INSTANCE_1_ID, TASK_1_ID + + +@pytest.fixture +def user_message(): + """Override the default message to ask about France's capital""" + return "What is the capital of France?" + + +@pytest.mark.asyncio +async def test_supervisor_single_node_response( + pipeline_shard_meta: Callable[..., PipelineShardMetadata], + hosts: Callable[..., list[Host]], + chat_completion_task: Callable[[InstanceId, TaskId], Task], + logger: Logger, +): + """Test that asking for the capital of France returns 'Paris' in the response""" + model_shard_meta = pipeline_shard_meta(1, 0) + + supervisor = await RunnerSupervisor.create( + model_shard_meta=model_shard_meta, + hosts=hosts(1, offset=10), + logger=logger, + ) + + task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) + task.task_params.messages[0].content = 'EXO RUNNER MUST OOM' + with pytest.raises(RunnerError): + async for _ in supervisor.stream_response(task): + pass + + await supervisor.astop() diff --git a/worker/tests/test_supervisor/test_supervisor_sad.py b/worker/tests/test_supervisor/test_supervisor_sad.py new file mode 100644 index 00000000..450612c3 --- /dev/null +++ b/worker/tests/test_supervisor/test_supervisor_sad.py @@ -0,0 +1,93 @@ +import asyncio +from logging import Logger +from typing import Callable + +import pytest + +from shared.types.common import Host +from shared.types.tasks import Task, TaskId +from shared.types.worker.common import InstanceId, RunnerError +from shared.types.worker.shards import PipelineShardMetadata +from worker.runner.runner_supervisor import RunnerSupervisor +from worker.tests.constants import INSTANCE_1_ID, TASK_1_ID + + +@pytest.mark.asyncio +async def test_supervisor_instantiation_exception( + pipeline_shard_meta: Callable[..., PipelineShardMetadata], + hosts: Callable[..., list[Host]], + logger: Logger, +): + """Test that asking for the capital of France returns 'Paris' in the response""" + model_shard_meta = pipeline_shard_meta(1, 0) + model_shard_meta.immediate_exception = True + + with pytest.raises(RunnerError): + await RunnerSupervisor.create( + model_shard_meta=model_shard_meta, + hosts=hosts(1, offset=10), + logger=logger, + ) + +@pytest.mark.asyncio +async def test_supervisor_instantiation_timeout( + pipeline_shard_meta: Callable[..., PipelineShardMetadata], + hosts: Callable[..., list[Host]], + logger: Logger, +): + """Test that asking for the capital of France returns 'Paris' in the response""" + model_shard_meta = pipeline_shard_meta(1, 0) + model_shard_meta.should_timeout = 10 # timeout after 10s + + with pytest.raises(asyncio.TimeoutError): + await RunnerSupervisor.create( + model_shard_meta=model_shard_meta, + hosts=hosts(1, offset=10), + logger=logger, + ) + + + +@pytest.mark.asyncio +async def test_supervisor_inference_exception( + pipeline_shard_meta: Callable[..., PipelineShardMetadata], + hosts: Callable[..., list[Host]], + chat_completion_task: Callable[[InstanceId, TaskId], Task], + logger: Logger, +): + """Test that asking for the capital of France returns 'Paris' in the response""" + model_shard_meta = pipeline_shard_meta(1, 0) + + supervisor = await RunnerSupervisor.create( + model_shard_meta=model_shard_meta, + hosts=hosts(1, offset=10), + logger=logger, + ) + + task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) + task.task_params.messages[0].content = 'EXO RUNNER MUST FAIL' + with pytest.raises(RunnerError): + async for _ in supervisor.stream_response(task): + pass + +@pytest.mark.asyncio +async def test_supervisor_inference_timeout( + pipeline_shard_meta: Callable[..., PipelineShardMetadata], + hosts: Callable[..., list[Host]], + chat_completion_task: Callable[[InstanceId, TaskId], Task], + logger: Logger, +): + """Test that asking for the capital of France returns 'Paris' in the response""" + model_shard_meta = pipeline_shard_meta(1, 0) + + supervisor = await RunnerSupervisor.create( + model_shard_meta=model_shard_meta, + hosts=hosts(1, offset=10), + logger=logger, + ) + + task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) + task.task_params.messages[0].content = 'EXO RUNNER MUST TIMEOUT' + with pytest.raises(RunnerError): + async for _ in supervisor.stream_response(task): + pass \ No newline at end of file diff --git a/worker/utils/profile.py b/worker/utils/profile.py index 702a84ff..50a54c83 100644 --- a/worker/utils/profile.py +++ b/worker/utils/profile.py @@ -1,4 +1,5 @@ import asyncio +import os import platform from typing import Any, Callable, Coroutine @@ -66,6 +67,11 @@ async def start_polling_node_metrics( # Run heavy FLOPs profiling only if enough time has elapsed + override_memory_env = os.getenv('OVERRIDE_MEMORY') + override_memory: int | None = ( + int(override_memory_env) * 2**30 if override_memory_env else None + ) + await callback( NodePerformanceProfile( model_id=system_info.model_id, @@ -74,7 +80,7 @@ async def start_polling_node_metrics( network_interfaces=network_interfaces, memory=MemoryPerformanceProfile( ram_total=total_mem, - ram_available=total_mem - used_mem, + ram_available=override_memory if override_memory else total_mem - used_mem, swap_total=metrics.memory.swap_total if metrics.memory is not None and metrics.memory.swap_total is not None diff --git a/worker/worker.py b/worker/worker.py index 5c874c6f..8e388d93 100644 --- a/worker/worker.py +++ b/worker/worker.py @@ -3,7 +3,6 @@ import logging import time from asyncio import Queue from functools import partial -from time import process_time from typing import AsyncGenerator, Optional from shared.db.sqlite import AsyncSQLiteEventStorage @@ -22,7 +21,6 @@ from shared.types.tasks import TaskId, TaskStatus from shared.types.worker.common import RunnerId from shared.types.worker.downloads import ( DownloadCompleted, - DownloadFailed, DownloadOngoing, DownloadPending, DownloadProgressData, @@ -71,104 +69,116 @@ class Worker: ## Op Executors - async def _execute_assign_op( - self, op: AssignRunnerOp - ) -> AsyncGenerator[Event, None]: - ''' - A runner has been assigned. We need to also ensure that it's downloaded. - This op assigns the runner, and moves from Downloading -> Inactive (ready to spin) state. - ''' - self.assigned_runners[op.runner_id] = AssignedRunner( + def _create_assigned_runner(self, op: AssignRunnerOp) -> AssignedRunner: + """Creates and stores a new AssignedRunner with initial downloading status.""" + assigned_runner = AssignedRunner( runner_id=op.runner_id, instance_id=op.instance_id, shard_metadata=op.shard_metadata, hosts=op.hosts, status=DownloadingRunnerStatus( - download_progress=DownloadPending( - node_id=self.node_id - ) + download_progress=DownloadPending(node_id=self.node_id) ), runner=None, ) + self.assigned_runners[op.runner_id] = assigned_runner + return assigned_runner - assigned_runner = self.assigned_runners[op.runner_id] + async def _update_runner_status_to_completed_then_inactive( + self, assigned_runner: AssignedRunner + ) -> AsyncGenerator[Event, None]: + """Updates runner status from downloading to completed, then to inactive.""" + assigned_runner.status = DownloadingRunnerStatus( + download_progress=DownloadCompleted(node_id=self.node_id) + ) + yield assigned_runner.status_update_event() + + assigned_runner.status = InactiveRunnerStatus() + yield assigned_runner.status_update_event() + + async def _handle_already_downloaded_shard( + self, assigned_runner: AssignedRunner + ) -> AsyncGenerator[Event, None]: + """Handles the case where the shard is already downloaded.""" + async for event in self._update_runner_status_to_completed_then_inactive(assigned_runner): + yield event + + async def _handle_shard_download_process( + self, assigned_runner: AssignedRunner, op: AssignRunnerOp, initial_progress: RepoDownloadProgress + ) -> AsyncGenerator[Event, None]: + """Manages the shard download process with progress tracking.""" + # Set initial ongoing status + assigned_runner.status = DownloadingRunnerStatus( + download_progress=DownloadOngoing( + node_id=self.node_id, + download_progress=DownloadProgressData( + total_bytes=initial_progress.total_bytes, + downloaded_bytes=initial_progress.downloaded_bytes + ) + ) + ) + yield assigned_runner.status_update_event() + + # Set up download progress tracking + download_progress_queue: asyncio.Queue[RepoDownloadProgress] = asyncio.Queue() + + def download_progress_callback(shard: ShardMetadata, progress: RepoDownloadProgress) -> None: + download_progress_queue.put_nowait(progress) + + self.shard_downloader.on_progress(download_progress_callback) + download_task = asyncio.create_task(self.shard_downloader.ensure_shard(op.shard_metadata)) + + try: + async for event in self._monitor_download_progress(assigned_runner, download_progress_queue): + yield event + finally: + if not download_task.done(): + download_task.cancel() + + async def _monitor_download_progress( + self, assigned_runner: AssignedRunner, download_progress_queue: asyncio.Queue[RepoDownloadProgress] + ) -> AsyncGenerator[Event, None]: + """Monitors download progress and yields status updates.""" + last_progress_time = 0.0 + throttle_interval_secs = 1.0 + + while True: + progress: RepoDownloadProgress = await asyncio.wait_for(download_progress_queue.get(), timeout=15) + + if progress.status == "complete": + async for event in self._update_runner_status_to_completed_then_inactive(assigned_runner): + yield event + break + elif progress.status == "in_progress": + if time.monotonic() - last_progress_time > throttle_interval_secs: + assigned_runner.status = DownloadingRunnerStatus( + download_progress=DownloadOngoing( + node_id=self.node_id, + download_progress=DownloadProgressData( + total_bytes=progress.total_bytes, + downloaded_bytes=progress.downloaded_bytes, + ) + ) + ) + yield assigned_runner.status_update_event() + last_progress_time = time.monotonic() + + async def _execute_assign_op( + self, op: AssignRunnerOp + ) -> AsyncGenerator[Event, None]: + """ + A runner has been assigned. We need to also ensure that it's downloaded. + This op assigns the runner, and moves from Downloading -> Inactive (ready to spin) state. + """ + assigned_runner = self._create_assigned_runner(op) initial_progress = await self.shard_downloader.get_shard_download_status_for_shard(op.shard_metadata) if initial_progress.status == "complete": - assigned_runner.status = DownloadingRunnerStatus( - download_progress=DownloadCompleted( - node_id=self.node_id - ) - ) - yield assigned_runner.status_update_event() - - assigned_runner.status = InactiveRunnerStatus() - yield assigned_runner.status_update_event() - - return + async for event in self._handle_already_downloaded_shard(assigned_runner): + yield event else: - assigned_runner.status = DownloadingRunnerStatus( - download_progress=DownloadOngoing( - node_id=self.node_id, - download_progress=DownloadProgressData( - total_bytes=initial_progress.total_bytes, - downloaded_bytes=initial_progress.downloaded_bytes - ) - ) - ) - yield assigned_runner.status_update_event() - - # Download it! - # TODO: we probably want download progress as part of a callback that gets passed to the downloader. - download_progress_queue: asyncio.Queue[RepoDownloadProgress] = asyncio.Queue() - def download_progress_callback(shard: ShardMetadata, progress: RepoDownloadProgress) -> None: - download_progress_queue.put_nowait(progress) - - - self.shard_downloader.on_progress(download_progress_callback) - - asyncio.create_task(self.shard_downloader.ensure_shard(op.shard_metadata)) - - # TODO: Dynamic timeout, timeout on no packet update received. - timeout_secs = 10 * 60 - start_time = process_time() - last_yield_progress = start_time - while process_time() - start_time < timeout_secs: - progress: RepoDownloadProgress = await download_progress_queue.get() - if progress.status == "complete": - assigned_runner.status = DownloadingRunnerStatus( - download_progress=DownloadCompleted( - node_id=self.node_id, - ) - ) - yield assigned_runner.status_update_event() - - assigned_runner.status = InactiveRunnerStatus() - yield assigned_runner.status_update_event() - - break - elif progress.status == "in_progress": - if process_time() - last_yield_progress > 1: - assigned_runner.status = DownloadingRunnerStatus( - download_progress=DownloadOngoing( - node_id=self.node_id, - download_progress=DownloadProgressData( - total_bytes=progress.total_bytes, - downloaded_bytes=progress.downloaded_bytes, - ) - ) - ) - yield assigned_runner.status_update_event() - - last_yield_progress = process_time() - else: - assigned_runner.status = DownloadingRunnerStatus( - download_progress=DownloadFailed( - node_id=self.node_id, - error_message=f"Timeout downloading model: {op.shard_metadata.model_meta.model_id}" - ) - ) - yield assigned_runner.status_update_event() + async for event in self._handle_shard_download_process(assigned_runner, op, initial_progress): + yield event async def _execute_unassign_op( self, op: UnassignRunnerOp @@ -193,39 +203,32 @@ class Worker: ) -> AsyncGenerator[Event, None]: assigned_runner = self.assigned_runners[op.runner_id] - # TODO: This should be dynamic, based on the size of the model. - if not initialize_timeout: - gigabytes_per_second = 10 - kilobytes_per_second = gigabytes_per_second * 1024 * 1024 - - shard = assigned_runner.shard_metadata - weights_size_kb = (shard.end_layer - shard.start_layer) / shard.n_layers * shard.model_meta.storage_size_kilobytes - - initialize_timeout = weights_size_kb / kilobytes_per_second + 120.0 # Add a constant 120.0 to ensure connection can be made as well - - self.logger.info(f"initialize_timeout: {initialize_timeout}") - - try: - assigned_runner.runner = await asyncio.wait_for( - RunnerSupervisor.create( - model_shard_meta=assigned_runner.shard_metadata, - hosts=assigned_runner.hosts, - logger=self.logger, - ), - timeout=initialize_timeout, - ) - except TimeoutError as e: - import traceback - - tb = traceback.format_exc() - e = Exception(f"{type(e).__name__}: {str(e)}. Traceback: {tb}") - async for event in self._fail_runner(e=e, runner_id=op.runner_id): - yield event - return + assigned_runner.runner = await RunnerSupervisor.create( + model_shard_meta=assigned_runner.shard_metadata, + hosts=assigned_runner.hosts, + logger=self.logger, + initialize_timeout=initialize_timeout + ) if assigned_runner.runner.healthy: assigned_runner.status = LoadedRunnerStatus() else: + # Log detailed reasons why the runner is not healthy + runner = assigned_runner.runner + health_issues: list[str] = [] + + if not runner.running: + health_issues.append("runner.running is False") + if runner.runner_process.returncode is not None: + health_issues.append(f"runner_process.returncode is {runner.runner_process.returncode}") + if runner.runner_process.stdin is None: + health_issues.append("runner_process.stdin is None") + elif runner.runner_process.stdin.is_closing(): + health_issues.append("runner_process.stdin is closing") + if runner.runner_process.stdout is None: + health_issues.append("runner_process.stdout is None") + + self.logger.warning(f"Runner status is not healthy: {', '.join(health_issues)}") assigned_runner.status = FailedRunnerStatus() yield self.assigned_runners[op.runner_id].status_update_event() @@ -251,6 +254,9 @@ class Worker: ''' assigned_runner = self.assigned_runners[op.runner_id] + if isinstance(assigned_runner.runner, RunnerSupervisor): + await assigned_runner.runner.astop() # astop the runner to ensure it clears out of memory. + assigned_runner.status = FailedRunnerStatus() yield self.assigned_runners[op.runner_id].status_update_event() @@ -280,37 +286,30 @@ class Worker: task_status=TaskStatus.RUNNING, )) - try: - assert assigned_runner.runner is not None - assert assigned_runner.runner.healthy - - async for chunk in assigned_runner.runner.stream_response( - task=op.task, - request_started_callback=partial(running_callback, queue)): - if assigned_runner.shard_metadata.device_rank == 0: - await queue.put(ChunkGenerated( - # todo: at some point we will no longer have a bijection between task_id and row_id. - # So we probably want to store a mapping between these two in our Worker object. - command_id=chunk.command_id, - chunk=chunk - )) + assert assigned_runner.runner is not None + assert assigned_runner.runner.healthy + async for chunk in assigned_runner.runner.stream_response( + task=op.task, + request_started_callback=partial(running_callback, queue)): if assigned_runner.shard_metadata.device_rank == 0: - await queue.put(TaskStateUpdated( - task_id=op.task.task_id, - task_status=TaskStatus.COMPLETE, + await queue.put(ChunkGenerated( + # todo: at some point we will no longer have a bijection between task_id and row_id. + # So we probably want to store a mapping between these two in our Worker object. + command_id=chunk.command_id, + chunk=chunk )) - # After a successful inference: - assigned_runner.status = LoadedRunnerStatus() - await queue.put(assigned_runner.status_update_event()) + if assigned_runner.shard_metadata.device_rank == 0: + await queue.put(TaskStateUpdated( + task_id=op.task.task_id, + task_status=TaskStatus.COMPLETE, + )) + # After a successful inference: + assigned_runner.status = LoadedRunnerStatus() + await queue.put(assigned_runner.status_update_event()) - except Exception as e: - # An exception occurs in the runner supervisor - self.logger.warning(f'Runner failed whilst running inference task. Task: {op.task}. Error: {e}') - async for event in self._fail_task(e, op.runner_id, op.task.task_id): - await queue.put(event) queue: Queue[Event] = asyncio.Queue() task = asyncio.create_task(inner_execute(queue)) @@ -320,31 +319,31 @@ class Worker: try: # Yield items from the queue - # timeout = 30. - timeout = 3. while True: - item: Event = await asyncio.wait_for(queue.get(), timeout=timeout) + if task.done() and (exception := task.exception()): + raise exception + + try: + # Use a timeout to periodically check task status + item: Event = await asyncio.wait_for(queue.get(), timeout=0.01) + except asyncio.TimeoutError: + continue + yield item - timeout = 2. if isinstance(item, RunnerStatusUpdated) and isinstance( item.runner_status, (LoadedRunnerStatus, FailedRunnerStatus) ): if isinstance(item.runner_status, LoadedRunnerStatus): assigned_runner.failures = [] - + break - except TimeoutError as e: - # Runner supervisor doesn't respond in time; so we put the runner & task into a failed state - self.logger.warning(f'Timed out waiting for runner response to inference task. Task: {op.task}.') - async for event in self._fail_task(e, op.runner_id, op.task.task_id): - yield event finally: # Ensure the task is cleaned up try: await asyncio.wait_for(task, timeout=5) except asyncio.TimeoutError: self.logger.warning("Timed out waiting for task cleanup after inference execution.") - + ## Operation Planner @@ -368,7 +367,7 @@ class Worker: yield event - async def _fail_runner(self, e: Exception, runner_id: RunnerId) -> AsyncGenerator[Event]: + async def fail_runner(self, e: Exception, runner_id: RunnerId) -> AsyncGenerator[Event]: if runner_id in self.assigned_runners: assigned_runner = self.assigned_runners[runner_id] @@ -383,15 +382,15 @@ class Worker: # Reset failure count back to 0 when succesful if len(assigned_runner.failures) >= 3: - # Too many retries. We will emit a DeleteInstance + # Too many retries. We will emit a DeleteInstance yield InstanceDeleted( instance_id=assigned_runner.instance_id ) yield assigned_runner.status_update_event() - - async def _fail_task(self, e: Exception, runner_id: RunnerId, task_id: TaskId) -> AsyncGenerator[Event]: + + async def fail_task(self, e: Exception, runner_id: RunnerId, task_id: TaskId) -> AsyncGenerator[Event]: if runner_id in self.assigned_runners: yield TaskStateUpdated( task_id=task_id, @@ -404,7 +403,7 @@ class Worker: error_message=str(e) ) - async for event in self._fail_runner(e, runner_id): + async for event in self.fail_runner(e, runner_id): yield event From 6855a7727d08440ac5922099df424642d2e897dc Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Sun, 3 Aug 2025 20:37:20 +0800 Subject: [PATCH 136/224] set a 15 sec timeout for getting initial download progress --- worker/worker.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/worker/worker.py b/worker/worker.py index 8e388d93..6ac3f47c 100644 --- a/worker/worker.py +++ b/worker/worker.py @@ -171,7 +171,7 @@ class Worker: This op assigns the runner, and moves from Downloading -> Inactive (ready to spin) state. """ assigned_runner = self._create_assigned_runner(op) - initial_progress = await self.shard_downloader.get_shard_download_status_for_shard(op.shard_metadata) + initial_progress = await asyncio.wait_for(self.shard_downloader.get_shard_download_status_for_shard(op.shard_metadata), timeout=15) if initial_progress.status == "complete": async for event in self._handle_already_downloaded_shard(assigned_runner): From f352ddfc5f76ff979bb0692ef10fb32f22f5142a Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Mon, 4 Aug 2025 03:59:42 +0800 Subject: [PATCH 137/224] run configure_mlx.sh in run.sh --- configure_mlx.sh | 0 run.sh | 3 +++ 2 files changed, 3 insertions(+) mode change 100644 => 100755 configure_mlx.sh diff --git a/configure_mlx.sh b/configure_mlx.sh old mode 100644 new mode 100755 diff --git a/run.sh b/run.sh index c32b9345..89ca175a 100755 --- a/run.sh +++ b/run.sh @@ -31,6 +31,9 @@ if [ "$CLEAN" = true ]; then rm -f ~/.exo_replica/*db* fi +# Configure MLX +./configure_mlx.sh + # First command (worker) - changes based on replica flag if [ "$REPLICA" = true ]; then osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export EXO_HOME=.exo_replica; uv run -m worker.main'\"" From 6daf7f31f7409754b20ebc7a77bead830b88231f Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Mon, 4 Aug 2025 05:31:30 +0800 Subject: [PATCH 138/224] clean model cards --- shared/models/model_cards.py | 179 ++++++++++++++++------------------- 1 file changed, 79 insertions(+), 100 deletions(-) diff --git a/shared/models/model_cards.py b/shared/models/model_cards.py index 64c189e0..5da31dec 100644 --- a/shared/models/model_cards.py +++ b/shared/models/model_cards.py @@ -15,86 +15,66 @@ class ModelCard(BaseModel): MODEL_CARDS: dict[str, ModelCard] = { - "deepseek-v3-0324": ModelCard( + # deepseek v3 + "deepseek-v3-0324:4bit": ModelCard( short_id="deepseek-v3-0324", - model_id="mlx-community/DeepSeek-v3-0324-8bit", - name="DeepSeek V3 fp8", + model_id="mlx-community/DeepSeek-V3-0324-4bit", + name="DeepSeek V3 0324 (4-bit)", description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/DeepSeek-v3-0324-8bit", - pretty_name="DeepSeek V3 fp8", + model_id="mlx-community/DeepSeek-V3-0324-4bit", + pretty_name="DeepSeek V3 0324 (4-bit)", storage_size_kilobytes=754998771712//1024, n_layers=61, ), ), - "llama-3.3": ModelCard( - short_id="llama-3.3", - model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", - name="Llama 3.3 70B", - description="""The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)""", + "deepseek-v3-0324": ModelCard( + short_id="deepseek-v3-0324", + model_id="mlx-community/DeepSeek-v3-0324-8bit", + name="DeepSeek V3 0324 (8-bit)", + description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", - pretty_name="Llama 3.3 70B", - storage_size_kilobytes=38758160, - n_layers=80, + model_id="mlx-community/DeepSeek-v3-0324-8bit", + pretty_name="DeepSeek V3 0324 (8-bit)", + storage_size_kilobytes=754998771712//1024, + n_layers=61, ), ), - "llama-3.3:70b": ModelCard( - short_id="llama-3.3:70b", - model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", - name="Llama 3.3 70B", - description="""The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)""", + + # deepseek r1 + "deepseek-r1-0528:4bit": ModelCard( + short_id="deepseek-r1-0528", + model_id="mlx-community/DeepSeek-R1-0528-4bit", + name="DeepSeek-R1-0528 (4-bit)", + description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", - pretty_name="Llama 3.3 70B", - storage_size_kilobytes=38758160, - n_layers=80, + model_id="mlx-community/DeepSeek-R1-0528-4bit", + pretty_name="DeepSeek R1 671B (4-bit)", + storage_size_kilobytes=409706307, + n_layers=61, ), ), - "llama-3.2": ModelCard( - short_id="llama-3.2", - model_id="mlx-community/Llama-3.2-1B-Instruct-4bit", - name="Llama 3.2 1B", - description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", + "deepseek-r1-0528": ModelCard( + short_id="deepseek-r1-0528", + model_id="mlx-community/DeepSeek-R1-0528-8bit", + name="DeepSeek-R1-0528 (8-bit)", + description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/Llama-3.2-1B-Instruct-4bit", - pretty_name="Llama 3.2 1B", - storage_size_kilobytes=678948, - n_layers=16, + model_id="mlx-community/DeepSeek-R1-0528-8bit", + pretty_name="DeepSeek R1 671B (8-bit)", + storage_size_kilobytes=409706307, + n_layers=61, ), ), - "llama-3.2:1b": ModelCard( - short_id="llama-3.2:1b", - model_id="mlx-community/Llama-3.2-1B-Instruct-4bit", - name="Llama 3.2 1B", - description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/Llama-3.2-1B-Instruct-4bit", - pretty_name="Llama 3.2 1B", - storage_size_kilobytes=678948, - n_layers=16, - ), - ), - "llama-3.2:3b": ModelCard( - short_id="llama-3.2:3b", - model_id="mlx-community/Llama-3.2-3B-Instruct-4bit", - name="Llama 3.2 3B", - description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/Llama-3.2-3B-Instruct-4bit", - pretty_name="Llama 3.2 3B", - storage_size_kilobytes=1765062, - n_layers=28, - ), - ), - "llama-3.1:8b": ModelCard( - short_id="llama-3.1:8b", + + + # llama-3.1 + "llama-3.1-8b": ModelCard( + short_id="llama-3.1-8b", model_id="mlx-community/Meta-Llama-3.1-8B-Instruct-4bit", name="Llama 3.1 8B", description="""Llama 3.1 is a large language model trained on the Llama 3.1 dataset.""", @@ -119,58 +99,51 @@ MODEL_CARDS: dict[str, ModelCard] = { n_layers=80, ), ), - "deepseek-r1": ModelCard( - short_id="deepseek-r1", - model_id="mlx-community/DeepSeek-R1-4bit", - name="DeepSeek R1 671B (4-bit)", - description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", + + # llama-3.2 + "llama-3.2-1b": ModelCard( + short_id="llama-3.2-1b", + model_id="mlx-community/Llama-3.2-1B-Instruct-4bit", + name="Llama 3.2 1B", + description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/DeepSeek-R1-4bit", - pretty_name="DeepSeek R1 671B (4-bit)", - storage_size_kilobytes=409706307, - n_layers=61, + model_id="mlx-community/Llama-3.2-1B-Instruct-4bit", + pretty_name="Llama 3.2 1B", + storage_size_kilobytes=678948, + n_layers=16, ), ), - "deepseek-r1:671b": ModelCard( - short_id="deepseek-r1:671b", - model_id="mlx-community/DeepSeek-R1-4bit", - name="DeepSeek R1 671B", - description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", + "llama-3.2-3b": ModelCard( + short_id="llama-3.2-3b", + model_id="mlx-community/Llama-3.2-3B-Instruct-4bit", + name="Llama 3.2 3B", + description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/DeepSeek-R1-4bit", - pretty_name="DeepSeek R1 671B", - storage_size_kilobytes=409706307, - n_layers=61, + model_id="mlx-community/Llama-3.2-3B-Instruct-4bit", + pretty_name="Llama 3.2 3B", + storage_size_kilobytes=1765062, + n_layers=28, ), ), - "deepseek-v3": ModelCard( - short_id="deepseek-v3", - model_id="mlx-community/DeepSeek-V3-0324-4bit", - name="DeepSeek V3 4B", - description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", + + # llama-3.3 + "llama-3.3-70b": ModelCard( + short_id="llama-3.3-70b", + model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", + name="Llama 3.3 70B", + description="""The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/DeepSeek-V3-0324-4bit", - pretty_name="DeepSeek V3 4B", - storage_size_kilobytes=368756663, - n_layers=61, - ), - ), - "deepseek-v3:671b": ModelCard( - short_id="deepseek-v3:671b", - model_id="mlx-community/DeepSeek-V3-0324-4bit", - name="DeepSeek V3 671B", - description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/DeepSeek-V3-0324-4bit", - pretty_name="DeepSeek V3 671B", - storage_size_kilobytes=368756663, - n_layers=61, + model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", + pretty_name="Llama 3.3 70B", + storage_size_kilobytes=38758160, + n_layers=80, ), ), + + # phi-3 "phi-3-mini": ModelCard( short_id="phi-3-mini", model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", @@ -197,6 +170,8 @@ MODEL_CARDS: dict[str, ModelCard] = { n_layers=32, ), ), + + # qwen3 "qwen3-0.6b": ModelCard( short_id="qwen3-0.6b", model_id="mlx-community/Qwen3-0.6B-4bit", @@ -223,6 +198,8 @@ MODEL_CARDS: dict[str, ModelCard] = { n_layers=48, ), ), + + # granite "granite-3.3-2b": ModelCard( short_id="granite-3.3-2b", model_id="mlx-community/granite-3.3-2b-instruct-fp16", @@ -249,6 +226,8 @@ MODEL_CARDS: dict[str, ModelCard] = { n_layers=40, ), ), + + # smol-lm "smol-lm-135m": ModelCard( short_id="smol-lm-135m", model_id="mlx-community/SmolLM-135M-4bit", From 407796d18f7514a6aacdb742f047137d6d0570ef Mon Sep 17 00:00:00 2001 From: Seth Howes <71157822+sethhowes@users.noreply.github.com> Date: Mon, 4 Aug 2025 06:15:01 +0800 Subject: [PATCH 139/224] Minor dashboard fixes --- dashboard/index.html | 16 ++++++++++------ 1 file changed, 10 insertions(+), 6 deletions(-) diff --git a/dashboard/index.html b/dashboard/index.html index 774f4ad1..b9b547db 100644 --- a/dashboard/index.html +++ b/dashboard/index.html @@ -29,11 +29,12 @@ .dashboard-header { width: 100%; max-width: 1200px; - margin-bottom: 30px; + margin-bottom: 15px; + margin-top: 20px; text-align: left; display: flex; justify-content: space-between; - align-items: flex-start; + align-items: flex-end; } .dashboard-header h1 { @@ -41,6 +42,7 @@ color: var(--exo-yellow); margin: 0; font-weight: 600; + line-height: 1; } .dashboard-header h1 .logo-text { font-weight: bold; @@ -49,11 +51,15 @@ font-size: 1em; color: var(--exo-light-gray); margin-top: 5px; + margin-bottom: 0; + line-height: 1; } .dashboard-header .last-updated { font-size: 0.8em; color: var(--exo-medium-gray); margin-top: 10px; + margin-bottom: 0; + line-height: 1; } .header-left { @@ -71,8 +77,7 @@ cursor: pointer; border-radius: 4px; transition: background-color 0.2s ease, color 0.2s ease, border-color 0.2s ease; - align-self: flex-start; - margin-top: 8px; + line-height: 1; } .header-instances-button:hover { @@ -97,7 +102,7 @@ background-color: var(--exo-dark-gray); /* Dark background for the graph area */ border-radius: 8px; box-shadow: 0 4px 12px rgba(0, 0, 0, 0.2); - margin-top: 20px; + margin-top: 5px; position: relative; /* For potential absolute positioning of elements within */ } @@ -863,7 +868,6 @@ const option = document.createElement('option'); option.value = model.id; option.textContent = model.name || model.id; - option.title = model.description || model.id; modelSelect.appendChild(option); }); From f51f8f72f8dc5c6bfdaa05ea8b76f511b25efa24 Mon Sep 17 00:00:00 2001 From: Sami Khan <98742866+samiamjidkhan@users.noreply.github.com> Date: Mon, 4 Aug 2025 03:18:31 +0500 Subject: [PATCH 140/224] app launches python modules --- .DS_Store | Bin 8196 -> 10244 bytes .github/workflows/build-macos-app.yml | 84 ++++++------------ app/.DS_Store | Bin 0 -> 6148 bytes app/exov2/.DS_Store | Bin 6148 -> 6148 bytes app/exov2/exov2.xcodeproj/project.pbxproj | 12 +-- .../UserInterfaceState.xcuserstate | Bin 33984 -> 34780 bytes .../xcshareddata/xcschemes/exov2.xcscheme | 6 +- 7 files changed, 38 insertions(+), 64 deletions(-) create mode 100644 app/.DS_Store diff --git a/.DS_Store b/.DS_Store index 1ad06f76caa4306fe6078e5faff1c289853ed8a2..7a04f4bd3b1a81b8e448d574b6527ad8d5c08949 100644 GIT binary patch literal 10244 zcmeHMU2GIp6h3EKV1`n9%kQvQU8&)(i!RU~`Cs}cH0F18Aa=G(=;fJQ)9?F+S;&dhWfml`hDGnBv3SYC*{pLG!_TB{mY%iFr0pb9lQst7(qRVv(@8|WJqJ%9oNh0|}-gP|pkkqcRjv68a zA_O7?A_O7?A_V>q2vE-EMXixCx<&{@2t)`>Ai%#5ajIOVLOCX-_;k=kYyn7CQ?n>^ z&-e|=cqmh$9FvlIsGxKuDP1w#VxV-V_IPNQ3gwuT(j73|d|)^;hC37#v(xx-VGfv* zGP*_xLiJC0vHc*Kyo^d!^|a|T)ER1x`at@yS4sy)Q1IK0{C=+Wd7hIg-y4~|wpAKt^Ex~? zFl^V#3kTb@$mGC)?V4Vx-7C1JFMQLoL)BDmnCYXVYuZ{8@zrfD#}o0o;`u7eq zR`9JomSY5V(dsk;%O7TSJ}tH<>$$u0R*@DtkoBCxh)X^7S;NT|$k^KIIBEM4%O4D^ zV*$S#^1Xb}Aq)p?^5t#AY!3JD%>}mS`g^UsPg2v)&6*#(qjCAFHEkQWcJ=HUubo}T 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-6,7 +6,7 @@ on: - 'v*' # Trigger on version tags branches: - main # Also build on main branch for testing - - app-staging # Add app-staging for testing + - python-modules # Add app-staging for testing pull_request: branches: - staging # Test builds on PRs to staging @@ -41,18 +41,12 @@ jobs: uv python install uv sync --locked --all-extras - - name: Install Python Bindings - run: | - uv pip install dist/exo_pyo3_bindings-*.whl - - name: Verify Python Environment run: | - uv run python -c "import exo_pyo3_bindings; print('Python bindings installed successfully')" uv run python -c "import master.main; print('Master module available')" uv run python -c "import worker.main; print('Worker module available')" - name: Prepare Code Signing Keychain - if: github.event_name == 'push' && startsWith(github.ref, 'refs/tags/v') env: MACOS_CERTIFICATE: ${{ secrets.MACOS_CERTIFICATE }} MACOS_CERTIFICATE_PASSWORD: ${{ secrets.MACOS_CERTIFICATE_PASSWORD }} @@ -79,35 +73,23 @@ jobs: cd app/exov2 sudo xcode-select -s /Applications/Xcode.app/Contents/Developer - if [[ "${{ github.event_name }}" == "push" && "${{ github.ref }}" == refs/tags/v* ]]; then - # Release build with code signing - security unlock-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain - SIGNING_IDENTITY=$(security find-identity -v -p codesigning | awk -F '"' '{print $2}') - - xcodebuild clean build \ - -project exov2.xcodeproj \ - -scheme exov2 \ - -configuration Release \ - -derivedDataPath build \ - CODE_SIGNING_IDENTITY="$SIGNING_IDENTITY" \ - PROVISIONING_PROFILE_SPECIFIER="Exo Provisioning Profile" \ - CODE_SIGN_INJECT_BASE_ENTITLEMENTS=YES \ - OTHER_CODE_SIGN_FLAGS="--timestamp" - else - # Debug build without code signing for testing - xcodebuild clean build \ - -project exov2.xcodeproj \ - -scheme exov2 \ - -configuration Debug \ - -derivedDataPath build \ - CODE_SIGN_IDENTITY="" \ - CODE_SIGNING_REQUIRED=NO - fi + # Release build with code signing + security unlock-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain + SIGNING_IDENTITY=$(security find-identity -v -p codesigning | awk -F '"' '{print $2}') + + xcodebuild clean build \ + -project exov2.xcodeproj \ + -scheme exov2 \ + -configuration Release \ + -derivedDataPath build \ + CODE_SIGNING_IDENTITY="$SIGNING_IDENTITY" \ + PROVISIONING_PROFILE_SPECIFIER="Exo Provisioning Profile" \ + CODE_SIGN_INJECT_BASE_ENTITLEMENTS=YES \ + OTHER_CODE_SIGN_FLAGS="--timestamp" - mv build/Build/Products/*/exov2.app ../../ + mv build/Build/Products/*/EXO.app ../../ - - name: Sign and Create DMG (Release only) - if: github.event_name == 'push' && startsWith(github.ref, 'refs/tags/v') + - name: Sign, Notarize, and Create DMG env: APPLE_NOTARIZATION_USERNAME: ${{ secrets.APPLE_NOTARIZATION_USERNAME }} APPLE_NOTARIZATION_PASSWORD: ${{ secrets.APPLE_NOTARIZATION_PASSWORD }} @@ -119,21 +101,21 @@ jobs: # Sign the app /usr/bin/codesign --deep --force --timestamp --options runtime \ - --sign "$SIGNING_IDENTITY" exov2.app + --sign "$SIGNING_IDENTITY" EXO.app # Verify the signing - codesign -dvv exov2.app + codesign -dvv EXO.app # Create DMG mkdir -p tmp/dmg-contents - cp -r ./exov2.app tmp/dmg-contents/ + cp -r ./EXO.app tmp/dmg-contents/ ln -s /Applications tmp/dmg-contents/Applications - VERSION=$(git describe --tags --abbrev=0 | sed 's/^v//') + DMG_NAME="exo.dmg" # Create and sign DMG - hdiutil create -volname "Exo" -srcfolder tmp/dmg-contents -ov -format UDZO exov2-${VERSION}.dmg + hdiutil create -volname "Exo" -srcfolder tmp/dmg-contents -ov -format UDZO "$DMG_NAME" /usr/bin/codesign --deep --force --timestamp --options runtime \ - --sign "$SIGNING_IDENTITY" exov2-${VERSION}.dmg + --sign "$SIGNING_IDENTITY" "$DMG_NAME" # Setup notarization credentials (optional - comment out if no notarization secrets) if [[ -n "$APPLE_NOTARIZATION_USERNAME" ]]; then @@ -146,24 +128,14 @@ jobs: xcrun notarytool submit --wait \ --team-id "$APPLE_NOTARIZATION_TEAM" \ --keychain-profile notary_pass \ - exov2-${VERSION}.dmg + "$DMG_NAME" # Staple the notarization - xcrun stapler staple exov2-${VERSION}.dmg + xcrun stapler staple "$DMG_NAME" fi - - name: Create DMG (Debug builds) - if: github.event_name != 'push' || !startsWith(github.ref, 'refs/tags/v') - run: | - mkdir -p tmp/dmg-contents - cp -r ./exov2.app tmp/dmg-contents/ - ln -s /Applications tmp/dmg-contents/Applications - VERSION=$(git rev-parse --short HEAD) - - hdiutil create -volname "Exo Debug" -srcfolder tmp/dmg-contents -ov -format UDZO exov2-debug-${VERSION}.dmg - - name: Cleanup Keychain - if: always() && github.event_name == 'push' && startsWith(github.ref, 'refs/tags/v') + if: always() run: | security default-keychain -s login.keychain security delete-keychain exov2.keychain @@ -171,11 +143,11 @@ jobs: - name: Upload DMG file uses: actions/upload-artifact@v4 with: - name: exov2-dmg - path: exov2*.dmg + name: exo-dmg + path: exo.dmg - name: Upload App Bundle uses: actions/upload-artifact@v4 with: name: exov2-app - 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zlU-9&Q&-cwrlF>(rhm=AnjtmAYJ{5MH4|&vYqr;%thrnBzLu%AtPQ9QuZ^j#t!=0s zTsypWeC>qVNwq)Lw%0DKT~fQec2(`>+HJKvYxmUdt36PAqxM~0kGlA})Vl1t+`7`b z>bknR-m1FBx~4i+-Ke^;brb3)*UhM#T{ow0UR_Jw;kwuL_VteSKJ~%%VfB&q(e(-S z$@OXVnf2NAih5;z?}nibs)jKQGaBYLv^T77*wL`NVQ<5MhQkfV8csG`Yq-&HtKm+= t9}N#09yk2e*rPF|QQ0`TaaLnX @@ -69,7 +69,7 @@ @@ -93,7 +93,7 @@ From c560c55c4e70952cd0a98d35b6312d917b0379e0 Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Mon, 4 Aug 2025 07:41:09 +0800 Subject: [PATCH 141/224] build and release on staging --- .github/workflows/build-macos-app.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/build-macos-app.yml b/.github/workflows/build-macos-app.yml index 9ac1448d..2cf3e6c1 100644 --- a/.github/workflows/build-macos-app.yml +++ b/.github/workflows/build-macos-app.yml @@ -6,6 +6,7 @@ on: - 'v*' # Trigger on version tags branches: - main # Also build on main branch for testing + - staging - python-modules # Add app-staging for testing pull_request: branches: From 75ecda55a9cb6f9158705d6ac0bb478d5caf8287 Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Mon, 4 Aug 2025 13:49:49 +0100 Subject: [PATCH 142/224] fix gitignore Co-authored-by: Matt Beton --- .gitignore | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 930ec3e1..7650e517 100644 --- a/.gitignore +++ b/.gitignore @@ -11,4 +11,7 @@ networking/target/ networking/topology/target/ build/ -*.xcuserstate \ No newline at end of file +*.xcuserstate + +rust/target/ +rust/Cargo.lock \ No newline at end of file From 817c5993f02313c3f6abd04cb9a707f04a5c7c67 Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Mon, 4 Aug 2025 10:19:22 +0800 Subject: [PATCH 143/224] fix dem model cards yo --- shared/models/model_cards.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/shared/models/model_cards.py b/shared/models/model_cards.py index 5da31dec..dc230da5 100644 --- a/shared/models/model_cards.py +++ b/shared/models/model_cards.py @@ -17,7 +17,7 @@ class ModelCard(BaseModel): MODEL_CARDS: dict[str, ModelCard] = { # deepseek v3 "deepseek-v3-0324:4bit": ModelCard( - short_id="deepseek-v3-0324", + short_id="deepseek-v3-0324:4bit", model_id="mlx-community/DeepSeek-V3-0324-4bit", name="DeepSeek V3 0324 (4-bit)", description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", @@ -25,7 +25,7 @@ MODEL_CARDS: dict[str, ModelCard] = { metadata=ModelMetadata( model_id="mlx-community/DeepSeek-V3-0324-4bit", pretty_name="DeepSeek V3 0324 (4-bit)", - storage_size_kilobytes=754998771712//1024, + storage_size_kilobytes=409706307, n_layers=61, ), ), @@ -38,14 +38,14 @@ MODEL_CARDS: dict[str, ModelCard] = { metadata=ModelMetadata( model_id="mlx-community/DeepSeek-v3-0324-8bit", pretty_name="DeepSeek V3 0324 (8-bit)", - storage_size_kilobytes=754998771712//1024, + storage_size_kilobytes=754706307, n_layers=61, ), ), # deepseek r1 "deepseek-r1-0528:4bit": ModelCard( - short_id="deepseek-r1-0528", + short_id="deepseek-r1-0528:4bit", model_id="mlx-community/DeepSeek-R1-0528-4bit", name="DeepSeek-R1-0528 (4-bit)", description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", From 473512ddd02c55cc1b36c85dc2233174aa278f6c Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Mon, 4 Aug 2025 22:57:31 +0800 Subject: [PATCH 144/224] r1 size --- shared/models/model_cards.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/shared/models/model_cards.py b/shared/models/model_cards.py index dc230da5..8f2dcd2c 100644 --- a/shared/models/model_cards.py +++ b/shared/models/model_cards.py @@ -66,7 +66,7 @@ MODEL_CARDS: dict[str, ModelCard] = { metadata=ModelMetadata( model_id="mlx-community/DeepSeek-R1-0528-8bit", pretty_name="DeepSeek R1 671B (8-bit)", - storage_size_kilobytes=409706307, + storage_size_kilobytes=754706307, n_layers=61, ), ), From c1d5b381f4cec691d2b396d26169091f6c21323e Mon Sep 17 00:00:00 2001 From: Matt Beton Date: Thu, 7 Aug 2025 10:41:56 +0100 Subject: [PATCH 145/224] 70B model unit test only runs if its downloaded --- .../test_inference_llama70B.py | 20 +++++++++++++++++++ 1 file changed, 20 insertions(+) diff --git a/worker/tests/test_multimodel/test_inference_llama70B.py b/worker/tests/test_multimodel/test_inference_llama70B.py index 6f0a935a..560faa47 100644 --- a/worker/tests/test_multimodel/test_inference_llama70B.py +++ b/worker/tests/test_multimodel/test_inference_llama70B.py @@ -1,6 +1,7 @@ import asyncio from logging import Logger from typing import Callable +import os import pytest @@ -48,6 +49,25 @@ MODEL_ID = 'mlx-community/Llama-3.3-70B-Instruct-4bit' async def model_meta() -> ModelMetadata: return await get_model_meta(MODEL_ID) + + +def _get_model_size_gb(path: str) -> float: + """Calculate total size of directory recursively in GB.""" + total_size = 0 + for dirpath, _, filenames in os.walk(path): + for filename in filenames: + filepath = os.path.join(dirpath, filename) + if os.path.isfile(filepath): + total_size += os.path.getsize(filepath) + return total_size / (1024**3) # Convert bytes to GB + +@pytest.mark.skipif( + not ( + os.path.exists(os.path.expanduser("~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/")) + and _get_model_size_gb(os.path.expanduser("~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/")) > 30 + ), + reason="This test only runs when model mlx-community/Llama-3.3-70B-Instruct-4bit is downloaded" +) async def test_2_runner_inference( logger: Logger, pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], From dbcd09aa5320f704519f3aaf773554a3142a3491 Mon Sep 17 00:00:00 2001 From: Matt Beton Date: Tue, 12 Aug 2025 18:42:27 +0100 Subject: [PATCH 146/224] No 70b --- .../tests/test_multimodel/test_inference_llama70B.py | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/worker/tests/test_multimodel/test_inference_llama70B.py b/worker/tests/test_multimodel/test_inference_llama70B.py index 560faa47..71a67df5 100644 --- a/worker/tests/test_multimodel/test_inference_llama70B.py +++ b/worker/tests/test_multimodel/test_inference_llama70B.py @@ -1,7 +1,7 @@ import asyncio +import os from logging import Logger from typing import Callable -import os import pytest @@ -151,7 +151,13 @@ async def test_2_runner_inference( - +@pytest.mark.skipif( + not ( + os.path.exists(os.path.expanduser("~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/")) + and _get_model_size_gb(os.path.expanduser("~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/")) > 30 + ), + reason="This test only runs when model mlx-community/Llama-3.3-70B-Instruct-4bit is downloaded" +) async def test_parallel_inference( logger: Logger, pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], From 7e19804aa576ebb27d207b5b7bb9099b96638fd8 Mon Sep 17 00:00:00 2001 From: Andrei Cravtov Date: Wed, 13 Aug 2025 11:55:22 +0300 Subject: [PATCH 147/224] Integrate flake parts --- .envrc | 3 +- .flake-modules/flake-root.nix | 45 ++++++++ .flake-modules/go-forwarder.nix | 72 +++++++++++++ .flake-modules/just-flake.nix | 54 ++++++++++ .gitignore | 5 +- flake.lock | 108 ++++++++++++++----- flake.nix | 185 ++++++++++++++++++++------------ justfile | 6 ++ networking/forwarder/go.mod | 4 +- 9 files changed, 384 insertions(+), 98 deletions(-) create mode 100644 .flake-modules/flake-root.nix create mode 100644 .flake-modules/go-forwarder.nix create mode 100644 .flake-modules/just-flake.nix diff --git a/.envrc b/.envrc index 8392d159..613b6c8d 100644 --- a/.envrc +++ b/.envrc @@ -1 +1,2 @@ -use flake \ No newline at end of file +use flake +# eval "$shellHook" # https://github.com/nix-community/nix-direnv/issues/109#issuecomment-992514426 \ No newline at end of file diff --git a/.flake-modules/flake-root.nix b/.flake-modules/flake-root.nix new file mode 100644 index 00000000..02ca1735 --- /dev/null +++ b/.flake-modules/flake-root.nix @@ -0,0 +1,45 @@ +# Provides path to project root with: +# 1. ${lib.getExe config.flake-root.package} +# 2. $FLAKE_ROOT environment-varible + +# Top-level parameters that are bound to the provider flake +# These are passed from `flake.nix` using importApply +{ + localSelf, + flake-parts-lib, + nixpkgs-lib, + flake-root, + ... +}: + +# These values would bind to the consumer flake when this flake module is imported: +{ + config, + self, + inputs, + getSystem, + moduleWithSystem, + withSystem, + ... +}: + +# The actual flake-parts module configuration +{ + imports = [ flake-root.flakeModule ]; + perSystem = + { + config, + self', + inputs', + pkgs, + system, + ... + }: + { + flake-root.projectRootFile = "flake.nix"; # Not necessary, as flake.nix is the default + + make-shells.default = { + inputsFrom = [ config.flake-root.devShell ]; # Adds $FLAKE_ROOT to environment + }; + }; +} diff --git a/.flake-modules/go-forwarder.nix b/.flake-modules/go-forwarder.nix new file mode 100644 index 00000000..6d711645 --- /dev/null +++ b/.flake-modules/go-forwarder.nix @@ -0,0 +1,72 @@ +# Configures the Golang support and builds the forwarder +# TODO: split this up in the future as this is unrelated tasks?? + +# Top-level parameters that are bound to the provider flake +# These are passed from `flake.nix` using importApply +{ + localSelf, + flake-parts-lib, + nixpkgs-lib, + ... +}: + +# These values would bind to the consumer flake when this flake module is imported: +{ + config, + self, + inputs, + getSystem, + moduleWithSystem, + withSystem, + ... +}: + +# The actual flake-parts module configuration +{ + perSystem = + { + config, + self', + inputs', + pkgs, + system, + ... + }: + let + flakeRoot = nixpkgs-lib.getExe config.flake-root.package; + + # Build the networking/forwarder Go utility. + forwarder = pkgs.buildGoModule { + pname = "exo-forwarder"; + version = "0.1.0"; + src = "${flakeRoot}/networking/forwarder"; + + vendorHash = "sha256-BXIGg2QYqHDz2TNe8hLAGC6jVlffp9766H+WdkkuVgA="; + + # Only the main package at the repository root needs building. + subPackages = [ "." ]; + }; + in + { + packages = { + inherit forwarder; + }; + + apps = { + forwarder = { + type = "app"; + program = "${forwarder}/bin/forwarder"; + }; + }; + + make-shells.default = { + # Go 1.24 compiler – align with go.mod + packages = [ pkgs.go_1_24 ]; + + # TODO: change this into exported env via nix directly??? + shellHook = '' + export GOPATH=$(mktemp -d) + ''; + }; + }; +} diff --git a/.flake-modules/just-flake.nix b/.flake-modules/just-flake.nix new file mode 100644 index 00000000..2208a58c --- /dev/null +++ b/.flake-modules/just-flake.nix @@ -0,0 +1,54 @@ +# Provides pretty banner & command index for this flake + +# Top-level parameters that are bound to the provider flake +# These are passed from `flake.nix` using importApply +{ + localSelf, + flake-parts-lib, + nixpkgs-lib, + just-flake, + ... +}: + +# These values would bind to the consumer flake when this flake module is imported: +{ + config, + self, + inputs, + getSystem, + moduleWithSystem, + withSystem, + ... +}: + +# The actual flake-parts module configuration +{ + imports = [ just-flake.flakeModule ]; + perSystem = + { + config, + self', + inputs', + pkgs, + system, + ... + }: + { + just-flake.features = { + # treefmt.enable = true; + # rust.enable = true; + # convco.enable = true; + # hello = { + # enable = true; + # justfile = '' + # hello: + # echo Hello World + # ''; + # }; + }; + + make-shells.default = { + inputsFrom = [ config.just-flake.outputs.devShell ]; + }; + }; +} diff --git a/.gitignore b/.gitignore index 7650e517..2b800b88 100644 --- a/.gitignore +++ b/.gitignore @@ -14,4 +14,7 @@ build/ *.xcuserstate rust/target/ -rust/Cargo.lock \ No newline at end of file +rust/Cargo.lock + +# Says this symlink should be git-ignored https://github.com/juspay/just-flake +just-flake.just \ No newline at end of file diff --git a/flake.lock b/flake.lock index 5feb92a9..7e9d54e3 100644 --- a/flake.lock +++ b/flake.lock @@ -1,20 +1,86 @@ { "nodes": { - "flake-utils": { - "inputs": { - "systems": "systems" - }, + "flake-compat": { + "flake": false, "locked": { - "lastModified": 1731533236, - "narHash": "sha256-l0KFg5HjrsfsO/JpG+r7fRrqm12kzFHyUHqHCVpMMbI=", - "owner": "numtide", - "repo": "flake-utils", - "rev": "11707dc2f618dd54ca8739b309ec4fc024de578b", + "lastModified": 1696426674, + "narHash": "sha256-kvjfFW7WAETZlt09AgDn1MrtKzP7t90Vf7vypd3OL1U=", + "owner": "edolstra", + "repo": "flake-compat", + "rev": "0f9255e01c2351cc7d116c072cb317785dd33b33", "type": "github" }, "original": { - "owner": "numtide", - "repo": "flake-utils", + "owner": "edolstra", + "repo": "flake-compat", + "type": "github" + } + }, + "flake-parts": { + "inputs": { + "nixpkgs-lib": [ + "nixpkgs" + ] + }, + "locked": { + "lastModified": 1754420989, + "narHash": "sha256-3e4wHzNwTMg7GaeLH9A091DMaO9AfFxUjpfqbddCUeo=", + "owner": "hercules-ci", + "repo": "flake-parts", + "rev": "7f38f25a44023a21a504bd3fd9d4f41c4a39f55c", + "type": "github" + }, + "original": { + "owner": "hercules-ci", + "repo": "flake-parts", + "type": "github" + } + }, + "flake-root": { + "locked": { + "lastModified": 1723604017, + "narHash": "sha256-rBtQ8gg+Dn4Sx/s+pvjdq3CB2wQNzx9XGFq/JVGCB6k=", + "owner": "srid", + "repo": "flake-root", + "rev": "b759a56851e10cb13f6b8e5698af7b59c44be26e", + "type": "github" + }, + "original": { + "owner": "srid", + "repo": "flake-root", + "type": "github" + } + }, + "just-flake": { + "locked": { + "lastModified": 1713316411, + "narHash": "sha256-NkJfU6H+6vgHkPtZ2ESbZ/h2wnsDQrZvB4vbdUIBx8Q=", + "owner": "juspay", + "repo": "just-flake", + "rev": "0e33952a4bcd16cd54ee3aba8111606c237d4526", + "type": "github" + }, + "original": { + "owner": "juspay", + "repo": "just-flake", + "type": "github" + } + }, + "make-shell": { + "inputs": { + "flake-compat": "flake-compat" + }, + "locked": { + "lastModified": 1733933815, + "narHash": "sha256-9JjM7eT66W4NJAXpGUsdyAFXhBxFWR2Z9LZwUa7Hli0=", + "owner": "nicknovitski", + "repo": "make-shell", + "rev": "ffeceae9956df03571ea8e96ef77c2924f13a63c", + "type": "github" + }, + "original": { + "owner": "nicknovitski", + "repo": "make-shell", "type": "github" } }, @@ -36,24 +102,12 @@ }, "root": { "inputs": { - "flake-utils": "flake-utils", + "flake-parts": "flake-parts", + "flake-root": "flake-root", + "just-flake": "just-flake", + "make-shell": "make-shell", "nixpkgs": "nixpkgs" } - }, - "systems": { - "locked": { - "lastModified": 1681028828, - "narHash": "sha256-Vy1rq5AaRuLzOxct8nz4T6wlgyUR7zLU309k9mBC768=", - "owner": "nix-systems", - "repo": "default", - "rev": "da67096a3b9bf56a91d16901293e51ba5b49a27e", - "type": "github" - }, - "original": { - "owner": "nix-systems", - "repo": "default", - "type": "github" - } } }, "root": "root", diff --git a/flake.nix b/flake.nix index 4fe1f075..ce7d82d1 100644 --- a/flake.nix +++ b/flake.nix @@ -3,80 +3,133 @@ inputs = { nixpkgs.url = "github:NixOS/nixpkgs/nixos-unstable"; - flake-utils = { - url = "github:numtide/flake-utils"; - inputs.nixpkgs.follows = "nixpkgs"; + + # Use flake-parts for modular configs + flake-parts = { + url = "github:hercules-ci/flake-parts"; + inputs.nixpkgs-lib.follows = "nixpkgs"; }; + + # Flake-parts wrapper for mkShell + make-shell.url = "github:nicknovitski/make-shell"; + + # Provides path to project root with: + # 1. ${lib.getExe config.flake-root.package} + # 2. $FLAKE_ROOT environment-varible + flake-root.url = "github:srid/flake-root"; + + # Provides flake integration with [Just](https://just.systems/man/en/) + just-flake.url = "github:juspay/just-flake"; }; - outputs = { self, nixpkgs, flake-utils }: - flake-utils.lib.eachDefaultSystem (system: + outputs = + inputs@{ + flake-parts, + ... + }: + flake-parts.lib.mkFlake { inherit inputs; } ( + { + flake-parts-lib, + self, + ... + }: let - pkgs = (import nixpkgs) { - inherit system; + nixpkgs-lib = inputs.nixpkgs.lib; + + # A wraper around importApply that supplies default parameters + importApply' = + path: extraParams: + (flake-parts-lib.importApply path ( + nixpkgs-lib.recursiveUpdate { + localSelf = self; + inherit flake-parts-lib; + inherit nixpkgs-lib; + } extraParams + )); + + # instantiate all the flake modules, passing custom arguments to them as needed + flakeModules = { + flakeRoot = importApply' ./.flake-modules/flake-root.nix { inherit (inputs) flake-root; }; + justFlake = importApply' ./.flake-modules/just-flake.nix { + inherit (inputs) just-flake; + }; + goForwarder = importApply' ./.flake-modules/go-forwarder.nix { }; }; - - # Go 1.23 compiler – align with go.mod - go = pkgs.go_1_23; - # Build the networking/forwarder Go utility. - forwarder = pkgs.buildGoModule { - pname = "exo-forwarder"; - version = "0.1.0"; - src = ./networking/forwarder; - - vendorHash = "sha256-BXIGg2QYqHDz2TNe8hLAGC6jVlffp9766H+WdkkuVgA="; - - # Only the main package at the repository root needs building. - subPackages = [ "." ]; - }; - - buildInputs = with pkgs; [ - ]; - nativeBuildInputs = with pkgs; [ - ]; in - { - packages = { - inherit forwarder; - default = forwarder; - }; - - apps = { - forwarder = { - type = "app"; - program = "${forwarder}/bin/forwarder"; - }; - python-lsp = { - type = "app"; - program = "${pkgs.basedpyright}/bin/basedpyright-langserver"; - }; - default = self.apps.${system}.forwarder; - }; - - devShells.default = pkgs.mkShell { - packages = [ - pkgs.python313 - pkgs.uv - pkgs.just - pkgs.protobuf - pkgs.basedpyright - pkgs.ruff - go + { + imports = [ + inputs.make-shell.flakeModules.default + flakeModules.flakeRoot + flakeModules.justFlake + flakeModules.goForwarder + ]; + systems = [ + "x86_64-linux" + "aarch64-darwin" + ]; + perSystem = + { + config, + self', + inputs', + pkgs, + system, + ... + }: + let + buildInputs = with pkgs; [ ]; - - # TODO: change this into exported env via nix directly??? - shellHook = '' - export GOPATH=$(mktemp -d) - ''; - nativeBuildInputs = with pkgs; [ - nixpkgs-fmt - cmake - ] ++ buildInputs ++ nativeBuildInputs; + ]; + in + { + # Per-system attributes can be defined here. The self' and inputs' + # module parameters provide easy access to attributes of the same + # system. + # NOTE: pkgs is equivalent to inputs'.nixpkgs.legacyPackages.hello; + apps = { + python-lsp = { + type = "app"; + program = "${pkgs.basedpyright}/bin/basedpyright-langserver"; + }; + default = self'.apps.forwarder; + }; - # fixes libstdc++.so issues and libgl.so issues - LD_LIBRARY_PATH = "${pkgs.stdenv.cc.cc.lib}/lib"; + make-shells.default = { + packages = [ + pkgs.python313 + pkgs.uv + pkgs.protobuf + pkgs.basedpyright + pkgs.ruff + ]; + + nativeBuildInputs = + with pkgs; + [ + nixpkgs-fmt + cmake + ] + ++ buildInputs + ++ nativeBuildInputs; + + # Arguments which are intended to be environment variables in the shell environment + # should be changed to attributes of the `env` option + env = { + # fixes libstdc++.so issues and libgl.so issues + LD_LIBRARY_PATH = "${pkgs.stdenv.cc.cc.lib}/lib"; + }; + + # Arbitrary mkDerivation arguments should be changed to be attributes of the `additionalArguments` option + additionalArguments = { }; + }; }; - } + flake = { + # The usual flake attributes can be defined here, including system- + # agnostic ones like nixosModule and system-enumerating ones, although + # those are more easily expressed in perSystem. + + }; + } ); -} \ No newline at end of file +} diff --git a/justfile b/justfile index 871eec6d..b7787c26 100644 --- a/justfile +++ b/justfile @@ -1,3 +1,9 @@ +# See flake.nix (just-flake) +import "just-flake.just" + +default: + @just --list + regenerate-protobufs: #!/usr/bin/env bash if [ -f shared/protobufs/schemas/*.proto ]; then diff --git a/networking/forwarder/go.mod b/networking/forwarder/go.mod index 8c3a2aae..47079c0f 100644 --- a/networking/forwarder/go.mod +++ b/networking/forwarder/go.mod @@ -1,8 +1,6 @@ module forwarder -go 1.23.8 - -toolchain go1.24.3 +go 1.24.3 replace forwarder/src => ./src From 57073f35c344719836df2047f747ffdafce212ba Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Fri, 15 Aug 2025 15:21:51 +0100 Subject: [PATCH 148/224] collection of fixes for Shanghai demo Co-authored-by: Matt Beton Co-authored-by: Gelu Vrabie --- engines/mlx/utils_mlx.py | 16 ++- hosts.json | 1 + master/api.py | 19 +++ master/placement.py | 38 +++++- mlx-lm-check | 1 + nodes.json | 1 + run.sh | 2 +- run_remote.sh | 79 ++++++++++++ scp_repo.sh | 65 ++++++++++ scripts_guide.txt | 22 ++++ shared/models/model_cards.py | 2 +- shared/types/api.py | 1 + shared/types/worker/commands_runner.py | 3 +- shared/types/worker/common.py | 5 +- uv.lock | 26 ++-- worker/pyproject.toml | 5 +- worker/runner/communication.py | 7 +- worker/runner/runner_supervisor.py | 114 ++++++++++-------- worker/runner/utils.py | 22 ++-- .../test_supervisor/test_supervisor_sad.py | 4 +- worker/worker.py | 1 - 21 files changed, 340 insertions(+), 94 deletions(-) create mode 100644 hosts.json create mode 160000 mlx-lm-check create mode 100644 nodes.json create mode 100755 run_remote.sh create mode 100755 scp_repo.sh create mode 100644 scripts_guide.txt diff --git a/engines/mlx/utils_mlx.py b/engines/mlx/utils_mlx.py index a409b5ca..a04f0222 100644 --- a/engines/mlx/utils_mlx.py +++ b/engines/mlx/utils_mlx.py @@ -70,7 +70,7 @@ def initialize_mlx( mx.random.seed(42) if len(hosts) > 1: mlx_distributed_init(model_shard_meta.device_rank, hosts) - sampler: Callable[[mx.array], mx.array] = make_sampler(temp=0.7) # type: ignore + sampler: Callable[[mx.array], mx.array] = make_sampler(temp=0.7) model, tokenizer = shard_and_load(model_shard_meta) @@ -107,14 +107,18 @@ async def apply_chat_template( messages = chat_task_data.messages messages_dicts = [msg.model_dump() for msg in messages] - # Filter out None values, keeping only 'role' and 'content' keys + # Filter out None values, keeping relevant keys for the model formatted_messages = [] for message in messages_dicts: filtered_message: dict[str, Any] = {k: v for k, v in message.items() if v is not None} # type: ignore - # Verify we have exactly the expected keys - assert set(filtered_message.keys()) == {"role", "content"}, ( - f"Expected only 'role' and 'content' keys, got: {filtered_message.keys()}" - ) + + # Verify we have required fields + if "role" not in filtered_message: + raise ValueError(f"Message missing 'role' field: {filtered_message}") + if "content" not in filtered_message and "thinking" not in filtered_message: + # If neither content nor thinking is present, skip this message + continue + formatted_messages.append(filtered_message) # type: ignore messages_dicts = formatted_messages diff --git a/hosts.json b/hosts.json new file mode 100644 index 00000000..fdf160cf --- /dev/null +++ b/hosts.json @@ -0,0 +1 @@ +["s13@169.254.249.73", "s14@169.254.69.217", "s15@169.254.165.26", "s16@169.254.29.77"] \ No newline at end of file diff --git a/master/api.py b/master/api.py index 40c7af10..60250bae 100644 --- a/master/api.py +++ b/master/api.py @@ -193,6 +193,25 @@ class API: """Handle chat completions with proper streaming response.""" model_meta = await resolve_model_meta(payload.model) payload.model = model_meta.model_id + + # Preprocess messages for GPT-OSS harmony format if needed + if "gpt-oss" in payload.model.lower(): + import re + for message in payload.messages: + if message.content and "<|channel|>" in message.content: + # Parse harmony format tags + thinking_pattern = r'<\|channel\|>(.*?)(?=<\|message\|>|$)' + content_pattern = r'<\|message\|>(.*?)(?=<\|end\|>|$)' + + thinking_match = re.search(thinking_pattern, message.content, re.DOTALL) + content_match = re.search(content_pattern, message.content, re.DOTALL) + + if content_match: + # Extract the actual content + message.content = content_match.group(1).strip() + if thinking_match: + # Store thinking in the thinking field + message.thinking = thinking_match.group(1).strip() for instance in self.get_state().instances.values(): if instance.shard_assignments.model_id == payload.model: diff --git a/master/placement.py b/master/placement.py index 26268853..ed25cc2a 100644 --- a/master/placement.py +++ b/master/placement.py @@ -1,3 +1,4 @@ +import json import random from collections.abc import Mapping from copy import deepcopy @@ -11,7 +12,7 @@ from master.utils.placement_utils import ( get_smallest_cycles, ) from shared.topology import Topology -from shared.types.common import Host +from shared.types.common import Host, NodeId from shared.types.events import Event, InstanceCreated, InstanceDeleted from shared.types.events.commands import CreateInstanceCommand, DeleteInstanceCommand from shared.types.worker.common import InstanceId @@ -21,6 +22,13 @@ from shared.types.worker.instances import Instance, InstanceStatus def random_ephemeral_port() -> int: return random.randint(49152, 65535) +DEVICE_ORDERING: list[str] = [] +with open('nodes.json', ('r')) as f: + device_json: list[str] = json.load(f) # type: ignore + for device in device_json: + DEVICE_ORDERING.append(NodeId(device)) +assert len(DEVICE_ORDERING) == 4 + @singledispatch def get_instance_placements( command: CreateInstanceCommand, @@ -42,12 +50,30 @@ def get_instance_placements( smallest_cycles = get_smallest_cycles(cycles_with_sufficient_memory) selected_cycle = None + + has_thunderbolt_cycle = any([ + topology.get_subgraph_from_nodes(cycle).is_thunderbolt_cycle(cycle) + for cycle in smallest_cycles + ]) + if has_thunderbolt_cycle: + smallest_cycles = [ + cycle for cycle in smallest_cycles + if topology.get_subgraph_from_nodes(cycle).is_thunderbolt_cycle(cycle) + ] + + nodes_01, nodes_23 = None, None for cycle in smallest_cycles: - cycle_graph: Topology = topology.get_subgraph_from_nodes(cycle) - if cycle_graph.is_thunderbolt_cycle(cycle): - selected_cycle = cycle - break - if selected_cycle is None: + cycle_ids = [x.node_id for x in cycle] + if nodes_01 is None and set(cycle_ids) == set(DEVICE_ORDERING[:2]): + nodes_01= cycle + if nodes_23 is None and set(cycle_ids) == set(DEVICE_ORDERING[2:]): + nodes_23= cycle + + if nodes_01: + selected_cycle = nodes_01 + elif nodes_23: + selected_cycle = nodes_23 + else: selected_cycle = max(smallest_cycles, key=lambda cycle: sum(node.node_profile.memory.ram_available for node in cycle if node.node_profile is not None)) shard_assignments = get_shard_assignments(command.model_meta, selected_cycle) diff --git a/mlx-lm-check b/mlx-lm-check new file mode 160000 index 00000000..d5bdab1a --- /dev/null +++ b/mlx-lm-check @@ -0,0 +1 @@ +Subproject commit d5bdab1a22b053d75194ce4d225df9fc1635a400 diff --git a/nodes.json b/nodes.json new file mode 100644 index 00000000..8c44494e --- /dev/null +++ b/nodes.json @@ -0,0 +1 @@ +["9gG9JZ5YY1zLE5xVYA2L8DoCTxkYKfxrGi33stPqq1cb", "F4p3DefvhUk9fGfToJXteT7GL9JuF4qMbUCvUKeB7VPZ", "J7AAM7DiMfnvxNvA1AXUFfencsSfwp4Qi851Y7v9hP1M", "7BbDVE6oN35avU6xY7e75m3r3EjADNBTm2ZMZB83EsLf"] \ No newline at end of file diff --git a/run.sh b/run.sh index 89ca175a..74e81181 100755 --- a/run.sh +++ b/run.sh @@ -32,7 +32,7 @@ if [ "$CLEAN" = true ]; then fi # Configure MLX -./configure_mlx.sh +# ./configure_mlx.sh # First command (worker) - changes based on replica flag if [ "$REPLICA" = true ]; then diff --git a/run_remote.sh b/run_remote.sh new file mode 100755 index 00000000..87ee2638 --- /dev/null +++ b/run_remote.sh @@ -0,0 +1,79 @@ +#!/usr/bin/env bash +set -euo pipefail + +############################################################################### +# Args & prerequisites +############################################################################### +if [[ $# -lt 1 || $# -gt 2 ]]; then + echo "Usage: $0 [hosts_file]" >&2 ; exit 1 +fi +PASSWORD=$1 +HOSTS_FILE=${2:-hosts.json} + +for prog in jq sshpass; do + command -v "$prog" >/dev/null || + { echo "Error: $prog not installed."; exit 1; } +done + +############################################################################### +# Load hosts.json (works on macOS Bash 3.2 and Bash 4+) +############################################################################### +if builtin command -v mapfile >/dev/null 2>&1; then + mapfile -t HOSTS < <(jq -r '.[]' "$HOSTS_FILE") +else + HOSTS=() + while IFS= read -r h; do HOSTS+=("$h"); done < <(jq -r '.[]' "$HOSTS_FILE") +fi +[[ ${#HOSTS[@]} -gt 0 ]] || { echo "No hosts found in $HOSTS_FILE"; exit 1; } + +############################################################################### +# Helper – run a remote command and capture rc/stderr/stdout +############################################################################### +ssh_opts=(-o StrictHostKeyChecking=no + -o NumberOfPasswordPrompts=1 # allow sshpass to answer exactly once + -o LogLevel=ERROR) + +run_remote () { # $1 host $2 command + local host=$1 cmd=$2 rc + if sshpass -p "$PASSWORD" ssh "${ssh_opts[@]}" "$host" "$cmd"; then + rc=0 + else + rc=$? + fi + return $rc +} + +############################################################################### +# Phase 1 – kill exo everywhere (parallel) +############################################################################### +echo "=== Stage 1: killing exo on ${#HOSTS[@]} host(s) ===" +fail=0 +for h in "${HOSTS[@]}"; do + ( + run_remote "$h" 'pkill -f exo || true' + ) || fail=1 & +done +wait +(( fail == 0 )) || { echo "❌ Some hosts could not be reached—check password or SSH access."; exit 1; } +echo "✓ exo processes killed on all reachable hosts." + +############################################################################### +# Phase 2 – start new exo processes (parallel, with sudo -S) +############################################################################### +echo "=== Stage 2: starting new exo processes ===" +fail=0 +for i in "${!HOSTS[@]}"; do + h=${HOSTS[$i]} + + # one liner that pre-caches sudo and then runs the script + if [[ $i -eq 0 ]]; then + remote_cmd="cd ~/exo && ./run.sh -c" + else + remote_cmd="cd ~/exo && ./run.sh -rc" + fi + + ( run_remote "$h" "$remote_cmd" ) || fail=1 & +done +wait +(( fail == 0 )) && echo "🎉 Deployment finished!" || \ + { echo "⚠️ Some starts failed—see above."; exit 1; } diff --git a/scp_repo.sh b/scp_repo.sh new file mode 100755 index 00000000..a38f58ec --- /dev/null +++ b/scp_repo.sh @@ -0,0 +1,65 @@ +#!/usr/bin/env bash +# bulk_scp.sh — Sync a local repo to many hosts, respecting .gitignore and continuing even if +# some hosts fail. Tested on macOS Bash 3.x. +# +# ------------ User-tunable variables ------------ +LOCAL_DIR="." # Local directory you want to send +REMOTE_DIR="~/exo" # Destination directory on the remote machines +HOSTS_FILE="hosts.json" # JSON array of hosts (["user@ip", ...]) +# ------------ End of user-tunable section ------- + +set -uo pipefail # Treat unset vars as error; fail pipelines, but we handle exit codes ourselves + +if [ "$#" -ne 1 ]; then + echo "Usage: $0 " >&2 + exit 1 +fi +PASSWORD="$1" + +# Dependency checks +for cmd in sshpass jq rsync git; do + if ! command -v "$cmd" >/dev/null 2>&1; then + echo "Error: $cmd is required but not installed." >&2 + exit 1 + fi +done + +# Verify hosts file exists +if [ ! -f "$HOSTS_FILE" ]; then + echo "Error: Hosts file '$HOSTS_FILE' not found." >&2 + exit 1 +fi + +# Build a temporary exclude file containing every Git‑ignored path +EXCLUDE_FILE=$(mktemp) +trap 'rm -f "$EXCLUDE_FILE"' EXIT + +if git -C "$LOCAL_DIR" rev-parse --is-inside-work-tree >/dev/null 2>&1; then + git -C "$LOCAL_DIR" ls-files -z -o -i --exclude-standard \ + | tr '\0' '\n' > "$EXCLUDE_FILE" +else + # Fallback: just use top‑level .gitignore if present + [ -f "$LOCAL_DIR/.gitignore" ] && cat "$LOCAL_DIR/.gitignore" > "$EXCLUDE_FILE" +fi + +# Iterate over hosts — process substitution keeps stdin free for rsync/ssh +while IFS= read -r TARGET || [ -n "$TARGET" ]; do + [ -z "$TARGET" ] && continue # skip blanks + echo "\n—— Syncing $LOCAL_DIR → $TARGET:$REMOTE_DIR ——" + +# # Ensure remote directory exists (ignore failure but report) +# if ! sshpass -p "$PASSWORD" ssh -o StrictHostKeyChecking=no "$TARGET" "mkdir -p $REMOTE_DIR" &2 +# continue # move on to next host +# fi + + # Rsync with checksums; redirect stdin so rsync/ssh can't eat host list + if sshpass -p "$PASSWORD" rsync -azc --delete --exclude-from="$EXCLUDE_FILE" \ + -e "ssh -o StrictHostKeyChecking=no" \ + "$LOCAL_DIR/" "$TARGET:$REMOTE_DIR/" &2 + fi + +done < <(jq -r '.[]' "$HOSTS_FILE") diff --git a/scripts_guide.txt b/scripts_guide.txt new file mode 100644 index 00000000..5e3d6bde --- /dev/null +++ b/scripts_guide.txt @@ -0,0 +1,22 @@ +you have 2 scripts now added: + 1. scp_repo.sh that you call like "./scp_repo.sh {password}" +where password is the password for the studios. call this from the +root of the repo and it will send any differences in your local repo +to the machines. this should only be needed when things changed + 2. run_remote.sh, also called like "./run_remote.sh {password}" +which kills all running exo process and starts new ones with fresh dbs + +both of these use the file hosts.json which is a json list of strings +of the form user@ip where you need to put the studios with their username +and THUNDERBOLT ips (get these manually from the machines after all of +them and your laptop are hooked up via tb5 and have ips on the thunderbolt +bridge in settings>network). the order here doesn't matter EXCEPT for the +first entry which will be the master. so the script runs ./run.sh -c on the +first entry in that list and ./run.sh -rc on all the others + + +separately, there is now a nodes.json which is also a list of strings but this +time of the node ids of the machines (the uuid that gets generated in python +and printed when the process starts etc). here you do need them in the exact +order the machines are connected in via thunderbolt. this is used to prefer +spawning models across machines 1-2 and then 3-4 in that order if doable \ No newline at end of file diff --git a/shared/models/model_cards.py b/shared/models/model_cards.py index 8f2dcd2c..62165ee1 100644 --- a/shared/models/model_cards.py +++ b/shared/models/model_cards.py @@ -66,7 +66,7 @@ MODEL_CARDS: dict[str, ModelCard] = { metadata=ModelMetadata( model_id="mlx-community/DeepSeek-R1-0528-8bit", pretty_name="DeepSeek R1 671B (8-bit)", - storage_size_kilobytes=754706307, + storage_size_kilobytes=754998771712//1024, n_layers=61, ), ), diff --git a/shared/types/api.py b/shared/types/api.py index cdf9913e..a166866d 100644 --- a/shared/types/api.py +++ b/shared/types/api.py @@ -28,6 +28,7 @@ class ModelList(BaseModel): class ChatCompletionMessage(BaseModel): role: Literal["system", "user", "assistant", "developer", "tool", "function"] content: str | None = None + thinking: str | None = None # Added for GPT-OSS harmony format support name: str | None = None tool_calls: list[dict[str, Any]] | None = None tool_call_id: str | None = None diff --git a/shared/types/worker/commands_runner.py b/shared/types/worker/commands_runner.py index 3ca0bf22..0cf2f89c 100644 --- a/shared/types/worker/commands_runner.py +++ b/shared/types/worker/commands_runner.py @@ -101,8 +101,7 @@ class ErrorResponse(BaseRunnerResponse[RunnerResponseType.ErrorResponse]): ) error_type: str error_message: str - traceback: str | None = None - + traceback: str RunnerResponse = Annotated[ InitializedResponse | GenerationResponse | PrintResponse | FinishedResponse | ErrorResponse, diff --git a/shared/types/worker/common.py b/shared/types/worker/common.py index 7eb298c8..2d22785c 100644 --- a/shared/types/worker/common.py +++ b/shared/types/worker/common.py @@ -1,5 +1,4 @@ from enum import Enum -from typing import Optional from shared.types.common import ID @@ -19,8 +18,8 @@ class NodeStatus(str, Enum): class RunnerError(Exception): """Exception raised when the runner process encounters an error.""" - def __init__(self, error_type: str, error_message: str, traceback: Optional[str] = None): + def __init__(self, error_type: str, error_message: str, traceback: str): self.error_type = error_type self.error_message = error_message self.traceback = traceback - super().__init__(f"{error_type}: {error_message}") \ No newline at end of file + super().__init__(f"{error_type}: {error_message}. Traceback: {traceback}") \ No newline at end of file diff --git a/uv.lock b/uv.lock index 68365b4f..9a0ec757 100644 --- a/uv.lock +++ b/uv.lock @@ -382,15 +382,17 @@ dependencies = [ { name = "mlx", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "mlx-lm", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "psutil", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "transformers", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] [package.metadata] requires-dist = [ { name = "exo-shared", editable = "shared" }, { name = "huggingface-hub", specifier = ">=0.33.4" }, - { name = "mlx", specifier = "==0.26.3" }, - { name = "mlx-lm", specifier = ">=0.25.3" }, + { name = "mlx", specifier = ">=0.26.3" }, + { name = "mlx-lm", git = "https://github.com/ml-explore/mlx-lm.git" }, { name = "psutil", specifier = ">=7.0.0" }, + { name = "transformers", specifier = ">=4.55.0" }, ] [[package]] @@ -539,7 +541,7 @@ wheels = [ [[package]] name = "huggingface-hub" -version = "0.33.4" +version = "0.34.3" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "filelock", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, @@ -551,9 +553,9 @@ dependencies = [ { name = "tqdm", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "typing-extensions", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] -sdist = { url = "https://files.pythonhosted.org/packages/4b/9e/9366b7349fc125dd68b9d384a0fea84d67b7497753fe92c71b67e13f47c4/huggingface_hub-0.33.4.tar.gz", hash = "sha256:6af13478deae120e765bfd92adad0ae1aec1ad8c439b46f23058ad5956cbca0a", size = 426674, upload-time = "2025-07-11T12:32:48.694Z" } +sdist = { url = "https://files.pythonhosted.org/packages/91/b4/e6b465eca5386b52cf23cb6df8644ad318a6b0e12b4b96a7e0be09cbfbcc/huggingface_hub-0.34.3.tar.gz", hash = "sha256:d58130fd5aa7408480681475491c0abd7e835442082fbc3ef4d45b6c39f83853", size = 456800, upload-time = "2025-07-29T08:38:53.885Z" } wheels = [ - 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line: str = line_bytes.decode("utf-8").strip() - - if not line: + if not line_bytes: + # return None raise EOFError("No more data to read when reading response from runner") + line: str = line_bytes.decode("utf-8").strip() + try: return RunnerResponseTypeAdapter.validate_json(line) except Exception as err: diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py index d9945a4c..185889e5 100644 --- a/worker/runner/runner_supervisor.py +++ b/worker/runner/runner_supervisor.py @@ -1,5 +1,6 @@ import asyncio import contextlib +import time import traceback from collections.abc import AsyncGenerator from logging import Logger @@ -55,13 +56,13 @@ class RunnerSupervisor: self.hosts: list[Host] = hosts self.runner_process: asyncio.subprocess.Process = runner_process self.running: bool = True - self.stderr_task = asyncio.create_task(self._watch_stderr(logger)) + + self.stderr_queue = asyncio.Queue[tuple[float, str]]() + self.stderr_task = asyncio.create_task(self._watch_stderr(logger, self.stderr_queue)) self.running_task: asyncio.Task[None] = asyncio.create_task( self._watch_runner() ) self.logger = logger - self.stderr_buffer: list[str] = [] # Accumulate stderr lines - self.crash_detected: bool = False self.returncode: int | None = None self.stderr_outpu: str | None = None @@ -78,6 +79,7 @@ class RunnerSupervisor: The .create() classmethod pattern is used to ensure the constructor is asynchronous. """ cmd: list[str] = get_runner_command() + runner_process: asyncio.subprocess.Process = ( await asyncio.create_subprocess_exec( *cmd, @@ -87,6 +89,14 @@ class RunnerSupervisor: ) ) logger.info(f'initializing mlx instance with {model_shard_meta=}') + + self = cls( + model_shard_meta=model_shard_meta, + hosts=hosts, + runner_process=runner_process, + logger=logger, + ) + await supervisor_write_message( runner_process, SetupMessage( @@ -97,13 +107,19 @@ class RunnerSupervisor: async def read_initialization_message() -> None: while True: - line: RunnerResponse | None = await supervisor_read_response( - runner_process - ) - if line is None: - continue - elif isinstance(line, PrintResponse): - logger.info(line) + try: + line: RunnerResponse | None = await supervisor_read_response( + self.runner_process + ) + if line is None: + continue + except EOFError: + if not self.runner_process.returncode: + continue + raise await self._raise_crashed() from EOFError + + if isinstance(line, PrintResponse): + self.logger.info(f"runner printed: {line.text}") continue elif isinstance(line, ErrorResponse): raise RunnerError(line.error_type, line.error_message, line.traceback or "") @@ -117,12 +133,8 @@ class RunnerSupervisor: if not initialize_timeout: initialize_timeout = get_init_timeout(model_shard_meta) await asyncio.wait_for(read_initialization_message(), timeout=initialize_timeout) - return cls( - model_shard_meta=model_shard_meta, - hosts=hosts, - runner_process=runner_process, - logger=logger, - ) + + return self async def astop(self) -> None: # Cancel the stderr monitoring task @@ -189,45 +201,45 @@ class RunnerSupervisor: async def _watch_runner(self) -> None: returncode = await self.runner_process.wait() self.running = False + if returncode != 0: - self.crash_detected = True self.returncode = returncode # Will be picked up by _watch_stderr too - async def _watch_stderr(self, logger: Logger) -> None: + await self.astop() + + async def _watch_stderr(self, logger: Logger, stderr_queue: asyncio.Queue[tuple[float, str]]) -> None: assert self.runner_process.stderr is not None while self.running: try: line_bytes = await self.runner_process.stderr.readline() if not line_bytes: - break # EOF + break line = line_bytes.decode('utf-8').strip() - self.stderr_buffer.append(line) - logger.error(f"Runner stderr: {line}") - # Detect common crash patterns (extend as needed, e.g., for OOM: "Killed" or "Out of memory") - self.crash_detected = True - self.stderr_output = "\n".join(self.stderr_buffer) - logger.critical(f"Runner crash detected: {self.stderr_output}") - # Don't raise here—let callers (e.g., stream_response) detect via healthy/returncode + await stderr_queue.put((time.time(), line)) + logger.warning(f"Runner stderr read: {line}") except Exception as e: - logger.error(f"Error reading runner stderr: {e}") + logger.warning(f"Error reading runner stderr: {e}") break - # After EOF, inspect returncode for confirmation (Unix-like: negative == signal) - returncode = self.runner_process.returncode - if returncode is not None and returncode != 0: - self.crash_detected = True - self.returncode = returncode - self.stderr_output = "\n".join(self.stderr_buffer) + async def _raise_crashed(self) -> Exception: + await self.astop() - def _raise_if_crashed(self) -> None: - if self.crash_detected: - self.logger.error(f'Error {self.returncode}: {self.stderr_output}') - raise RunnerError( - error_type="RunnerCrash", - error_message=self.stderr_output, - traceback=traceback.format_exc(), - ) + # Accumulate all stderr messages from the queue + stderr_output = '' + while not self.stderr_queue.empty(): + try: + timestamp, line = self.stderr_queue.get_nowait() + stderr_output += f"[{timestamp}] {line}\n" + except asyncio.QueueEmpty: + break + + self.logger.error(f'Error {self.returncode}: {stderr_output}') + return RunnerError( + error_type="MLXCrash", + error_message=stderr_output, + traceback=traceback.format_exc(), + ) def __del__(self) -> None: if self.running: @@ -262,7 +274,7 @@ class RunnerSupervisor: async def stream_response( self, task: Task, - request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, # fyi this is async now + request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, ) -> AsyncGenerator[GenerationChunk]: """ Streams a chat request from the model. @@ -282,9 +294,11 @@ class RunnerSupervisor: # This is easy for now. If we need more reliability, the runner can have a new 'ready' message type. if request_started_callback is not None: await request_started_callback() - prefil_timeout = get_prefil_timeout(self.model_shard_meta) + prefil_timeout = get_prefil_timeout(task, self.model_shard_meta) token_timeout = get_token_generate_timeout(self.model_shard_meta) timeout = prefil_timeout + self.logger.info(f'starting chat completion with timeout {timeout}') + while True: try: line: RunnerResponse | None = await asyncio.wait_for(supervisor_read_response( @@ -292,13 +306,19 @@ class RunnerSupervisor: ), timeout=timeout) if line is None: continue - except (asyncio.TimeoutError, EOFError) as e: - self._raise_if_crashed() + except asyncio.TimeoutError as e: + self.logger.info(f'timed out from timeout duration {timeout} - {"prefil" if timeout == prefil_timeout else "decoding stage"}') + await self.astop() raise RunnerError( error_type=type(e).__name__, error_message=str(e), - traceback="", + traceback=traceback.format_exc(), ) from e + # TODO: change this to a return none instead of error coming from the supervisor_Read_respons3 + except EOFError as e: + if not self.runner_process.returncode: + continue + raise await self._raise_crashed() from e match line: case GenerationResponse(): yield TokenChunk( @@ -319,4 +339,4 @@ class RunnerSupervisor: self.logger.info(f"runner printed: {line.text}") case ErrorResponse(): await self.astop() - raise RunnerError(line.error_type, line.error_message, line.traceback or "") \ No newline at end of file + raise RunnerError(line.error_type, line.error_message, line.traceback) \ No newline at end of file diff --git a/worker/runner/utils.py b/worker/runner/utils.py index e89199bb..a3579ca1 100644 --- a/worker/runner/utils.py +++ b/worker/runner/utils.py @@ -1,6 +1,7 @@ import sys -from shared.constants import LB_DISK_GBPS, LB_MEMBW_GBPS, LB_TFLOPS +from shared.constants import LB_DISK_GBPS, LB_MEMBW_GBPS +from shared.types.tasks import Task from shared.types.worker.shards import ShardMetadata @@ -18,13 +19,20 @@ def get_init_timeout(model_shard_meta: ShardMetadata) -> float: return weights_size_kb / kbps_read + 2.0 -def get_prefil_timeout(model_shard_meta: ShardMetadata) -> float: - weights_size_gb = get_weights_size_kb(model_shard_meta) / (1024 * 1024) - - tokens = 1000 # constant for now - the prompt is only tokenized in the device... - prompt_gflops = tokens * weights_size_gb * 2 +def get_prefil_timeout(task: Task, model_shard_meta: ShardMetadata) -> float: + def get_prompt_str(task: Task) -> str: + messages = [x.content for x in task.task_params.messages if x.content] + return ''.join(messages) - return LB_TFLOPS / (1024 * prompt_gflops) * 3 + 10.0 + # TODO: made this timeout very long + tokens = len(get_prompt_str(task)) // 3 + 3000 # constant for now - the prompt is only tokenized in the device... + + # TODO: For now we just hack and assume we prefil at 10tok/s + return tokens * 0.1 + + # prompt_gflops = tokens * weights_size_gb * 2 + + # return LB_TFLOPS / (1024 * prompt_gflops) * 3 + 10.0 def get_token_generate_timeout(model_shard_meta: ShardMetadata) -> float: weights_size_kb = get_weights_size_kb(model_shard_meta) diff --git a/worker/tests/test_supervisor/test_supervisor_sad.py b/worker/tests/test_supervisor/test_supervisor_sad.py index 450612c3..40863786 100644 --- a/worker/tests/test_supervisor/test_supervisor_sad.py +++ b/worker/tests/test_supervisor/test_supervisor_sad.py @@ -90,4 +90,6 @@ async def test_supervisor_inference_timeout( task.task_params.messages[0].content = 'EXO RUNNER MUST TIMEOUT' with pytest.raises(RunnerError): async for _ in supervisor.stream_response(task): - pass \ No newline at end of file + pass + + await asyncio.sleep(0.1) \ No newline at end of file diff --git a/worker/worker.py b/worker/worker.py index 6ac3f47c..7b0c3969 100644 --- a/worker/worker.py +++ b/worker/worker.py @@ -348,7 +348,6 @@ class Worker: ## Operation Planner async def execute_op(self, op: RunnerOp) -> AsyncGenerator[Event, None]: - ## It would be great if we can get rid of this async for ... yield pattern. match op.op_type: case RunnerOpType.ASSIGN_RUNNER: event_generator = self._execute_assign_op(op) From a2a37c0ebec51af92657db8e0bd35dbe6674eaba Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Fri, 15 Aug 2025 15:23:20 +0100 Subject: [PATCH 149/224] discovery fixed Co-authored-by: Gelu Vrabie --- .DS_Store | Bin 10244 -> 0 bytes .gitignore | 6 +- hosts.json | 2 +- networking/forwarder/src/event_writer.go | 283 +++----- networking/forwarder/src/libp2p.go | 595 ++++++++------- networking/forwarder/src/node_id_exchange.go | 185 ----- .../forwarder/src/node_id_exchange_test.go | 111 --- networking/forwarder/src/tcp_agent.go | 678 ++++++++++++++++++ 8 files changed, 1072 insertions(+), 788 deletions(-) delete mode 100644 .DS_Store delete mode 100644 networking/forwarder/src/node_id_exchange.go delete mode 100644 networking/forwarder/src/node_id_exchange_test.go create mode 100644 networking/forwarder/src/tcp_agent.go diff --git a/.DS_Store b/.DS_Store deleted file mode 100644 index 7a04f4bd3b1a81b8e448d574b6527ad8d5c08949..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 10244 zcmeHMU2GIp6h3EKV1`n9%kQvQU8&)(i!RU~`Cs}cH0F18Aa=G(=;fJQ)9?F+S;&dhWfml`hDGnBv3SYC*{pLG!_TB{mY%iFr0pb9lQst7(qRVv(@8|WJqJ%9oNh0|}-gP|pkkqcRjv68a zA_O7?A_O7?A_V>q2vE-EMXixCx<&{@2t)`>Ai%#5ajIOVLOCX-_;k=kYyn7CQ?n>^ z&-e|=cqmh$9FvlIsGxKuDP1w#VxV-V_IPNQ3gwuT(j73|d|)^;hC37#v(xx-VGfv* zGP*_xLiJC0vHc*Kyo^d!^|a|T)ER1x`at@yS4sy)Q1IK0{C=+Wd7hIg-y4~|wpAKt^Ex~? zFl^V#3kTb@$mGC)?V4Vx-7C1JFMQLoL)BDmnCYXVYuZ{8@zrfD#}o0o;`u7eq zR`9JomSY5V(dsk;%O7TSJ}tH<>$$u0R*@DtkoBCxh)X^7S;NT|$k^KIIBEM4%O4D^ zV*$S#^1Xb}Aq)p?^5t#AY!3JD%>}mS`g^UsPg2v)&6*#(qjCAFHEkQWcJ=HUubo}T z>b1Gr5Mks7_Cedq?=$?Y<(js8sJ~>J!Qp|T?b{j0>T`_|OJirX@!GoCY{5cZA1q|- zqXj#7m^G@Z7;3TJpdB#j8FzUmAIwzQJ7iCj#PtS!KkwXcS*x|^1I2JrY=>;TS6i 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https://github.com/juspay/just-flake -just-flake.just \ No newline at end of file +just-flake.just +.DS_Store diff --git a/hosts.json b/hosts.json index fdf160cf..e8452a99 100644 --- a/hosts.json +++ b/hosts.json @@ -1 +1 @@ -["s13@169.254.249.73", "s14@169.254.69.217", "s15@169.254.165.26", "s16@169.254.29.77"] \ No newline at end of file +["s17@169.254.17.227", "s18@169.254.27.237"] \ No newline at end of file diff --git a/networking/forwarder/src/event_writer.go b/networking/forwarder/src/event_writer.go index 6465198d..34032f32 100644 --- a/networking/forwarder/src/event_writer.go +++ b/networking/forwarder/src/event_writer.go @@ -5,9 +5,8 @@ import ( "encoding/json" "fmt" "log" - "strconv" + "net" "sync" - "time" "github.com/google/uuid" "github.com/libp2p/go-libp2p/core/network" @@ -19,83 +18,69 @@ var ( eventsDBPath string eventsDB *sql.DB eventsDBMu sync.Mutex - - // Track connections to prevent duplicate events - connectionTracker = make(map[string]bool) - connTrackerMu sync.Mutex ) -// SetEventsDBPath sets the path to the events database func SetEventsDBPath(path string) { eventsDBMu.Lock() defer eventsDBMu.Unlock() eventsDBPath = path } -// Event types matching Python's _EventType enum const ( EventTypeTopologyEdgeCreated = "TopologyEdgeCreated" EventTypeTopologyEdgeDeleted = "TopologyEdgeDeleted" ) -// ConnectionProfile matches Python's ConnectionProfile (optional) type ConnectionProfile struct { Throughput float64 `json:"throughput"` Latency float64 `json:"latency"` Jitter float64 `json:"jitter"` } -// Multiaddr matches Python's Multiaddr structure type Multiaddr struct { Address string `json:"address"` IPv4Address string `json:"ipv4_address,omitempty"` + IPv6Address string `json:"ipv6_address,omitempty"` Port int `json:"port,omitempty"` + Transport string `json:"transport,omitempty"` // tcp/quic/ws/etc } -// Connection matches Python's Connection model type Connection struct { - LocalNodeID string `json:"local_node_id"` - SendBackNodeID string `json:"send_back_node_id"` - LocalMultiaddr Multiaddr `json:"local_multiaddr"` - SendBackMultiaddr Multiaddr `json:"send_back_multiaddr"` - ConnectionProfile *ConnectionProfile `json:"connection_profile"` + LocalNodeID string `json:"local_node_id"` + SendBackNodeID string `json:"send_back_node_id"` + LocalMultiaddr Multiaddr `json:"local_multiaddr"` + SendBackMultiaddr Multiaddr `json:"send_back_multiaddr"` + ConnectionProfile *ConnectionProfile `json:"connection_profile"` } -// TopologyEdgeCreated matches Python's TopologyEdgeCreated event type TopologyEdgeCreated struct { EventType string `json:"event_type"` EventID string `json:"event_id"` Edge Connection `json:"edge"` } -// TopologyEdgeDeleted matches Python's TopologyEdgeDeleted event type TopologyEdgeDeleted struct { EventType string `json:"event_type"` EventID string `json:"event_id"` Edge Connection `json:"edge"` } -// initEventsDB initializes the events database connection func initEventsDB() error { eventsDBMu.Lock() defer eventsDBMu.Unlock() - if eventsDB != nil { - return nil // Already initialized + return nil } - if eventsDBPath == "" { - return nil // No events DB configured + return nil } - - var err error - eventsDB, err = sql.Open("sqlite3", eventsDBPath) + db, err := sql.Open("sqlite3", eventsDBPath) if err != nil { return fmt.Errorf("failed to open events database: %w", err) } + eventsDB = db - // Create table if it doesn't exist (matching Python's schema) - createTableSQL := ` + const schema = ` CREATE TABLE IF NOT EXISTS events ( rowid INTEGER PRIMARY KEY AUTOINCREMENT, origin TEXT NOT NULL, @@ -108,34 +93,27 @@ func initEventsDB() error { CREATE INDEX IF NOT EXISTS idx_events_event_type ON events(event_type); CREATE INDEX IF NOT EXISTS idx_events_created_at ON events(created_at); ` - _, err = eventsDB.Exec(createTableSQL) - if err != nil { + if _, err := eventsDB.Exec(schema); err != nil { eventsDB.Close() eventsDB = nil return fmt.Errorf("failed to create events table: %w", err) } - return nil } -// writeEvent writes an event to the database func writeEvent(eventType string, eventData interface{}) error { if eventsDB == nil { if err := initEventsDB(); err != nil { return err } if eventsDB == nil { - return nil // No events DB configured + return nil } } - - // Serialize event data to JSON jsonData, err := json.Marshal(eventData) if err != nil { return fmt.Errorf("failed to marshal event data: %w", err) } - - // Extract event ID from the event data var eventID string switch e := eventData.(type) { case *TopologyEdgeCreated: @@ -145,170 +123,97 @@ func writeEvent(eventType string, eventData interface{}) error { default: eventID = uuid.New().String() } - - // Insert event into database - insertSQL := `INSERT INTO events (origin, event_type, event_id, event_data) VALUES (?, ?, ?, ?)` - _, err = eventsDB.Exec(insertSQL, GetNodeId(), eventType, eventID, string(jsonData)) - if err != nil { - return fmt.Errorf("failed to insert event: %w", err) - } - - return nil + const insert = `INSERT INTO events (origin, event_type, event_id, event_data) VALUES (?, ?, ?, ?)` + _, err = eventsDB.Exec(insert, GetNodeId(), eventType, eventID, string(jsonData)) + return err } -// NotifeeHandler implements the libp2p network.Notifiee interface -type NotifeeHandler struct{} - -// Listen is called when network starts listening on an addr -func (n *NotifeeHandler) Listen(net network.Network, ma multiaddr.Multiaddr) {} - -// ListenClose is called when network stops listening on an addr -func (n *NotifeeHandler) ListenClose(net network.Network, ma multiaddr.Multiaddr) {} - -// Connected is called when a connection is opened -func (n *NotifeeHandler) Connected(net network.Network, conn network.Conn) { - remotePeer := conn.RemotePeer() - localAddr := conn.LocalMultiaddr() - remoteAddr := conn.RemoteMultiaddr() - - // Check if we've already processed this connection - connKey := fmt.Sprintf("%s-%s", conn.LocalPeer(), remotePeer) - connTrackerMu.Lock() - if connectionTracker[connKey] { - connTrackerMu.Unlock() - log.Printf("Skipping duplicate connection event for %s", remotePeer) - return - } - connectionTracker[connKey] = true - connTrackerMu.Unlock() - - // Get the local node ID - localNodeID := GetNodeId() - - // Asynchronously exchange node IDs and write event - go func() { - mapper := GetNodeIDMapper() - - // Add a small delay to ensure both sides are ready - time.Sleep(100 * time.Millisecond) - - // Exchange node IDs - if err := mapper.ExchangeNodeID(remotePeer); err != nil { - log.Printf("Failed to exchange node ID with %s: %v", remotePeer, err) - // Don't write event if we can't get the node ID - return - } - - // Get the actual remote node ID - remoteNodeID, ok := mapper.GetNodeIDForPeer(remotePeer) - if !ok { - log.Printf("Node ID not found for peer %s after successful exchange", remotePeer) - return - } - - // Write edge created event with correct node IDs - writeEdgeCreatedEvent(localNodeID, remoteNodeID, localAddr, remoteAddr) - }() -} - -// Disconnected is called when a connection is closed -func (n *NotifeeHandler) Disconnected(net network.Network, conn network.Conn) { - remotePeer := conn.RemotePeer() - localAddr := conn.LocalMultiaddr() - remoteAddr := conn.RemoteMultiaddr() - - // Clear connection tracker - connKey := fmt.Sprintf("%s-%s", conn.LocalPeer(), remotePeer) - connTrackerMu.Lock() - delete(connectionTracker, connKey) - connTrackerMu.Unlock() - - // Get the actual node IDs (not peer IDs) - localNodeID := GetNodeId() - - // Get the remote node ID from the mapper - mapper := GetNodeIDMapper() - remoteNodeID, ok := mapper.GetNodeIDForPeer(remotePeer) - if !ok { - // Don't write event if we don't have the node ID mapping - log.Printf("No node ID mapping found for disconnected peer %s, skipping event", remotePeer) - mapper.RemoveMapping(remotePeer) - return - } - - // Clean up the mapping - mapper.RemoveMapping(remotePeer) - - // Create disconnection event - event := &TopologyEdgeDeleted{ - EventType: EventTypeTopologyEdgeDeleted, - EventID: uuid.New().String(), - Edge: Connection{ - LocalNodeID: localNodeID, - SendBackNodeID: remoteNodeID, - LocalMultiaddr: parseMultiaddr(localAddr), - SendBackMultiaddr: parseMultiaddr(remoteAddr), - ConnectionProfile: nil, - }, - } - - // Write event to database - if err := writeEvent(EventTypeTopologyEdgeDeleted, event); err != nil { - log.Printf("Failed to write edge deleted event: %v", err) - } else { - log.Printf("Wrote edge deleted event: %s -> %s", localNodeID, remoteNodeID) - } -} - -// OpenedStream is called when a stream is opened -func (n *NotifeeHandler) OpenedStream(net network.Network, str network.Stream) {} - -// ClosedStream is called when a stream is closed -func (n *NotifeeHandler) ClosedStream(net network.Network, str network.Stream) {} - -// parseMultiaddr converts a libp2p multiaddr to our Multiaddr struct -func parseMultiaddr(ma multiaddr.Multiaddr) Multiaddr { - result := Multiaddr{ - Address: ma.String(), - } - - // Extract IPv4 address if present - if ipStr, err := ma.ValueForProtocol(multiaddr.P_IP4); err == nil { - result.IPv4Address = ipStr - } - - // Extract port if present - if portStr, err := ma.ValueForProtocol(multiaddr.P_TCP); err == nil { - if port, err := strconv.Atoi(portStr); err == nil { - result.Port = port - } - } - - return result -} - -// writeEdgeCreatedEvent writes a topology edge created event -func writeEdgeCreatedEvent(localNodeID, remoteNodeID string, localAddr, remoteAddr multiaddr.Multiaddr) { +var WriteEdgeCreatedEvent = func(localNodeID, remoteNodeID, localIP, remoteIP, proto string) { event := &TopologyEdgeCreated{ EventType: EventTypeTopologyEdgeCreated, EventID: uuid.New().String(), Edge: Connection{ - LocalNodeID: localNodeID, - SendBackNodeID: remoteNodeID, - LocalMultiaddr: parseMultiaddr(localAddr), - SendBackMultiaddr: parseMultiaddr(remoteAddr), + LocalNodeID: localNodeID, + SendBackNodeID: remoteNodeID, + LocalMultiaddr: Multiaddr{ + Address: fmt.Sprintf("/ip4/%s/tcp/7847", localIP), + IPv4Address: localIP, + Port: 7847, + Transport: proto, + }, + SendBackMultiaddr: Multiaddr{ + Address: fmt.Sprintf("/ip4/%s/tcp/7847", remoteIP), + IPv4Address: remoteIP, + Port: 7847, + Transport: proto, + }, ConnectionProfile: nil, }, } - if err := writeEvent(EventTypeTopologyEdgeCreated, event); err != nil { log.Printf("Failed to write edge created event: %v", err) } else { - log.Printf("Wrote edge created event: %s -> %s", localNodeID, remoteNodeID) + log.Printf("Wrote TCP edge created event: %s -> %s (%s:%s)", localNodeID, remoteNodeID, remoteIP, proto) } } -// GetNotifee returns a singleton instance of the notifee handler -func GetNotifee() network.Notifiee { - return &NotifeeHandler{} -} \ No newline at end of file +var WriteEdgeDeletedEvent = func(localNodeID, remoteNodeID, localIP, remoteIP, proto string) { + event := &TopologyEdgeDeleted{ + EventType: EventTypeTopologyEdgeDeleted, + EventID: uuid.New().String(), + Edge: Connection{ + LocalNodeID: localNodeID, + SendBackNodeID: remoteNodeID, + LocalMultiaddr: Multiaddr{ + Address: fmt.Sprintf("/ip4/%s/tcp/7847", localIP), + IPv4Address: localIP, + Port: 7847, + Transport: proto, + }, + SendBackMultiaddr: Multiaddr{ + Address: fmt.Sprintf("/ip4/%s/tcp/7847", remoteIP), + IPv4Address: remoteIP, + Port: 7847, + Transport: proto, + }, + ConnectionProfile: nil, + }, + } + if err := writeEvent(EventTypeTopologyEdgeDeleted, event); err != nil { + log.Printf("Failed to write edge deleted event: %v", err) + } else { + log.Printf("Wrote TCP edge deleted event: %s -> %s (%s:%s)", localNodeID, remoteNodeID, remoteIP, proto) + } +} + +type NotifeeHandler struct{} + +func (n *NotifeeHandler) Listen(net network.Network, ma multiaddr.Multiaddr) {} +func (n *NotifeeHandler) ListenClose(net network.Network, ma multiaddr.Multiaddr) {} +func (n *NotifeeHandler) Connected(netw network.Network, conn network.Conn) { + pid := conn.RemotePeer() + rawR := conn.RemoteMultiaddr() + + if node != nil && node.ConnManager() != nil { + node.ConnManager().Protect(pid, "multipath-"+hostTransportKey(rawR)) + } + + if ipStr, err := rawR.ValueForProtocol(multiaddr.P_IP4); err == nil && ipStr != "" { + if ip := net.ParseIP(ipStr); ip != nil { + GetTCPAgent().UpdateDiscoveredIPs(pid, []net.IP{ip}) + } + } +} +func (n *NotifeeHandler) Disconnected(net network.Network, conn network.Conn) { + pid := conn.RemotePeer() + rawR := conn.RemoteMultiaddr() + + if node != nil && node.ConnManager() != nil { + tag := "multipath-" + hostTransportKey(rawR) + node.ConnManager().Unprotect(pid, tag) + } +} +func (n *NotifeeHandler) OpenedStream(net network.Network, str network.Stream) {} +func (n *NotifeeHandler) ClosedStream(net network.Network, str network.Stream) {} + +func GetNotifee() network.Notifiee { return &NotifeeHandler{} } diff --git a/networking/forwarder/src/libp2p.go b/networking/forwarder/src/libp2p.go index 798cfcbd..2b802707 100644 --- a/networking/forwarder/src/libp2p.go +++ b/networking/forwarder/src/libp2p.go @@ -22,6 +22,7 @@ import ( "github.com/libp2p/go-libp2p/core/peerstore" "github.com/libp2p/go-libp2p/core/pnet" mdns "github.com/libp2p/go-libp2p/p2p/discovery/mdns" + connmgr "github.com/libp2p/go-libp2p/p2p/net/connmgr" "github.com/libp2p/go-libp2p/p2p/security/noise" "github.com/multiformats/go-multiaddr" ) @@ -29,37 +30,41 @@ import ( var node host.Host var ps *pubsub.PubSub var mdnsSer mdns.Service + var once sync.Once var mu sync.Mutex var refCount int var topicsMap = make(map[string]*pubsub.Topic) -// Connection retry state tracking type peerConnState struct { retryCount int lastAttempt time.Time } -var peerLastAddrs = make(map[peer.ID][]multiaddr.Multiaddr) -var addrsMu sync.Mutex - -var connecting = make(map[peer.ID]bool) -var connMu sync.Mutex -var peerRetryState = make(map[peer.ID]*peerConnState) -var retryMu sync.Mutex - -const ( - maxRetries = 5 // Increased for more tolerance to transient failures - initialBackoff = 2 * time.Second - maxBackoff = 33 * time.Second - retryResetTime = 1 * time.Minute // Reduced for faster recovery after max retries -) - -type discoveryNotifee struct { - h host.Host +type peerAddrKey struct { + id peer.ID + addr string // host+transport key (IP|transport) } -// sortAddrs returns a sorted copy of addresses for comparison +var ( + peerRetryState = make(map[peerAddrKey]*peerConnState) + retryMu sync.Mutex + + connecting = make(map[peerAddrKey]bool) + connMu sync.Mutex + + mdnsRestartMu sync.Mutex + lastMdnsRestart time.Time + restartPending bool + minRestartSpacing = 2 * time.Second +) + +const ( + connectTimeout = 25 * time.Second + mdnsFastInterval = 1 * time.Second + mdnsSlowInterval = 30 * time.Second +) + func sortAddrs(addrs []multiaddr.Multiaddr) []multiaddr.Multiaddr { s := make([]multiaddr.Multiaddr, len(addrs)) copy(s, addrs) @@ -69,7 +74,6 @@ func sortAddrs(addrs []multiaddr.Multiaddr) []multiaddr.Multiaddr { return s } -// addrsChanged checks if two address sets differ func addrsChanged(a, b []multiaddr.Multiaddr) bool { if len(a) != len(b) { return true @@ -84,46 +88,73 @@ func addrsChanged(a, b []multiaddr.Multiaddr) bool { return false } -// isAddressValid checks if an address should be used for connections +func canonicalAddr(a multiaddr.Multiaddr) string { + cs := multiaddr.Split(a) + out := make([]multiaddr.Multiaddrer, 0, len(cs)) + for _, c := range cs { + for _, p := range c.Protocols() { + if p.Code == multiaddr.P_P2P { + goto NEXT + } + } + out = append(out, c.Multiaddr()) + NEXT: + } + return multiaddr.Join(out...).String() +} + +func ipString(a multiaddr.Multiaddr) string { + if v, err := a.ValueForProtocol(multiaddr.P_IP4); err == nil { + return v + } + if v, err := a.ValueForProtocol(multiaddr.P_IP6); err == nil { + return v + } + return "" +} + +func hostTransportKey(a multiaddr.Multiaddr) string { + ip := ipString(a) + t := "tcp" + if _, err := a.ValueForProtocol(multiaddr.P_QUIC_V1); err == nil { + t = "quic" + } + if _, err := a.ValueForProtocol(multiaddr.P_WS); err == nil { + t = "ws" + } + return ip + "|" + t +} + func isAddressValid(addr multiaddr.Multiaddr) bool { - // Allow loopback for testing if env var is set allowLoopback := os.Getenv("FORWARDER_ALLOW_LOOPBACK") == "true" - // Check IPv4 addresses - ipStr, err := addr.ValueForProtocol(multiaddr.P_IP4) - if err == nil && ipStr != "" { + if ipStr, err := addr.ValueForProtocol(multiaddr.P_IP4); err == nil && ipStr != "" { ip := net.ParseIP(ipStr) if ip == nil { return false } - // Filter out loopback, unspecified addresses (unless testing) if !allowLoopback && (ip.IsLoopback() || ip.IsUnspecified()) { return false } if ip.IsUnspecified() { return false } - // Filter out common VPN ranges (Tailscale uses 100.64.0.0/10) - if ip.To4() != nil && ip.To4()[0] == 100 && ip.To4()[1] >= 64 && ip.To4()[1] <= 127 { + if b := ip.To4(); b != nil && b[0] == 100 && b[1] >= 64 && b[1] <= 127 { return false } } - // Check IPv6 addresses - ipStr, err = addr.ValueForProtocol(multiaddr.P_IP6) - if err == nil && ipStr != "" { + if ipStr, err := addr.ValueForProtocol(multiaddr.P_IP6); err == nil && ipStr != "" { ip := net.ParseIP(ipStr) if ip == nil { return false } - // Filter out loopback, unspecified addresses (unless testing) if !allowLoopback && (ip.IsLoopback() || ip.IsUnspecified()) { return false } if ip.IsUnspecified() { return false } - // Filter out Tailscale IPv6 (fd7a:115c:a1e0::/48) if strings.HasPrefix(strings.ToLower(ipStr), "fd7a:115c:a1e0:") { return false } @@ -132,7 +163,6 @@ func isAddressValid(addr multiaddr.Multiaddr) bool { return true } -// customInterfaceAddresses returns IPs only from interfaces that are up and running (has link) func customInterfaceAddresses() ([]net.IP, error) { var ips []net.IP ifaces, err := net.Interfaces() @@ -140,15 +170,15 @@ func customInterfaceAddresses() ([]net.IP, error) { return nil, err } for _, ifi := range ifaces { - if ifi.Flags&net.FlagUp == 0 || ifi.Flags&net.FlagRunning == 0 { + if ifi.Flags&net.FlagUp == 0 { continue } addrs, err := ifi.Addrs() if err != nil { return nil, err } - for _, addr := range addrs { - if ipnet, ok := addr.(*net.IPNet); ok && ipnet.IP != nil { + for _, a := range addrs { + if ipnet, ok := a.(*net.IPNet); ok && ipnet.IP != nil { ips = append(ips, ipnet.IP) } } @@ -156,7 +186,6 @@ func customInterfaceAddresses() ([]net.IP, error) { return ips, nil } -// customAddrsFactory expands wildcard listen addrs to actual IPs on up+running interfaces, then filters func customAddrsFactory(listenAddrs []multiaddr.Multiaddr) []multiaddr.Multiaddr { ips, err := customInterfaceAddresses() if err != nil { @@ -177,22 +206,19 @@ func customAddrsFactory(listenAddrs []multiaddr.Multiaddr) []multiaddr.Multiaddr } code := protos[0].Code val, err := first.ValueForProtocol(code) - var isWildcard bool - if err == nil && ((code == multiaddr.P_IP4 && val == "0.0.0.0") || (code == multiaddr.P_IP6 && val == "::")) { - isWildcard = true - } + isWildcard := (err == nil && + ((code == multiaddr.P_IP4 && val == "0.0.0.0") || + (code == multiaddr.P_IP6 && val == "::"))) if isWildcard { - // Expand to each valid IP for _, ip := range ips { - var pcodeStr string + var pcode string if ip.To4() != nil { - pcodeStr = "4" + pcode = "4" } else { - pcodeStr = "6" + pcode = "6" } - newIPStr := "/ip" + pcodeStr + "/" + ip.String() - newIPMA, err := multiaddr.NewMultiaddr(newIPStr) + newIPMA, err := multiaddr.NewMultiaddr("/ip" + pcode + "/" + ip.String()) if err != nil { continue } @@ -201,9 +227,9 @@ func customAddrsFactory(listenAddrs []multiaddr.Multiaddr) []multiaddr.Multiaddr for _, c := range comps[1:] { newComps = append(newComps, c.Multiaddr()) } - newa := multiaddr.Join(newComps...) - if isAddressValid(newa) { - advAddrs = append(advAddrs, newa) + newAddr := multiaddr.Join(newComps...) + if isAddressValid(newAddr) { + advAddrs = append(advAddrs, newAddr) } } } else if isAddressValid(la) { @@ -213,159 +239,128 @@ func customAddrsFactory(listenAddrs []multiaddr.Multiaddr) []multiaddr.Multiaddr return advAddrs } +type discoveryNotifee struct{ h host.Host } + func (n *discoveryNotifee) HandlePeerFound(pi peer.AddrInfo) { log.Printf("mDNS discovered peer %s with %d addresses", pi.ID, len(pi.Addrs)) - // Check if already connected first - if n.h.Network().Connectedness(pi.ID) == network.Connected { - log.Printf("Already connected to peer %s", pi.ID) + var ipList []string + for _, a := range pi.Addrs { + if v := ipString(a); v != "" { + ipList = append(ipList, v) + } + } + if len(ipList) > 0 { + log.Printf("mDNS %s IPs: %s", pi.ID, strings.Join(ipList, ", ")) + } + + var filtered []multiaddr.Multiaddr + var ips []net.IP + for _, a := range pi.Addrs { + if isAddressValid(a) { + filtered = append(filtered, a) + + if ipStr := ipString(a); ipStr != "" { + if ip := net.ParseIP(ipStr); ip != nil { + ips = append(ips, ip) + } + } + } + } + if len(filtered) == 0 { + log.Printf("No valid addrs for %s", pi.ID) return } - // Clear any existing addresses for this peer to ensure we use only fresh ones from mDNS ps := n.h.Peerstore() - ps.ClearAddrs(pi.ID) - log.Printf("Cleared old addresses for peer %s", pi.ID) + ps.AddAddrs(pi.ID, filtered, peerstore.TempAddrTTL) - // During normal operation, only higher ID connects to avoid double connections - // But if we have retry state for this peer, both sides should attempt - // Also, if we have no connections at all, both sides should attempt - retryMu.Lock() - _, hasRetryState := peerRetryState[pi.ID] - retryMu.Unlock() - - // Check if we should skip based on ID comparison - // Skip only if we have a higher ID, no retry state, and we already have connections - if n.h.ID() >= pi.ID && !hasRetryState && len(n.h.Network().Peers()) > 0 { - log.Printf("Skipping initial connection to peer %s (lower ID)", pi.ID) - return + tcpAgent := GetTCPAgent() + if len(ips) > 0 { + tcpAgent.UpdateDiscoveredIPs(pi.ID, ips) } - // Filter addresses before attempting connection - var filteredAddrs []multiaddr.Multiaddr - for _, addr := range pi.Addrs { - if isAddressValid(addr) { - filteredAddrs = append(filteredAddrs, addr) - log.Printf("Valid address for %s: %s", pi.ID, addr) - } else { - log.Printf("Filtered out address for %s: %s", pi.ID, addr) + existing := make(map[string]struct{}) + for _, c := range n.h.Network().ConnsToPeer(pi.ID) { + if cm, ok := c.(network.ConnMultiaddrs); ok { + existing[hostTransportKey(cm.RemoteMultiaddr())] = struct{}{} } } - if len(filteredAddrs) == 0 { - log.Printf("No valid addresses for peer %s after filtering, skipping connection attempt", pi.ID) - return - } - - // Check for address changes and reset retries if changed - addrsMu.Lock() - lastAddrs := peerLastAddrs[pi.ID] - addrsMu.Unlock() - if addrsChanged(lastAddrs, filteredAddrs) { - log.Printf("Detected address change for peer %s, resetting retry count", pi.ID) - retryMu.Lock() - if state, ok := peerRetryState[pi.ID]; ok { - state.retryCount = 0 + for _, a := range filtered { + if _, seen := existing[hostTransportKey(a)]; seen { + continue } - retryMu.Unlock() - // Update last known addresses - addrsMu.Lock() - peerLastAddrs[pi.ID] = append([]multiaddr.Multiaddr(nil), filteredAddrs...) // Copy - addrsMu.Unlock() + go n.connectWithRetryToAddr(pi.ID, a) } - - pi.Addrs = filteredAddrs - - // Add the filtered addresses to the peerstore with a reasonable TTL - ps.AddAddrs(pi.ID, filteredAddrs, peerstore.TempAddrTTL) - - // Attempt connection with retry logic - go n.connectWithRetry(pi) } -func (n *discoveryNotifee) connectWithRetry(pi peer.AddrInfo) { - // Serialize connection attempts per peer +func (n *discoveryNotifee) connectWithRetryToAddr(pid peer.ID, addr multiaddr.Multiaddr) { + key := peerAddrKey{pid, hostTransportKey(addr)} + connMu.Lock() - if connecting[pi.ID] { + if connecting[key] { connMu.Unlock() - log.Printf("Already connecting to peer %s, skipping duplicate attempt", pi.ID) return } - connecting[pi.ID] = true + connecting[key] = true connMu.Unlock() defer func() { connMu.Lock() - delete(connecting, pi.ID) + delete(connecting, key) connMu.Unlock() }() retryMu.Lock() - state, exists := peerRetryState[pi.ID] - if !exists { + state, ok := peerRetryState[key] + if !ok { state = &peerConnState{} - peerRetryState[pi.ID] = state + peerRetryState[key] = state } - - // Check if we've exceeded max retries - if state.retryCount >= maxRetries { - // Check if enough time has passed to reset retry count - if time.Since(state.lastAttempt) > retryResetTime { - state.retryCount = 0 - log.Printf("Reset retry count for peer %s due to time elapsed", pi.ID) - } else { - retryMu.Unlock() - log.Printf("Max retries reached for peer %s, skipping", pi.ID) - return - } + backoff := time.Duration(1< maxBackoff { + backoff = maxBackoff } - - // Calculate backoff duration - backoffDuration := time.Duration(1< maxBackoff { - backoffDuration = maxBackoff - } - - // Check if we need to wait before retrying - if state.retryCount > 0 && time.Since(state.lastAttempt) < backoffDuration { + if state.retryCount > 0 && time.Since(state.lastAttempt) < backoff { retryMu.Unlock() - log.Printf("Backoff active for peer %s, skipping attempt", pi.ID) return } - state.lastAttempt = time.Now() retryMu.Unlock() - ctx, cancel := context.WithTimeout(context.Background(), 30*time.Second) + ai := peer.AddrInfo{ID: pid, Addrs: []multiaddr.Multiaddr{addr}} + + ctx, cancel := context.WithTimeout(network.WithForceDirectDial(context.Background(), "ensure-multipath"), connectTimeout) defer cancel() - if err := n.h.Connect(ctx, pi); err != nil { - log.Printf("Failed to connect to %s (attempt %d/%d): %v", pi.ID, state.retryCount+1, maxRetries, err) + n.h.Peerstore().AddAddrs(pid, []multiaddr.Multiaddr{addr}, peerstore.TempAddrTTL) + if err := n.h.Connect(ctx, ai); err != nil { + log.Printf("Dial %s@%s failed (attempt %d): %v", pid, addr, state.retryCount+1, err) retryMu.Lock() state.retryCount++ retryMu.Unlock() - // Schedule retry if we haven't exceeded max attempts - if state.retryCount < maxRetries { - time.AfterFunc(backoffDuration, func() { - // Check if we're still not connected before retrying - if n.h.Network().Connectedness(pi.ID) != network.Connected { - n.connectWithRetry(pi) + time.AfterFunc(backoff, func() { + pathStillMissing := true + for _, c := range n.h.Network().ConnsToPeer(pid) { + if cm, ok := c.(network.ConnMultiaddrs); ok && + hostTransportKey(cm.RemoteMultiaddr()) == key.addr { + pathStillMissing = false + break } - }) - } - } else { - log.Printf("Successfully connected to %s", pi.ID) - - // Reset retry state on successful connection - retryMu.Lock() - delete(peerRetryState, pi.ID) - retryMu.Unlock() - addrsMu.Lock() - delete(peerLastAddrs, pi.ID) - addrsMu.Unlock() - log.Printf("Cleared last addresses for disconnected peer %s", pi.ID) + } + if pathStillMissing { + n.connectWithRetryToAddr(pid, addr) + } + }) + return } + + log.Printf("Connected to %s via %s", pid, addr) + retryMu.Lock() + delete(peerRetryState, key) + retryMu.Unlock() } func getPrivKey(nodeId string) (crypto.PrivKey, error) { @@ -380,7 +375,9 @@ func getPrivKey(nodeId string) (crypto.PrivKey, error) { func getNode(ctx context.Context) { once.Do(func() { nodeId := GetNodeId() + var opts []libp2p.Option + priv, err := getPrivKey(nodeId) if err != nil { log.Fatalf("failed to generate key: %v", err) @@ -392,31 +389,30 @@ func getNode(ctx context.Context) { psk := pnet.PSK(pskHash[:]) opts = append(opts, libp2p.PrivateNetwork(psk)) - // Performance optimizations - opts = append(opts, libp2p.ConnectionManager(nil)) // No connection limits - opts = append(opts, libp2p.EnableHolePunching()) // Better NAT traversal - opts = append(opts, libp2p.EnableRelay()) // Allow relaying + opts = append(opts, libp2p.EnableHolePunching()) + opts = append(opts, libp2p.EnableRelay()) - // Custom address factory to avoid advertising down interfaces opts = append(opts, libp2p.AddrsFactory(customAddrsFactory)) - node, err = libp2p.New(opts...) - if err != nil { - log.Fatalf("failed to create host: %v", err) + cm, _ := connmgr.NewConnManager(100, 1000, connmgr.WithGracePeriod(2*time.Minute)) + opts = append(opts, libp2p.ConnectionManager(cm)) + + var errNode error + node, errNode = libp2p.New(opts...) + if errNode != nil { + log.Fatalf("failed to create host: %v", errNode) } - // Configure GossipSub for better performance gossipOpts := []pubsub.Option{ - pubsub.WithMessageSigning(false), // Disable message signing for speed - pubsub.WithStrictSignatureVerification(false), // Disable signature verification - pubsub.WithMaxMessageSize(1024 * 1024), // 1MB max message size for batches - pubsub.WithValidateQueueSize(1000), // Larger validation queue - pubsub.WithPeerOutboundQueueSize(1000), // Larger peer queues + pubsub.WithMessageSigning(false), + pubsub.WithStrictSignatureVerification(false), + pubsub.WithMaxMessageSize(1024 * 1024), + pubsub.WithValidateQueueSize(1000), + pubsub.WithPeerOutboundQueueSize(1000), } - ps, err = pubsub.NewGossipSub(ctx, node, gossipOpts...) if err != nil { - node.Close() + _ = node.Close() log.Fatalf("failed to create pubsub: %v", err) } @@ -424,117 +420,144 @@ func getNode(ctx context.Context) { notifee := &discoveryNotifee{h: node} mdnsSer = mdns.NewMdnsService(node, rendezvous, notifee) if err := mdnsSer.Start(); err != nil { - node.Close() + _ = node.Close() log.Fatalf("failed to start mdns service: %v", err) } - // Register disconnect notifiee to clear stale addresses node.Network().Notify(&disconnectNotifee{}) - - // Register event notifiee to track topology changes node.Network().Notify(GetNotifee()) - - // Set up node ID mapper - GetNodeIDMapper().SetHost(node) - // Start a goroutine to periodically trigger mDNS discovery + tcpAgent := GetTCPAgent() + if err := tcpAgent.Start(ctx, node.ID()); err != nil { + log.Printf("Failed to start TCP agent: %v", err) + } + go periodicMDNSDiscovery() + go watchInterfacesAndKickMDNS() }) } -// periodicMDNSDiscovery ensures mDNS continues to work after network changes func periodicMDNSDiscovery() { - // Start with faster checks, then slow down - fastCheckDuration := 5 * time.Second - slowCheckDuration := 30 * time.Second - currentDuration := fastCheckDuration - noConnectionCount := 0 + current := mdnsSlowInterval + t := time.NewTicker(current) + defer t.Stop() - ticker := time.NewTicker(currentDuration) - defer ticker.Stop() + lastNoPeerRestart := time.Time{} - for range ticker.C { + for range t.C { if mdnsSer == nil || node == nil { return } - - // Log current connection status - peers := node.Network().Peers() - if len(peers) == 0 { - noConnectionCount++ - log.Printf("No connected peers (check #%d), mDNS service running: %v", noConnectionCount, mdnsSer != nil) - - // Force mDNS to re-announce when we have no peers - // This helps recovery after network interface changes - if noConnectionCount > 1 { // Skip first check to avoid unnecessary restart - forceRestartMDNS() + n := len(node.Network().Peers()) + if n == 0 { + if current != mdnsFastInterval { + current = mdnsFastInterval + t.Reset(current) } - - // Keep fast checking when disconnected - if currentDuration != fastCheckDuration { - currentDuration = fastCheckDuration - ticker.Reset(currentDuration) - log.Printf("Switching to fast mDNS checks (every %v)", currentDuration) + if time.Since(lastNoPeerRestart) > 5*time.Second { + forceRestartMDNS("no-peers") + lastNoPeerRestart = time.Now() } } else { - log.Printf("Currently connected to %d peers", len(peers)) - noConnectionCount = 0 - - // Switch to slow checking when connected - if currentDuration != slowCheckDuration { - currentDuration = slowCheckDuration - ticker.Reset(currentDuration) - log.Printf("Switching to slow mDNS checks (every %v)", currentDuration) + if current != mdnsSlowInterval { + current = mdnsSlowInterval + t.Reset(current) } } } } -// forceRestartMDNS restarts the mDNS service to force re-announcement -func forceRestartMDNS() { +func watchInterfacesAndKickMDNS() { + snap := interfacesSignature() + t := time.NewTicker(1 * time.Second) + defer t.Stop() + + for range t.C { + next := interfacesSignature() + if next != snap { + snap = next + kickMDNSBurst("iface-change") + } + } +} + +func kickMDNSBurst(reason string) { + forceRestartMDNS(reason) + time.AfterFunc(2*time.Second, func() { forceRestartMDNS(reason + "-stabilize-2s") }) + time.AfterFunc(6*time.Second, func() { forceRestartMDNS(reason + "-stabilize-6s") }) +} + +func interfacesSignature() string { + ifaces, _ := net.Interfaces() + var b strings.Builder + for _, ifi := range ifaces { + if ifi.Flags&net.FlagUp == 0 { + continue + } + addrs, _ := ifi.Addrs() + b.WriteString(ifi.Name) + b.WriteByte('|') + b.WriteString(ifi.Flags.String()) + for _, a := range addrs { + b.WriteByte('|') + b.WriteString(a.String()) + } + b.WriteByte(';') + } + return b.String() +} + +func forceRestartMDNS(reason string) { + mdnsRestartMu.Lock() + defer mdnsRestartMu.Unlock() + + now := time.Now() + if restartPending || now.Sub(lastMdnsRestart) < minRestartSpacing { + if !restartPending { + restartPending = true + wait := minRestartSpacing - now.Sub(lastMdnsRestart) + if wait < 0 { + wait = minRestartSpacing + } + time.AfterFunc(wait, func() { + forceRestartMDNS("coalesced") + }) + } + return + } + restartPending = false + lastMdnsRestart = now + mu.Lock() defer mu.Unlock() if mdnsSer != nil && node != nil { - log.Printf("Force restarting mDNS service for re-announcement") - oldMdns := mdnsSer + log.Printf("Restarting mDNS (%s)", reason) + old := mdnsSer rendezvous := "forwarder_network" notifee := &discoveryNotifee{h: node} newMdns := mdns.NewMdnsService(node, rendezvous, notifee) - if err := newMdns.Start(); err != nil { - log.Printf("Failed to restart mDNS service: %v", err) - } else { - oldMdns.Close() - mdnsSer = newMdns - log.Printf("Successfully restarted mDNS service") + log.Printf("Failed to restart mDNS: %v", err) + return } + _ = old.Close() + mdnsSer = newMdns + GetTCPAgent().OnInterfaceChange() + + retryMu.Lock() + peerRetryState = make(map[peerAddrKey]*peerConnState) + retryMu.Unlock() } } -// disconnectNotifee clears stale peer addresses on disconnect type disconnectNotifee struct{} func (d *disconnectNotifee) Connected(network.Network, network.Conn) {} func (d *disconnectNotifee) Disconnected(n network.Network, c network.Conn) { - p := c.RemotePeer() - ps := n.Peerstore() - - // Clear all addresses from peerstore to force fresh discovery on reconnect - ps.ClearAddrs(p) - - // Also clear retry state for this peer - retryMu.Lock() - delete(peerRetryState, p) - retryMu.Unlock() - - log.Printf("Cleared stale addresses and retry state for disconnected peer %s", p) - - // Try to restart mDNS discovery after a short delay to handle network interface changes go func() { - time.Sleep(2 * time.Second) - log.Printf("Triggering mDNS re-discovery after disconnect") - forceRestartMDNS() + time.Sleep(400 * time.Millisecond) + forceRestartMDNS("disconnect") }() } func (d *disconnectNotifee) OpenedStream(network.Network, network.Stream) {} @@ -551,7 +574,6 @@ type libP2PConnector struct { ctx context.Context cancel context.CancelFunc - // Async publishing writeChan chan RecordData batchSize int batchTimeout time.Duration @@ -571,7 +593,6 @@ func newLibP2PConnector(topic string, ctx context.Context, cancel context.Cancel } topicsMap[topic] = t } - t2, okResend := topicsMap[topic+"/resend"] if !okResend { t2, err = ps.Join(topic + "/resend") @@ -581,11 +602,10 @@ func newLibP2PConnector(topic string, ctx context.Context, cancel context.Cancel } topicsMap[topic+"/resend"] = t2 } - refCount++ mu.Unlock() - connector := &libP2PConnector{ + conn := &libP2PConnector{ topic: topic, top: t, topResend: t2, @@ -596,10 +616,8 @@ func newLibP2PConnector(topic string, ctx context.Context, cancel context.Cancel batchTimeout: 10 * time.Millisecond, workerPool: 5, } - - connector.startAsyncPublishers() - - return connector + conn.startAsyncPublishers() + return conn } func (c *libP2PConnector) tail(handler func(record RecordData) error) { @@ -631,8 +649,7 @@ func handleSub[T any](sub *pubsub.Subscription, ctx context.Context, handler fun return } var rec T - err = json.Unmarshal(msg.Data, &rec) - if err != nil { + if err := json.Unmarshal(msg.Data, &rec); err != nil { log.Printf("unmarshal error for topic %s: %v", sub.Topic(), err) continue } @@ -654,38 +671,31 @@ func handleRecordSub(sub *pubsub.Subscription, ctx context.Context, handler func log.Printf("subscription error for topic %s: %v", sub.Topic(), err) return } - - // Try to unmarshal as batch first var batch BatchRecord if err := json.Unmarshal(msg.Data, &batch); err == nil && len(batch.Records) > 0 { - // Handle batched records - for _, record := range batch.Records { + for _, r := range batch.Records { if handler != nil { - if err := handler(record); err != nil { + if err := handler(r); err != nil { log.Printf("handler error for batched record: %v", err) } } } continue } - - // Try to unmarshal as single record (backwards compatibility) - var record RecordData - if err := json.Unmarshal(msg.Data, &record); err == nil { + var single RecordData + if err := json.Unmarshal(msg.Data, &single); err == nil { if handler != nil { - if err := handler(record); err != nil { + if err := handler(single); err != nil { log.Printf("handler error for single record: %v", err) } } continue } - - log.Printf("failed to unmarshal message as batch or single record for topic %s", sub.Topic()) + log.Printf("failed to unmarshal message for topic %s", sub.Topic()) } } func (c *libP2PConnector) startAsyncPublishers() { - // Start worker pool for batched async publishing for i := 0; i < c.workerPool; i++ { go c.publishWorker() } @@ -699,36 +709,28 @@ func (c *libP2PConnector) publishWorker() { for { select { case <-c.ctx.Done(): - // Flush final batch if len(batch) > 0 { - err := c.publishBatch(batch) - if err != nil { + if err := c.publishBatch(batch); err != nil { log.Printf("Error publishing batch: %v", err) } } return - case record := <-c.writeChan: - batch = append(batch, record) - - // Check if we should flush + case r := <-c.writeChan: + batch = append(batch, r) if len(batch) >= c.batchSize { - err := c.publishBatch(batch) - if err != nil { + if err := c.publishBatch(batch); err != nil { log.Printf("Error publishing batch: %v", err) } batch = batch[:0] timer.Stop() } else if len(batch) == 1 { - // First record in batch, start timer timer.Reset(c.batchTimeout) } case <-timer.C: - // Timer expired, flush whatever we have if len(batch) > 0 { - err := c.publishBatch(batch) - if err != nil { + if err := c.publishBatch(batch); err != nil { log.Printf("Error publishing batch: %v", err) } batch = batch[:0] @@ -741,24 +743,15 @@ func (c *libP2PConnector) publishBatch(records []RecordData) error { if len(records) == 0 { return nil } - - // Create batch record - batchRecord := BatchRecord{Records: records} - - data, err := json.Marshal(batchRecord) + data, err := json.Marshal(BatchRecord{Records: records}) if err != nil { return err } - - // Publish with timeout to prevent blocking go func() { - pubCtx, pubCancel := context.WithTimeout(c.ctx, 100*time.Millisecond) - defer pubCancel() - - if err := c.top.Publish(pubCtx, data); err != nil { - if err != context.DeadlineExceeded { - log.Printf("Error publishing batch of %d records: %v", len(records), err) - } + pubCtx, cancel := context.WithTimeout(c.ctx, 100*time.Millisecond) + defer cancel() + if err := c.top.Publish(pubCtx, data); err != nil && err != context.DeadlineExceeded { + log.Printf("Error publishing batch of %d: %v", len(records), err) } }() return nil @@ -771,7 +764,6 @@ func (c *libP2PConnector) write(record RecordData) error { case <-c.ctx.Done(): return c.ctx.Err() default: - // Channel full, try to publish directly return c.publishSingle(record) } } @@ -813,8 +805,8 @@ func (c *libP2PConnector) close() error { if c.subResend != nil { c.subResend.Cancel() } + if closeHost { - // close all topics when shutting down host for _, top := range topicsMap { _ = top.Close() } @@ -832,19 +824,20 @@ func (c *libP2PConnector) close() error { mdnsSer = nil } + tcpAgent := GetTCPAgent() + if err := tcpAgent.Stop(); err != nil { + log.Printf("Error stopping TCP agent: %v", err) + } + var err error if node != nil { err = node.Close() } - node = nil ps = nil refCount = 0 once = sync.Once{} - return err } -func (c *libP2PConnector) getType() string { - return "libp2p" -} +func (c *libP2PConnector) getType() string { return "libp2p" } diff --git a/networking/forwarder/src/node_id_exchange.go b/networking/forwarder/src/node_id_exchange.go deleted file mode 100644 index e584f83a..00000000 --- a/networking/forwarder/src/node_id_exchange.go +++ /dev/null @@ -1,185 +0,0 @@ -package forwarder - -import ( - "bufio" - "context" - "encoding/json" - "fmt" - "log" - "sync" - "time" - - "github.com/libp2p/go-libp2p/core/host" - "github.com/libp2p/go-libp2p/core/network" - "github.com/libp2p/go-libp2p/core/peer" -) - -const ( - // NodeIDExchangeProtocol is the protocol ID for node ID exchange - NodeIDExchangeProtocol = "/forwarder/nodeid/1.0.0" - - // Exchange timeout - balanced for reliability - exchangeTimeout = 5 * time.Second -) - -// NodeIDMessage is the message format for node ID exchange -type NodeIDMessage struct { - NodeID string `json:"node_id"` -} - -// NodeIDMapper manages the mapping between peer IDs and node IDs -type NodeIDMapper struct { - mu sync.RWMutex - peerToNode map[peer.ID]string - nodeToPeer map[string]peer.ID - host host.Host -} - -var ( - nodeIDMapper *NodeIDMapper - mapperOnce sync.Once -) - -// GetNodeIDMapper returns the singleton NodeIDMapper instance -func GetNodeIDMapper() *NodeIDMapper { - mapperOnce.Do(func() { - nodeIDMapper = &NodeIDMapper{ - peerToNode: make(map[peer.ID]string), - nodeToPeer: make(map[string]peer.ID), - } - }) - return nodeIDMapper -} - -// SetHost sets the libp2p host for the mapper -func (m *NodeIDMapper) SetHost(h host.Host) { - m.mu.Lock() - defer m.mu.Unlock() - m.host = h - - // Set up the stream handler for incoming node ID exchanges - h.SetStreamHandler(NodeIDExchangeProtocol, m.handleNodeIDStream) -} - -// GetNodeIDForPeer returns the node ID for a given peer ID -func (m *NodeIDMapper) GetNodeIDForPeer(peerID peer.ID) (string, bool) { - m.mu.RLock() - defer m.mu.RUnlock() - nodeID, ok := m.peerToNode[peerID] - return nodeID, ok -} - -// GetPeerIDForNode returns the peer ID for a given node ID -func (m *NodeIDMapper) GetPeerIDForNode(nodeID string) (peer.ID, bool) { - m.mu.RLock() - defer m.mu.RUnlock() - peerID, ok := m.nodeToPeer[nodeID] - return peerID, ok -} - -// SetMapping sets the mapping between a peer ID and node ID -func (m *NodeIDMapper) SetMapping(peerID peer.ID, nodeID string) { - m.mu.Lock() - defer m.mu.Unlock() - m.peerToNode[peerID] = nodeID - m.nodeToPeer[nodeID] = peerID - log.Printf("Mapped peer %s to node %s", peerID, nodeID) -} - -// RemoveMapping removes the mapping for a peer -func (m *NodeIDMapper) RemoveMapping(peerID peer.ID) { - m.mu.Lock() - defer m.mu.Unlock() - if nodeID, ok := m.peerToNode[peerID]; ok { - delete(m.peerToNode, peerID) - delete(m.nodeToPeer, nodeID) - log.Printf("Removed mapping for peer %s (was node %s)", peerID, nodeID) - } -} - -// ExchangeNodeID initiates a node ID exchange with a peer -func (m *NodeIDMapper) ExchangeNodeID(peerID peer.ID) error { - if m.host == nil { - return fmt.Errorf("host not set") - } - - // Check if we already have the mapping - if _, ok := m.GetNodeIDForPeer(peerID); ok { - return nil // Already have the mapping - } - - // Try up to 3 times with exponential backoff - var lastErr error - for attempt := 0; attempt < 3; attempt++ { - if attempt > 0 { - // Exponential backoff: 100ms, 200ms, 400ms - time.Sleep(time.Duration(100< stamp.ttl { + continue + } + if a.hasActiveToRemoteIP(ipStr) { + continue + } + wants = append(wants, want{pid: pid, ip: ipStr}) + } + } + a.ipDBMu.RUnlock() + + sort.Slice(wants, func(i, j int) bool { + if wants[i].pid == wants[j].pid { + return wants[i].ip < wants[j].ip + } + return wants[i].pid.String() < wants[j].pid.String() + }) + + now := time.Now() + for _, w := range wants { + key := w.pid.String() + "|" + w.ip + a.dialStatesMu.Lock() + ds, ok := a.dialStates[key] + if !ok { + ds = &dialState{} + a.dialStates[key] = ds + } + if ds.connecting || now.Before(ds.nextAttempt) { + a.dialStatesMu.Unlock() + continue + } + ds.connecting = true + a.dialStatesMu.Unlock() + + select { + case a.dialSem <- struct{}{}: + case <-a.ctx.Done(): + return + } + + go func(pid peer.ID, ip string) { + defer func() { + <-a.dialSem + a.dialStatesMu.Lock() + if ds := a.dialStates[pid.String()+"|"+ip]; ds != nil { + ds.connecting = false + } + a.dialStatesMu.Unlock() + }() + a.dialAndMaintain(pid, ip) + }(w.pid, w.ip) + } + } + } +} + +func (a *TCPAgent) dialAndMaintain(pid peer.ID, remoteIP string) { + remoteAddr := fmt.Sprintf("%s:%d", remoteIP, AgentPort) + d := net.Dialer{Timeout: dialTimeoutForIP(remoteIP)} + rawConn, err := d.DialContext(a.ctx, "tcp", remoteAddr) + if err != nil { + a.bumpDialBackoff(pid, remoteIP, err) + return + } + tc := rawConn.(*net.TCPConn) + a.setTCPOptions(tc) + + remoteNodeID, remotePeerID, observedIPv4s, err := a.performHandshake(tc, true) + if err != nil { + _ = tc.Close() + a.bumpDialBackoff(pid, remoteIP, err) + return + } + + finalPID := pid + if remotePeerID != "" { + if parsed, perr := peer.Decode(remotePeerID); perr == nil { + finalPID = parsed + } + } + + a.updateObservedIPv4s(finalPID, observedIPv4s) + + localIP := tc.LocalAddr().(*net.TCPAddr).IP.String() + ct := &connTrack{ + tc: tc, + dialer: true, + edge: Edge{ + LocalNodeID: a.nodeID, + RemoteNodeID: remoteNodeID, + LocalIP: localIP, + RemoteIP: remoteIP, + Proto: "tcp", + }, + closed: make(chan struct{}), + } + + if !a.registerConn(ct) { + _ = tc.Close() + a.bumpDialBackoff(finalPID, remoteIP, errors.New("duplicate edge")) + return + } + + a.dialStatesMu.Lock() + if ds := a.dialStates[finalPID.String()+"|"+remoteIP]; ds != nil { + ds.backoff = 0 + ds.nextAttempt = time.Now().Add(HeartbeatInterval) + } + a.dialStatesMu.Unlock() + + a.runHeartbeatLoops(ct) +} + +func (a *TCPAgent) handleIncoming(tc *net.TCPConn) { + remoteNodeID, remotePeerID, observedIPv4s, err := a.performHandshake(tc, false) + if err != nil { + _ = tc.Close() + return + } + if remotePeerID != "" { + if pid, perr := peer.Decode(remotePeerID); perr == nil { + a.updateObservedIPv4s(pid, observedIPv4s) + } + } + + localIP := tc.LocalAddr().(*net.TCPAddr).IP.String() + remoteIP := tc.RemoteAddr().(*net.TCPAddr).IP.String() + + ct := &connTrack{ + tc: tc, + dialer: false, + edge: Edge{ + LocalNodeID: a.nodeID, + RemoteNodeID: remoteNodeID, + LocalIP: localIP, + RemoteIP: remoteIP, + Proto: "tcp", + }, + closed: make(chan struct{}), + } + + if !a.registerConn(ct) { + _ = tc.Close() + return + } + a.runHeartbeatLoops(ct) +} + +func (a *TCPAgent) setTCPOptions(tc *net.TCPConn) { + _ = tc.SetNoDelay(true) + _ = tc.SetKeepAlive(true) + _ = tc.SetKeepAlivePeriod(5 * time.Second) +} + +func (a *TCPAgent) performHandshake(tc *net.TCPConn, isDialer bool) (remoteNodeID, remotePeerID string, observedIPv4s []string, err error) { + _ = tc.SetDeadline(time.Now().Add(HandshakeTimeout)) + defer tc.SetDeadline(time.Time{}) + + self := HandshakeMessage{ + NodeID: a.nodeID, + AgentVer: "2.2.0", + PeerID: a.myPeerID.String(), + IPv4s: currentLocalIPv4s(), + Timestamp: time.Now().UnixNano(), + } + var remote HandshakeMessage + + if isDialer { + if err = json.NewEncoder(tc).Encode(&self); err != nil { + return "", "", nil, fmt.Errorf("send handshake: %w", err) + } + if err = json.NewDecoder(tc).Decode(&remote); err != nil { + return "", "", nil, fmt.Errorf("read handshake: %w", err) + } + } else { + if err = json.NewDecoder(tc).Decode(&remote); err != nil { + return "", "", nil, fmt.Errorf("read handshake: %w", err) + } + if err = json.NewEncoder(tc).Encode(&self); err != nil { + return "", "", nil, fmt.Errorf("send handshake: %w", err) + } + } + + if remote.NodeID == "" { + return "", "", nil, errors.New("empty remote node id") + } + for _, ip := range remote.IPv4s { + if ip != "" && strings.Count(ip, ":") == 0 { + observedIPv4s = append(observedIPv4s, ip) + } + } + return remote.NodeID, remote.PeerID, observedIPv4s, nil +} + +func (a *TCPAgent) registerConn(ct *connTrack) bool { + key := ct.edge.Key() + + a.edgesMu.Lock() + if _, exists := a.activeEdges[key]; exists { + a.edgesMu.Unlock() + return false + } + a.activeEdges[key] = ct + + a.activeByRemoteIPMu.Lock() + a.activeByRemoteIP[ct.edge.RemoteIP] = true + a.activeByRemoteIPMu.Unlock() + a.edgesMu.Unlock() + + WriteEdgeCreatedEvent(ct.edge.LocalNodeID, ct.edge.RemoteNodeID, ct.edge.LocalIP, ct.edge.RemoteIP, ct.edge.Proto) + return true +} + +func (a *TCPAgent) hasActiveToRemoteIP(remoteIP string) bool { + a.activeByRemoteIPMu.RLock() + ok := a.activeByRemoteIP[remoteIP] + a.activeByRemoteIPMu.RUnlock() + return ok +} + +func (a *TCPAgent) recalcRemoteIPActive(remoteIP string) { + a.edgesMu.RLock() + active := false + for _, ct := range a.activeEdges { + if ct.edge.RemoteIP == remoteIP { + active = true + break + } + } + a.edgesMu.RUnlock() + + a.activeByRemoteIPMu.Lock() + if active { + a.activeByRemoteIP[remoteIP] = true + } else { + delete(a.activeByRemoteIP, remoteIP) + } + a.activeByRemoteIPMu.Unlock() +} + +func (a *TCPAgent) closeConn(ct *connTrack, _ string) { + ct.closeMx.Do(func() { + _ = ct.tc.Close() + key := ct.edge.Key() + + a.edgesMu.Lock() + delete(a.activeEdges, key) + a.edgesMu.Unlock() + + a.recalcRemoteIPActive(ct.edge.RemoteIP) + + WriteEdgeDeletedEvent(ct.edge.LocalNodeID, ct.edge.RemoteNodeID, ct.edge.LocalIP, ct.edge.RemoteIP, ct.edge.Proto) + }) +} + +func (a *TCPAgent) runHeartbeatLoops(ct *connTrack) { + go func() { + r := bufio.NewReader(ct.tc) + for { + _ = ct.tc.SetReadDeadline(time.Now().Add(HeartbeatReadGrace)) + if _, err := r.ReadByte(); err != nil { + a.closeConn(ct, "read_error") + return + } + } + }() + + go func() { + t := time.NewTicker(HeartbeatInterval) + defer t.Stop() + for { + select { + case <-t.C: + _ = ct.tc.SetWriteDeadline(time.Now().Add(HeartbeatWriteGrace)) + if _, err := ct.tc.Write([]byte{0x01}); err != nil { + a.closeConn(ct, "write_error") + return + } + case <-a.ctx.Done(): + a.closeConn(ct, "agent_ctx_done") + return + } + } + }() +} + +func (a *TCPAgent) bumpDialBackoff(pid peer.ID, ip string, err error) { + key := pid.String() + "|" + ip + a.dialStatesMu.Lock() + ds, ok := a.dialStates[key] + if !ok { + ds = &dialState{} + a.dialStates[key] = ds + } + if ds.backoff == 0 { + ds.backoff = initialBackoff + } else { + ds.backoff *= 2 + if ds.backoff > maxBackoff { + ds.backoff = maxBackoff + } + } + ds.nextAttempt = time.Now().Add(ds.backoff) + a.dialStatesMu.Unlock() + + log.Printf("dial %s@%s failed: %v; next in %s", pid, ip, err, ds.backoff) +} + +func mergeStamps(dst map[string]ipStamp, src map[string]ipStamp) map[string]ipStamp { + if dst == nil { + dst = make(map[string]ipStamp, len(src)) + } + for ip, s := range src { + prev, ok := dst[ip] + if !ok || s.seenAt.After(prev.seenAt) { + dst[ip] = s + } + } + return dst +} + +func (a *TCPAgent) updateObservedIPv4s(pid peer.ID, ipv4s []string) { + if len(ipv4s) == 0 { + return + } + now := time.Now() + add := make(map[string]ipStamp, len(ipv4s)) + for _, ip := range ipv4s { + if ip != "" && strings.Count(ip, ":") == 0 { + add[ip] = ipStamp{seenAt: now, ttl: ttlObserved} + } + } + + a.ipDBMu.Lock() + a.ipDB[pid] = mergeStamps(a.ipDB[pid], add) + a.ipDBMu.Unlock() + + a.dialStatesMu.Lock() + for ip := range add { + key := pid.String() + "|" + ip + if _, ok := a.dialStates[key]; !ok { + a.dialStates[key] = &dialState{backoff: 0, nextAttempt: time.Now()} + } + } + a.dialStatesMu.Unlock() +} + +func (a *TCPAgent) expireIPs(_ bool) { + a.ifaceGraceUntilMu.RLock() + graceUntil := a.ifaceGraceUntil + a.ifaceGraceUntilMu.RUnlock() + if time.Now().Before(graceUntil) { + return + } + + now := time.Now() + a.ipDBMu.Lock() + for pid, set := range a.ipDB { + for ip, stamp := range set { + if now.Sub(stamp.seenAt) > stamp.ttl { + delete(set, ip) + + a.dialStatesMu.Lock() + delete(a.dialStates, pid.String()+"|"+ip) + a.dialStatesMu.Unlock() + + log.Printf("TCP agent: expired ip %s for %s", ip, pid) + } + } + if len(set) == 0 { + delete(a.ipDB, pid) + } + } + a.ipDBMu.Unlock() +} + +func currentLocalIPv4s() []string { + var out []string + ifaces, err := net.Interfaces() + if err != nil { + return out + } + for _, ifi := range ifaces { + if ifi.Flags&net.FlagUp == 0 { + continue + } + addrs, _ := ifi.Addrs() + for _, a := range addrs { + if ipnet, ok := a.(*net.IPNet); ok && ipnet.IP != nil { + if v4 := ipnet.IP.To4(); v4 != nil && !v4.IsLoopback() && !v4.IsUnspecified() { + out = append(out, v4.String()) + } + } + } + } + sort.Strings(out) + return dedupeStrings(out) +} + +func dedupeStrings(xs []string) []string { + if len(xs) < 2 { + return xs + } + out := xs[:0] + last := "" + for _, s := range xs { + if s == last { + continue + } + out = append(out, s) + last = s + } + return out +} + +func dialTimeoutForIP(ip string) time.Duration { + if strings.HasPrefix(ip, "169.254.") { + return dialTimeoutLinkLocal + } + return dialTimeoutDefault +} From ea3eeea82635bb01eeeba34a0684b11a7721f495 Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Fri, 15 Aug 2025 15:24:58 +0100 Subject: [PATCH 150/224] improved go caching with nix Co-authored-by: Gelu Vrabie --- .flake-modules/go-forwarder.nix | 7 ++----- .gitignore | 4 +++- 2 files changed, 5 insertions(+), 6 deletions(-) diff --git a/.flake-modules/go-forwarder.nix b/.flake-modules/go-forwarder.nix index 6d711645..647e54ee 100644 --- a/.flake-modules/go-forwarder.nix +++ b/.flake-modules/go-forwarder.nix @@ -62,11 +62,8 @@ make-shells.default = { # Go 1.24 compiler – align with go.mod packages = [ pkgs.go_1_24 ]; - - # TODO: change this into exported env via nix directly??? - shellHook = '' - export GOPATH=$(mktemp -d) - ''; + shellHook = "export GOPATH=$FLAKE_ROOT/.go_cache"; }; }; } + diff --git a/.gitignore b/.gitignore index 762f2302..3e73b059 100644 --- a/.gitignore +++ b/.gitignore @@ -4,6 +4,9 @@ __pycache__ hosts_*.json +# go cache is project local but not tracked +.go_cache + # hide direnv stuff .direnv/ # TODO figure out how to properly solve the issue with these target directories showing up @@ -21,4 +24,3 @@ rust/Cargo.lock # Says this symlink should be git-ignored https://github.com/juspay/just-flake just-flake.just -.DS_Store From 345fafd80d336b196b7e3a5d025e42d8962b0cb9 Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Mon, 18 Aug 2025 15:08:50 +0100 Subject: [PATCH 151/224] Forwarder versioning Co-authored-by: Gelu Vrabie --- justfile | 2 +- master/main.py | 6 +-- networking/forwarder/main.go | 6 +++ networking/forwarder/src/libp2p.go | 50 +++++-------------- scripts/hashdir.py | 80 ++++++++++++++++++++++++++++++ 5 files changed, 103 insertions(+), 41 deletions(-) create mode 100644 scripts/hashdir.py diff --git a/justfile b/justfile index b7787c26..35ebb3e3 100644 --- a/justfile +++ b/justfile @@ -45,7 +45,7 @@ build: regenerate-protobufs # Build the Go forwarder binary build-forwarder: - cd networking/forwarder && go build -buildvcs=false -o ../../build/forwarder . + HASH=$(uv run scripts/hashdir.py) && cd networking/forwarder && go build -buildvcs=false -o ../../build/forwarder -ldflags "-X 'main.SourceHash=${HASH}'" . # Run forwarder tests test-forwarder: diff --git a/master/main.py b/master/main.py index 1e080d6c..9bb4551e 100644 --- a/master/main.py +++ b/master/main.py @@ -123,13 +123,13 @@ class Master: if len(events) == 0: await asyncio.sleep(0.01) return - self.logger.info(f"got events: {events}") + self.logger.debug(f"got events: {events}") # 3. for each event, apply it to the state for event_from_log in events: - print(f"applying event: {event_from_log}") + self.logger.debug(f"applying event: {event_from_log}") self.state = apply(self.state, event_from_log) - self.logger.info(f"state: {self.state.model_dump_json()}") + self.logger.debug(f"state: {self.state.model_dump_json()}") # TODO: This can be done in a better place. But for now, we use this to check if any running instances have been broken. write_events: list[Event] = [] diff --git a/networking/forwarder/main.go b/networking/forwarder/main.go index 3699364d..65974fa1 100644 --- a/networking/forwarder/main.go +++ b/networking/forwarder/main.go @@ -13,9 +13,15 @@ import ( var nodeID = flag.String("node-id", "", "Node ID (defaults to FORWARDER_NODE_ID env var or a new UUID)") var eventsDBPath = flag.String("events-db", "", "Path to the worker events SQLite database") +var SourceHash = "dev" + func main() { flag.Parse() + log.Printf("SourceHash: %s\n", SourceHash) + + os.Setenv("SOURCE_HASH", SourceHash) + id := *nodeID if id != "" { forwarder.SetNodeId(id) diff --git a/networking/forwarder/src/libp2p.go b/networking/forwarder/src/libp2p.go index 2b802707..83b45cd1 100644 --- a/networking/forwarder/src/libp2p.go +++ b/networking/forwarder/src/libp2p.go @@ -5,10 +5,10 @@ import ( "context" "crypto/sha256" "encoding/json" + "fmt" "log" "net" "os" - "sort" "strings" "sync" "time" @@ -65,42 +65,18 @@ const ( mdnsSlowInterval = 30 * time.Second ) -func sortAddrs(addrs []multiaddr.Multiaddr) []multiaddr.Multiaddr { - s := make([]multiaddr.Multiaddr, len(addrs)) - copy(s, addrs) - sort.Slice(s, func(i, j int) bool { - return s[i].String() < s[j].String() - }) - return s +var rendezvousTag string + +func computeRendezvousTag() string { + sum := sha256.Sum256([]byte("forwarder_network/" + os.Getenv("SOURCE_HASH"))) + return fmt.Sprintf("forwarder_network-%x", sum[:8]) } -func addrsChanged(a, b []multiaddr.Multiaddr) bool { - if len(a) != len(b) { - return true +func getRendezvousTag() string { + if rendezvousTag == "" { + rendezvousTag = computeRendezvousTag() } - sa := sortAddrs(a) - sb := sortAddrs(b) - for i := range sa { - if !sa[i].Equal(sb[i]) { - return true - } - } - return false -} - -func canonicalAddr(a multiaddr.Multiaddr) string { - cs := multiaddr.Split(a) - out := make([]multiaddr.Multiaddrer, 0, len(cs)) - for _, c := range cs { - for _, p := range c.Protocols() { - if p.Code == multiaddr.P_P2P { - goto NEXT - } - } - out = append(out, c.Multiaddr()) - NEXT: - } - return multiaddr.Join(out...).String() + return rendezvousTag } func ipString(a multiaddr.Multiaddr) string { @@ -385,7 +361,7 @@ func getNode(ctx context.Context) { opts = append(opts, libp2p.Identity(priv)) opts = append(opts, libp2p.Security(noise.ID, noise.New)) - pskHash := sha256.Sum256([]byte("forwarder_network")) + pskHash := sha256.Sum256([]byte("forwarder_network/" + os.Getenv("SOURCE_HASH"))) psk := pnet.PSK(pskHash[:]) opts = append(opts, libp2p.PrivateNetwork(psk)) @@ -416,7 +392,7 @@ func getNode(ctx context.Context) { log.Fatalf("failed to create pubsub: %v", err) } - rendezvous := "forwarder_network" + rendezvous := getRendezvousTag() notifee := &discoveryNotifee{h: node} mdnsSer = mdns.NewMdnsService(node, rendezvous, notifee) if err := mdnsSer.Start(); err != nil { @@ -534,7 +510,7 @@ func forceRestartMDNS(reason string) { if mdnsSer != nil && node != nil { log.Printf("Restarting mDNS (%s)", reason) old := mdnsSer - rendezvous := "forwarder_network" + rendezvous := getRendezvousTag() notifee := &discoveryNotifee{h: node} newMdns := mdns.NewMdnsService(node, rendezvous, notifee) if err := newMdns.Start(); err != nil { diff --git a/scripts/hashdir.py b/scripts/hashdir.py new file mode 100644 index 00000000..73852f17 --- /dev/null +++ b/scripts/hashdir.py @@ -0,0 +1,80 @@ +import hashlib +import os +import sys + +EXCLUDE_DIRS = {".git", "build", "vendor", ".idea", ".vscode", "__pycache__"} + +def norm_rel(path: str, base: str) -> str: + """Forwarder-root–relative path with '/' separators.""" + abs_path = os.path.abspath(path) + abs_base = os.path.abspath(base) + rel = os.path.relpath(abs_path, abs_base) + return rel.replace(os.sep, "/") + +def collect_files(arg_path: str) -> tuple[str, list[str]]: + # Resolve forwarder_root and src_root from the provided path + p = os.path.abspath(arg_path) + if not os.path.isdir(p): + sys.stderr.write(f"error: path must be a directory: {arg_path}\n") + sys.exit(2) + + if os.path.basename(p) == "src": + forwarder_root = os.path.dirname(p) + src_root = p + else: + forwarder_root = p + src_root = os.path.join(forwarder_root, "src") + + files = [] + + # 1) Include .go files under src, excluding *_test.go + if os.path.isdir(src_root): + for root, dirs, filenames in os.walk(src_root): + # prune excluded dirs + dirs[:] = [d for d in dirs if d not in EXCLUDE_DIRS] + for name in filenames: + # strict .go, exclude *_test.go + if not name.lower().endswith(".go"): + continue + if name.lower().endswith("_test.go"): + continue + files.append(os.path.join(root, name)) + + # 2) Add go.mod, go.sum, main.go from the forwarder root + for name in ("go.mod", "go.sum", "main.go"): + pth = os.path.join(forwarder_root, name) + if os.path.isfile(pth): + # defensive: exclude *_test.go at root too + if name.lower().endswith("_test.go"): + continue + files.append(pth) + + # Deduplicate and sort deterministically by forwarder-root–relative path + files: list[str] = sorted(set(files), key=lambda f: norm_rel(f, forwarder_root)) + return forwarder_root, files + +def hash_files(forwarder_root: str, files: list[str]) -> str: + h = hashlib.sha256() + for fp in files: + rel = norm_rel(fp, forwarder_root) + h.update(b"F\x00") + h.update(rel.encode("utf-8")) + h.update(b"\x00") + with open(fp, "rb") as f: + for chunk in iter(lambda: f.read(256 * 1024), b""): + h.update(chunk) + h.update(b"\n") + return h.hexdigest() + +def main(): + if len(sys.argv) > 1: + arg = sys.argv[1] + else: + arg = os.path.join("networking", "forwarder", "src") + forwarder_root, files = collect_files(arg) + digest = hash_files(forwarder_root, files) + # print without trailing newline (easier to capture in shell) + sys.stdout.write(digest) + +if __name__ == "__main__": + main() From ea9e573409a23dc61157b8d588dad25eb324f0a8 Mon Sep 17 00:00:00 2001 From: Gelu Vrabie Date: Mon, 18 Aug 2025 18:37:52 +0100 Subject: [PATCH 152/224] Refactor runner supervisor Co-authored-by: Gelu Vrabie --- engines/mlx/utils_mlx.py | 42 ++ worker/runner/communication.py | 11 +- worker/runner/runner.py | 14 +- worker/runner/runner_supervisor.py | 413 +++++++++--------- worker/runner/utils.py | 63 ++- worker/tests/conftest.py | 14 +- .../tests/test_handlers/test_handlers_sad.py | 2 +- .../test_integration/test_inference_sad.py | 4 +- .../test_integration/test_instantiation.py | 5 +- worker/tests/test_supervisor/test_oom.py | 12 +- .../tests/test_supervisor/test_supervisor.py | 19 +- .../test_supervisor/test_supervisor_sad.py | 6 +- worker/worker.py | 6 +- 13 files changed, 351 insertions(+), 260 deletions(-) diff --git a/engines/mlx/utils_mlx.py b/engines/mlx/utils_mlx.py index a04f0222..43a5f1a4 100644 --- a/engines/mlx/utils_mlx.py +++ b/engines/mlx/utils_mlx.py @@ -7,12 +7,14 @@ from typing import Any, Callable import mlx.core as mx import mlx.nn as nn +from mlx_lm.generate import stream_generate # type: ignore from mlx_lm.sample_utils import make_sampler from mlx_lm.tokenizer_utils import TokenizerWrapper, load_tokenizer # type: ignore from mlx_lm.utils import load_model # type: ignore from pydantic import RootModel from engines.mlx.auto_parallel import auto_parallel +from shared.types.api import ChatCompletionMessage from shared.types.common import Host from shared.types.tasks import ChatCompletionTaskParams from shared.types.worker.shards import ShardMetadata @@ -134,6 +136,46 @@ async def apply_chat_template( return prompt +async def warmup_inference( + mlx_executor: concurrent.futures.ThreadPoolExecutor, + model: nn.Module, + tokenizer: TokenizerWrapper, + sampler: Callable[[mx.array], mx.array], +) -> int: + loop = asyncio.get_running_loop() + + warmup_prompt = await apply_chat_template( + mlx_executor=mlx_executor, + tokenizer=tokenizer, + chat_task_data=ChatCompletionTaskParams( + model="warmup", + messages=[ + ChatCompletionMessage( + role='user', + content='Prompt to warm up the inference engine. Repeat this.' + ) + ] + ), + ) + + tokens_generated = 0 + + def _generate_warmup(): + nonlocal tokens_generated + for _ in stream_generate( + model=model, + tokenizer=tokenizer, + prompt=warmup_prompt, + max_tokens=50, + sampler=sampler, + ): + tokens_generated += 1 + + await loop.run_in_executor(mlx_executor, _generate_warmup) + mx_barrier() + + return tokens_generated + def mlx_force_oom(size: int = 40000) -> None: """ diff --git a/worker/runner/communication.py b/worker/runner/communication.py index 5cde6a46..57660154 100644 --- a/worker/runner/communication.py +++ b/worker/runner/communication.py @@ -23,8 +23,6 @@ async def supervisor_write_message( ) encoded: bytes = message.model_dump_json().encode("utf-8") + b"\n" - print(f"message: {message}") - # print(f"encoded: {encoded}") proc.stdin.write(encoded) await proc.stdin.drain() @@ -63,12 +61,11 @@ async def supervisor_read_response( "proc.stdout should not be None when created with stdout=PIPE" ) line_bytes: bytes = await asyncio.wait_for(proc.stdout.readline(), timeout=180) - if not line_bytes: - # return None - raise EOFError("No more data to read when reading response from runner") - line: str = line_bytes.decode("utf-8").strip() + if not line: + return None + try: return RunnerResponseTypeAdapter.validate_json(line) except Exception as err: @@ -98,4 +95,4 @@ def runner_write_error(error: Exception) -> None: error_message=str(error), traceback=traceback.format_exc(), ) - runner_write_response(error_response) + runner_write_response(error_response) \ No newline at end of file diff --git a/worker/runner/runner.py b/worker/runner/runner.py index b6479e1d..03f6817c 100644 --- a/worker/runner/runner.py +++ b/worker/runner/runner.py @@ -10,7 +10,12 @@ import mlx.nn as nn from mlx_lm.generate import stream_generate # type: ignore from mlx_lm.tokenizer_utils import TokenizerWrapper -from engines.mlx.utils_mlx import apply_chat_template, initialize_mlx, mlx_force_oom +from engines.mlx.utils_mlx import ( + apply_chat_template, + initialize_mlx, + mlx_force_oom, + warmup_inference, +) from shared.openai_compat import FinishReason from shared.types.tasks import ChatCompletionTaskParams from shared.types.worker.commands_runner import ( @@ -122,6 +127,13 @@ async def main(): partial(initialize_mlx, model_shard_meta=model_shard_meta, hosts=hosts), ) + toks = await warmup_inference( + mlx_executor=mlx_executor, + model=model, + tokenizer=tokenizer, + sampler=sampler, + ) + runner_print(f'Warmed up by generating {toks} tokens') runner_write_response(InitializedResponse(time_taken=time.time() - setup_start_time)) while True: diff --git a/worker/runner/runner_supervisor.py b/worker/runner/runner_supervisor.py index 185889e5..fbc50ea5 100644 --- a/worker/runner/runner_supervisor.py +++ b/worker/runner/runner_supervisor.py @@ -1,6 +1,5 @@ import asyncio import contextlib -import time import traceback from collections.abc import AsyncGenerator from logging import Logger @@ -19,6 +18,7 @@ from shared.types.worker.commands_runner import ( GenerationResponse, InitializedResponse, PrintResponse, + RunnerMessage, RunnerResponse, SetupMessage, ) @@ -34,37 +34,34 @@ from worker.runner.utils import ( get_runner_command, get_token_generate_timeout, get_weights_size_kb, + kill_process_tree, ) class RunnerSupervisor: - """ - RunnerSupervisor manages the lifecycle of a runner subprocess for model inference. - Use the class method `create` to properly initialize an instance. - """ - # TODO: Logger. - def __init__( self, model_shard_meta: ShardMetadata, hosts: list[Host], runner_process: asyncio.subprocess.Process, logger: Logger, + read_queue: asyncio.Queue[RunnerResponse], + write_queue: asyncio.Queue[RunnerMessage], + stderr_queue: asyncio.Queue[str], ): - """Private constructor. Use RunnerSupervisor.create() instead.""" - self.model_shard_meta: ShardMetadata = model_shard_meta - self.hosts: list[Host] = hosts - self.runner_process: asyncio.subprocess.Process = runner_process - self.running: bool = True - - self.stderr_queue = asyncio.Queue[tuple[float, str]]() - self.stderr_task = asyncio.create_task(self._watch_stderr(logger, self.stderr_queue)) - self.running_task: asyncio.Task[None] = asyncio.create_task( - self._watch_runner() - ) self.logger = logger - self.returncode: int | None = None - self.stderr_outpu: str | None = None + + self.model_shard_meta = model_shard_meta + self.hosts = hosts + self.runner_process = runner_process + + self.read_queue = read_queue + self.write_queue = write_queue + self.stderr_queue = stderr_queue + + self.read_task = asyncio.create_task(self._read_coro()) + self.write_task = asyncio.create_task(self._write_coro()) + self.stderr_task = asyncio.create_task(self._watch_stderr()) @classmethod async def create( @@ -79,8 +76,7 @@ class RunnerSupervisor: The .create() classmethod pattern is used to ensure the constructor is asynchronous. """ cmd: list[str] = get_runner_command() - - runner_process: asyncio.subprocess.Process = ( + runner_process = ( await asyncio.create_subprocess_exec( *cmd, stdin=asyncio.subprocess.PIPE, @@ -88,63 +84,170 @@ class RunnerSupervisor: stderr=asyncio.subprocess.PIPE, ) ) - logger.info(f'initializing mlx instance with {model_shard_meta=}') - + + read_queue: asyncio.Queue[RunnerResponse] = asyncio.Queue() + write_queue: asyncio.Queue[RunnerMessage] = asyncio.Queue() + stderr_queue: asyncio.Queue[str] = asyncio.Queue() + self = cls( model_shard_meta=model_shard_meta, hosts=hosts, runner_process=runner_process, logger=logger, + read_queue=read_queue, + write_queue=write_queue, + stderr_queue=stderr_queue, ) - await supervisor_write_message( - runner_process, - SetupMessage( - model_shard_meta=model_shard_meta, - hosts=hosts, - ), - ) - - async def read_initialization_message() -> None: - while True: - try: - line: RunnerResponse | None = await supervisor_read_response( - self.runner_process - ) - if line is None: - continue - except EOFError: - if not self.runner_process.returncode: - continue - raise await self._raise_crashed() from EOFError - - if isinstance(line, PrintResponse): - self.logger.info(f"runner printed: {line.text}") - continue - elif isinstance(line, ErrorResponse): - raise RunnerError(line.error_type, line.error_message, line.traceback or "") - elif isinstance(line, InitializedResponse): - assert isinstance(line, InitializedResponse) - logger.info(f'Runner initialized in {line.time_taken} seconds') - break - else: - raise AssertionError(f'Non-valid line read from runner during initialization: {line}') + self.logger.info(f'initializing mlx instance with {model_shard_meta=}') + await self.write_queue.put(SetupMessage( + model_shard_meta=model_shard_meta, + hosts=hosts, + )) if not initialize_timeout: initialize_timeout = get_init_timeout(model_shard_meta) - await asyncio.wait_for(read_initialization_message(), timeout=initialize_timeout) + + response = await self._read_with_error_check(initialize_timeout) + + assert isinstance(response, InitializedResponse) + self.logger.info(f'Runner initialized in {response.time_taken} seconds') return self + + async def _read_with_error_check(self, timeout: float) -> RunnerResponse: + """ + Read from the queue with a timeout, but also check if the read_task has failed. + """ + queue_task = asyncio.create_task(self.read_queue.get()) + + done, pending = await asyncio.wait( + [queue_task, self.read_task], + timeout=timeout, + return_when=asyncio.FIRST_COMPLETED + ) + + for task in pending: + if task is queue_task: + task.cancel() + + if queue_task in done: + response = await queue_task + if isinstance(response, ErrorResponse): + raise RunnerError(response.error_type, response.error_message, response.traceback or "") + return response + + if self.read_task in done: + await self.read_task # Re-raises any exception from read_task + self.logger.error('Unreachable code run. We should have raised an error on the read_task being done.') + + # if we haven't read from the queue, we have timed out. + await self.astop() + raise asyncio.TimeoutError() + + async def stream_response( + self, + task: Task, + request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, + ) -> AsyncGenerator[GenerationChunk]: + """ + Streams a chat request from the model. + The request is pushed to the runner, and if the shard is the terminal shard, the response is streamed back to the worker. + request_started_callback is called once the request is pushed to the runner, used to publish InferencePrepareCompleted and InferenceTriggerCompleted events. + """ + if not self.healthy: + raise RuntimeError("Runner process was found to be dead") + + task_params = task.task_params + assert isinstance(task_params, ChatCompletionTaskParams) # this is messy for now. + await self.write_queue.put( + ChatTaskMessage( + task_data=task_params, + ), + ) + + # This is simpler for now: we say 'request started' as soon as we've told runner to start, without waiting for an ack. + # If we need more reliability, the runner can have a new 'ready' message type. + if request_started_callback is not None: + await request_started_callback() + + prefil_timeout = get_prefil_timeout(self.model_shard_meta) + token_timeout = get_token_generate_timeout(self.model_shard_meta) + timeout = prefil_timeout + self.logger.info(f'starting chat completion with timeout {timeout}') + + while True: + try: + response = await self._read_with_error_check(timeout) + except asyncio.TimeoutError as e: + self.logger.info(f'timed out from timeout duration {timeout} - {"prefil" if timeout == prefil_timeout else "decoding stage"}') + raise e + + match response: + case GenerationResponse(): + yield TokenChunk( + command_id=CommandId(task.command_id), + idx=response.token, + model=self.model_shard_meta.model_meta.model_id, + text=response.text, + token_id=response.token, + finish_reason=response.finish_reason, + ) + timeout = token_timeout + case FinishedResponse(): + break + case ErrorResponse(): + await self.astop() + raise RunnerError(response.error_type, response.error_message, response.traceback) + case _: + raise ValueError(f'Unexpected response type found: {response}') + + async def _write_coro(self): + while True: + message = await self.write_queue.get() + await supervisor_write_message( + self.runner_process, + message + ) + + async def _read_coro(self): + while True: + response: RunnerResponse | None = await supervisor_read_response( + self.runner_process + ) + if response is None: + # Runner process died unexpectedly (C++ crash) + e = await self._raise_crashed() + if e: + raise e from EOFError + else: + break + + match response: + case PrintResponse(): + self.logger.info(f"runner printed: {response.text}") + case ErrorResponse(): + ## Failure case #1: a crash happens Python, so it's neatly handled by passing an ErrorResponse with the details + await self.read_queue.put(response) + case _: + await self.read_queue.put(response) + + async def astop(self) -> None: # Cancel the stderr monitoring task - if not self.stderr_task.done(): - self.stderr_task.cancel() - with contextlib.suppress(asyncio.CancelledError): - await self.stderr_task + async def await_task(task: asyncio.Task[Any]): + if not task.done(): + task.cancel() + with contextlib.suppress(asyncio.CancelledError): + await task + + await await_task(self.stderr_task) + await await_task(self.read_task) + await await_task(self.write_task) # Kill the process and all its children - await self._kill_process_tree() + await kill_process_tree(self.runner_process, self.logger) # Wait to make sure that the model has been unloaded from memory async def wait_for_memory_release() -> None: @@ -160,89 +263,9 @@ class RunnerSupervisor: await asyncio.sleep(0.1) await wait_for_memory_release() - self.running = False - - async def _kill_process_tree(self) -> None: - """Kill the process and all its children forcefully.""" - if self.runner_process.returncode is not None: - return # Process already dead - - try: - # Get the main process - pid = self.runner_process.pid - - # Find all child processes - try: - parent = psutil.Process(pid) - children = parent.children(recursive=True) - - # Kill all children first (bottom-up) - for child in reversed(children): - with contextlib.suppress(psutil.NoSuchProcess, psutil.AccessDenied): - child.kill() # SIGKILL - - # Kill the parent - with contextlib.suppress(psutil.NoSuchProcess, psutil.AccessDenied): - parent.kill() # SIGKILL - - except psutil.NoSuchProcess: - # Process already gone, try subprocess kill anyway - self.runner_process.kill() - - # Wait for the subprocess to exit - try: - await asyncio.wait_for(self.runner_process.wait(), timeout=2.0) - except asyncio.TimeoutError: - self.logger.error(f"Process {pid} did not exit after kill signal") - - except Exception as e: - self.logger.error(f"Error killing process tree: {e}") - - async def _watch_runner(self) -> None: - returncode = await self.runner_process.wait() - self.running = False - - if returncode != 0: - self.returncode = returncode # Will be picked up by _watch_stderr too - - await self.astop() - - async def _watch_stderr(self, logger: Logger, stderr_queue: asyncio.Queue[tuple[float, str]]) -> None: - assert self.runner_process.stderr is not None - while self.running: - try: - line_bytes = await self.runner_process.stderr.readline() - if not line_bytes: - break - line = line_bytes.decode('utf-8').strip() - - await stderr_queue.put((time.time(), line)) - logger.warning(f"Runner stderr read: {line}") - except Exception as e: - logger.warning(f"Error reading runner stderr: {e}") - break - - async def _raise_crashed(self) -> Exception: - await self.astop() - - # Accumulate all stderr messages from the queue - stderr_output = '' - while not self.stderr_queue.empty(): - try: - timestamp, line = self.stderr_queue.get_nowait() - stderr_output += f"[{timestamp}] {line}\n" - except asyncio.QueueEmpty: - break - - self.logger.error(f'Error {self.returncode}: {stderr_output}') - return RunnerError( - error_type="MLXCrash", - error_message=stderr_output, - traceback=traceback.format_exc(), - ) def __del__(self) -> None: - if self.running: + if self.runner_process.returncode is None: print( "Warning: RunnerSupervisor was not stopped cleanly before garbage collection. Force killing process tree." ) @@ -264,79 +287,49 @@ class RunnerSupervisor: @property def healthy(self) -> bool: return ( - self.running - and self.runner_process.returncode is None + self.runner_process.returncode is None and self.runner_process.stdin is not None and not self.runner_process.stdin.is_closing() and self.runner_process.stdout is not None ) - async def stream_response( - self, - task: Task, - request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, - ) -> AsyncGenerator[GenerationChunk]: - """ - Streams a chat request from the model. - The request is pushed to the runner, and if the shard is the terminal shard, the response is streamed back to the worker. - request_started_callback is called once the request is pushed to the runner, used to publish InferencePrepareCompleted and InferenceTriggerCompleted events. - """ - if not self.healthy: - raise RuntimeError("Runner process was found to be dead") - task_params = task.task_params - assert isinstance(task_params, ChatCompletionTaskParams) # this is messy for now. - await supervisor_write_message( - proc=self.runner_process, - message=ChatTaskMessage( - task_data=task_params, - ), - ) - # This is easy for now. If we need more reliability, the runner can have a new 'ready' message type. - if request_started_callback is not None: - await request_started_callback() - prefil_timeout = get_prefil_timeout(task, self.model_shard_meta) - token_timeout = get_token_generate_timeout(self.model_shard_meta) - timeout = prefil_timeout - self.logger.info(f'starting chat completion with timeout {timeout}') + ## Failure case #2: a crash happens in MLX / C++ (eg segfault) that leads to error flushed to stderr and process dies + async def _raise_crashed(self) -> Exception | None: + if self.runner_process.returncode == 0: + return None + await self.astop() + + # Accumulate all stderr messages from the queue + stderr_output = '' + while not self.stderr_queue.empty(): + try: + line = self.stderr_queue.get_nowait() + stderr_output += f"{line}\n" + except asyncio.QueueEmpty: + break + + # print('STDERR OUTPUT IS') + # print(stderr_output) + + self.logger.error(f'Error {self.runner_process.returncode}: {stderr_output}') + return RunnerError( + error_type="MLXCrash", + error_message=stderr_output, + traceback=traceback.format_exc(), + ) + + async def _watch_stderr(self) -> None: + assert self.runner_process.stderr is not None while True: try: - line: RunnerResponse | None = await asyncio.wait_for(supervisor_read_response( - self.runner_process - ), timeout=timeout) - if line is None: - continue - except asyncio.TimeoutError as e: - self.logger.info(f'timed out from timeout duration {timeout} - {"prefil" if timeout == prefil_timeout else "decoding stage"}') - await self.astop() - raise RunnerError( - error_type=type(e).__name__, - error_message=str(e), - traceback=traceback.format_exc(), - ) from e - # TODO: change this to a return none instead of error coming from the supervisor_Read_respons3 - except EOFError as e: - if not self.runner_process.returncode: - continue - raise await self._raise_crashed() from e - match line: - case GenerationResponse(): - yield TokenChunk( - command_id=CommandId(task.command_id), - idx=line.token, - model=self.model_shard_meta.model_meta.model_id, - text=line.text, - token_id=line.token, - finish_reason=line.finish_reason, - ) - timeout = token_timeout - case InitializedResponse(): - raise ValueError('Initialized Response read during streaming flow') - case FinishedResponse(): + line_bytes = await self.runner_process.stderr.readline() + if not line_bytes: break - case PrintResponse(): - # print(f"runner printed: {line.text}") - self.logger.info(f"runner printed: {line.text}") - case ErrorResponse(): - await self.astop() - raise RunnerError(line.error_type, line.error_message, line.traceback) \ No newline at end of file + line = line_bytes.decode('utf-8').strip() + + await self.stderr_queue.put(line) + self.logger.warning(f"Runner stderr read: {line}") + except Exception as e: + self.logger.warning(f"Error reading runner stderr: {e}") + break \ No newline at end of file diff --git a/worker/runner/utils.py b/worker/runner/utils.py index a3579ca1..fb1df0b7 100644 --- a/worker/runner/utils.py +++ b/worker/runner/utils.py @@ -1,10 +1,50 @@ +import asyncio +import contextlib import sys +from logging import Logger -from shared.constants import LB_DISK_GBPS, LB_MEMBW_GBPS -from shared.types.tasks import Task +import psutil + +from shared.constants import LB_DISK_GBPS, LB_MEMBW_GBPS, LB_TFLOPS from shared.types.worker.shards import ShardMetadata +async def kill_process_tree(runner_process: asyncio.subprocess.Process, logger: Logger) -> None: + """Kill the process and all its children forcefully.""" + if runner_process.returncode is not None: + return # Process already dead + + try: + # Get the main process + pid = runner_process.pid + + # Find all child processes + try: + parent = psutil.Process(pid) + children = parent.children(recursive=True) + + # Kill all children first (bottom-up) + for child in reversed(children): + with contextlib.suppress(psutil.NoSuchProcess, psutil.AccessDenied): + child.kill() # SIGKILL + + # Kill the parent + with contextlib.suppress(psutil.NoSuchProcess, psutil.AccessDenied): + parent.kill() # SIGKILL + + except psutil.NoSuchProcess: + # Process already gone, try subprocess kill anyway + runner_process.kill() + + # Wait for the subprocess to exit + try: + await asyncio.wait_for(runner_process.wait(), timeout=2.0) + except asyncio.TimeoutError: + logger.error(f"Process {pid} did not exit after kill signal") + + except Exception as e: + logger.error(f"Error killing process tree: {e}") + def get_runner_command() -> list[str]: python = sys.executable return [python, "-m", "worker.runner.runner"] @@ -19,20 +59,13 @@ def get_init_timeout(model_shard_meta: ShardMetadata) -> float: return weights_size_kb / kbps_read + 2.0 -def get_prefil_timeout(task: Task, model_shard_meta: ShardMetadata) -> float: - def get_prompt_str(task: Task) -> str: - messages = [x.content for x in task.task_params.messages if x.content] - return ''.join(messages) +def get_prefil_timeout(model_shard_meta: ShardMetadata) -> float: + weights_size_gb = get_weights_size_kb(model_shard_meta) / (1024 * 1024) + + tokens = 1000 # constant for now - the prompt is only tokenized in the device... + prompt_gflops = tokens * weights_size_gb * 2 - # TODO: made this timeout very long - tokens = len(get_prompt_str(task)) // 3 + 3000 # constant for now - the prompt is only tokenized in the device... - - # TODO: For now we just hack and assume we prefil at 10tok/s - return tokens * 0.1 - - # prompt_gflops = tokens * weights_size_gb * 2 - - # return LB_TFLOPS / (1024 * prompt_gflops) * 3 + 10.0 + return LB_TFLOPS / (1024 * prompt_gflops) * 3 + 10.0 def get_token_generate_timeout(model_shard_meta: ShardMetadata) -> float: weights_size_kb = get_weights_size_kb(model_shard_meta) diff --git a/worker/tests/conftest.py b/worker/tests/conftest.py index ebe4cd4a..328ace7c 100644 --- a/worker/tests/conftest.py +++ b/worker/tests/conftest.py @@ -35,7 +35,19 @@ def user_message(): @pytest.fixture def logger() -> Logger: - return getLogger("test_logger") + import logging + logger = getLogger("test_logger") + logger.setLevel(logging.DEBUG) + + # Add console handler if none exists + if not logger.handlers: + handler = logging.StreamHandler() + handler.setLevel(logging.DEBUG) + formatter = logging.Formatter('%(name)s - %(levelname)s - %(message)s') + handler.setFormatter(formatter) + logger.addHandler(handler) + + return logger @pytest.fixture async def model_meta() -> ModelMetadata: diff --git a/worker/tests/test_handlers/test_handlers_sad.py b/worker/tests/test_handlers/test_handlers_sad.py index bf54636d..c3a01b57 100644 --- a/worker/tests/test_handlers/test_handlers_sad.py +++ b/worker/tests/test_handlers/test_handlers_sad.py @@ -74,7 +74,7 @@ async def test_execute_task_timeouts( task=task ) - with pytest.raises(RunnerError): # At the moment this is a RunnerError that says 'TimeoutError'. + with pytest.raises(asyncio.TimeoutError): await read_events_op(worker, execute_task_op) diff --git a/worker/tests/test_integration/test_inference_sad.py b/worker/tests/test_integration/test_inference_sad.py index 8443a04f..82de4c7d 100644 --- a/worker/tests/test_integration/test_inference_sad.py +++ b/worker/tests/test_integration/test_inference_sad.py @@ -164,7 +164,7 @@ async def test_stream_response_failed_once( assert isinstance(event.chunk, TokenChunk) response_string += event.chunk.text - assert 'elizabeth' in response_string.lower() + assert 'queen' in response_string.lower() assert seen_task_started assert seen_task_finished @@ -206,7 +206,7 @@ async def test_stream_response_timeout( print(events) assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 3 assert len([x for x in events if isinstance(x.event, TaskStateUpdated) and x.event.task_status == TaskStatus.FAILED]) == 3 - assert len([x for x in events if isinstance(x.event, TaskFailed) and 'timeouterror' in x.event.error_message.lower()]) == 3 + assert len([x for x in events if isinstance(x.event, TaskFailed) and 'timeouterror' in x.event.error_type.lower()]) == 3 await global_events.append_events( [ diff --git a/worker/tests/test_integration/test_instantiation.py b/worker/tests/test_integration/test_instantiation.py index c0fd5515..b635c727 100644 --- a/worker/tests/test_integration/test_instantiation.py +++ b/worker/tests/test_integration/test_instantiation.py @@ -53,7 +53,10 @@ async def test_runner_spinup_exception( # Ensure the correct events have been emitted events = await global_events.get_events_since(0) - assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 3 + assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) \ + and isinstance(x.event.runner_status, FailedRunnerStatus) \ + and x.event.runner_status.error_message is not None \ + and 'fake exception' in x.event.runner_status.error_message.lower()]) == 3 assert any([isinstance(x.event, InstanceDeleted) for x in events]) diff --git a/worker/tests/test_supervisor/test_oom.py b/worker/tests/test_supervisor/test_oom.py index 67870c26..200ae253 100644 --- a/worker/tests/test_supervisor/test_oom.py +++ b/worker/tests/test_supervisor/test_oom.py @@ -21,7 +21,8 @@ def user_message(): @pytest.mark.asyncio -async def test_supervisor_single_node_response( +@pytest.mark.skip(reason="Must run `sudo sysctl -w iogpu.wired_limit_mb=` and `sudo sysctl -w iogpu.wired_lwm_mb=` before running this test.") +async def test_supervisor_catches_oom( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], @@ -38,8 +39,11 @@ async def test_supervisor_single_node_response( task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) task.task_params.messages[0].content = 'EXO RUNNER MUST OOM' - with pytest.raises(RunnerError): - async for _ in supervisor.stream_response(task): - pass + with pytest.raises(RunnerError) as exc_info: + async for _ in supervisor.stream_response(task): + pass + + error = exc_info.value + assert 'memory' in error.error_message.lower() await supervisor.astop() diff --git a/worker/tests/test_supervisor/test_supervisor.py b/worker/tests/test_supervisor/test_supervisor.py index 59ddcf91..710da912 100644 --- a/worker/tests/test_supervisor/test_supervisor.py +++ b/worker/tests/test_supervisor/test_supervisor.py @@ -72,20 +72,17 @@ async def test_supervisor_two_node_response( ): """Test that asking for the capital of France returns 'Paris' in the response""" instance_id = InstanceId() - create_supervisor_0 = asyncio.create_task( - RunnerSupervisor.create( - model_shard_meta=pipeline_shard_meta(2, 0), + + async def create_supervisor(shard_idx: int) -> RunnerSupervisor: + supervisor = await RunnerSupervisor.create( + model_shard_meta=pipeline_shard_meta(2, shard_idx), hosts=hosts(2, offset=15), logger=logger, ) - ) - create_supervisor_1 = asyncio.create_task( - RunnerSupervisor.create( - model_shard_meta=pipeline_shard_meta(2, 1), - hosts=hosts(2, offset=15), - logger=logger, - ) - ) + return supervisor + + create_supervisor_0 = asyncio.create_task(create_supervisor(0)) + create_supervisor_1 = asyncio.create_task(create_supervisor(1)) supervisor_0, supervisor_1 = await asyncio.gather(create_supervisor_0, create_supervisor_1) await asyncio.sleep(0.1) diff --git a/worker/tests/test_supervisor/test_supervisor_sad.py b/worker/tests/test_supervisor/test_supervisor_sad.py index 40863786..71986bff 100644 --- a/worker/tests/test_supervisor/test_supervisor_sad.py +++ b/worker/tests/test_supervisor/test_supervisor_sad.py @@ -23,7 +23,7 @@ async def test_supervisor_instantiation_exception( model_shard_meta.immediate_exception = True with pytest.raises(RunnerError): - await RunnerSupervisor.create( + _ = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), logger=logger, @@ -40,7 +40,7 @@ async def test_supervisor_instantiation_timeout( model_shard_meta.should_timeout = 10 # timeout after 10s with pytest.raises(asyncio.TimeoutError): - await RunnerSupervisor.create( + _ = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), logger=logger, @@ -88,7 +88,7 @@ async def test_supervisor_inference_timeout( task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) task.task_params.messages[0].content = 'EXO RUNNER MUST TIMEOUT' - with pytest.raises(RunnerError): + with pytest.raises(asyncio.TimeoutError): async for _ in supervisor.stream_response(task): pass diff --git a/worker/worker.py b/worker/worker.py index 7b0c3969..9f430386 100644 --- a/worker/worker.py +++ b/worker/worker.py @@ -171,7 +171,7 @@ class Worker: This op assigns the runner, and moves from Downloading -> Inactive (ready to spin) state. """ assigned_runner = self._create_assigned_runner(op) - initial_progress = await asyncio.wait_for(self.shard_downloader.get_shard_download_status_for_shard(op.shard_metadata), timeout=15) + initial_progress = await self.shard_downloader.get_shard_download_status_for_shard(op.shard_metadata) if initial_progress.status == "complete": async for event in self._handle_already_downloaded_shard(assigned_runner): @@ -217,8 +217,6 @@ class Worker: runner = assigned_runner.runner health_issues: list[str] = [] - if not runner.running: - health_issues.append("runner.running is False") if runner.runner_process.returncode is not None: health_issues.append(f"runner_process.returncode is {runner.runner_process.returncode}") if runner.runner_process.stdin is None: @@ -348,6 +346,7 @@ class Worker: ## Operation Planner async def execute_op(self, op: RunnerOp) -> AsyncGenerator[Event, None]: + ## It would be great if we can get rid of this async for ... yield pattern. match op.op_type: case RunnerOpType.ASSIGN_RUNNER: event_generator = self._execute_assign_op(op) @@ -410,4 +409,3 @@ class Worker: assert self.worker_events is not None await self.worker_events.append_events([event], self.node_id) self.logger.info(f"published event: {event}") - From 40efed443684735ef5cf70eea65aa45b34108f4b Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Wed, 20 Aug 2025 13:04:46 +0100 Subject: [PATCH 153/224] unvendored macmon --- .flake-modules/macmon.nix | 30 ++++++ flake.nix | 1 + worker/utils/macmon/bin/LICENSE.txt | 21 ---- worker/utils/macmon/bin/readme.md | 154 ---------------------------- worker/utils/macmon/macmon.py | 40 ++------ 5 files changed, 40 insertions(+), 206 deletions(-) create mode 100644 .flake-modules/macmon.nix delete mode 100644 worker/utils/macmon/bin/LICENSE.txt delete mode 100644 worker/utils/macmon/bin/readme.md diff --git a/.flake-modules/macmon.nix b/.flake-modules/macmon.nix new file mode 100644 index 00000000..5df0cdf4 --- /dev/null +++ b/.flake-modules/macmon.nix @@ -0,0 +1,30 @@ +# Provides macmon binary for the worker. + +# These values would bind to the consumer flake when this flake module is imported: +{ + config, + self, + inputs, + getSystem, + moduleWithSystem, + withSystem, + ... +}: + +# The actual flake-parts module configuration +{ + perSystem = + { + config, + self', + inputs', + pkgs, + system, + ... + }: + { + make-shells.default = { + packages = if (system == "aarch64-darwin") then ([ pkgs.macmon ]) else ([]); + }; + }; +} diff --git a/flake.nix b/flake.nix index ce7d82d1..fd3f2c31 100644 --- a/flake.nix +++ b/flake.nix @@ -62,6 +62,7 @@ flakeModules.flakeRoot flakeModules.justFlake flakeModules.goForwarder + ./.flake-modules/macmon.nix ]; systems = [ "x86_64-linux" diff --git a/worker/utils/macmon/bin/LICENSE.txt b/worker/utils/macmon/bin/LICENSE.txt deleted file mode 100644 index 4659b63d..00000000 --- a/worker/utils/macmon/bin/LICENSE.txt +++ /dev/null @@ -1,21 +0,0 @@ -MIT License - -Copyright (c) 2024 vladkens - -Permission is hereby granted, free of charge, to any person obtaining a copy -of this software and associated documentation files (the "Software"), to deal -in the Software without restriction, including without limitation the rights -to use, copy, modify, merge, publish, distribute, sublicense, and/or sell -copies of the Software, and to permit persons to whom the Software is -furnished to do so, subject to the following conditions: - -The above copyright notice and this permission notice shall be included in all -copies or substantial portions of the Software. - -THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR -IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, -FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE -AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER -LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, -OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE -SOFTWARE. diff --git a/worker/utils/macmon/bin/readme.md b/worker/utils/macmon/bin/readme.md deleted file mode 100644 index 9c44eed7..00000000 --- a/worker/utils/macmon/bin/readme.md +++ /dev/null @@ -1,154 +0,0 @@ -# `macmon` – Mac Monitor - -
- -Sudoless performance monitoring CLI tool for Apple Silicon processors. - -[](https://github.com/vladkens/macmon/releases) -[](https://github.com/vladkens/macmon/releases) -[](https://github.com/vladkens/macmon/blob/main/LICENSE) -[donate](https://buymeacoffee.com/vladkens) - -
- -
- preview -
- -## Motivation - -Apple Silicon processors don't provide an easy way to see live power consumption. I was interested in this information while testing local LLM models. `asitop` is a nice and simple TUI to quickly see current metrics, but it reads data from `powermetrics` and requires root privileges. `macmon` uses a private macOS API to gather metrics (essentially the same as `powermetrics`) but runs without sudo. 🎉 - -## 🌟 Features - -- 🚫 Works without sudo -- ⚡ Real-time CPU / GPU / ANE power usage -- 📊 CPU utilization per cluster -- 💾 RAM / Swap usage -- 📈 Historical charts + avg / max values -- 🌡️ Average CPU / GPU temperature -- 🎨 Switchable colors (6 variants) -- 🪟 Can be rendered in a small window -- 🦀 Written in Rust - -## 🍺 Install via Homebrew - -You can install [`macmon`](https://formulae.brew.sh/formula/macmon) using [brew](https://brew.sh/): - -```sh -$ brew install macmon -``` - -## 🖥️ Install via MacPorts - -You can also install [`macmon`](https://ports.macports.org/port/macmon/) using [MacPorts](https://macports.org/): - -```sh -$ sudo port install macmon -``` - -## 📦 Install from source - -1. Install [Rust toolchain](https://www.rust-lang.org/tools/install) - -2. Clone the repo: - -```sh -git clone https://github.com/vladkens/macmon.git && cd macmon -``` - -3. Build and run: - -```sh -cargo run -r -``` - -4. (Optionally) Binary can be moved to bin folder: - -```sh -sudo cp target/release/macmon /usr/local/bin -``` - -## 🚀 Usage - -```sh -Usage: macmon [OPTIONS] [COMMAND] - -Commands: - pipe Output metrics in JSON format - debug Print debug information - help Print this message or the help of the given subcommand(s) - -Options: - -i, --interval Update interval in milliseconds [default: 1000] - -h, --help Print help - -V, --version Print version - -Controls: - c - change color - v - switch charts view: gauge / sparkline - q - quit -``` - -## 🚰 Piping - -You can use the pipe subcommand to output metrics in JSON format, which is suitable for piping into other tools or scripts. For example: - -```sh -macmon pipe | jq -``` - -This command runs `macmon` in "pipe" mode and navigate output to `jq` for pretty-printing. - -You can also specify the number of samples to run using `-s` or `--samples` parameter (default: `0`, which runs indefinitely), and set update interval in milliseconds using the `-i` or `--interval` parameter (default: `1000` ms). For example: - -```sh -macmon pipe -s 10 -i 500 | jq -``` - -This will collect 10 samples with an update interval of 500 milliseconds. - -### Output - -```jsonc -{ - "timestamp": "2025-02-24T20:38:15.427569+00:00", - "temp": { - "cpu_temp_avg": 43.73614, // Celsius - "gpu_temp_avg": 36.95167 // Celsius - }, - "memory": { - "ram_total": 25769803776, // Bytes - "ram_usage": 20985479168, // Bytes - "swap_total": 4294967296, // Bytes - "swap_usage": 2602434560 // Bytes - }, - "ecpu_usage": [1181, 0.082656614], // (Frequency MHz, Usage %) - "pcpu_usage": [1974, 0.015181795], // (Frequency MHz, Usage %) - "gpu_usage": [461, 0.021497859], // (Frequency MHz, Usage %) - "cpu_power": 0.20486385, // Watts - "gpu_power": 0.017451683, // Watts - "ane_power": 0.0, // Watts - "all_power": 0.22231553, // Watts - "sys_power": 5.876533, // Watts - "ram_power": 0.11635789, // Watts - "gpu_ram_power": 0.0009615385 // Watts (not sure what it means) -} -``` - -## 🤝 Contributing -We love contributions! Whether you have ideas, suggestions, or bug reports, feel free to open an issue or submit a pull request. Your input is essential in helping us improve `macmon` 💪 - -## 📝 License -`macmon` is distributed under the MIT License. For more details, check out the LICENSE. - -## 🔍 See also -- [tlkh/asitop](https://github.com/tlkh/asitop) – Original tool. Python, requires sudo. -- [dehydratedpotato/socpowerbud](https://github.com/dehydratedpotato/socpowerbud) – ObjectiveC, sudoless, no TUI. -- [op06072/NeoAsitop](https://github.com/op06072/NeoAsitop) – Swift, sudoless. -- [graelo/pumas](https://github.com/graelo/pumas) – Rust, requires sudo. -- [context-labs/mactop](https://github.com/context-labs/mactop) – Go, requires sudo. - ---- - -*PS: One More Thing... Remember, monitoring your Mac's performance with `macmon` is like having a personal trainer for your processor — keeping those cores in shape! 💪* diff --git a/worker/utils/macmon/macmon.py b/worker/utils/macmon/macmon.py index 26b18416..8814fbd9 100644 --- a/worker/utils/macmon/macmon.py +++ b/worker/utils/macmon/macmon.py @@ -1,8 +1,7 @@ import asyncio -import os import platform import subprocess -from pathlib import Path +import shutil from typing import Optional, Tuple from pydantic import BaseModel, ConfigDict, ValidationError @@ -12,16 +11,10 @@ class MacMonError(Exception): """Exception raised for errors in the MacMon functions.""" -def _get_binary_path(binary_path: Optional[str] = None) -> str: +def _get_binary_path() -> str: """ Get the path to the macmon binary. - Args: - binary_path: Optional path to the binary. If not provided, will use the bundled binary. - - Returns: - The path to the macmon binary. - Raises: MacMonError: If the binary doesn't exist or can't be made executable. """ @@ -34,23 +27,11 @@ def _get_binary_path(binary_path: Optional[str] = None) -> str: ): raise MacMonError("MacMon only supports macOS with Apple Silicon (ARM) chips") - if binary_path: - path = binary_path - else: - # Get the directory where this module is located - module_dir = Path(os.path.dirname(os.path.abspath(__file__))) - path = str(module_dir / "bin" / "macmon") - # Ensure the binary exists and is executable - if not os.path.isfile(path): - raise MacMonError(f"Binary not found at: {path}") + path = shutil.which("macmon") - # Make the binary executable if it's not already - if not os.access(path, os.X_OK): - try: - os.chmod(path, 0o755) # rwx r-x r-x - except OSError as e: - raise MacMonError(f"Failed to make binary executable: {e}") from e + if path is None: + raise MacMonError(f"MacMon not found in PATH") return path @@ -109,20 +90,17 @@ class Metrics(BaseModel): # --------------------------------------------------------------------------- -def get_metrics(binary_path: Optional[str] = None) -> Metrics: +def get_metrics() -> Metrics: """ Run the binary and return the metrics as a Python dictionary. - Args: - binary_path: Optional path to the binary. If not provided, will use the bundled binary. - Returns: A mapping containing system metrics. Raises: MacMonError: If there's an error running the binary. """ - path = _get_binary_path(binary_path) + path = _get_binary_path() try: # Run the binary with the argument -s 1 and capture its output @@ -138,7 +116,7 @@ def get_metrics(binary_path: Optional[str] = None) -> Metrics: raise MacMonError(f"Error parsing JSON output: {e}") from e -async def get_metrics_async(binary_path: Optional[str] = None) -> Metrics: +async def get_metrics_async() -> Metrics: """ Asynchronously run the binary and return the metrics as a Python dictionary. @@ -151,7 +129,7 @@ async def get_metrics_async(binary_path: Optional[str] = None) -> Metrics: Raises: MacMonError: If there's an error running the binary. """ - path = _get_binary_path(binary_path) + path = _get_binary_path() try: proc = await asyncio.create_subprocess_exec( From be6f5ae7f1421cafc3fd2e17c4458124048b4aca Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Thu, 21 Aug 2025 16:07:37 +0100 Subject: [PATCH 154/224] feat: build system and homebrew compatibility --- .flake-modules/just-flake.nix | 54 -- engines/mlx/main.py | 6 - engines/mlx/pyproject.toml | 24 - flake.lock | 28 +- flake.nix | 12 +- justfile | 22 +- master/pyproject.toml | 28 - pyproject.toml | 58 +- scripts/pyproject.toml | 22 +- .../src/exo_scripts}/__init__.py | 0 scripts/{ => src/exo_scripts}/read_events.py | 10 +- .../{ => src/exo_scripts}/test_download.py | 2 +- shared/protobufs/types/.gitkeep | 0 shared/protobufs/types/mlx/nn/__init__.pyi | 3 - shared/pyproject.toml | 51 -- .../test_handlers => src/exo}/__init__.py | 0 .../exo/engines/mlx}/__init__.py | 0 .../exo/engines}/mlx/auto_parallel.py | 2 +- {engines => src/exo/engines}/mlx/utils_mlx.py | 14 +- src/exo/main.py | 2 + .../README.md => src/exo/master/__init__.py | 0 {master => src/exo/master}/api.py | 37 +- .../exo/master}/election_callback.py | 2 +- {master => src/exo/master}/env.py | 2 +- .../exo/master}/forwarder_supervisor.py | 4 +- {master => src/exo/master}/main.py | 38 +- {master => src/exo/master}/placement.py | 37 +- .../exo/master}/tests/api_utils_test.py | 2 +- {master => src/exo/master}/tests/conftest.py | 8 +- {master => src/exo/master}/tests/test_api.py | 2 +- .../tests/test_forwarder_supervisor.py | 8 +- .../exo/master}/tests/test_master.py | 32 +- .../exo/master}/tests/test_placement.py | 20 +- .../exo/master}/tests/test_placement_utils.py | 10 +- .../exo/master}/tests/test_topology.py | 8 +- .../exo/master}/utils/placement_utils.py | 16 +- {shared => src/exo/shared}/__init__.py | 0 {shared => src/exo/shared}/apply/__init__.py | 0 {shared => src/exo/shared}/apply/apply.py | 18 +- {shared => src/exo/shared}/constants.py | 0 {shared => src/exo/shared}/db/__init__.py | 0 .../exo/shared}/db/sqlite/__init__.py | 0 .../exo/shared}/db/sqlite/config.py | 2 +- .../exo/shared}/db/sqlite/connector.py | 6 +- .../shared}/db/sqlite/event_log_manager.py | 6 +- {shared => src/exo/shared}/db/sqlite/types.py | 6 +- {shared => src/exo/shared}/env.py | 0 {shared => src/exo/shared}/logging/common.py | 0 .../exo/shared}/models/model_cards.py | 2 +- .../exo/shared}/models/model_meta.py | 4 +- {shared => src/exo/shared}/openai_compat.py | 0 {shared => src/exo/shared}/tests/__init__.py | 0 {shared => src/exo/shared}/tests/conftest.py | 0 .../shared}/tests/test_node_id_persistence.py | 4 +- .../shared}/tests/test_sqlite_connector.py | 8 +- .../shared}/tests/test_state_serialization.py | 8 +- {shared => src/exo/shared}/topology.py | 8 +- {shared => src/exo/shared}/types/api.py | 8 +- {shared => src/exo/shared}/types/common.py | 0 .../exo/shared}/types/events/__init__.py | 0 .../exo/shared}/types/events/_events.py | 18 +- .../exo/shared}/types/events/chunks.py | 6 +- .../exo/shared}/types/events/commands.py | 12 +- .../exo/shared}/types/events/components.py | 4 +- .../exo/shared}/types/graphs/pydantic.py | 0 {shared => src/exo/shared}/types/models.py | 0 {shared => src/exo/shared}/types/multiaddr.py | 0 {shared => src/exo/shared}/types/profiling.py | 0 {shared => src/exo/shared}/types/request.py | 4 +- {shared => src/exo/shared}/types/state.py | 18 +- {shared => src/exo/shared}/types/tasks.py | 6 +- {shared => src/exo/shared}/types/topology.py | 6 +- .../shared}/types/worker/commands_runner.py | 8 +- .../exo/shared}/types/worker/common.py | 2 +- .../exo/shared}/types/worker/downloads.py | 6 +- .../exo/shared}/types/worker/instances.py | 6 +- .../exo/shared}/types/worker/ops.py | 10 +- .../shared}/types/worker/resource_monitor.py | 2 +- .../exo/shared}/types/worker/runners.py | 10 +- .../exo/shared}/types/worker/shards.py | 4 +- {shared => src/exo/shared}/utils.py | 2 +- {worker => src/exo/worker}/NOTES.md | 0 .../README.md => src/exo/worker/__init__.py | 0 {worker => src/exo/worker}/common.py | 12 +- .../exo/worker}/download/conftest.py | 6 +- .../exo/worker}/download/download_utils.py | 6 +- .../exo/worker}/download/huggingface_utils.py | 2 +- .../worker}/download/impl_shard_downloader.py | 10 +- .../exo/worker}/download/shard_downloader.py | 6 +- {worker => src/exo/worker}/main.py | 29 +- {worker => src/exo/worker}/plan.py | 16 +- .../exo/worker}/runner/communication.py | 2 +- {worker => src/exo/worker}/runner/runner.py | 12 +- .../exo/worker}/runner/runner_supervisor.py | 16 +- {worker => src/exo/worker}/runner/utils.py | 6 +- {worker => src/exo/worker}/tests/__init__.py | 0 {worker => src/exo/worker}/tests/conftest.py | 20 +- {worker => src/exo/worker}/tests/constants.py | 8 +- .../exo/worker}/tests/test_download.py | 6 +- .../worker/tests/test_handlers/__init__.py | 0 .../worker}/tests/test_handlers/conftest.py | 18 +- .../test_handlers/test_handlers_happy.py | 22 +- .../tests/test_handlers/test_handlers_sad.py | 14 +- .../exo/worker}/tests/test_handlers/utils.py | 6 +- .../worker/tests/test_integration/__init__.py | 0 .../tests/test_integration/conftest.py | 12 +- .../test_integration/integration_utils.py | 8 +- .../tests/test_integration/test_creation.py | 0 .../tests/test_integration/test_inference.py | 30 +- .../test_integration/test_inference_sad.py | 26 +- .../test_integration/test_instantiation.py | 18 +- .../test_instantiation_sad.py | 18 +- .../test_inference_llama70B.py | 30 +- .../tests/test_plan/test_worker_plan.py | 30 +- .../tests/test_plan/test_worker_plan_utils.py | 26 +- .../worker}/tests/test_runner_connection.py | 24 +- .../exo/worker}/tests/test_serdes.py | 10 +- .../exo/worker}/tests/test_spinup_timeout.py | 16 +- .../tests/test_supervisor/test_memory.py | 16 +- .../worker}/tests/test_supervisor/test_oom.py | 12 +- .../tests/test_supervisor/test_supervisor.py | 14 +- .../test_supervisor/test_supervisor_sad.py | 12 +- {worker => src/exo/worker}/utils/__init__.py | 0 .../exo/worker}/utils/macmon/.DS_Store | Bin .../exo/worker}/utils/macmon/__init__.py | 0 .../exo/worker}/utils/macmon/macmon.py | 0 {worker => src/exo/worker}/utils/profile.py | 8 +- .../exo/worker}/utils/system_info.py | 2 +- {worker => src/exo/worker}/worker.py | 26 +- uv.lock | 720 +++++++++--------- worker/README.md | 0 worker/pyproject.toml | 24 +- 132 files changed, 905 insertions(+), 1162 deletions(-) delete mode 100644 .flake-modules/just-flake.nix delete mode 100644 engines/mlx/main.py delete mode 100644 engines/mlx/pyproject.toml delete mode 100644 master/pyproject.toml rename {worker => scripts/src/exo_scripts}/__init__.py (100%) rename scripts/{ => src/exo_scripts}/read_events.py (98%) rename scripts/{ => src/exo_scripts}/test_download.py (74%) delete mode 100644 shared/protobufs/types/.gitkeep delete mode 100644 shared/protobufs/types/mlx/nn/__init__.pyi delete mode 100644 shared/pyproject.toml rename {worker/tests/test_handlers => src/exo}/__init__.py (100%) rename {worker/tests/test_integration => src/exo/engines/mlx}/__init__.py (100%) rename {engines => src/exo/engines}/mlx/auto_parallel.py (98%) rename {engines => src/exo/engines}/mlx/utils_mlx.py (93%) create mode 100644 src/exo/main.py rename engines/mlx/README.md => src/exo/master/__init__.py (100%) rename {master => src/exo/master}/api.py (90%) rename {master => src/exo/master}/election_callback.py (89%) rename {master => src/exo/master}/env.py (86%) rename {master => src/exo/master}/forwarder_supervisor.py (98%) rename {master => src/exo/master}/main.py (89%) rename {master => src/exo/master}/placement.py (74%) rename {master => src/exo/master}/tests/api_utils_test.py (97%) rename {master => src/exo/master}/tests/conftest.py (88%) rename {master => src/exo/master}/tests/test_api.py (96%) rename {master => src/exo/master}/tests/test_forwarder_supervisor.py (98%) rename {master => src/exo/master}/tests/test_master.py (85%) rename {master => src/exo/master}/tests/test_placement.py (92%) rename {master => src/exo/master}/tests/test_placement_utils.py (96%) rename {master => src/exo/master}/tests/test_topology.py (97%) rename {master => src/exo/master}/utils/placement_utils.py (88%) rename {shared => src/exo/shared}/__init__.py (100%) rename {shared => src/exo/shared}/apply/__init__.py (100%) rename {shared => src/exo/shared}/apply/apply.py (93%) rename {shared => src/exo/shared}/constants.py (100%) rename {shared => src/exo/shared}/db/__init__.py (100%) rename {shared => src/exo/shared}/db/sqlite/__init__.py (100%) rename {shared => src/exo/shared}/db/sqlite/config.py (85%) rename {shared => src/exo/shared}/db/sqlite/connector.py (98%) rename {shared => src/exo/shared}/db/sqlite/event_log_manager.py (95%) rename {shared => src/exo/shared}/db/sqlite/types.py (91%) rename {shared => src/exo/shared}/env.py (100%) rename {shared => src/exo/shared}/logging/common.py (100%) rename {shared => src/exo/shared}/models/model_cards.py (99%) rename {shared => src/exo/shared}/models/model_meta.py (97%) rename {shared => src/exo/shared}/openai_compat.py (100%) rename {shared => src/exo/shared}/tests/__init__.py (100%) rename {shared => src/exo/shared}/tests/conftest.py (100%) rename {shared => src/exo/shared}/tests/test_node_id_persistence.py (96%) rename {shared => src/exo/shared}/tests/test_sqlite_connector.py (98%) rename {shared => src/exo/shared}/tests/test_state_serialization.py (83%) rename {shared => src/exo/shared}/topology.py (97%) rename {shared => src/exo/shared}/types/api.py (94%) rename {shared => src/exo/shared}/types/common.py (100%) rename {shared => src/exo/shared}/types/events/__init__.py (100%) rename {shared => src/exo/shared}/types/events/_events.py (94%) rename {shared => src/exo/shared}/types/events/chunks.py (93%) rename {shared => src/exo/shared}/types/events/commands.py (84%) rename {shared => src/exo/shared}/types/events/components.py (90%) rename {shared => src/exo/shared}/types/graphs/pydantic.py (100%) rename {shared => src/exo/shared}/types/models.py (100%) rename {shared => src/exo/shared}/types/multiaddr.py (100%) rename {shared => src/exo/shared}/types/profiling.py (100%) rename {shared => src/exo/shared}/types/request.py (87%) rename {shared => src/exo/shared}/types/state.py (79%) rename {shared => src/exo/shared}/types/tasks.py (82%) rename {shared => src/exo/shared}/types/topology.py (93%) rename {shared => src/exo/shared}/types/worker/commands_runner.py (93%) rename {shared => src/exo/shared}/types/worker/common.py (90%) rename {shared => src/exo/shared}/types/worker/downloads.py (92%) rename {shared => src/exo/shared}/types/worker/instances.py (69%) rename {shared => src/exo/shared}/types/worker/ops.py (89%) rename {shared => src/exo/shared}/types/worker/resource_monitor.py (96%) rename {shared => src/exo/shared}/types/worker/runners.py (90%) rename {shared => src/exo/shared}/types/worker/shards.py (95%) rename {shared => src/exo/shared}/utils.py (99%) rename {worker => src/exo/worker}/NOTES.md (100%) rename master/README.md => src/exo/worker/__init__.py (100%) rename {worker => src/exo/worker}/common.py (70%) rename {worker => src/exo/worker}/download/conftest.py (81%) rename {worker => src/exo/worker}/download/download_utils.py (99%) rename {worker => src/exo/worker}/download/huggingface_utils.py (98%) rename {worker => src/exo/worker}/download/impl_shard_downloader.py (95%) rename {worker => src/exo/worker}/download/shard_downloader.py (96%) rename {worker => src/exo/worker}/main.py (82%) rename {worker => src/exo/worker}/plan.py (96%) rename {worker => src/exo/worker}/runner/communication.py (96%) rename {worker => src/exo/worker}/runner/runner.py (95%) rename {worker => src/exo/worker}/runner/runner_supervisor.py (96%) rename {worker => src/exo/worker}/runner/utils.py (91%) rename {worker => src/exo/worker}/tests/__init__.py (100%) rename {worker => src/exo/worker}/tests/conftest.py (88%) rename {worker => src/exo/worker}/tests/constants.py (81%) rename {worker => src/exo/worker}/tests/test_download.py (89%) rename shared/README.md => src/exo/worker/tests/test_handlers/__init__.py (100%) rename {worker => src/exo/worker}/tests/test_handlers/conftest.py (79%) rename {worker => src/exo/worker}/tests/test_handlers/test_handlers_happy.py (89%) rename {worker => src/exo/worker}/tests/test_handlers/test_handlers_sad.py (84%) rename {worker => src/exo/worker}/tests/test_handlers/utils.py (64%) rename shared/protobufs/schemas/.gitkeep => src/exo/worker/tests/test_integration/__init__.py (100%) rename {worker => src/exo/worker}/tests/test_integration/conftest.py (72%) rename {worker => src/exo/worker}/tests/test_integration/integration_utils.py (90%) rename {worker => src/exo/worker}/tests/test_integration/test_creation.py (100%) rename {worker => src/exo/worker}/tests/test_integration/test_inference.py (89%) rename {worker => src/exo/worker}/tests/test_integration/test_inference_sad.py (90%) rename {worker => src/exo/worker}/tests/test_integration/test_instantiation.py (85%) rename {worker => src/exo/worker}/tests/test_integration/test_instantiation_sad.py (84%) rename {worker => src/exo/worker}/tests/test_multimodel/test_inference_llama70B.py (90%) rename {worker => src/exo/worker}/tests/test_plan/test_worker_plan.py (96%) rename {worker => src/exo/worker}/tests/test_plan/test_worker_plan_utils.py (91%) rename {worker => src/exo/worker}/tests/test_runner_connection.py (90%) rename {worker => src/exo/worker}/tests/test_serdes.py (81%) rename {worker => src/exo/worker}/tests/test_spinup_timeout.py (75%) rename {worker => src/exo/worker}/tests/test_supervisor/test_memory.py (76%) rename {worker => src/exo/worker}/tests/test_supervisor/test_oom.py (79%) rename {worker => src/exo/worker}/tests/test_supervisor/test_supervisor.py (95%) rename {worker => src/exo/worker}/tests/test_supervisor/test_supervisor_sad.py (88%) rename {worker => src/exo/worker}/utils/__init__.py (100%) rename {worker => src/exo/worker}/utils/macmon/.DS_Store (100%) rename {worker => src/exo/worker}/utils/macmon/__init__.py (100%) rename {worker => src/exo/worker}/utils/macmon/macmon.py (100%) rename {worker => src/exo/worker}/utils/profile.py (96%) rename {worker => src/exo/worker}/utils/system_info.py (99%) rename {worker => src/exo/worker}/worker.py (95%) delete mode 100644 worker/README.md diff --git a/.flake-modules/just-flake.nix b/.flake-modules/just-flake.nix deleted file mode 100644 index 2208a58c..00000000 --- a/.flake-modules/just-flake.nix +++ /dev/null @@ -1,54 +0,0 @@ -# Provides pretty banner & command index for this flake - -# Top-level parameters that are bound to the provider flake -# These are passed from `flake.nix` using importApply -{ - localSelf, - flake-parts-lib, - nixpkgs-lib, - just-flake, - ... -}: - -# These values would bind to the consumer flake when this flake module is imported: -{ - config, - self, - inputs, - getSystem, - moduleWithSystem, - withSystem, - ... -}: - -# The actual flake-parts module configuration -{ - imports = [ just-flake.flakeModule ]; - perSystem = - { - config, - self', - inputs', - pkgs, - system, - ... - }: - { - just-flake.features = { - # treefmt.enable = true; - # rust.enable = true; - # convco.enable = true; - # hello = { - # enable = true; - # justfile = '' - # hello: - # echo Hello World - # ''; - # }; - }; - - make-shells.default = { - inputsFrom = [ config.just-flake.outputs.devShell ]; - }; - }; -} diff --git a/engines/mlx/main.py b/engines/mlx/main.py deleted file mode 100644 index a4f37c5b..00000000 --- a/engines/mlx/main.py +++ /dev/null @@ -1,6 +0,0 @@ -def main(): - print("Hello from mlx!") - - -if __name__ == "__main__": - main() diff --git a/engines/mlx/pyproject.toml b/engines/mlx/pyproject.toml deleted file mode 100644 index 35487320..00000000 --- a/engines/mlx/pyproject.toml +++ /dev/null @@ -1,24 +0,0 @@ -[project] -name = "exo-engine-mlx" -version = "0.1.0" -description = "MLX inference backend for the Exo project" -readme = "README.md" -requires-python = ">=3.13" -dependencies = [] - -[build-system] -requires = ["hatchling"] -build-backend = "hatchling.build" - -[tool.hatch.build] -clean = true - -[tool.hatch.build.targets.wheel] -packages = [] -include = ["*"] -exclude = ["*.md", "pyproject.toml"] - -[tool.hatch.build.targets.sdist] -packages = [] -include = ["*"] -exclude = ["*.md", "pyproject.toml"] \ No newline at end of file diff --git a/flake.lock b/flake.lock index 7e9d54e3..35e1853d 100644 --- a/flake.lock +++ b/flake.lock @@ -23,11 +23,11 @@ ] }, "locked": { - "lastModified": 1754420989, - "narHash": "sha256-3e4wHzNwTMg7GaeLH9A091DMaO9AfFxUjpfqbddCUeo=", + "lastModified": 1754487366, + "narHash": "sha256-pHYj8gUBapuUzKV/kN/tR3Zvqc7o6gdFB9XKXIp1SQ8=", "owner": "hercules-ci", "repo": "flake-parts", - "rev": "7f38f25a44023a21a504bd3fd9d4f41c4a39f55c", + "rev": "af66ad14b28a127c5c0f3bbb298218fc63528a18", "type": "github" }, "original": { @@ -51,21 +51,6 @@ "type": "github" } }, - "just-flake": { - "locked": { - "lastModified": 1713316411, - "narHash": "sha256-NkJfU6H+6vgHkPtZ2ESbZ/h2wnsDQrZvB4vbdUIBx8Q=", - "owner": "juspay", - "repo": "just-flake", - "rev": "0e33952a4bcd16cd54ee3aba8111606c237d4526", - "type": "github" - }, - "original": { - "owner": "juspay", - "repo": "just-flake", - "type": "github" - } - }, "make-shell": { "inputs": { "flake-compat": "flake-compat" @@ -86,11 +71,11 @@ }, "nixpkgs": { "locked": { - "lastModified": 1753939845, - "narHash": "sha256-K2ViRJfdVGE8tpJejs8Qpvvejks1+A4GQej/lBk5y7I=", + "lastModified": 1755615617, + "narHash": "sha256-HMwfAJBdrr8wXAkbGhtcby1zGFvs+StOp19xNsbqdOg=", "owner": "NixOS", "repo": "nixpkgs", - "rev": "94def634a20494ee057c76998843c015909d6311", + "rev": "20075955deac2583bb12f07151c2df830ef346b4", "type": "github" }, "original": { @@ -104,7 +89,6 @@ "inputs": { "flake-parts": "flake-parts", "flake-root": "flake-root", - "just-flake": "just-flake", "make-shell": "make-shell", "nixpkgs": "nixpkgs" } diff --git a/flake.nix b/flake.nix index fd3f2c31..17253618 100644 --- a/flake.nix +++ b/flake.nix @@ -17,9 +17,6 @@ # 1. ${lib.getExe config.flake-root.package} # 2. $FLAKE_ROOT environment-varible flake-root.url = "github:srid/flake-root"; - - # Provides flake integration with [Just](https://just.systems/man/en/) - just-flake.url = "github:juspay/just-flake"; }; outputs = @@ -50,9 +47,6 @@ # instantiate all the flake modules, passing custom arguments to them as needed flakeModules = { flakeRoot = importApply' ./.flake-modules/flake-root.nix { inherit (inputs) flake-root; }; - justFlake = importApply' ./.flake-modules/just-flake.nix { - inherit (inputs) just-flake; - }; goForwarder = importApply' ./.flake-modules/go-forwarder.nix { }; }; in @@ -60,7 +54,6 @@ imports = [ inputs.make-shell.flakeModules.default flakeModules.flakeRoot - flakeModules.justFlake flakeModules.goForwarder ./.flake-modules/macmon.nix ]; @@ -121,6 +114,11 @@ LD_LIBRARY_PATH = "${pkgs.stdenv.cc.cc.lib}/lib"; }; + shellHook = '' + export GO_BUILD_DIR=$(git rev-parse --show-toplevel)/build; + export DASHBOARD_DIR=$(git rev-parse --show-toplevel)/dashboard; + ''; + # Arbitrary mkDerivation arguments should be changed to be attributes of the `additionalArguments` option additionalArguments = { }; }; diff --git a/justfile b/justfile index 35ebb3e3..4265a568 100644 --- a/justfile +++ b/justfile @@ -1,18 +1,6 @@ -# See flake.nix (just-flake) -import "just-flake.just" - default: @just --list -regenerate-protobufs: - #!/usr/bin/env bash - if [ -f shared/protobufs/schemas/*.proto ]; then - protoc --proto_path=shared/protobufs/schemas --python_out=shared/protobufs/types --pyi_out=shared/protobufs/types shared/protobufs/schemas/*.proto - uv run ruff format ./shared/protobufs/types - else - echo "No .proto files found in shared/protobufs/schemas/" - fi - fmt: uv run ruff format master worker shared engines/* @@ -37,15 +25,13 @@ sync: sync-clean: uv sync --all-packages --force-reinstall --no-cache -protobufs: - just regenerate-protobufs - -build: regenerate-protobufs +build: uv build --all-packages # Build the Go forwarder binary build-forwarder: - HASH=$(uv run scripts/hashdir.py) && cd networking/forwarder && go build -buildvcs=false -o ../../build/forwarder -ldflags "-X 'main.SourceHash=${HASH}'" . + HASH=$(uv run scripts/hashdir.py) && go build -C networking/forwarder -buildvcs=false -o $GO_BUILD_DIR/forwarder -ldflags "-X 'main.SourceHash=${HASH}'" + chmod 0755 $GO_BUILD_DIR/forwarder # Run forwarder tests test-forwarder: @@ -61,4 +47,4 @@ run n="1" clean="false": for i in $(seq 2 "{{n}}"); do \ if [ "{{clean}}" = "true" ]; then ./run.sh -rc; else ./run.sh -r; fi; \ done; \ - fi \ No newline at end of file + fi diff --git a/master/pyproject.toml b/master/pyproject.toml deleted file mode 100644 index d1343631..00000000 --- a/master/pyproject.toml +++ /dev/null @@ -1,28 +0,0 @@ -[project] -name = "exo-master" -version = "0.1.0" -description = "Master service for the Exo project" -readme = "README.md" -requires-python = ">=3.13" -dependencies = [ - "exo-shared", - "fastapi>=0.116.0", - "uvicorn>=0.35.0", -] - -[build-system] -requires = ["hatchling"] -build-backend = "hatchling.build" - -[tool.hatch.build] -clean = true - -[tool.hatch.build.targets.wheel] -packages = [] -include = ["*"] -exclude = ["*.md", "pyproject.toml"] - -[tool.hatch.build.targets.sdist] -packages = [] -include = ["*"] -exclude = ["*.md", "pyproject.toml"] diff --git a/pyproject.toml b/pyproject.toml index 8a696e0f..20f8b5b6 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -7,15 +7,36 @@ requires-python = ">=3.13" dependencies = [ "aiofiles>=24.1.0", "aiohttp>=3.12.14", - "exo-master", - "exo-worker", "types-aiofiles>=24.1.0.20250708", "typeguard>=4.4.4", "pydantic>=2.11.7", "base58>=2.1.1", "cryptography>=45.0.5", + "fastapi>=0.116.1", + "uvicorn>=0.35.0", + "filelock>=3.18.0", + "aiosqlite>=0.21.0", + "networkx>=3.5", + "openai>=1.99.9", + "pathlib>=1.0.1", + "protobuf>=6.32.0", + "rich>=14.1.0", + "rustworkx>=0.17.1", + "sqlmodel>=0.0.24", + "sqlalchemy[asyncio]>=2.0.43", + "greenlet>=3.2.4", + "huggingface-hub>=0.33.4", + "mlx==0.26.3", + "mlx-lm @ https://github.com/ml-explore/mlx-lm.git", + "psutil>=7.0.0", + "transformers>=4.55.2", ] +[project.scripts] +exo-master = "exo.master.main:main" +exo-worker = "exo.worker.main:main" +#exo = "exo.main:main" + # dependencies only required for development [dependency-groups] dev = [ @@ -36,33 +57,12 @@ darwin = [ [tool.uv.workspace] members = [ - "master", - "worker", - "shared", - "engines/*", - "scripts" + "scripts", ] -[tool.uv.sources] -exo-shared = { workspace = true } -exo-master = { workspace = true } -exo-worker = { workspace = true } -exo-engine-mlx = { workspace = true } - [build-system] -requires = ["hatchling"] -build-backend = "hatchling.build" - -[tool.hatch.build] -clean = true - -[tool.hatch.build.targets.wheel] -packages = [] -only-include = ["pyproject.toml", "README.md"] - -[tool.hatch.build.targets.sdist] -packages = [] -only-include = ["pyproject.toml", "README.md"] +requires = ["uv_build>=0.8.9,<0.9.0"] +build-backend = "uv_build" ### # type-checker configuration @@ -81,15 +81,9 @@ reportInvalidCast = "error" reportUnnecessaryCast = "error" reportUnnecessaryTypeIgnoreComment = "error" -include = ["master", "worker", "shared", "engines/*"] pythonVersion = "3.13" pythonPlatform = "Darwin" -stubPath = "shared/protobufs/types" -ignore = [ - "shared/protobufs/types/**/*", -] - ### # uv configuration ### diff --git a/scripts/pyproject.toml b/scripts/pyproject.toml index 7bf304a2..8d10af64 100644 --- a/scripts/pyproject.toml +++ b/scripts/pyproject.toml @@ -5,26 +5,10 @@ description = "Scripts for the Exo project" readme = "README.md" requires-python = ">=3.13" dependencies = [ - "exo-shared", + "shared", "huggingface_hub>=0.33.4", ] [build-system] -requires = ["hatchling"] -build-backend = "hatchling.build" - -[tool.hatch.metadata] -allow-direct-references = true - -[tool.hatch.build] -clean = true - -[tool.hatch.build.targets.wheel] -packages = [] -include = ["*"] -exclude = ["*.md", "pyproject.toml"] - -[tool.hatch.build.targets.sdist] -packages = [] -include = ["*"] -exclude = ["*.md", "pyproject.toml"] +requires = ["uv_build>=0.8.9,<0.9.0"] +build-backend = "uv_build" diff --git a/worker/__init__.py b/scripts/src/exo_scripts/__init__.py similarity index 100% rename from worker/__init__.py rename to scripts/src/exo_scripts/__init__.py diff --git a/scripts/read_events.py b/scripts/src/exo_scripts/read_events.py similarity index 98% rename from scripts/read_events.py rename to scripts/src/exo_scripts/read_events.py index 2187306f..f8da5679 100644 --- a/scripts/read_events.py +++ b/scripts/src/exo_scripts/read_events.py @@ -8,11 +8,11 @@ import sys from logging import Logger from typing import List, Optional, Any, Sequence, Tuple -from shared.types.state import State -from shared.apply import apply -from shared.db.sqlite.event_log_manager import EventLogManager, EventLogConfig -from shared.types.events.components import EventFromEventLog -from shared.types.events import Event +from exo.shared.types.state import State +from exo.shared.apply import apply +from exo.shared.db.sqlite.event_log_manager import EventLogManager, EventLogConfig +from exo.shared.types.events.components import EventFromEventLog +from exo.shared.types.events import Event # Globals logger: Logger = Logger('helper_log') diff --git a/scripts/test_download.py b/scripts/src/exo_scripts/test_download.py similarity index 74% rename from scripts/test_download.py rename to scripts/src/exo_scripts/test_download.py index 12c91b64..4a09a104 100644 --- a/scripts/test_download.py +++ b/scripts/src/exo_scripts/test_download.py @@ -1,4 +1,4 @@ -from worker.download.download_utils import * +from exo.worker.download.download_utils import * async def main(): meta = await file_meta( diff --git a/shared/protobufs/types/.gitkeep b/shared/protobufs/types/.gitkeep deleted file mode 100644 index e69de29b..00000000 diff --git a/shared/protobufs/types/mlx/nn/__init__.pyi b/shared/protobufs/types/mlx/nn/__init__.pyi deleted file mode 100644 index 464c4f1a..00000000 --- a/shared/protobufs/types/mlx/nn/__init__.pyi +++ /dev/null @@ -1,3 +0,0 @@ -from mlx.nn.layers import * -from mlx.nn import init as init, losses as losses -from mlx.nn.utils import average_gradients as average_gradients, value_and_grad as value_and_grad \ No newline at end of file diff --git a/shared/pyproject.toml b/shared/pyproject.toml deleted file mode 100644 index 6df028ca..00000000 --- a/shared/pyproject.toml +++ /dev/null @@ -1,51 +0,0 @@ -[project] -name = "exo-shared" -version = "0.1.0" -description = "Shared utilities for the Exo project" -readme = "README.md" -requires-python = ">=3.13" -dependencies = [ - "filelock>=3.18.0", - "aiosqlite>=0.20.0", - "networkx>=3.5", - "openai>=1.93.0", - "pathlib>=1.0.1", - "protobuf>=6.31.1", - "pydantic>=2.11.7", - "rich>=14.0.0", - "rustworkx>=0.16.0", - "sqlmodel>=0.0.22", - "sqlalchemy[asyncio]>=2.0.0", - "greenlet>=3.2.3", - "cryptography>=44.0.0", - "base58>=2.1.1", -] - -[build-system] -requires = ["hatchling"] -build-backend = "hatchling.build" - -[tool.hatch.build] -clean = true - -[tool.hatch.build.targets.wheel] -packages = [] -include = ["*"] -exclude = ["protobufs/schemas", "*.md", "pyproject.toml"] - -[tool.hatch.build.targets.sdist] -packages = [] -include = ["*"] -exclude = ["protobufs/schemas", "*.md", "pyproject.toml"] - -[dependency-groups] -dev = [ - "types-protobuf>=6.30.2.20250516", - "pytest>=8.4.0", - "pytest-asyncio>=1.0.0", -] - -[tool.pytest.ini_options] -log_cli = true -log_cli_level = "INFO" -asyncio_mode = "auto" diff --git a/worker/tests/test_handlers/__init__.py b/src/exo/__init__.py similarity index 100% rename from worker/tests/test_handlers/__init__.py rename to src/exo/__init__.py diff --git a/worker/tests/test_integration/__init__.py b/src/exo/engines/mlx/__init__.py similarity index 100% rename from worker/tests/test_integration/__init__.py rename to src/exo/engines/mlx/__init__.py diff --git a/engines/mlx/auto_parallel.py b/src/exo/engines/mlx/auto_parallel.py similarity index 98% rename from engines/mlx/auto_parallel.py rename to src/exo/engines/mlx/auto_parallel.py index a75d356e..83598a7a 100644 --- a/engines/mlx/auto_parallel.py +++ b/src/exo/engines/mlx/auto_parallel.py @@ -3,7 +3,7 @@ from typing import Protocol, cast, override import mlx.core as mx import mlx.nn as nn -from shared.types.worker.shards import PipelineShardMetadata +from exo.shared.types.worker.shards import PipelineShardMetadata class IdentityLayer(nn.Module): diff --git a/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py similarity index 93% rename from engines/mlx/utils_mlx.py rename to src/exo/engines/mlx/utils_mlx.py index 43a5f1a4..c21c8c92 100644 --- a/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -13,13 +13,13 @@ from mlx_lm.tokenizer_utils import TokenizerWrapper, load_tokenizer # type: ign from mlx_lm.utils import load_model # type: ignore from pydantic import RootModel -from engines.mlx.auto_parallel import auto_parallel -from shared.types.api import ChatCompletionMessage -from shared.types.common import Host -from shared.types.tasks import ChatCompletionTaskParams -from shared.types.worker.shards import ShardMetadata -from worker.download.download_utils import build_model_path -from worker.runner.communication import runner_print +from exo.engines.mlx.auto_parallel import auto_parallel +from exo.shared.types.api import ChatCompletionMessage +from exo.shared.types.common import Host +from exo.shared.types.tasks import ChatCompletionTaskParams +from exo.shared.types.worker.shards import ShardMetadata +from exo.worker.download.download_utils import build_model_path +from exo.worker.runner.communication import runner_print # Needed for 8 bit model resource.setrlimit(resource.RLIMIT_NOFILE, (2048, 4096)) diff --git a/src/exo/main.py b/src/exo/main.py new file mode 100644 index 00000000..708a6a64 --- /dev/null +++ b/src/exo/main.py @@ -0,0 +1,2 @@ +def main(): + print("Hello world!") diff --git a/engines/mlx/README.md b/src/exo/master/__init__.py similarity index 100% rename from engines/mlx/README.md rename to src/exo/master/__init__.py diff --git a/master/api.py b/src/exo/master/api.py similarity index 90% rename from master/api.py rename to src/exo/master/api.py index 60250bae..207983f3 100644 --- a/master/api.py +++ b/src/exo/master/api.py @@ -1,7 +1,7 @@ import asyncio import time from collections.abc import AsyncGenerator -from pathlib import Path +import os from typing import Callable, List, Sequence, final import uvicorn @@ -10,10 +10,10 @@ from fastapi.middleware.cors import CORSMiddleware from fastapi.responses import StreamingResponse from fastapi.staticfiles import StaticFiles -from shared.db.sqlite.connector import AsyncSQLiteEventStorage -from shared.models.model_cards import MODEL_CARDS -from shared.models.model_meta import get_model_meta -from shared.types.api import ( +from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage +from exo.shared.models.model_cards import MODEL_CARDS +from exo.shared.models.model_meta import get_model_meta +from exo.shared.types.api import ( ChatCompletionMessage, ChatCompletionResponse, CreateInstanceResponse, @@ -23,10 +23,10 @@ from shared.types.api import ( ModelListModel, StreamingChoiceResponse, ) -from shared.types.common import CommandId -from shared.types.events import ChunkGenerated, Event -from shared.types.events.chunks import TokenChunk -from shared.types.events.commands import ( +from exo.shared.types.common import CommandId +from exo.shared.types.events import ChunkGenerated, Event +from exo.shared.types.events.chunks import TokenChunk +from exo.shared.types.events.commands import ( ChatCompletionCommand, Command, CommandType, @@ -34,17 +34,12 @@ from shared.types.events.commands import ( DeleteInstanceCommand, TaskFinishedCommand, ) -from shared.types.events.components import EventFromEventLog -from shared.types.models import ModelMetadata -from shared.types.state import State -from shared.types.tasks import ChatCompletionTaskParams -from shared.types.worker.common import InstanceId -from shared.types.worker.instances import Instance - -# TODO: Make sure that when we package the app the dashboard is in the right place. -_ROOT_DIR = Path(__file__).resolve().parents[1] -_DASHBOARD_DIR = _ROOT_DIR / "dashboard" - +from exo.shared.types.events.components import EventFromEventLog +from exo.shared.types.models import ModelMetadata +from exo.shared.types.state import State +from exo.shared.types.tasks import ChatCompletionTaskParams +from exo.shared.types.worker.common import InstanceId +from exo.shared.types.worker.instances import Instance def chunk_to_response(chunk: TokenChunk) -> ChatCompletionResponse: return ChatCompletionResponse( @@ -81,7 +76,7 @@ class API: self._setup_cors() self._setup_routes() - self._app.mount("/", StaticFiles(directory=_DASHBOARD_DIR, html=True), name="dashboard") + self._app.mount("/", StaticFiles(directory=os.environ["DASHBOARD_DIR"], html=True), name="dashboard") def _setup_cors(self) -> None: self._app.add_middleware( diff --git a/master/election_callback.py b/src/exo/master/election_callback.py similarity index 89% rename from master/election_callback.py rename to src/exo/master/election_callback.py index a3cba9b4..61e7c7e6 100644 --- a/master/election_callback.py +++ b/src/exo/master/election_callback.py @@ -1,6 +1,6 @@ from logging import Logger -from master.forwarder_supervisor import ForwarderRole, ForwarderSupervisor +from exo.master.forwarder_supervisor import ForwarderRole, ForwarderSupervisor class ElectionCallbacks: diff --git a/master/env.py b/src/exo/master/env.py similarity index 86% rename from master/env.py rename to src/exo/master/env.py index a63914c2..3b703d93 100644 --- a/master/env.py +++ b/src/exo/master/env.py @@ -1,6 +1,6 @@ from pathlib import Path -from shared.env import BaseEnv +from exo.shared.env import BaseEnv class MasterEnvironmentSchema(BaseEnv): diff --git a/master/forwarder_supervisor.py b/src/exo/master/forwarder_supervisor.py similarity index 98% rename from master/forwarder_supervisor.py rename to src/exo/master/forwarder_supervisor.py index 4e7fa918..a8f5bba1 100644 --- a/master/forwarder_supervisor.py +++ b/src/exo/master/forwarder_supervisor.py @@ -5,13 +5,13 @@ from enum import Enum from logging import Logger from pathlib import Path -from shared.constants import ( +from exo.shared.constants import ( EXO_GLOBAL_EVENT_DB, EXO_WORKER_EVENT_DB, LIBP2P_GLOBAL_EVENTS_TOPIC, LIBP2P_WORKER_EVENTS_TOPIC, ) -from shared.types.common import NodeId +from exo.shared.types.common import NodeId class ForwarderRole(str, Enum): diff --git a/master/main.py b/src/exo/master/main.py similarity index 89% rename from master/main.py rename to src/exo/master/main.py index 9bb4551e..6c1fc038 100644 --- a/master/main.py +++ b/src/exo/master/main.py @@ -6,16 +6,16 @@ import traceback from pathlib import Path from typing import List -from master.api import start_fastapi_server -from master.election_callback import ElectionCallbacks -from master.forwarder_supervisor import ForwarderRole, ForwarderSupervisor -from master.placement import get_instance_placements, get_transition_events -from shared.apply import apply -from shared.db.sqlite.config import EventLogConfig -from shared.db.sqlite.connector import AsyncSQLiteEventStorage -from shared.db.sqlite.event_log_manager import EventLogManager -from shared.types.common import CommandId, NodeId -from shared.types.events import ( +from exo.master.api import start_fastapi_server +from exo.master.election_callback import ElectionCallbacks +from exo.master.forwarder_supervisor import ForwarderRole, ForwarderSupervisor +from exo.master.placement import get_instance_placements, get_transition_events +from exo.shared.apply import apply +from exo.shared.db.sqlite.config import EventLogConfig +from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage +from exo.shared.db.sqlite.event_log_manager import EventLogManager +from exo.shared.types.common import CommandId, NodeId +from exo.shared.types.events import ( Event, Heartbeat, InstanceDeleted, @@ -24,17 +24,17 @@ from shared.types.events import ( TopologyEdgeDeleted, TopologyNodeCreated, ) -from shared.types.events.commands import ( +from exo.shared.types.events.commands import ( ChatCompletionCommand, Command, CreateInstanceCommand, DeleteInstanceCommand, TaskFinishedCommand, ) -from shared.types.state import State -from shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus, TaskType -from shared.types.worker.instances import Instance -from shared.utils import Keypair, get_node_id_keypair +from exo.shared.types.state import State +from exo.shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus, TaskType +from exo.shared.types.worker.instances import Instance +from exo.shared.utils import Keypair, get_node_id_keypair class Master: @@ -176,7 +176,7 @@ class Master: await asyncio.sleep(0.1) -async def main(): +async def async_main(): logger = logging.getLogger('master_logger') logger.setLevel(logging.INFO) if not logger.handlers: @@ -211,9 +211,11 @@ async def main(): logger.info('Running FastAPI server in a separate thread. Listening on port 8000.') master = Master(node_id_keypair, node_id, command_buffer, global_events, worker_events, - Path("./build/forwarder"), logger) + Path(os.environ["GO_BUILD_DIR"])/"forwarder", logger) await master.run() +def main(): + asyncio.run(async_main()) if __name__ == "__main__": - asyncio.run(main()) + main() diff --git a/master/placement.py b/src/exo/master/placement.py similarity index 74% rename from master/placement.py rename to src/exo/master/placement.py index ed25cc2a..e047cfa0 100644 --- a/master/placement.py +++ b/src/exo/master/placement.py @@ -1,34 +1,26 @@ -import json import random from collections.abc import Mapping from copy import deepcopy from functools import singledispatch from typing import Sequence -from master.utils.placement_utils import ( +from exo.master.utils.placement_utils import ( filter_cycles_by_memory, get_hosts_from_subgraph, get_shard_assignments, get_smallest_cycles, ) -from shared.topology import Topology -from shared.types.common import Host, NodeId -from shared.types.events import Event, InstanceCreated, InstanceDeleted -from shared.types.events.commands import CreateInstanceCommand, DeleteInstanceCommand -from shared.types.worker.common import InstanceId -from shared.types.worker.instances import Instance, InstanceStatus +from exo.shared.topology import Topology +from exo.shared.types.common import Host +from exo.shared.types.events import Event, InstanceCreated, InstanceDeleted +from exo.shared.types.events.commands import CreateInstanceCommand, DeleteInstanceCommand +from exo.shared.types.worker.common import InstanceId +from exo.shared.types.worker.instances import Instance, InstanceStatus def random_ephemeral_port() -> int: return random.randint(49152, 65535) -DEVICE_ORDERING: list[str] = [] -with open('nodes.json', ('r')) as f: - device_json: list[str] = json.load(f) # type: ignore - for device in device_json: - DEVICE_ORDERING.append(NodeId(device)) -assert len(DEVICE_ORDERING) == 4 - @singledispatch def get_instance_placements( command: CreateInstanceCommand, @@ -61,20 +53,7 @@ def get_instance_placements( if topology.get_subgraph_from_nodes(cycle).is_thunderbolt_cycle(cycle) ] - nodes_01, nodes_23 = None, None - for cycle in smallest_cycles: - cycle_ids = [x.node_id for x in cycle] - if nodes_01 is None and set(cycle_ids) == set(DEVICE_ORDERING[:2]): - nodes_01= cycle - if nodes_23 is None and set(cycle_ids) == set(DEVICE_ORDERING[2:]): - nodes_23= cycle - - if nodes_01: - selected_cycle = nodes_01 - elif nodes_23: - selected_cycle = nodes_23 - else: - selected_cycle = max(smallest_cycles, key=lambda cycle: sum(node.node_profile.memory.ram_available for node in cycle if node.node_profile is not None)) + selected_cycle = max(smallest_cycles, key=lambda cycle: sum(node.node_profile.memory.ram_available for node in cycle if node.node_profile is not None)) shard_assignments = get_shard_assignments(command.model_meta, selected_cycle) diff --git a/master/tests/api_utils_test.py b/src/exo/master/tests/api_utils_test.py similarity index 97% rename from master/tests/api_utils_test.py rename to src/exo/master/tests/api_utils_test.py index a51622d1..0b3a666a 100644 --- a/master/tests/api_utils_test.py +++ b/src/exo/master/tests/api_utils_test.py @@ -19,7 +19,7 @@ from openai.types.chat import ( ) from openai.types.chat.chat_completion_chunk import ChatCompletionChunk, Choice -from master.main import main as master_main +from exo.master.main import async_main as master_main _P = ParamSpec("_P") _R = TypeVar("_R") diff --git a/master/tests/conftest.py b/src/exo/master/tests/conftest.py similarity index 88% rename from master/tests/conftest.py rename to src/exo/master/tests/conftest.py index bc1a3b75..f951d802 100644 --- a/master/tests/conftest.py +++ b/src/exo/master/tests/conftest.py @@ -1,13 +1,13 @@ import pytest -from shared.types.common import NodeId -from shared.types.multiaddr import Multiaddr -from shared.types.profiling import ( +from exo.shared.types.common import NodeId +from exo.shared.types.multiaddr import Multiaddr +from exo.shared.types.profiling import ( MemoryPerformanceProfile, NodePerformanceProfile, SystemPerformanceProfile, ) -from shared.types.topology import Connection, ConnectionProfile, Node +from exo.shared.types.topology import Connection, ConnectionProfile, Node @pytest.fixture diff --git a/master/tests/test_api.py b/src/exo/master/tests/test_api.py similarity index 96% rename from master/tests/test_api.py rename to src/exo/master/tests/test_api.py index 61375e20..a0867c3a 100644 --- a/master/tests/test_api.py +++ b/src/exo/master/tests/test_api.py @@ -2,7 +2,7 @@ import asyncio import pytest -from master.tests.api_utils_test import ( +from exo.master.tests.api_utils_test import ( ChatMessage, stream_chatgpt_response, with_master_main, diff --git a/master/tests/test_forwarder_supervisor.py b/src/exo/master/tests/test_forwarder_supervisor.py similarity index 98% rename from master/tests/test_forwarder_supervisor.py rename to src/exo/master/tests/test_forwarder_supervisor.py index c9413c52..295f6039 100644 --- a/master/tests/test_forwarder_supervisor.py +++ b/src/exo/master/tests/test_forwarder_supervisor.py @@ -13,18 +13,18 @@ from unittest.mock import AsyncMock, MagicMock import pytest import pytest_asyncio -from master.election_callback import ElectionCallbacks -from master.forwarder_supervisor import ( +from exo.master.election_callback import ElectionCallbacks +from exo.master.forwarder_supervisor import ( ForwarderRole, ForwarderSupervisor, ) -from shared.constants import ( +from exo.shared.constants import ( EXO_GLOBAL_EVENT_DB, EXO_WORKER_EVENT_DB, LIBP2P_GLOBAL_EVENTS_TOPIC, LIBP2P_WORKER_EVENTS_TOPIC, ) -from shared.types.common import NodeId +from exo.shared.types.common import NodeId # Mock forwarder script content MOCK_FORWARDER_SCRIPT = '''#!/usr/bin/env python3 diff --git a/master/tests/test_master.py b/src/exo/master/tests/test_master.py similarity index 85% rename from master/tests/test_master.py rename to src/exo/master/tests/test_master.py index 6e3f9731..fa32c7f3 100644 --- a/master/tests/test_master.py +++ b/src/exo/master/tests/test_master.py @@ -6,35 +6,35 @@ from typing import List, Sequence import pytest -from master.main import Master -from shared.db.sqlite.config import EventLogConfig -from shared.db.sqlite.connector import AsyncSQLiteEventStorage -from shared.db.sqlite.event_log_manager import EventLogManager -from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams -from shared.types.common import NodeId -from shared.types.events import Event, EventFromEventLog, Heartbeat, TaskCreated -from shared.types.events._events import ( +from exo.master.main import Master +from exo.shared.db.sqlite.config import EventLogConfig +from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage +from exo.shared.db.sqlite.event_log_manager import EventLogManager +from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams +from exo.shared.types.common import NodeId +from exo.shared.types.events import Event, EventFromEventLog, Heartbeat, TaskCreated +from exo.shared.types.events._events import ( InstanceCreated, NodePerformanceMeasured, TopologyNodeCreated, ) -from shared.types.events.commands import ( +from exo.shared.types.events.commands import ( ChatCompletionCommand, Command, CommandId, CreateInstanceCommand, ) -from shared.types.models import ModelMetadata -from shared.types.profiling import ( +from exo.shared.types.models import ModelMetadata +from exo.shared.types.profiling import ( MemoryPerformanceProfile, NodePerformanceProfile, SystemPerformanceProfile, ) -from shared.types.tasks import ChatCompletionTask, TaskStatus, TaskType -from shared.types.worker.common import InstanceId -from shared.types.worker.instances import Instance, InstanceStatus, ShardAssignments -from shared.types.worker.shards import PartitionStrategy, PipelineShardMetadata -from shared.utils import Keypair +from exo.shared.types.tasks import ChatCompletionTask, TaskStatus, TaskType +from exo.shared.types.worker.common import InstanceId +from exo.shared.types.worker.instances import Instance, InstanceStatus, ShardAssignments +from exo.shared.types.worker.shards import PartitionStrategy, PipelineShardMetadata +from exo.shared.utils import Keypair def _create_forwarder_dummy_binary() -> Path: diff --git a/master/tests/test_placement.py b/src/exo/master/tests/test_placement.py similarity index 92% rename from master/tests/test_placement.py rename to src/exo/master/tests/test_placement.py index d12e986c..c901498d 100644 --- a/master/tests/test_placement.py +++ b/src/exo/master/tests/test_placement.py @@ -2,18 +2,18 @@ from typing import Callable import pytest -from master.placement import get_instance_placements, get_transition_events -from shared.topology import Topology -from shared.types.common import CommandId, NodeId -from shared.types.events._events import ( +from exo.master.placement import get_instance_placements, get_transition_events +from exo.shared.topology import Topology +from exo.shared.types.common import CommandId, NodeId +from exo.shared.types.events._events import ( _EventType, # pyright: ignore[reportPrivateUsage] ) -from shared.types.events.commands import CreateInstanceCommand -from shared.types.models import ModelMetadata -from shared.types.topology import Connection, Node -from shared.types.worker.common import InstanceId -from shared.types.worker.instances import Instance, InstanceStatus -from shared.types.worker.runners import ShardAssignments +from exo.shared.types.events.commands import CreateInstanceCommand +from exo.shared.types.models import ModelMetadata +from exo.shared.types.topology import Connection, Node +from exo.shared.types.worker.common import InstanceId +from exo.shared.types.worker.instances import Instance, InstanceStatus +from exo.shared.types.worker.runners import ShardAssignments @pytest.fixture diff --git a/master/tests/test_placement_utils.py b/src/exo/master/tests/test_placement_utils.py similarity index 96% rename from master/tests/test_placement_utils.py rename to src/exo/master/tests/test_placement_utils.py index 646aa994..2e505779 100644 --- a/master/tests/test_placement_utils.py +++ b/src/exo/master/tests/test_placement_utils.py @@ -3,16 +3,16 @@ from typing import Callable import pytest -from master.utils.placement_utils import ( +from exo.master.utils.placement_utils import ( filter_cycles_by_memory, get_hosts_from_subgraph, get_shard_assignments, get_smallest_cycles, ) -from shared.topology import Topology -from shared.types.common import Host, NodeId -from shared.types.models import ModelMetadata -from shared.types.topology import Connection, Node +from exo.shared.topology import Topology +from exo.shared.types.common import Host, NodeId +from exo.shared.types.models import ModelMetadata +from exo.shared.types.topology import Connection, Node @pytest.fixture diff --git a/master/tests/test_topology.py b/src/exo/master/tests/test_topology.py similarity index 97% rename from master/tests/test_topology.py rename to src/exo/master/tests/test_topology.py index 9172adbb..32624723 100644 --- a/master/tests/test_topology.py +++ b/src/exo/master/tests/test_topology.py @@ -1,13 +1,13 @@ import pytest -from shared.topology import Topology -from shared.types.multiaddr import Multiaddr -from shared.types.profiling import ( +from exo.shared.topology import Topology +from exo.shared.types.multiaddr import Multiaddr +from exo.shared.types.profiling import ( MemoryPerformanceProfile, NodePerformanceProfile, SystemPerformanceProfile, ) -from shared.types.topology import Connection, ConnectionProfile, Node, NodeId +from exo.shared.types.topology import Connection, ConnectionProfile, Node, NodeId @pytest.fixture diff --git a/master/utils/placement_utils.py b/src/exo/master/utils/placement_utils.py similarity index 88% rename from master/utils/placement_utils.py rename to src/exo/master/utils/placement_utils.py index 29d041a4..86cf14d2 100644 --- a/master/utils/placement_utils.py +++ b/src/exo/master/utils/placement_utils.py @@ -2,14 +2,14 @@ from typing import TypeGuard, cast from pydantic import BaseModel -from shared.topology import Topology -from shared.types.common import Host, NodeId -from shared.types.models import ModelMetadata -from shared.types.profiling import NodePerformanceProfile -from shared.types.topology import Node -from shared.types.worker.common import RunnerId -from shared.types.worker.runners import ShardAssignments -from shared.types.worker.shards import PipelineShardMetadata +from exo.shared.topology import Topology +from exo.shared.types.common import Host, NodeId +from exo.shared.types.models import ModelMetadata +from exo.shared.types.profiling import NodePerformanceProfile +from exo.shared.types.topology import Node +from exo.shared.types.worker.common import RunnerId +from exo.shared.types.worker.runners import ShardAssignments +from exo.shared.types.worker.shards import PipelineShardMetadata class NodeWithProfile(BaseModel): diff --git a/shared/__init__.py b/src/exo/shared/__init__.py similarity index 100% rename from shared/__init__.py rename to src/exo/shared/__init__.py diff --git a/shared/apply/__init__.py b/src/exo/shared/apply/__init__.py similarity index 100% rename from shared/apply/__init__.py rename to src/exo/shared/apply/__init__.py diff --git a/shared/apply/apply.py b/src/exo/shared/apply/apply.py similarity index 93% rename from shared/apply/apply.py rename to src/exo/shared/apply/apply.py index 1201027c..134ce3c8 100644 --- a/shared/apply/apply.py +++ b/src/exo/shared/apply/apply.py @@ -4,8 +4,8 @@ import copy from functools import singledispatch from typing import Mapping -from shared.types.common import NodeId -from shared.types.events import ( +from exo.shared.types.common import NodeId +from exo.shared.types.events import ( Event, EventFromEventLog, InstanceActivated, @@ -26,13 +26,13 @@ from shared.types.events import ( TopologyNodeCreated, WorkerStatusUpdated, ) -from shared.types.profiling import NodePerformanceProfile -from shared.types.state import State -from shared.types.tasks import Task, TaskId, TaskStatus -from shared.types.topology import Connection, Node -from shared.types.worker.common import NodeStatus, RunnerId -from shared.types.worker.instances import Instance, InstanceId, InstanceStatus -from shared.types.worker.runners import RunnerStatus +from exo.shared.types.profiling import NodePerformanceProfile +from exo.shared.types.state import State +from exo.shared.types.tasks import Task, TaskId, TaskStatus +from exo.shared.types.topology import Connection, Node +from exo.shared.types.worker.common import NodeStatus, RunnerId +from exo.shared.types.worker.instances import Instance, InstanceId, InstanceStatus +from exo.shared.types.worker.runners import RunnerStatus @singledispatch diff --git a/shared/constants.py b/src/exo/shared/constants.py similarity index 100% rename from shared/constants.py rename to src/exo/shared/constants.py diff --git a/shared/db/__init__.py b/src/exo/shared/db/__init__.py similarity index 100% rename from shared/db/__init__.py rename to src/exo/shared/db/__init__.py diff --git a/shared/db/sqlite/__init__.py b/src/exo/shared/db/sqlite/__init__.py similarity index 100% rename from shared/db/sqlite/__init__.py rename to src/exo/shared/db/sqlite/__init__.py diff --git a/shared/db/sqlite/config.py b/src/exo/shared/db/sqlite/config.py similarity index 85% rename from shared/db/sqlite/config.py rename to src/exo/shared/db/sqlite/config.py index 1294eb6d..dda4753a 100644 --- a/shared/db/sqlite/config.py +++ b/src/exo/shared/db/sqlite/config.py @@ -3,7 +3,7 @@ from pathlib import Path from pydantic import BaseModel -from shared.constants import EXO_GLOBAL_EVENT_DB, EXO_WORKER_EVENT_DB +from exo.shared.constants import EXO_GLOBAL_EVENT_DB, EXO_WORKER_EVENT_DB class EventLogType(str, Enum): diff --git a/shared/db/sqlite/connector.py b/src/exo/shared/db/sqlite/connector.py similarity index 98% rename from shared/db/sqlite/connector.py rename to src/exo/shared/db/sqlite/connector.py index df328367..e5b9793d 100644 --- a/shared/db/sqlite/connector.py +++ b/src/exo/shared/db/sqlite/connector.py @@ -12,9 +12,9 @@ from sqlalchemy import text from sqlalchemy.exc import OperationalError from sqlalchemy.ext.asyncio import AsyncConnection, AsyncSession, create_async_engine -from shared.types.events import Event, EventParser, NodeId -from shared.types.events._events import Heartbeat -from shared.types.events.components import EventFromEventLog +from exo.shared.types.events import Event, EventParser, NodeId +from exo.shared.types.events._events import Heartbeat +from exo.shared.types.events.components import EventFromEventLog from .types import StoredEvent diff --git a/shared/db/sqlite/event_log_manager.py b/src/exo/shared/db/sqlite/event_log_manager.py similarity index 95% rename from shared/db/sqlite/event_log_manager.py rename to src/exo/shared/db/sqlite/event_log_manager.py index a35b0d24..bf09c44c 100644 --- a/shared/db/sqlite/event_log_manager.py +++ b/src/exo/shared/db/sqlite/event_log_manager.py @@ -4,9 +4,9 @@ from typing import Dict, Optional, cast from sqlalchemy.exc import OperationalError -from shared.constants import EXO_HOME -from shared.db.sqlite.config import EventLogConfig, EventLogType -from shared.db.sqlite.connector import AsyncSQLiteEventStorage +from exo.shared.constants import EXO_HOME +from exo.shared.db.sqlite.config import EventLogConfig, EventLogType +from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage class EventLogManager: diff --git a/shared/db/sqlite/types.py b/src/exo/shared/db/sqlite/types.py similarity index 91% rename from shared/db/sqlite/types.py rename to src/exo/shared/db/sqlite/types.py index 262fe4a7..3a1cf48e 100644 --- a/shared/db/sqlite/types.py +++ b/src/exo/shared/db/sqlite/types.py @@ -4,9 +4,9 @@ from typing import Any, Protocol, Sequence from sqlalchemy import DateTime, Index from sqlmodel import JSON, Column, Field, SQLModel -from shared.types.common import NodeId -from shared.types.events import Event -from shared.types.events.components import EventFromEventLog +from exo.shared.types.common import NodeId +from exo.shared.types.events import Event +from exo.shared.types.events.components import EventFromEventLog class StoredEvent(SQLModel, table=True): diff --git a/shared/env.py b/src/exo/shared/env.py similarity index 100% rename from shared/env.py rename to src/exo/shared/env.py diff --git a/shared/logging/common.py b/src/exo/shared/logging/common.py similarity index 100% rename from shared/logging/common.py rename to src/exo/shared/logging/common.py diff --git a/shared/models/model_cards.py b/src/exo/shared/models/model_cards.py similarity index 99% rename from shared/models/model_cards.py rename to src/exo/shared/models/model_cards.py index 62165ee1..a61d2ecd 100644 --- a/shared/models/model_cards.py +++ b/src/exo/shared/models/model_cards.py @@ -2,7 +2,7 @@ from typing import List from pydantic import BaseModel -from shared.types.models import ModelMetadata +from exo.shared.types.models import ModelMetadata class ModelCard(BaseModel): diff --git a/shared/models/model_meta.py b/src/exo/shared/models/model_meta.py similarity index 97% rename from shared/models/model_meta.py rename to src/exo/shared/models/model_meta.py index 5d422329..57532053 100644 --- a/shared/models/model_meta.py +++ b/src/exo/shared/models/model_meta.py @@ -5,8 +5,8 @@ import aiofiles.os as aios from huggingface_hub import model_info from pydantic import BaseModel, Field -from shared.types.models import ModelMetadata -from worker.download.download_utils import ( +from exo.shared.types.models import ModelMetadata +from exo.worker.download.download_utils import ( ModelSafetensorsIndex, download_file_with_retry, ensure_models_dir, diff --git a/shared/openai_compat.py b/src/exo/shared/openai_compat.py similarity index 100% rename from shared/openai_compat.py rename to src/exo/shared/openai_compat.py diff --git a/shared/tests/__init__.py b/src/exo/shared/tests/__init__.py similarity index 100% rename from shared/tests/__init__.py rename to src/exo/shared/tests/__init__.py diff --git a/shared/tests/conftest.py b/src/exo/shared/tests/conftest.py similarity index 100% rename from shared/tests/conftest.py rename to src/exo/shared/tests/conftest.py diff --git a/shared/tests/test_node_id_persistence.py b/src/exo/shared/tests/test_node_id_persistence.py similarity index 96% rename from shared/tests/test_node_id_persistence.py rename to src/exo/shared/tests/test_node_id_persistence.py index 6417e416..1f41cf99 100644 --- a/shared/tests/test_node_id_persistence.py +++ b/src/exo/shared/tests/test_node_id_persistence.py @@ -13,8 +13,8 @@ from typing import Optional from pytest import LogCaptureFixture -from shared.constants import EXO_NODE_ID_KEYPAIR -from shared.utils import get_node_id_keypair +from exo.shared.constants import EXO_NODE_ID_KEYPAIR +from exo.shared.utils import get_node_id_keypair NUM_CONCURRENT_PROCS = 10 diff --git a/shared/tests/test_sqlite_connector.py b/src/exo/shared/tests/test_sqlite_connector.py similarity index 98% rename from shared/tests/test_sqlite_connector.py rename to src/exo/shared/tests/test_sqlite_connector.py index 5963cc8e..30979e5c 100644 --- a/shared/tests/test_sqlite_connector.py +++ b/src/exo/shared/tests/test_sqlite_connector.py @@ -9,10 +9,10 @@ import pytest from sqlalchemy import text from sqlalchemy.ext.asyncio import AsyncSession -from shared.db.sqlite import AsyncSQLiteEventStorage, EventLogConfig -from shared.types.common import CommandId, NodeId -from shared.types.events import ChunkGenerated -from shared.types.events.chunks import ChunkType, TokenChunk +from exo.shared.db.sqlite import AsyncSQLiteEventStorage, EventLogConfig +from exo.shared.types.common import CommandId, NodeId +from exo.shared.types.events import ChunkGenerated +from exo.shared.types.events.chunks import ChunkType, TokenChunk # Type ignore comment for all protected member access in this test file # pyright: reportPrivateUsage=false diff --git a/shared/tests/test_state_serialization.py b/src/exo/shared/tests/test_state_serialization.py similarity index 83% rename from shared/tests/test_state_serialization.py rename to src/exo/shared/tests/test_state_serialization.py index 35d42c1e..2497c437 100644 --- a/shared/tests/test_state_serialization.py +++ b/src/exo/shared/tests/test_state_serialization.py @@ -1,9 +1,9 @@ from __future__ import annotations -from shared.types.common import NodeId -from shared.types.multiaddr import Multiaddr -from shared.types.state import State -from shared.types.topology import Connection +from exo.shared.types.common import NodeId +from exo.shared.types.multiaddr import Multiaddr +from exo.shared.types.state import State +from exo.shared.types.topology import Connection def test_state_serialization_roundtrip() -> None: diff --git a/shared/topology.py b/src/exo/shared/topology.py similarity index 97% rename from shared/topology.py rename to src/exo/shared/topology.py index e9185ce6..9322c721 100644 --- a/shared/topology.py +++ b/src/exo/shared/topology.py @@ -4,10 +4,10 @@ from typing import Iterable import rustworkx as rx from pydantic import BaseModel, ConfigDict -from shared.types.common import NodeId -from shared.types.multiaddr import Multiaddr -from shared.types.profiling import ConnectionProfile, NodePerformanceProfile -from shared.types.topology import Connection, Node, TopologyProto +from exo.shared.types.common import NodeId +from exo.shared.types.multiaddr import Multiaddr +from exo.shared.types.profiling import ConnectionProfile, NodePerformanceProfile +from exo.shared.types.topology import Connection, Node, TopologyProto class TopologySnapshot(BaseModel): diff --git a/shared/types/api.py b/src/exo/shared/types/api.py similarity index 94% rename from shared/types/api.py rename to src/exo/shared/types/api.py index a166866d..fc05d160 100644 --- a/shared/types/api.py +++ b/src/exo/shared/types/api.py @@ -3,10 +3,10 @@ from typing import Any, List, Literal from pydantic import BaseModel, Field -from shared.openai_compat import FinishReason -from shared.types.common import CommandId -from shared.types.models import ModelMetadata -from shared.types.worker.instances import InstanceId +from exo.shared.openai_compat import FinishReason +from exo.shared.types.common import CommandId +from exo.shared.types.models import ModelMetadata +from exo.shared.types.worker.instances import InstanceId class ModelListModel(BaseModel): diff --git a/shared/types/common.py b/src/exo/shared/types/common.py similarity index 100% rename from shared/types/common.py rename to src/exo/shared/types/common.py diff --git a/shared/types/events/__init__.py b/src/exo/shared/types/events/__init__.py similarity index 100% rename from shared/types/events/__init__.py rename to src/exo/shared/types/events/__init__.py diff --git a/shared/types/events/_events.py b/src/exo/shared/types/events/_events.py similarity index 94% rename from shared/types/events/_events.py rename to src/exo/shared/types/events/_events.py index b74d185a..b61be0e5 100644 --- a/shared/types/events/_events.py +++ b/src/exo/shared/types/events/_events.py @@ -14,21 +14,21 @@ from typing import ( from pydantic import Field -from shared.constants import get_error_reporting_message -from shared.topology import Connection, ConnectionProfile, NodePerformanceProfile -from shared.types.common import NodeId -from shared.types.events.chunks import CommandId, GenerationChunk -from shared.types.tasks import Task, TaskId, TaskStatus -from shared.types.worker.common import InstanceId, NodeStatus -from shared.types.worker.instances import Instance -from shared.types.worker.runners import RunnerId, RunnerStatus +from exo.shared.constants import get_error_reporting_message +from exo.shared.topology import Connection, ConnectionProfile, NodePerformanceProfile +from exo.shared.types.common import NodeId +from exo.shared.types.events.chunks import CommandId, GenerationChunk +from exo.shared.types.tasks import Task, TaskId, TaskStatus +from exo.shared.types.worker.common import InstanceId, NodeStatus +from exo.shared.types.worker.instances import Instance +from exo.shared.types.worker.runners import RunnerId, RunnerStatus if TYPE_CHECKING: pass from pydantic import BaseModel -from shared.types.common import ID +from exo.shared.types.common import ID class EventId(ID): diff --git a/shared/types/events/chunks.py b/src/exo/shared/types/events/chunks.py similarity index 93% rename from shared/types/events/chunks.py rename to src/exo/shared/types/events/chunks.py index f060075c..ebf68ace 100644 --- a/shared/types/events/chunks.py +++ b/src/exo/shared/types/events/chunks.py @@ -3,9 +3,9 @@ from typing import Annotated, Literal from pydantic import BaseModel, Field, TypeAdapter -from shared.openai_compat import FinishReason -from shared.types.common import CommandId -from shared.types.models import ModelId +from exo.shared.openai_compat import FinishReason +from exo.shared.types.common import CommandId +from exo.shared.types.models import ModelId class ChunkType(str, Enum): diff --git a/shared/types/events/commands.py b/src/exo/shared/types/events/commands.py similarity index 84% rename from shared/types/events/commands.py rename to src/exo/shared/types/events/commands.py index cac56d38..8f60f18b 100644 --- a/shared/types/events/commands.py +++ b/src/exo/shared/types/events/commands.py @@ -3,12 +3,12 @@ from typing import Annotated, Callable, Literal, Sequence from pydantic import BaseModel, Field, TypeAdapter -from shared.types.api import ChatCompletionTaskParams -from shared.types.common import CommandId -from shared.types.events import Event -from shared.types.models import ModelMetadata -from shared.types.state import State -from shared.types.worker.common import InstanceId +from exo.shared.types.api import ChatCompletionTaskParams +from exo.shared.types.common import CommandId +from exo.shared.types.events import Event +from exo.shared.types.models import ModelMetadata +from exo.shared.types.state import State +from exo.shared.types.worker.common import InstanceId # TODO: We need to have a distinction between create instance and spin up instance. diff --git a/shared/types/events/components.py b/src/exo/shared/types/events/components.py similarity index 90% rename from shared/types/events/components.py rename to src/exo/shared/types/events/components.py index f32e22cc..b9ef7620 100644 --- a/shared/types/events/components.py +++ b/src/exo/shared/types/events/components.py @@ -12,8 +12,8 @@ from typing import Callable from pydantic import BaseModel, Field, model_validator -from shared.types.common import NodeId -from shared.types.state import State +from exo.shared.types.common import NodeId +from exo.shared.types.state import State from ._events import Event diff --git a/shared/types/graphs/pydantic.py b/src/exo/shared/types/graphs/pydantic.py similarity index 100% rename from shared/types/graphs/pydantic.py rename to src/exo/shared/types/graphs/pydantic.py diff --git a/shared/types/models.py b/src/exo/shared/types/models.py similarity index 100% rename from shared/types/models.py rename to src/exo/shared/types/models.py diff --git a/shared/types/multiaddr.py b/src/exo/shared/types/multiaddr.py similarity index 100% rename from shared/types/multiaddr.py rename to src/exo/shared/types/multiaddr.py diff --git a/shared/types/profiling.py b/src/exo/shared/types/profiling.py similarity index 100% rename from shared/types/profiling.py rename to src/exo/shared/types/profiling.py diff --git a/shared/types/request.py b/src/exo/shared/types/request.py similarity index 87% rename from shared/types/request.py rename to src/exo/shared/types/request.py index 49cbbf31..0e8d6b4c 100644 --- a/shared/types/request.py +++ b/src/exo/shared/types/request.py @@ -1,11 +1,11 @@ from pydantic import BaseModel -from shared.types.api import ( +from exo.shared.types.api import ( ChatCompletionTaskParams, CreateInstanceTaskParams, DeleteInstanceTaskParams, ) -from shared.types.events import CommandId +from exo.shared.types.events import CommandId class ChatCompletionCommand(BaseModel): diff --git a/shared/types/state.py b/src/exo/shared/types/state.py similarity index 79% rename from shared/types/state.py rename to src/exo/shared/types/state.py index 24a0c424..bf9eca8f 100644 --- a/shared/types/state.py +++ b/src/exo/shared/types/state.py @@ -3,13 +3,13 @@ from typing import Any, cast from pydantic import BaseModel, ConfigDict, Field, field_validator -from shared.topology import Topology -from shared.types.common import NodeId -from shared.types.profiling import NodePerformanceProfile -from shared.types.tasks import Task, TaskId -from shared.types.worker.common import InstanceId, NodeStatus -from shared.types.worker.instances import Instance -from shared.types.worker.runners import RunnerId, RunnerStatus +from exo.shared.topology import Topology +from exo.shared.types.common import NodeId +from exo.shared.types.profiling import NodePerformanceProfile +from exo.shared.types.tasks import Task, TaskId +from exo.shared.types.worker.common import InstanceId, NodeStatus +from exo.shared.types.worker.instances import Instance +from exo.shared.types.worker.runners import RunnerId, RunnerStatus def _encode_topology(topo: "Topology") -> dict[str, Any]: # noqa: D401 @@ -53,8 +53,8 @@ class State(BaseModel): return value # Lazy import to avoid circular dependencies. - from shared.topology import Topology as _Topology - from shared.topology import TopologySnapshot + from exo.shared.topology import Topology as _Topology + from exo.shared.topology import TopologySnapshot if isinstance(value, Mapping): # likely a snapshot-dict coming from JSON snapshot = TopologySnapshot(**cast(dict[str, Any], value)) # type: ignore[arg-type] diff --git a/shared/types/tasks.py b/src/exo/shared/types/tasks.py similarity index 82% rename from shared/types/tasks.py rename to src/exo/shared/types/tasks.py index c4958eb2..ea609f28 100644 --- a/shared/types/tasks.py +++ b/src/exo/shared/types/tasks.py @@ -3,9 +3,9 @@ from typing import Annotated, Literal, Optional from pydantic import BaseModel, Field -from shared.types.api import ChatCompletionTaskParams -from shared.types.common import ID, CommandId -from shared.types.worker.common import InstanceId +from exo.shared.types.api import ChatCompletionTaskParams +from exo.shared.types.common import ID, CommandId +from exo.shared.types.worker.common import InstanceId class TaskId(ID): diff --git a/shared/types/topology.py b/src/exo/shared/types/topology.py similarity index 93% rename from shared/types/topology.py rename to src/exo/shared/types/topology.py index dc871347..fc87b484 100644 --- a/shared/types/topology.py +++ b/src/exo/shared/types/topology.py @@ -2,9 +2,9 @@ from typing import Iterable, Protocol from pydantic import BaseModel, ConfigDict -from shared.types.common import NodeId -from shared.types.multiaddr import Multiaddr -from shared.types.profiling import ConnectionProfile, NodePerformanceProfile +from exo.shared.types.common import NodeId +from exo.shared.types.multiaddr import Multiaddr +from exo.shared.types.profiling import ConnectionProfile, NodePerformanceProfile class Connection(BaseModel): diff --git a/shared/types/worker/commands_runner.py b/src/exo/shared/types/worker/commands_runner.py similarity index 93% rename from shared/types/worker/commands_runner.py rename to src/exo/shared/types/worker/commands_runner.py index 0cf2f89c..19f96f68 100644 --- a/shared/types/worker/commands_runner.py +++ b/src/exo/shared/types/worker/commands_runner.py @@ -3,10 +3,10 @@ from typing import Annotated, Generic, Literal, TypeVar from pydantic import BaseModel, Field, TypeAdapter -from shared.openai_compat import FinishReason -from shared.types.common import Host -from shared.types.tasks import ChatCompletionTaskParams -from shared.types.worker.shards import ShardMetadata +from exo.shared.openai_compat import FinishReason +from exo.shared.types.common import Host +from exo.shared.types.tasks import ChatCompletionTaskParams +from exo.shared.types.worker.shards import ShardMetadata ## Messages passed TO the runner diff --git a/shared/types/worker/common.py b/src/exo/shared/types/worker/common.py similarity index 90% rename from shared/types/worker/common.py rename to src/exo/shared/types/worker/common.py index 2d22785c..2f72de6f 100644 --- a/shared/types/worker/common.py +++ b/src/exo/shared/types/worker/common.py @@ -1,6 +1,6 @@ from enum import Enum -from shared.types.common import ID +from exo.shared.types.common import ID class InstanceId(ID): diff --git a/shared/types/worker/downloads.py b/src/exo/shared/types/worker/downloads.py similarity index 92% rename from shared/types/worker/downloads.py rename to src/exo/shared/types/worker/downloads.py index a9e40c19..8415dc55 100644 --- a/shared/types/worker/downloads.py +++ b/src/exo/shared/types/worker/downloads.py @@ -10,9 +10,9 @@ from typing import ( from pydantic import BaseModel, Field, PositiveInt -from shared.types.common import NodeId -from shared.types.models import ModelId -from shared.types.worker.shards import ShardMetadata +from exo.shared.types.common import NodeId +from exo.shared.types.models import ModelId +from exo.shared.types.worker.shards import ShardMetadata class DownloadProgressData(BaseModel): diff --git a/shared/types/worker/instances.py b/src/exo/shared/types/worker/instances.py similarity index 69% rename from shared/types/worker/instances.py rename to src/exo/shared/types/worker/instances.py index 61961afc..9b0521c4 100644 --- a/shared/types/worker/instances.py +++ b/src/exo/shared/types/worker/instances.py @@ -2,9 +2,9 @@ from enum import Enum from pydantic import BaseModel -from shared.types.common import Host -from shared.types.worker.common import InstanceId -from shared.types.worker.runners import ( +from exo.shared.types.common import Host +from exo.shared.types.worker.common import InstanceId +from exo.shared.types.worker.runners import ( ShardAssignments, ) diff --git a/shared/types/worker/ops.py b/src/exo/shared/types/worker/ops.py similarity index 89% rename from shared/types/worker/ops.py rename to src/exo/shared/types/worker/ops.py index 0987f3c7..b06dc0e1 100644 --- a/shared/types/worker/ops.py +++ b/src/exo/shared/types/worker/ops.py @@ -3,11 +3,11 @@ from typing import Annotated, Generic, Literal, TypeVar, Union from pydantic import BaseModel, Field -from shared.types.common import Host -from shared.types.events import InstanceId -from shared.types.tasks import Task -from shared.types.worker.common import RunnerId -from shared.types.worker.shards import ShardMetadata +from exo.shared.types.common import Host +from exo.shared.types.events import InstanceId +from exo.shared.types.tasks import Task +from exo.shared.types.worker.common import RunnerId +from exo.shared.types.worker.shards import ShardMetadata class RunnerOpType(str, Enum): diff --git a/shared/types/worker/resource_monitor.py b/src/exo/shared/types/worker/resource_monitor.py similarity index 96% rename from shared/types/worker/resource_monitor.py rename to src/exo/shared/types/worker/resource_monitor.py index ee5267fc..0bcdcfa4 100644 --- a/shared/types/worker/resource_monitor.py +++ b/src/exo/shared/types/worker/resource_monitor.py @@ -3,7 +3,7 @@ from abc import ABC, abstractmethod from collections.abc import Coroutine from typing import Callable, List, Set -from shared.types.profiling import ( +from exo.shared.types.profiling import ( MemoryPerformanceProfile, SystemPerformanceProfile, ) diff --git a/shared/types/worker/runners.py b/src/exo/shared/types/worker/runners.py similarity index 90% rename from shared/types/worker/runners.py rename to src/exo/shared/types/worker/runners.py index c1428f7e..2abbc838 100644 --- a/shared/types/worker/runners.py +++ b/src/exo/shared/types/worker/runners.py @@ -4,11 +4,11 @@ from typing import Annotated, Generic, Literal, TypeVar from pydantic import BaseModel, Field, TypeAdapter, model_validator -from shared.types.common import NodeId -from shared.types.models import ModelId -from shared.types.worker.common import RunnerId -from shared.types.worker.downloads import DownloadProgress -from shared.types.worker.shards import ShardMetadata +from exo.shared.types.common import NodeId +from exo.shared.types.models import ModelId +from exo.shared.types.worker.common import RunnerId +from exo.shared.types.worker.downloads import DownloadProgress +from exo.shared.types.worker.shards import ShardMetadata class RunnerStatusType(str, Enum): diff --git a/shared/types/worker/shards.py b/src/exo/shared/types/worker/shards.py similarity index 95% rename from shared/types/worker/shards.py rename to src/exo/shared/types/worker/shards.py index 3e22e433..62266652 100644 --- a/shared/types/worker/shards.py +++ b/src/exo/shared/types/worker/shards.py @@ -3,8 +3,8 @@ from typing import Annotated, Generic, Literal, Optional, TypeVar from pydantic import BaseModel, Field, TypeAdapter -from shared.types.common import NodeId -from shared.types.models import ModelId, ModelMetadata +from exo.shared.types.common import NodeId +from exo.shared.types.models import ModelId, ModelMetadata class PartitionStrategy(str, Enum): diff --git a/shared/utils.py b/src/exo/shared/utils.py similarity index 99% rename from shared/utils.py rename to src/exo/shared/utils.py index ee3f6cc5..df45ec6f 100644 --- a/shared/utils.py +++ b/src/exo/shared/utils.py @@ -11,7 +11,7 @@ from cryptography.hazmat.primitives import serialization from cryptography.hazmat.primitives.asymmetric import ed25519 from filelock import FileLock -from shared.constants import EXO_NODE_ID_KEYPAIR +from exo.shared.constants import EXO_NODE_ID_KEYPAIR @final diff --git a/worker/NOTES.md b/src/exo/worker/NOTES.md similarity index 100% rename from worker/NOTES.md rename to src/exo/worker/NOTES.md diff --git a/master/README.md b/src/exo/worker/__init__.py similarity index 100% rename from master/README.md rename to src/exo/worker/__init__.py diff --git a/worker/common.py b/src/exo/worker/common.py similarity index 70% rename from worker/common.py rename to src/exo/worker/common.py index ffbe07db..49c1e077 100644 --- a/worker/common.py +++ b/src/exo/worker/common.py @@ -3,17 +3,17 @@ from typing import Optional from pydantic import BaseModel, ConfigDict -from shared.types.common import Host -from shared.types.events import ( +from exo.shared.types.common import Host +from exo.shared.types.events import ( InstanceId, RunnerStatusUpdated, ) -from shared.types.worker.common import RunnerId -from shared.types.worker.runners import ( +from exo.shared.types.worker.common import RunnerId +from exo.shared.types.worker.runners import ( RunnerStatus, ) -from shared.types.worker.shards import ShardMetadata -from worker.runner.runner_supervisor import RunnerSupervisor +from exo.shared.types.worker.shards import ShardMetadata +from exo.worker.runner.runner_supervisor import RunnerSupervisor class AssignedRunner(BaseModel): diff --git a/worker/download/conftest.py b/src/exo/worker/download/conftest.py similarity index 81% rename from worker/download/conftest.py rename to src/exo/worker/download/conftest.py index 9f60b97a..eb96acd2 100644 --- a/worker/download/conftest.py +++ b/src/exo/worker/download/conftest.py @@ -1,8 +1,8 @@ import pytest -from shared.models.model_meta import get_model_meta -from shared.types.models import ModelMetadata -from shared.types.worker.shards import PipelineShardMetadata +from exo.shared.models.model_meta import get_model_meta +from exo.shared.types.models import ModelMetadata +from exo.shared.types.worker.shards import PipelineShardMetadata @pytest.fixture diff --git a/worker/download/download_utils.py b/src/exo/worker/download/download_utils.py similarity index 99% rename from worker/download/download_utils.py rename to src/exo/worker/download/download_utils.py index c2094107..b88b7577 100644 --- a/worker/download/download_utils.py +++ b/src/exo/worker/download/download_utils.py @@ -14,9 +14,9 @@ import aiofiles.os as aios import aiohttp from pydantic import BaseModel, DirectoryPath, Field, TypeAdapter -from shared.constants import EXO_HOME -from shared.types.worker.shards import ShardMetadata -from worker.download.huggingface_utils import ( +from exo.shared.constants import EXO_HOME +from exo.shared.types.worker.shards import ShardMetadata +from exo.worker.download.huggingface_utils import ( filter_repo_objects, get_allow_patterns, get_auth_headers, diff --git a/worker/download/huggingface_utils.py b/src/exo/worker/download/huggingface_utils.py similarity index 98% rename from worker/download/huggingface_utils.py rename to src/exo/worker/download/huggingface_utils.py index a3d8a781..56d118c5 100644 --- a/worker/download/huggingface_utils.py +++ b/src/exo/worker/download/huggingface_utils.py @@ -6,7 +6,7 @@ from typing import Callable, Dict, Generator, Iterable, List, Optional, TypeVar, import aiofiles import aiofiles.os as aios -from shared.types.worker.shards import ShardMetadata +from exo.shared.types.worker.shards import ShardMetadata T = TypeVar("T") diff --git a/worker/download/impl_shard_downloader.py b/src/exo/worker/download/impl_shard_downloader.py similarity index 95% rename from worker/download/impl_shard_downloader.py rename to src/exo/worker/download/impl_shard_downloader.py index dff56912..170e68c6 100644 --- a/worker/download/impl_shard_downloader.py +++ b/src/exo/worker/download/impl_shard_downloader.py @@ -2,15 +2,15 @@ import asyncio from pathlib import Path from typing import AsyncIterator, Callable, Dict, List, Optional -from shared.models.model_cards import MODEL_CARDS -from shared.models.model_meta import get_model_meta -from shared.types.worker.shards import ( +from exo.shared.models.model_cards import MODEL_CARDS +from exo.shared.models.model_meta import get_model_meta +from exo.shared.types.worker.shards import ( PartitionStrategy, PipelineShardMetadata, ShardMetadata, ) -from worker.download.download_utils import RepoDownloadProgress, download_shard -from worker.download.shard_downloader import ShardDownloader +from exo.worker.download.download_utils import RepoDownloadProgress, download_shard +from exo.worker.download.shard_downloader import ShardDownloader def exo_shard_downloader(max_parallel_downloads: int = 8) -> ShardDownloader: diff --git a/worker/download/shard_downloader.py b/src/exo/worker/download/shard_downloader.py similarity index 96% rename from worker/download/shard_downloader.py rename to src/exo/worker/download/shard_downloader.py index 27b88411..6fcba625 100644 --- a/worker/download/shard_downloader.py +++ b/src/exo/worker/download/shard_downloader.py @@ -3,13 +3,13 @@ from datetime import timedelta from pathlib import Path from typing import AsyncIterator, Callable -from shared.types.models import ModelMetadata -from shared.types.worker.shards import ( +from exo.shared.types.models import ModelMetadata +from exo.shared.types.worker.shards import ( PartitionStrategy, PipelineShardMetadata, ShardMetadata, ) -from worker.download.download_utils import RepoDownloadProgress +from exo.worker.download.download_utils import RepoDownloadProgress # TODO: the PipelineShardMetadata getting reinstantiated is a bit messy. Shoudl this be a classmethod? diff --git a/worker/main.py b/src/exo/worker/main.py similarity index 82% rename from worker/main.py rename to src/exo/worker/main.py index cd4149b7..189f668a 100644 --- a/worker/main.py +++ b/src/exo/worker/main.py @@ -1,22 +1,22 @@ import asyncio import logging -from shared.apply import apply -from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from shared.types.common import NodeId -from shared.types.events import ( +from exo.shared.apply import apply +from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from exo.shared.types.common import NodeId +from exo.shared.types.events import ( NodePerformanceMeasured, ) -from shared.types.profiling import NodePerformanceProfile -from shared.types.worker.ops import ( +from exo.shared.types.profiling import NodePerformanceProfile +from exo.shared.types.worker.ops import ( ExecuteTaskOp, RunnerOp, ) -from shared.utils import Keypair, get_node_id_keypair -from worker.download.impl_shard_downloader import exo_shard_downloader -from worker.plan import plan -from worker.utils.profile import start_polling_node_metrics -from worker.worker import Worker +from exo.shared.utils import Keypair, get_node_id_keypair +from exo.worker.download.impl_shard_downloader import exo_shard_downloader +from exo.worker.plan import plan +from exo.worker.utils.profile import start_polling_node_metrics +from exo.worker.worker import Worker async def run(worker_state: Worker, logger: logging.Logger): @@ -61,7 +61,7 @@ async def run(worker_state: Worker, logger: logging.Logger): -async def main(): +async def async_main(): node_id_keypair: Keypair = get_node_id_keypair() node_id = NodeId(node_id_keypair.to_peer_id().to_base58()) logger: logging.Logger = logging.getLogger('worker_logger') @@ -86,5 +86,8 @@ async def main(): await run(worker, logger) +def main(): + asyncio.run(async_main()) + if __name__ == "__main__": - asyncio.run(main()) + main() diff --git a/worker/plan.py b/src/exo/worker/plan.py similarity index 96% rename from worker/plan.py rename to src/exo/worker/plan.py index 3edb97e2..a0be6920 100644 --- a/worker/plan.py +++ b/src/exo/worker/plan.py @@ -1,13 +1,13 @@ from typing import Mapping -from shared.types.common import NodeId -from shared.types.events import ( +from exo.shared.types.common import NodeId +from exo.shared.types.events import ( InstanceId, ) -from shared.types.tasks import Task, TaskId, TaskStatus -from shared.types.worker.common import RunnerId -from shared.types.worker.instances import Instance, InstanceStatus -from shared.types.worker.ops import ( +from exo.shared.types.tasks import Task, TaskId, TaskStatus +from exo.shared.types.worker.common import RunnerId +from exo.shared.types.worker.instances import Instance, InstanceStatus +from exo.shared.types.worker.ops import ( AssignRunnerOp, ExecuteTaskOp, RunnerDownOp, @@ -16,7 +16,7 @@ from shared.types.worker.ops import ( RunnerUpOp, UnassignRunnerOp, ) -from shared.types.worker.runners import ( +from exo.shared.types.worker.runners import ( DownloadingRunnerStatus, FailedRunnerStatus, InactiveRunnerStatus, @@ -25,7 +25,7 @@ from shared.types.worker.runners import ( RunnerStatusType, RunningRunnerStatus, ) -from worker.common import AssignedRunner +from exo.worker.common import AssignedRunner def unassign_runners(instances: Mapping[InstanceId, Instance], state_runners: Mapping[RunnerId, RunnerStatus], assigned_runners: dict[RunnerId, AssignedRunner]) -> UnassignRunnerOp | None: diff --git a/worker/runner/communication.py b/src/exo/worker/runner/communication.py similarity index 96% rename from worker/runner/communication.py rename to src/exo/worker/runner/communication.py index 57660154..044d10c5 100644 --- a/worker/runner/communication.py +++ b/src/exo/worker/runner/communication.py @@ -2,7 +2,7 @@ import asyncio import sys import traceback -from shared.types.worker.commands_runner import ( +from exo.shared.types.worker.commands_runner import ( ErrorResponse, PrintResponse, RunnerMessage, diff --git a/worker/runner/runner.py b/src/exo/worker/runner/runner.py similarity index 95% rename from worker/runner/runner.py rename to src/exo/worker/runner/runner.py index 03f6817c..fef5645c 100644 --- a/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -10,15 +10,15 @@ import mlx.nn as nn from mlx_lm.generate import stream_generate # type: ignore from mlx_lm.tokenizer_utils import TokenizerWrapper -from engines.mlx.utils_mlx import ( +from exo.engines.mlx.utils_mlx import ( apply_chat_template, initialize_mlx, mlx_force_oom, warmup_inference, ) -from shared.openai_compat import FinishReason -from shared.types.tasks import ChatCompletionTaskParams -from shared.types.worker.commands_runner import ( +from exo.shared.openai_compat import FinishReason +from exo.shared.types.tasks import ChatCompletionTaskParams +from exo.shared.types.worker.commands_runner import ( ChatTaskMessage, ExitMessage, FinishedResponse, @@ -27,8 +27,8 @@ from shared.types.worker.commands_runner import ( RunnerMessage, SetupMessage, ) -from shared.utils import ensure_type -from worker.runner.communication import ( +from exo.shared.utils import ensure_type +from exo.worker.runner.communication import ( runner_print, runner_read_message, runner_write_error, diff --git a/worker/runner/runner_supervisor.py b/src/exo/worker/runner/runner_supervisor.py similarity index 96% rename from worker/runner/runner_supervisor.py rename to src/exo/worker/runner/runner_supervisor.py index fbc50ea5..be94d2cc 100644 --- a/worker/runner/runner_supervisor.py +++ b/src/exo/worker/runner/runner_supervisor.py @@ -8,10 +8,10 @@ from typing import Any, Callable, Optional import psutil -from shared.types.common import CommandId, Host -from shared.types.events.chunks import GenerationChunk, TokenChunk -from shared.types.tasks import ChatCompletionTaskParams, Task -from shared.types.worker.commands_runner import ( +from exo.shared.types.common import CommandId, Host +from exo.shared.types.events.chunks import GenerationChunk, TokenChunk +from exo.shared.types.tasks import ChatCompletionTaskParams, Task +from exo.shared.types.worker.commands_runner import ( ChatTaskMessage, ErrorResponse, FinishedResponse, @@ -22,13 +22,13 @@ from shared.types.worker.commands_runner import ( RunnerResponse, SetupMessage, ) -from shared.types.worker.common import RunnerError -from shared.types.worker.shards import ShardMetadata -from worker.runner.communication import ( +from exo.shared.types.worker.common import RunnerError +from exo.shared.types.worker.shards import ShardMetadata +from exo.worker.runner.communication import ( supervisor_read_response, supervisor_write_message, ) -from worker.runner.utils import ( +from exo.worker.runner.utils import ( get_init_timeout, get_prefil_timeout, get_runner_command, diff --git a/worker/runner/utils.py b/src/exo/worker/runner/utils.py similarity index 91% rename from worker/runner/utils.py rename to src/exo/worker/runner/utils.py index fb1df0b7..2b04f424 100644 --- a/worker/runner/utils.py +++ b/src/exo/worker/runner/utils.py @@ -5,8 +5,8 @@ from logging import Logger import psutil -from shared.constants import LB_DISK_GBPS, LB_MEMBW_GBPS, LB_TFLOPS -from shared.types.worker.shards import ShardMetadata +from exo.shared.constants import LB_DISK_GBPS, LB_MEMBW_GBPS, LB_TFLOPS +from exo.shared.types.worker.shards import ShardMetadata async def kill_process_tree(runner_process: asyncio.subprocess.Process, logger: Logger) -> None: @@ -47,7 +47,7 @@ async def kill_process_tree(runner_process: asyncio.subprocess.Process, logger: def get_runner_command() -> list[str]: python = sys.executable - return [python, "-m", "worker.runner.runner"] + return [python, "-m", "exo.worker.runner.runner"] def get_weights_size_kb(model_shard_meta: ShardMetadata) -> float: return (model_shard_meta.end_layer - model_shard_meta.start_layer) / model_shard_meta.n_layers * model_shard_meta.model_meta.storage_size_kilobytes diff --git a/worker/tests/__init__.py b/src/exo/worker/tests/__init__.py similarity index 100% rename from worker/tests/__init__.py rename to src/exo/worker/tests/__init__.py diff --git a/worker/tests/conftest.py b/src/exo/worker/tests/conftest.py similarity index 88% rename from worker/tests/conftest.py rename to src/exo/worker/tests/conftest.py index 328ace7c..e13624e3 100644 --- a/worker/tests/conftest.py +++ b/src/exo/worker/tests/conftest.py @@ -4,21 +4,21 @@ from typing import Callable, Optional import pytest -from shared.models.model_meta import get_model_meta -from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams -from shared.types.common import Host, NodeId -from shared.types.models import ModelId, ModelMetadata -from shared.types.tasks import ( +from exo.shared.models.model_meta import get_model_meta +from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams +from exo.shared.types.common import Host, NodeId +from exo.shared.types.models import ModelId, ModelMetadata +from exo.shared.types.tasks import ( ChatCompletionTask, TaskId, TaskStatus, TaskType, ) -from shared.types.worker.common import InstanceId -from shared.types.worker.instances import Instance, InstanceStatus -from shared.types.worker.runners import RunnerId, ShardAssignments -from shared.types.worker.shards import PipelineShardMetadata -from worker.tests.constants import ( +from exo.shared.types.worker.common import InstanceId +from exo.shared.types.worker.instances import Instance, InstanceStatus +from exo.shared.types.worker.runners import RunnerId, ShardAssignments +from exo.shared.types.worker.shards import PipelineShardMetadata +from exo.worker.tests.constants import ( COMMAND_1_ID, INSTANCE_1_ID, MODEL_A_ID, diff --git a/worker/tests/constants.py b/src/exo/worker/tests/constants.py similarity index 81% rename from worker/tests/constants.py rename to src/exo/worker/tests/constants.py index 8e139a13..49ff6876 100644 --- a/worker/tests/constants.py +++ b/src/exo/worker/tests/constants.py @@ -1,9 +1,9 @@ from typing import Final -from shared.types.common import CommandId, NodeId -from shared.types.models import ModelId -from shared.types.tasks import TaskId -from shared.types.worker.common import InstanceId, RunnerId +from exo.shared.types.common import CommandId, NodeId +from exo.shared.types.models import ModelId +from exo.shared.types.tasks import TaskId +from exo.shared.types.worker.common import InstanceId, RunnerId MASTER_NODE_ID = NodeId("ffffffff-aaaa-4aaa-8aaa-aaaaaaaaaaaa") diff --git a/worker/tests/test_download.py b/src/exo/worker/tests/test_download.py similarity index 89% rename from worker/tests/test_download.py rename to src/exo/worker/tests/test_download.py index c44d6e65..6331562b 100644 --- a/worker/tests/test_download.py +++ b/src/exo/worker/tests/test_download.py @@ -3,9 +3,9 @@ from typing import Callable import pytest -from shared.types.worker.shards import PipelineShardMetadata -from worker.download.impl_shard_downloader import exo_shard_downloader -from worker.download.shard_downloader import ShardDownloader +from exo.shared.types.worker.shards import PipelineShardMetadata +from exo.worker.download.impl_shard_downloader import exo_shard_downloader +from exo.worker.download.shard_downloader import ShardDownloader @pytest.mark.slow diff --git a/shared/README.md b/src/exo/worker/tests/test_handlers/__init__.py similarity index 100% rename from shared/README.md rename to src/exo/worker/tests/test_handlers/__init__.py diff --git a/worker/tests/test_handlers/conftest.py b/src/exo/worker/tests/test_handlers/conftest.py similarity index 79% rename from worker/tests/test_handlers/conftest.py rename to src/exo/worker/tests/test_handlers/conftest.py index 9f7801c6..a6d96ef6 100644 --- a/worker/tests/test_handlers/conftest.py +++ b/src/exo/worker/tests/test_handlers/conftest.py @@ -3,18 +3,18 @@ from typing import Callable import pytest -from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from shared.types.common import NodeId -from shared.types.worker.common import InstanceId -from shared.types.worker.instances import Instance -from shared.types.worker.ops import ( +from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from exo.shared.types.common import NodeId +from exo.shared.types.worker.common import InstanceId +from exo.shared.types.worker.instances import Instance +from exo.shared.types.worker.ops import ( AssignRunnerOp, RunnerUpOp, ) -from shared.types.worker.runners import RunnerId -from worker.download.shard_downloader import NoopShardDownloader -from worker.tests.constants import INSTANCE_1_ID, NODE_A, RUNNER_1_ID -from worker.worker import Worker +from exo.shared.types.worker.runners import RunnerId +from exo.worker.download.shard_downloader import NoopShardDownloader +from exo.worker.tests.constants import INSTANCE_1_ID, NODE_A, RUNNER_1_ID +from exo.worker.worker import Worker @pytest.fixture diff --git a/worker/tests/test_handlers/test_handlers_happy.py b/src/exo/worker/tests/test_handlers/test_handlers_happy.py similarity index 89% rename from worker/tests/test_handlers/test_handlers_happy.py rename to src/exo/worker/tests/test_handlers/test_handlers_happy.py index 5d2dc0b8..a11750a5 100644 --- a/worker/tests/test_handlers/test_handlers_happy.py +++ b/src/exo/worker/tests/test_handlers/test_handlers_happy.py @@ -2,35 +2,35 @@ from typing import Callable import pytest -from shared.types.common import NodeId -from shared.types.events import ( +from exo.shared.types.common import NodeId +from exo.shared.types.events import ( ChunkGenerated, RunnerDeleted, RunnerStatusUpdated, TaskStateUpdated, ) -from shared.types.events.chunks import TokenChunk -from shared.types.tasks import ChatCompletionTask, TaskStatus -from shared.types.worker.common import RunnerId -from shared.types.worker.instances import Instance, InstanceId -from shared.types.worker.ops import ( +from exo.shared.types.events.chunks import TokenChunk +from exo.shared.types.tasks import ChatCompletionTask, TaskStatus +from exo.shared.types.worker.common import RunnerId +from exo.shared.types.worker.instances import Instance, InstanceId +from exo.shared.types.worker.ops import ( AssignRunnerOp, ExecuteTaskOp, RunnerDownOp, RunnerUpOp, UnassignRunnerOp, ) -from shared.types.worker.runners import ( +from exo.shared.types.worker.runners import ( DownloadingRunnerStatus, InactiveRunnerStatus, LoadedRunnerStatus, RunningRunnerStatus, ) -from worker.main import Worker -from worker.tests.constants import ( +from exo.worker.main import Worker +from exo.worker.tests.constants import ( RUNNER_1_ID, ) -from worker.tests.test_handlers.utils import read_events_op +from exo.worker.tests.test_handlers.utils import read_events_op @pytest.mark.asyncio diff --git a/worker/tests/test_handlers/test_handlers_sad.py b/src/exo/worker/tests/test_handlers/test_handlers_sad.py similarity index 84% rename from worker/tests/test_handlers/test_handlers_sad.py rename to src/exo/worker/tests/test_handlers/test_handlers_sad.py index c3a01b57..588cee8a 100644 --- a/worker/tests/test_handlers/test_handlers_sad.py +++ b/src/exo/worker/tests/test_handlers/test_handlers_sad.py @@ -5,16 +5,16 @@ from typing import Callable import pytest -from shared.types.tasks import ChatCompletionTask -from shared.types.worker.common import RunnerError -from shared.types.worker.instances import Instance -from shared.types.worker.ops import ( +from exo.shared.types.tasks import ChatCompletionTask +from exo.shared.types.worker.common import RunnerError +from exo.shared.types.worker.instances import Instance +from exo.shared.types.worker.ops import ( ExecuteTaskOp, RunnerUpOp, ) -from worker.main import Worker -from worker.tests.constants import RUNNER_1_ID -from worker.tests.test_handlers.utils import read_events_op +from exo.worker.main import Worker +from exo.worker.tests.constants import RUNNER_1_ID +from exo.worker.tests.test_handlers.utils import read_events_op @pytest.mark.asyncio diff --git a/worker/tests/test_handlers/utils.py b/src/exo/worker/tests/test_handlers/utils.py similarity index 64% rename from worker/tests/test_handlers/utils.py rename to src/exo/worker/tests/test_handlers/utils.py index 8e97949b..4b095342 100644 --- a/worker/tests/test_handlers/utils.py +++ b/src/exo/worker/tests/test_handlers/utils.py @@ -2,13 +2,13 @@ -from shared.types.events import ( +from exo.shared.types.events import ( Event, ) -from shared.types.worker.ops import ( +from exo.shared.types.worker.ops import ( RunnerOp, ) -from worker.main import Worker +from exo.worker.main import Worker async def read_events_op(worker: Worker, op: RunnerOp) -> list[Event]: diff --git a/shared/protobufs/schemas/.gitkeep b/src/exo/worker/tests/test_integration/__init__.py similarity index 100% rename from shared/protobufs/schemas/.gitkeep rename to src/exo/worker/tests/test_integration/__init__.py diff --git a/worker/tests/test_integration/conftest.py b/src/exo/worker/tests/test_integration/conftest.py similarity index 72% rename from worker/tests/test_integration/conftest.py rename to src/exo/worker/tests/test_integration/conftest.py index df3bc8ea..4e00d414 100644 --- a/worker/tests/test_integration/conftest.py +++ b/src/exo/worker/tests/test_integration/conftest.py @@ -4,12 +4,12 @@ from typing import Awaitable, Callable import pytest -from shared.db.sqlite.connector import AsyncSQLiteEventStorage -from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from shared.types.common import NodeId -from worker.download.shard_downloader import NoopShardDownloader -from worker.main import run -from worker.worker import Worker +from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage +from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from exo.shared.types.common import NodeId +from exo.worker.download.shard_downloader import NoopShardDownloader +from exo.worker.main import run +from exo.worker.worker import Worker @pytest.fixture diff --git a/worker/tests/test_integration/integration_utils.py b/src/exo/worker/tests/test_integration/integration_utils.py similarity index 90% rename from worker/tests/test_integration/integration_utils.py rename to src/exo/worker/tests/test_integration/integration_utils.py index 482687fd..c059613a 100644 --- a/worker/tests/test_integration/integration_utils.py +++ b/src/exo/worker/tests/test_integration/integration_utils.py @@ -3,10 +3,10 @@ import asyncio from typing import Callable, Optional, Tuple, TypeVar -from shared.db.sqlite.connector import AsyncSQLiteEventStorage -from shared.types.events import ChunkGenerated, TaskStateUpdated -from shared.types.events.chunks import TokenChunk -from shared.types.tasks import TaskId, TaskStatus +from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage +from exo.shared.types.events import ChunkGenerated, TaskStateUpdated +from exo.shared.types.events.chunks import TokenChunk +from exo.shared.types.tasks import TaskId, TaskStatus async def read_streaming_response(global_events: AsyncSQLiteEventStorage, filter_task: Optional[TaskId] = None) -> Tuple[bool, bool, str]: diff --git a/worker/tests/test_integration/test_creation.py b/src/exo/worker/tests/test_integration/test_creation.py similarity index 100% rename from worker/tests/test_integration/test_creation.py rename to src/exo/worker/tests/test_integration/test_creation.py diff --git a/worker/tests/test_integration/test_inference.py b/src/exo/worker/tests/test_integration/test_inference.py similarity index 89% rename from worker/tests/test_integration/test_inference.py rename to src/exo/worker/tests/test_integration/test_inference.py index e2b78955..bb2c5966 100644 --- a/worker/tests/test_integration/test_inference.py +++ b/src/exo/worker/tests/test_integration/test_inference.py @@ -3,27 +3,27 @@ from logging import Logger from typing import Awaitable, Callable # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py -from shared.db.sqlite.connector import AsyncSQLiteEventStorage -from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams -from shared.types.common import CommandId, Host, NodeId -from shared.types.events import ( +from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage +from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams +from exo.shared.types.common import CommandId, Host, NodeId +from exo.shared.types.events import ( InstanceCreated, InstanceDeleted, TaskCreated, ) -from shared.types.models import ModelId -from shared.types.tasks import ChatCompletionTask, Task, TaskId, TaskStatus, TaskType -from shared.types.worker.common import InstanceId, RunnerId -from shared.types.worker.instances import ( +from exo.shared.types.models import ModelId +from exo.shared.types.tasks import ChatCompletionTask, Task, TaskId, TaskStatus, TaskType +from exo.shared.types.worker.common import InstanceId, RunnerId +from exo.shared.types.worker.instances import ( Instance, InstanceStatus, ShardAssignments, ) -from shared.types.worker.shards import PipelineShardMetadata -from worker.download.shard_downloader import NoopShardDownloader -from worker.main import run -from worker.tests.constants import ( +from exo.shared.types.worker.shards import PipelineShardMetadata +from exo.worker.download.shard_downloader import NoopShardDownloader +from exo.worker.main import run +from exo.worker.tests.constants import ( INSTANCE_1_ID, MASTER_NODE_ID, NODE_A, @@ -32,10 +32,10 @@ from worker.tests.constants import ( RUNNER_2_ID, TASK_1_ID, ) -from worker.tests.test_integration.integration_utils import ( +from exo.worker.tests.test_integration.integration_utils import ( read_streaming_response, ) -from worker.worker import Worker +from exo.worker.worker import Worker async def test_runner_inference( diff --git a/worker/tests/test_integration/test_inference_sad.py b/src/exo/worker/tests/test_integration/test_inference_sad.py similarity index 90% rename from worker/tests/test_integration/test_inference_sad.py rename to src/exo/worker/tests/test_integration/test_inference_sad.py index 82de4c7d..8e2d25fa 100644 --- a/worker/tests/test_integration/test_inference_sad.py +++ b/src/exo/worker/tests/test_integration/test_inference_sad.py @@ -7,9 +7,9 @@ import pytest from _pytest.monkeypatch import MonkeyPatch # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py -from shared.db.sqlite.connector import AsyncSQLiteEventStorage -from shared.types.common import NodeId -from shared.types.events import ( +from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage +from exo.shared.types.common import NodeId +from exo.shared.types.events import ( ChunkGenerated, InstanceCreated, InstanceDeleted, @@ -17,25 +17,25 @@ from shared.types.events import ( TaskCreated, TaskStateUpdated, ) -from shared.types.events._events import TaskFailed -from shared.types.events.chunks import GenerationChunk, TokenChunk -from shared.types.tasks import Task, TaskId, TaskStatus -from shared.types.worker.common import InstanceId, RunnerId -from shared.types.worker.instances import ( +from exo.shared.types.events._events import TaskFailed +from exo.shared.types.events.chunks import GenerationChunk, TokenChunk +from exo.shared.types.tasks import Task, TaskId, TaskStatus +from exo.shared.types.worker.common import InstanceId, RunnerId +from exo.shared.types.worker.instances import ( Instance, InstanceStatus, ) -from shared.types.worker.runners import FailedRunnerStatus -from worker.main import Worker -from worker.runner.runner_supervisor import RunnerSupervisor -from worker.tests.constants import ( +from exo.shared.types.worker.runners import FailedRunnerStatus +from exo.worker.main import Worker +from exo.worker.runner.runner_supervisor import RunnerSupervisor +from exo.worker.tests.constants import ( INSTANCE_1_ID, MASTER_NODE_ID, NODE_A, RUNNER_1_ID, TASK_1_ID, ) -from worker.tests.test_integration.integration_utils import until_event_with_timeout +from exo.worker.tests.test_integration.integration_utils import until_event_with_timeout @pytest.fixture diff --git a/worker/tests/test_integration/test_instantiation.py b/src/exo/worker/tests/test_integration/test_instantiation.py similarity index 85% rename from worker/tests/test_integration/test_instantiation.py rename to src/exo/worker/tests/test_integration/test_instantiation.py index b635c727..21f296b1 100644 --- a/worker/tests/test_integration/test_instantiation.py +++ b/src/exo/worker/tests/test_integration/test_instantiation.py @@ -2,31 +2,31 @@ import asyncio from typing import Awaitable, Callable # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py -from shared.db.sqlite.connector import AsyncSQLiteEventStorage -from shared.types.common import NodeId +from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage +from exo.shared.types.common import NodeId # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py -from shared.types.events import ( +from exo.shared.types.events import ( InstanceCreated, InstanceDeleted, RunnerStatusUpdated, ) -from shared.types.worker.common import InstanceId, RunnerId -from shared.types.worker.instances import ( +from exo.shared.types.worker.common import InstanceId, RunnerId +from exo.shared.types.worker.instances import ( Instance, InstanceStatus, ) -from shared.types.worker.runners import ( +from exo.shared.types.worker.runners import ( FailedRunnerStatus, ) -from worker.main import Worker -from worker.tests.constants import ( +from exo.worker.main import Worker +from exo.worker.tests.constants import ( INSTANCE_1_ID, MASTER_NODE_ID, NODE_A, RUNNER_1_ID, ) -from worker.tests.test_integration.integration_utils import until_event_with_timeout +from exo.worker.tests.test_integration.integration_utils import until_event_with_timeout async def test_runner_spinup_exception( diff --git a/worker/tests/test_integration/test_instantiation_sad.py b/src/exo/worker/tests/test_integration/test_instantiation_sad.py similarity index 84% rename from worker/tests/test_integration/test_instantiation_sad.py rename to src/exo/worker/tests/test_integration/test_instantiation_sad.py index c0fd5515..a84b52d5 100644 --- a/worker/tests/test_integration/test_instantiation_sad.py +++ b/src/exo/worker/tests/test_integration/test_instantiation_sad.py @@ -2,31 +2,31 @@ import asyncio from typing import Awaitable, Callable # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py -from shared.db.sqlite.connector import AsyncSQLiteEventStorage -from shared.types.common import NodeId +from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage +from exo.shared.types.common import NodeId # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py -from shared.types.events import ( +from exo.shared.types.events import ( InstanceCreated, InstanceDeleted, RunnerStatusUpdated, ) -from shared.types.worker.common import InstanceId, RunnerId -from shared.types.worker.instances import ( +from exo.shared.types.worker.common import InstanceId, RunnerId +from exo.shared.types.worker.instances import ( Instance, InstanceStatus, ) -from shared.types.worker.runners import ( +from exo.shared.types.worker.runners import ( FailedRunnerStatus, ) -from worker.main import Worker -from worker.tests.constants import ( +from exo.worker.main import Worker +from exo.worker.tests.constants import ( INSTANCE_1_ID, MASTER_NODE_ID, NODE_A, RUNNER_1_ID, ) -from worker.tests.test_integration.integration_utils import until_event_with_timeout +from exo.worker.tests.test_integration.integration_utils import until_event_with_timeout async def test_runner_spinup_exception( diff --git a/worker/tests/test_multimodel/test_inference_llama70B.py b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py similarity index 90% rename from worker/tests/test_multimodel/test_inference_llama70B.py rename to src/exo/worker/tests/test_multimodel/test_inference_llama70B.py index 71a67df5..c6c96197 100644 --- a/worker/tests/test_multimodel/test_inference_llama70B.py +++ b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py @@ -6,27 +6,27 @@ from typing import Callable import pytest # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py -from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from shared.models.model_meta import get_model_meta -from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams -from shared.types.common import Host -from shared.types.events import ( +from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from exo.shared.models.model_meta import get_model_meta +from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams +from exo.shared.types.common import Host +from exo.shared.types.events import ( InstanceCreated, InstanceDeleted, TaskCreated, ) -from shared.types.models import ModelId, ModelMetadata -from shared.types.tasks import ChatCompletionTask, Task, TaskId, TaskStatus, TaskType -from shared.types.worker.common import InstanceId -from shared.types.worker.instances import ( +from exo.shared.types.models import ModelId, ModelMetadata +from exo.shared.types.tasks import ChatCompletionTask, Task, TaskId, TaskStatus, TaskType +from exo.shared.types.worker.common import InstanceId +from exo.shared.types.worker.instances import ( Instance, InstanceStatus, ShardAssignments, ) -from shared.types.worker.shards import PipelineShardMetadata -from worker.download.shard_downloader import NoopShardDownloader -from worker.main import run -from worker.tests.constants import ( +from exo.shared.types.worker.shards import PipelineShardMetadata +from exo.worker.download.shard_downloader import NoopShardDownloader +from exo.worker.main import run +from exo.worker.tests.constants import ( COMMAND_1_ID, COMMAND_2_ID, INSTANCE_1_ID, @@ -38,10 +38,10 @@ from worker.tests.constants import ( TASK_1_ID, TASK_2_ID, ) -from worker.tests.test_integration.integration_utils import ( +from exo.worker.tests.test_integration.integration_utils import ( read_streaming_response, ) -from worker.worker import Worker +from exo.worker.worker import Worker MODEL_ID = 'mlx-community/Llama-3.3-70B-Instruct-4bit' diff --git a/worker/tests/test_plan/test_worker_plan.py b/src/exo/worker/tests/test_plan/test_worker_plan.py similarity index 96% rename from worker/tests/test_plan/test_worker_plan.py rename to src/exo/worker/tests/test_plan/test_worker_plan.py index a14521cb..d6ae4e7c 100644 --- a/worker/tests/test_plan/test_worker_plan.py +++ b/src/exo/worker/tests/test_plan/test_worker_plan.py @@ -4,39 +4,39 @@ import logging import pytest -from shared.types.api import ChatCompletionMessage -from shared.types.state import State -from shared.types.tasks import ( +from exo.shared.types.api import ChatCompletionMessage +from exo.shared.types.state import State +from exo.shared.types.tasks import ( ChatCompletionTask, ChatCompletionTaskParams, TaskStatus, TaskType, ) -from shared.types.worker.common import NodeStatus -from shared.types.worker.downloads import ( +from exo.shared.types.worker.common import NodeStatus +from exo.shared.types.worker.downloads import ( DownloadPending, ) -from shared.types.worker.instances import InstanceStatus -from shared.types.worker.ops import ( +from exo.shared.types.worker.instances import InstanceStatus +from exo.shared.types.worker.ops import ( AssignRunnerOp, ExecuteTaskOp, RunnerDownOp, RunnerUpOp, UnassignRunnerOp, ) -from shared.types.worker.runners import ( +from exo.shared.types.worker.runners import ( DownloadingRunnerStatus, FailedRunnerStatus, InactiveRunnerStatus, LoadedRunnerStatus, RunningRunnerStatus, ) -from shared.types.worker.shards import PipelineShardMetadata -from worker.common import AssignedRunner -from worker.download.shard_downloader import NoopShardDownloader -from worker.main import Worker -from worker.plan import plan -from worker.tests.constants import ( +from exo.shared.types.worker.shards import PipelineShardMetadata +from exo.worker.common import AssignedRunner +from exo.worker.download.shard_downloader import NoopShardDownloader +from exo.worker.main import Worker +from exo.worker.plan import plan +from exo.worker.tests.constants import ( COMMAND_1_ID, INSTANCE_1_ID, MODEL_A_ID, @@ -46,7 +46,7 @@ from worker.tests.constants import ( RUNNER_2_ID, TASK_1_ID, ) -from worker.tests.test_plan.test_worker_plan_utils import ( +from exo.worker.tests.test_plan.test_worker_plan_utils import ( InProcessRunner, PlanTestCase, make_downloading_status, diff --git a/worker/tests/test_plan/test_worker_plan_utils.py b/src/exo/worker/tests/test_plan/test_worker_plan_utils.py similarity index 91% rename from worker/tests/test_plan/test_worker_plan_utils.py rename to src/exo/worker/tests/test_plan/test_worker_plan_utils.py index 49283013..f5a2ac5a 100644 --- a/worker/tests/test_plan/test_worker_plan_utils.py +++ b/src/exo/worker/tests/test_plan/test_worker_plan_utils.py @@ -5,24 +5,24 @@ from typing import List, NotRequired, Optional, TypedDict from typing_extensions import Literal -from shared.models.model_cards import MODEL_CARDS, ModelCard -from shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams -from shared.types.common import CommandId, NodeId -from shared.types.models import ModelId, ModelMetadata -from shared.types.state import State -from shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus, TaskType -from shared.types.worker.common import InstanceId, NodeStatus, RunnerId -from shared.types.worker.downloads import DownloadOngoing, DownloadProgressData -from shared.types.worker.instances import Instance, InstanceStatus -from shared.types.worker.ops import RunnerOp -from shared.types.worker.runners import ( +from exo.shared.models.model_cards import MODEL_CARDS, ModelCard +from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams +from exo.shared.types.common import CommandId, NodeId +from exo.shared.types.models import ModelId, ModelMetadata +from exo.shared.types.state import State +from exo.shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus, TaskType +from exo.shared.types.worker.common import InstanceId, NodeStatus, RunnerId +from exo.shared.types.worker.downloads import DownloadOngoing, DownloadProgressData +from exo.shared.types.worker.instances import Instance, InstanceStatus +from exo.shared.types.worker.ops import RunnerOp +from exo.shared.types.worker.runners import ( DownloadingRunnerStatus, RunnerStatus, RunningRunnerStatus, ShardAssignments, ) -from shared.types.worker.shards import PipelineShardMetadata -from worker.tests.constants import COMMAND_1_ID, INSTANCE_1_ID, MODEL_A_ID +from exo.shared.types.worker.shards import PipelineShardMetadata +from exo.worker.tests.constants import COMMAND_1_ID, INSTANCE_1_ID, MODEL_A_ID class RunnerSpecDict(TypedDict): diff --git a/worker/tests/test_runner_connection.py b/src/exo/worker/tests/test_runner_connection.py similarity index 90% rename from worker/tests/test_runner_connection.py rename to src/exo/worker/tests/test_runner_connection.py index 434f0a7f..80d4c530 100644 --- a/worker/tests/test_runner_connection.py +++ b/src/exo/worker/tests/test_runner_connection.py @@ -5,16 +5,16 @@ from typing import Callable import pytest -from shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from shared.types.common import Host -from shared.types.events import InstanceCreated, InstanceDeleted -from shared.types.models import ModelId -from shared.types.worker.instances import Instance, InstanceStatus, ShardAssignments -from shared.types.worker.runners import FailedRunnerStatus -from shared.types.worker.shards import PipelineShardMetadata -from worker.download.shard_downloader import NoopShardDownloader -from worker.main import run -from worker.tests.constants import ( +from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from exo.shared.types.common import Host +from exo.shared.types.events import InstanceCreated, InstanceDeleted +from exo.shared.types.models import ModelId +from exo.shared.types.worker.instances import Instance, InstanceStatus, ShardAssignments +from exo.shared.types.worker.runners import FailedRunnerStatus +from exo.shared.types.worker.shards import PipelineShardMetadata +from exo.worker.download.shard_downloader import NoopShardDownloader +from exo.worker.main import run +from exo.worker.tests.constants import ( INSTANCE_1_ID, MASTER_NODE_ID, NODE_A, @@ -22,7 +22,7 @@ from worker.tests.constants import ( RUNNER_1_ID, RUNNER_2_ID, ) -from worker.worker import Worker +from exo.worker.worker import Worker @pytest.fixture @@ -102,7 +102,7 @@ async def check_runner_connection( origin=MASTER_NODE_ID ) - from worker.runner.runner_supervisor import RunnerSupervisor + from exo.worker.runner.runner_supervisor import RunnerSupervisor async def wait_for_runner_supervisor(worker: Worker, timeout: float = 5.0) -> RunnerSupervisor | None: end = asyncio.get_event_loop().time() + timeout diff --git a/worker/tests/test_serdes.py b/src/exo/worker/tests/test_serdes.py similarity index 81% rename from worker/tests/test_serdes.py rename to src/exo/worker/tests/test_serdes.py index 29484833..4239b17d 100644 --- a/worker/tests/test_serdes.py +++ b/src/exo/worker/tests/test_serdes.py @@ -2,15 +2,15 @@ from typing import Callable, TypeVar from pydantic import BaseModel, TypeAdapter -from shared.types.common import Host -from shared.types.tasks import Task, TaskId -from shared.types.worker.commands_runner import ( +from exo.shared.types.common import Host +from exo.shared.types.tasks import Task, TaskId +from exo.shared.types.worker.commands_runner import ( ChatTaskMessage, RunnerMessageTypeAdapter, SetupMessage, ) -from shared.types.worker.common import InstanceId -from shared.types.worker.shards import PipelineShardMetadata +from exo.shared.types.worker.common import InstanceId +from exo.shared.types.worker.shards import PipelineShardMetadata T = TypeVar("T", bound=BaseModel) diff --git a/worker/tests/test_spinup_timeout.py b/src/exo/worker/tests/test_spinup_timeout.py similarity index 75% rename from worker/tests/test_spinup_timeout.py rename to src/exo/worker/tests/test_spinup_timeout.py index c01363fa..b46eb73e 100644 --- a/worker/tests/test_spinup_timeout.py +++ b/src/exo/worker/tests/test_spinup_timeout.py @@ -5,18 +5,18 @@ from typing import Callable import pytest -from shared.types.events import ( +from exo.shared.types.events import ( Event, ) -from shared.types.events._events import RunnerStatusUpdated -from shared.types.tasks import Task, TaskId -from shared.types.worker.instances import Instance, InstanceId -from shared.types.worker.ops import ( +from exo.shared.types.events._events import RunnerStatusUpdated +from exo.shared.types.tasks import Task, TaskId +from exo.shared.types.worker.instances import Instance, InstanceId +from exo.shared.types.worker.ops import ( RunnerUpOp, ) -from shared.types.worker.runners import FailedRunnerStatus -from worker.main import Worker -from worker.tests.constants import RUNNER_1_ID +from exo.shared.types.worker.runners import FailedRunnerStatus +from exo.worker.main import Worker +from exo.worker.tests.constants import RUNNER_1_ID # To enable this test, run pytest with: ENABLE_SPINUP_TIMEOUT_TEST=true pytest diff --git a/worker/tests/test_supervisor/test_memory.py b/src/exo/worker/tests/test_supervisor/test_memory.py similarity index 76% rename from worker/tests/test_supervisor/test_memory.py rename to src/exo/worker/tests/test_supervisor/test_memory.py index 76140d67..5eb97b5f 100644 --- a/worker/tests/test_supervisor/test_memory.py +++ b/src/exo/worker/tests/test_supervisor/test_memory.py @@ -5,14 +5,14 @@ from typing import Callable import psutil import pytest -from shared.models.model_meta import get_model_meta -from shared.types.common import Host -from shared.types.models import ModelMetadata -from shared.types.tasks import Task, TaskId -from shared.types.worker.common import InstanceId, RunnerError -from shared.types.worker.shards import PipelineShardMetadata -from worker.runner.runner_supervisor import RunnerSupervisor -from worker.tests.constants import INSTANCE_1_ID, TASK_1_ID +from exo.shared.models.model_meta import get_model_meta +from exo.shared.types.common import Host +from exo.shared.types.models import ModelMetadata +from exo.shared.types.tasks import Task, TaskId +from exo.shared.types.worker.common import InstanceId, RunnerError +from exo.shared.types.worker.shards import PipelineShardMetadata +from exo.worker.runner.runner_supervisor import RunnerSupervisor +from exo.worker.tests.constants import INSTANCE_1_ID, TASK_1_ID def get_memory_mb(process: Process) -> float: diff --git a/worker/tests/test_supervisor/test_oom.py b/src/exo/worker/tests/test_supervisor/test_oom.py similarity index 79% rename from worker/tests/test_supervisor/test_oom.py rename to src/exo/worker/tests/test_supervisor/test_oom.py index 200ae253..aa2cb6bb 100644 --- a/worker/tests/test_supervisor/test_oom.py +++ b/src/exo/worker/tests/test_supervisor/test_oom.py @@ -3,15 +3,15 @@ from typing import Callable import pytest -from shared.types.common import Host -from shared.types.tasks import ( +from exo.shared.types.common import Host +from exo.shared.types.tasks import ( Task, TaskId, ) -from shared.types.worker.common import InstanceId, RunnerError -from shared.types.worker.shards import PipelineShardMetadata -from worker.runner.runner_supervisor import RunnerSupervisor -from worker.tests.constants import INSTANCE_1_ID, TASK_1_ID +from exo.shared.types.worker.common import InstanceId, RunnerError +from exo.shared.types.worker.shards import PipelineShardMetadata +from exo.worker.runner.runner_supervisor import RunnerSupervisor +from exo.worker.tests.constants import INSTANCE_1_ID, TASK_1_ID @pytest.fixture diff --git a/worker/tests/test_supervisor/test_supervisor.py b/src/exo/worker/tests/test_supervisor/test_supervisor.py similarity index 95% rename from worker/tests/test_supervisor/test_supervisor.py rename to src/exo/worker/tests/test_supervisor/test_supervisor.py index 710da912..5faf3e57 100644 --- a/worker/tests/test_supervisor/test_supervisor.py +++ b/src/exo/worker/tests/test_supervisor/test_supervisor.py @@ -4,18 +4,18 @@ from typing import Callable import pytest -from shared.openai_compat import FinishReason -from shared.types.common import Host -from shared.types.events.chunks import TokenChunk -from shared.types.tasks import ( +from exo.shared.openai_compat import FinishReason +from exo.shared.types.common import Host +from exo.shared.types.events.chunks import TokenChunk +from exo.shared.types.tasks import ( ChatCompletionTaskParams, Task, TaskId, TaskType, ) -from shared.types.worker.common import InstanceId -from shared.types.worker.shards import PipelineShardMetadata -from worker.runner.runner_supervisor import RunnerSupervisor +from exo.shared.types.worker.common import InstanceId +from exo.shared.types.worker.shards import PipelineShardMetadata +from exo.worker.runner.runner_supervisor import RunnerSupervisor @pytest.fixture diff --git a/worker/tests/test_supervisor/test_supervisor_sad.py b/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py similarity index 88% rename from worker/tests/test_supervisor/test_supervisor_sad.py rename to src/exo/worker/tests/test_supervisor/test_supervisor_sad.py index 71986bff..bffae9f5 100644 --- a/worker/tests/test_supervisor/test_supervisor_sad.py +++ b/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py @@ -4,12 +4,12 @@ from typing import Callable import pytest -from shared.types.common import Host -from shared.types.tasks import Task, TaskId -from shared.types.worker.common import InstanceId, RunnerError -from shared.types.worker.shards import PipelineShardMetadata -from worker.runner.runner_supervisor import RunnerSupervisor -from worker.tests.constants import INSTANCE_1_ID, TASK_1_ID +from exo.shared.types.common import Host +from exo.shared.types.tasks import Task, TaskId +from exo.shared.types.worker.common import InstanceId, RunnerError +from exo.shared.types.worker.shards import PipelineShardMetadata +from exo.worker.runner.runner_supervisor import RunnerSupervisor +from exo.worker.tests.constants import INSTANCE_1_ID, TASK_1_ID @pytest.mark.asyncio diff --git a/worker/utils/__init__.py b/src/exo/worker/utils/__init__.py similarity index 100% rename from worker/utils/__init__.py rename to src/exo/worker/utils/__init__.py diff --git a/worker/utils/macmon/.DS_Store b/src/exo/worker/utils/macmon/.DS_Store similarity index 100% rename from worker/utils/macmon/.DS_Store rename to src/exo/worker/utils/macmon/.DS_Store diff --git a/worker/utils/macmon/__init__.py b/src/exo/worker/utils/macmon/__init__.py similarity index 100% rename from worker/utils/macmon/__init__.py rename to src/exo/worker/utils/macmon/__init__.py diff --git a/worker/utils/macmon/macmon.py b/src/exo/worker/utils/macmon/macmon.py similarity index 100% rename from worker/utils/macmon/macmon.py rename to src/exo/worker/utils/macmon/macmon.py diff --git a/worker/utils/profile.py b/src/exo/worker/utils/profile.py similarity index 96% rename from worker/utils/profile.py rename to src/exo/worker/utils/profile.py index 50a54c83..d1763eb3 100644 --- a/worker/utils/profile.py +++ b/src/exo/worker/utils/profile.py @@ -3,18 +3,18 @@ import os import platform from typing import Any, Callable, Coroutine -from shared.types.profiling import ( +from exo.shared.types.profiling import ( MemoryPerformanceProfile, NodePerformanceProfile, SystemPerformanceProfile, ) -from worker.utils.macmon.macmon import ( +from exo.worker.utils.macmon.macmon import ( Metrics, ) -from worker.utils.macmon.macmon import ( +from exo.worker.utils.macmon.macmon import ( get_metrics_async as macmon_get_metrics_async, ) -from worker.utils.system_info import ( +from exo.worker.utils.system_info import ( get_mac_friendly_name_async, get_mac_system_info_async, get_network_interface_info_async, diff --git a/worker/utils/system_info.py b/src/exo/worker/utils/system_info.py similarity index 99% rename from worker/utils/system_info.py rename to src/exo/worker/utils/system_info.py index 798a8990..b5e2a0c8 100644 --- a/worker/utils/system_info.py +++ b/src/exo/worker/utils/system_info.py @@ -5,7 +5,7 @@ from typing import Dict, List, Optional from pydantic import BaseModel, Field -from shared.types.profiling import NetworkInterfaceInfo +from exo.shared.types.profiling import NetworkInterfaceInfo class SystemInfo(BaseModel): diff --git a/worker/worker.py b/src/exo/worker/worker.py similarity index 95% rename from worker/worker.py rename to src/exo/worker/worker.py index 9f430386..25dfd36b 100644 --- a/worker/worker.py +++ b/src/exo/worker/worker.py @@ -5,9 +5,9 @@ from asyncio import Queue from functools import partial from typing import AsyncGenerator, Optional -from shared.db.sqlite import AsyncSQLiteEventStorage -from shared.types.common import NodeId -from shared.types.events import ( +from exo.shared.db.sqlite import AsyncSQLiteEventStorage +from exo.shared.types.common import NodeId +from exo.shared.types.events import ( ChunkGenerated, Event, InstanceDeleted, @@ -16,16 +16,16 @@ from shared.types.events import ( TaskFailed, TaskStateUpdated, ) -from shared.types.state import State -from shared.types.tasks import TaskId, TaskStatus -from shared.types.worker.common import RunnerId -from shared.types.worker.downloads import ( +from exo.shared.types.state import State +from exo.shared.types.tasks import TaskId, TaskStatus +from exo.shared.types.worker.common import RunnerId +from exo.shared.types.worker.downloads import ( DownloadCompleted, DownloadOngoing, DownloadPending, DownloadProgressData, ) -from shared.types.worker.ops import ( +from exo.shared.types.worker.ops import ( AssignRunnerOp, ExecuteTaskOp, RunnerDownOp, @@ -35,17 +35,17 @@ from shared.types.worker.ops import ( RunnerUpOp, UnassignRunnerOp, ) -from shared.types.worker.runners import ( +from exo.shared.types.worker.runners import ( DownloadingRunnerStatus, FailedRunnerStatus, InactiveRunnerStatus, LoadedRunnerStatus, RunningRunnerStatus, ) -from shared.types.worker.shards import ShardMetadata -from worker.common import AssignedRunner -from worker.download.shard_downloader import RepoDownloadProgress, ShardDownloader -from worker.runner.runner_supervisor import RunnerSupervisor +from exo.shared.types.worker.shards import ShardMetadata +from exo.worker.common import AssignedRunner +from exo.worker.download.shard_downloader import RepoDownloadProgress, ShardDownloader +from exo.worker.runner.runner_supervisor import RunnerSupervisor class Worker: diff --git a/uv.lock b/uv.lock index 9a0ec757..f8fb5d9f 100644 --- a/uv.lock +++ b/uv.lock @@ -13,11 +13,7 @@ supported-markers = [ [manifest] members = [ "exo", - "exo-engine-mlx", - "exo-master", "exo-scripts", - "exo-shared", - "exo-worker", ] [[package]] @@ -40,7 +36,7 @@ wheels = [ 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= "README.md" requires-python = ">=3.13" dependencies = [ - "exo-shared", + "shared", "huggingface_hub>=0.33.4", "mlx>=0.26.3", "mlx-lm @ https://github.com/ml-explore/mlx-lm.git", @@ -14,21 +14,5 @@ dependencies = [ ] [build-system] -requires = ["hatchling"] -build-backend = "hatchling.build" - -[tool.hatch.metadata] -allow-direct-references = true - -[tool.hatch.build] -clean = true - -[tool.hatch.build.targets.wheel] -packages = [] -include = ["*"] -exclude = ["*.md", "pyproject.toml"] - -[tool.hatch.build.targets.sdist] -packages = [] -include = ["*"] -exclude = ["*.md", "pyproject.toml"] +requires = ["uv_build>=0.8.9,<0.9.0"] +build-backend = "uv_build" From 11f8b4ef33ce81a73d14887ed3168a380a661817 Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Thu, 21 Aug 2025 18:44:53 +0100 Subject: [PATCH 155/224] tidy: fix justfile, run.sh, run formatter --- justfile | 11 +- run.sh | 10 +- src/exo/engines/mlx/auto_parallel.py | 1 - src/exo/engines/mlx/utils_mlx.py | 63 +- src/exo/main.py | 2 +- src/exo/master/api.py | 108 ++- src/exo/master/election_callback.py | 8 +- src/exo/master/forwarder_supervisor.py | 72 +- src/exo/master/main.py | 146 +++- src/exo/master/placement.py | 68 +- src/exo/master/tests/api_utils_test.py | 11 +- src/exo/master/tests/conftest.py | 19 +- src/exo/master/tests/test_api.py | 10 +- .../master/tests/test_forwarder_supervisor.py | 131 +-- src/exo/master/tests/test_master.py | 102 ++- src/exo/master/tests/test_placement.py | 76 +- src/exo/master/tests/test_placement_utils.py | 150 ++-- src/exo/master/tests/test_topology.py | 125 ++- src/exo/master/utils/placement_utils.py | 37 +- src/exo/shared/__init__.py | 1 - src/exo/shared/apply/__init__.py | 2 +- src/exo/shared/apply/apply.py | 96 ++- src/exo/shared/constants.py | 1 + src/exo/shared/db/__init__.py | 2 +- src/exo/shared/db/sqlite/__init__.py | 2 +- src/exo/shared/db/sqlite/config.py | 7 +- src/exo/shared/db/sqlite/connector.py | 260 +++--- src/exo/shared/db/sqlite/event_log_manager.py | 68 +- src/exo/shared/db/sqlite/types.py | 37 +- src/exo/shared/models/model_cards.py | 411 +++++---- src/exo/shared/models/model_meta.py | 42 +- src/exo/shared/tests/__init__.py | 2 +- .../shared/tests/test_node_id_persistence.py | 9 +- src/exo/shared/tests/test_sqlite_connector.py | 360 +++++--- src/exo/shared/topology.py | 49 +- src/exo/shared/types/api.py | 7 +- src/exo/shared/types/common.py | 5 +- src/exo/shared/types/events/_events.py | 50 +- src/exo/shared/types/events/chunks.py | 5 +- src/exo/shared/types/events/commands.py | 7 +- src/exo/shared/types/events/components.py | 3 +- src/exo/shared/types/graphs/pydantic.py | 2 +- src/exo/shared/types/multiaddr.py | 41 +- src/exo/shared/types/request.py | 3 + src/exo/shared/types/state.py | 1 + src/exo/shared/types/tasks.py | 1 + src/exo/shared/types/topology.py | 27 +- .../shared/types/worker/commands_runner.py | 7 +- src/exo/shared/types/worker/common.py | 15 +- src/exo/shared/types/worker/downloads.py | 12 +- src/exo/shared/types/worker/instances.py | 1 + src/exo/shared/types/worker/ops.py | 36 +- .../shared/types/worker/resource_monitor.py | 14 +- src/exo/shared/types/worker/runners.py | 33 +- src/exo/shared/types/worker/shards.py | 18 +- src/exo/shared/utils.py | 107 +-- src/exo/worker/common.py | 2 +- src/exo/worker/download/conftest.py | 4 +- src/exo/worker/download/download_utils.py | 789 +++++++++++------- src/exo/worker/download/huggingface_utils.py | 153 ++-- .../worker/download/impl_shard_downloader.py | 247 +++--- src/exo/worker/download/shard_downloader.py | 179 ++-- src/exo/worker/main.py | 104 ++- src/exo/worker/plan.py | 205 +++-- src/exo/worker/runner/communication.py | 6 +- src/exo/worker/runner/runner.py | 32 +- src/exo/worker/runner/runner_supervisor.py | 96 ++- src/exo/worker/runner/utils.py | 35 +- src/exo/worker/tests/__init__.py | 1 - src/exo/worker/tests/conftest.py | 39 +- src/exo/worker/tests/constants.py | 6 +- src/exo/worker/tests/test_download.py | 4 +- .../worker/tests/test_handlers/conftest.py | 27 +- .../test_handlers/test_handlers_happy.py | 59 +- .../tests/test_handlers/test_handlers_sad.py | 39 +- src/exo/worker/tests/test_handlers/utils.py | 3 +- .../worker/tests/test_integration/conftest.py | 18 +- .../test_integration/integration_utils.py | 28 +- .../tests/test_integration/test_inference.py | 175 ++-- .../test_integration/test_inference_sad.py | 178 +++- .../test_integration/test_instantiation.py | 68 +- .../test_instantiation_sad.py | 63 +- .../test_inference_llama70B.py | 213 +++-- .../tests/test_plan/test_worker_plan.py | 477 ++++++----- .../tests/test_plan/test_worker_plan_utils.py | 77 +- .../worker/tests/test_runner_connection.py | 45 +- src/exo/worker/tests/test_spinup_timeout.py | 18 +- .../tests/test_supervisor/test_memory.py | 12 +- .../worker/tests/test_supervisor/test_oom.py | 10 +- .../tests/test_supervisor/test_supervisor.py | 26 +- .../test_supervisor/test_supervisor_sad.py | 11 +- src/exo/worker/utils/macmon/__init__.py | 2 +- src/exo/worker/utils/macmon/macmon.py | 5 +- src/exo/worker/utils/profile.py | 31 +- src/exo/worker/utils/system_info.py | 151 ++-- src/exo/worker/worker.py | 156 ++-- 96 files changed, 4091 insertions(+), 2597 deletions(-) diff --git a/justfile b/justfile index 4265a568..53aaf70c 100644 --- a/justfile +++ b/justfile @@ -2,19 +2,16 @@ default: @just --list fmt: - uv run ruff format master worker shared engines/* + uv run ruff format src lint: - uv run ruff check --fix master worker shared engines/* + uv run ruff check --fix src lint-check: - uv run ruff check master worker shared engines/* + uv run ruff check src test: - uv run pytest master worker shared engines/* - -test-fast: - uv run pytest master shared engines/* + uv run pytest src check: uv run basedpyright --project pyproject.toml diff --git a/run.sh b/run.sh index 74e81181..4daf8186 100755 --- a/run.sh +++ b/run.sh @@ -36,14 +36,14 @@ fi # First command (worker) - changes based on replica flag if [ "$REPLICA" = true ]; then - osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export EXO_HOME=.exo_replica; uv run -m worker.main'\"" + osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export EXO_HOME=.exo_replica; uv run exo-worker'\"" else - osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c uv run -m worker.main\"" + osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c uv run exo-worker\"" fi # Second command (master) - changes based on replica flag if [ "$REPLICA" = true ]; then - osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export RUST_LOG=true EXO_RUN_AS_REPLICA=1 EXO_HOME=.exo_replica API_PORT=8001; uv run -m master.main'\"" + osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export RUST_LOG=true EXO_RUN_AS_REPLICA=1 EXO_HOME=.exo_replica API_PORT=8001; uv run exo-master'\"" else - osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export RUST_LOG=true; uv run -m master.main'\"" -fi \ No newline at end of file + osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export RUST_LOG=true; uv run exo-master'\"" +fi diff --git a/src/exo/engines/mlx/auto_parallel.py b/src/exo/engines/mlx/auto_parallel.py index 83598a7a..2e2589fa 100644 --- a/src/exo/engines/mlx/auto_parallel.py +++ b/src/exo/engines/mlx/auto_parallel.py @@ -2,7 +2,6 @@ from typing import Protocol, cast, override import mlx.core as mx import mlx.nn as nn - from exo.shared.types.worker.shards import PipelineShardMetadata diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index c21c8c92..60a21e30 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -24,20 +24,22 @@ from exo.worker.runner.communication import runner_print # Needed for 8 bit model resource.setrlimit(resource.RLIMIT_NOFILE, (2048, 4096)) + def mx_barrier(): - mx.eval( # type: ignore + mx.eval( # type: ignore mx.distributed.all_sum( mx.array(1.0), stream=mx.default_stream(mx.Device(mx.cpu)) ) ) + class HostList(RootModel[list[str]]): @classmethod def from_hosts(cls, hosts: list[Host]) -> "HostList": return cls(root=[str(host) for host in hosts]) -def mlx_distributed_init(rank: int, hosts: list[Host]) -> mx.distributed.Group: # type: ignore +def mlx_distributed_init(rank: int, hosts: list[Host]) -> mx.distributed.Group: # type: ignore """ Initialize the MLX distributed (runs in thread pool) """ @@ -79,18 +81,20 @@ def initialize_mlx( return model, tokenizer, sampler -def shard_and_load(model_shard_meta: ShardMetadata) -> tuple[nn.Module, TokenizerWrapper]: - model_path = build_model_path(model_shard_meta.model_meta.model_id) +def shard_and_load( + model_shard_meta: ShardMetadata, +) -> tuple[nn.Module, TokenizerWrapper]: + model_path = build_model_path(model_shard_meta.model_meta.model_id) runner_print(f"loading model from {model_path}") - model, _ = load_model(model_path, lazy=True, strict=False) # type: ignore + model, _ = load_model(model_path, lazy=True, strict=False) # type: ignore assert isinstance(model, nn.Module) tokenizer = load_tokenizer(model_path) assert isinstance(tokenizer, TokenizerWrapper) model = auto_parallel(model, model_shard_meta) - mx.eval(model.parameters()) # type: ignore + mx.eval(model.parameters()) # type: ignore # Synchronize processes before generation to avoid timeout mx_barrier() @@ -112,22 +116,24 @@ async def apply_chat_template( # Filter out None values, keeping relevant keys for the model formatted_messages = [] for message in messages_dicts: - filtered_message: dict[str, Any] = {k: v for k, v in message.items() if v is not None} # type: ignore - + filtered_message: dict[str, Any] = { + k: v for k, v in message.items() if v is not None + } # type: ignore + # Verify we have required fields if "role" not in filtered_message: raise ValueError(f"Message missing 'role' field: {filtered_message}") if "content" not in filtered_message and "thinking" not in filtered_message: # If neither content nor thinking is present, skip this message continue - - formatted_messages.append(filtered_message) # type: ignore + + formatted_messages.append(filtered_message) # type: ignore messages_dicts = formatted_messages prompt: str = await loop.run_in_executor( executor=mlx_executor, - func=lambda: tokenizer.apply_chat_template( # type: ignore + func=lambda: tokenizer.apply_chat_template( # type: ignore messages_dicts, tokenize=False, add_generation_prompt=True, @@ -136,6 +142,7 @@ async def apply_chat_template( return prompt + async def warmup_inference( mlx_executor: concurrent.futures.ThreadPoolExecutor, model: nn.Module, @@ -143,7 +150,7 @@ async def warmup_inference( sampler: Callable[[mx.array], mx.array], ) -> int: loop = asyncio.get_running_loop() - + warmup_prompt = await apply_chat_template( mlx_executor=mlx_executor, tokenizer=tokenizer, @@ -151,15 +158,15 @@ async def warmup_inference( model="warmup", messages=[ ChatCompletionMessage( - role='user', - content='Prompt to warm up the inference engine. Repeat this.' + role="user", + content="Prompt to warm up the inference engine. Repeat this.", ) - ] + ], ), ) - + tokens_generated = 0 - + def _generate_warmup(): nonlocal tokens_generated for _ in stream_generate( @@ -170,10 +177,10 @@ async def warmup_inference( sampler=sampler, ): tokens_generated += 1 - + await loop.run_in_executor(mlx_executor, _generate_warmup) mx_barrier() - + return tokens_generated @@ -181,12 +188,12 @@ def mlx_force_oom(size: int = 40000) -> None: """ Force an Out-Of-Memory (OOM) error in MLX by performing large tensor operations. """ - mx.set_default_device(mx.gpu) # type: ignore - a = mx.random.uniform(shape=(size, size), dtype=mx.float32) # type: ignore - b = mx.random.uniform(shape=(size, size), dtype=mx.float32) # type: ignore - mx.eval(a, b) # type: ignore - c = mx.matmul(a, b) # type: ignore - d = mx.matmul(a, c) # type: ignore - e = mx.matmul(b, c) # type: ignore - f = mx.sigmoid(d + e) # type: ignore - mx.eval(f) # type: ignore + mx.set_default_device(mx.gpu) # type: ignore + a = mx.random.uniform(shape=(size, size), dtype=mx.float32) # type: ignore + b = mx.random.uniform(shape=(size, size), dtype=mx.float32) # type: ignore + mx.eval(a, b) # type: ignore + c = mx.matmul(a, b) # type: ignore + d = mx.matmul(a, c) # type: ignore + e = mx.matmul(b, c) # type: ignore + f = mx.sigmoid(d + e) # type: ignore + mx.eval(f) # type: ignore diff --git a/src/exo/main.py b/src/exo/main.py index 708a6a64..46b4ca54 100644 --- a/src/exo/main.py +++ b/src/exo/main.py @@ -1,2 +1,2 @@ def main(): - print("Hello world!") + print("Hello world!") diff --git a/src/exo/master/api.py b/src/exo/master/api.py index 207983f3..a347f7d4 100644 --- a/src/exo/master/api.py +++ b/src/exo/master/api.py @@ -1,7 +1,7 @@ import asyncio +import os import time from collections.abc import AsyncGenerator -import os from typing import Callable, List, Sequence, final import uvicorn @@ -41,6 +41,7 @@ from exo.shared.types.tasks import ChatCompletionTaskParams from exo.shared.types.worker.common import InstanceId from exo.shared.types.worker.instances import Instance + def chunk_to_response(chunk: TokenChunk) -> ChatCompletionResponse: return ChatCompletionResponse( id=chunk.command_id, @@ -49,15 +50,13 @@ def chunk_to_response(chunk: TokenChunk) -> ChatCompletionResponse: choices=[ StreamingChoiceResponse( index=0, - delta=ChatCompletionMessage( - role='assistant', - content=chunk.text - ), - finish_reason=chunk.finish_reason + delta=ChatCompletionMessage(role="assistant", content=chunk.text), + finish_reason=chunk.finish_reason, ) - ] + ], ) + async def resolve_model_meta(model_id: str) -> ModelMetadata: if model_id in MODEL_CARDS: model_card = MODEL_CARDS[model_id] @@ -65,9 +64,15 @@ async def resolve_model_meta(model_id: str) -> ModelMetadata: else: return await get_model_meta(model_id) + @final class API: - def __init__(self, command_buffer: List[Command], global_events: AsyncSQLiteEventStorage, get_state: Callable[[], State]) -> None: + def __init__( + self, + command_buffer: List[Command], + global_events: AsyncSQLiteEventStorage, + get_state: Callable[[], State], + ) -> None: self.get_state = get_state self.command_buffer = command_buffer self.global_events = global_events @@ -76,7 +81,11 @@ class API: self._setup_cors() self._setup_routes() - self._app.mount("/", StaticFiles(directory=os.environ["DASHBOARD_DIR"], html=True), name="dashboard") + self._app.mount( + "/", + StaticFiles(directory=os.environ["DASHBOARD_DIR"], html=True), + name="dashboard", + ) def _setup_cors(self) -> None: self._app.add_middleware( @@ -100,15 +109,17 @@ class API: def app(self) -> FastAPI: return self._app - async def create_instance(self, payload: CreateInstanceTaskParams) -> CreateInstanceResponse: + async def create_instance( + self, payload: CreateInstanceTaskParams + ) -> CreateInstanceResponse: model_meta = await resolve_model_meta(payload.model_id) required_memory_bytes = model_meta.storage_size_kilobytes * 1024 available_memory_bytes = self._calculate_total_available_memory() - + if required_memory_bytes > available_memory_bytes: raise HTTPException( - status_code=400, - detail=f"Insufficient memory to create instance. Required: {required_memory_bytes // (1024**3):.1f}GB, Available: {available_memory_bytes // (1024**3):.1f}GB" + status_code=400, + detail=f"Insufficient memory to create instance. Required: {required_memory_bytes // (1024**3):.1f}GB, Available: {available_memory_bytes // (1024**3):.1f}GB", ) command = CreateInstanceCommand( @@ -148,7 +159,9 @@ class API: instance_id=instance_id, ) - async def _generate_chat_stream(self, command_id: CommandId) -> AsyncGenerator[str, None]: + async def _generate_chat_stream( + self, command_id: CommandId + ) -> AsyncGenerator[str, None]: """Generate chat completion stream as JSON strings.""" events = await self.global_events.get_events_since(0) @@ -158,7 +171,9 @@ class API: while not finished: await asyncio.sleep(0.01) - events: Sequence[EventFromEventLog[Event]] = await self.global_events.get_events_since(prev_idx) + events: Sequence[ + EventFromEventLog[Event] + ] = await self.global_events.get_events_since(prev_idx) # TODO: Can do this with some better functionality to tail event log into an AsyncGenerator. prev_idx = events[-1].idx_in_log if events else prev_idx @@ -166,17 +181,17 @@ class API: event = wrapped_event.event if isinstance(event, ChunkGenerated) and event.command_id == command_id: assert isinstance(event.chunk, TokenChunk) - chunk_response: ChatCompletionResponse = chunk_to_response(event.chunk) + chunk_response: ChatCompletionResponse = chunk_to_response( + event.chunk + ) print(chunk_response) yield f"data: {chunk_response.model_dump_json()}\n\n" if event.chunk.finish_reason is not None: yield "data: [DONE]" finished = True - - command = TaskFinishedCommand( - command_id=command_id - ) + + command = TaskFinishedCommand(command_id=command_id) self.command_buffer.append(command) return @@ -184,23 +199,30 @@ class API: async def _trigger_notify_user_to_download_model(self, model_id: str) -> None: print("TODO: we should send a notification to the user to download the model") - async def chat_completions(self, payload: ChatCompletionTaskParams) -> StreamingResponse: + async def chat_completions( + self, payload: ChatCompletionTaskParams + ) -> StreamingResponse: """Handle chat completions with proper streaming response.""" model_meta = await resolve_model_meta(payload.model) payload.model = model_meta.model_id - + # Preprocess messages for GPT-OSS harmony format if needed if "gpt-oss" in payload.model.lower(): import re + for message in payload.messages: if message.content and "<|channel|>" in message.content: # Parse harmony format tags - thinking_pattern = r'<\|channel\|>(.*?)(?=<\|message\|>|$)' - content_pattern = r'<\|message\|>(.*?)(?=<\|end\|>|$)' - - thinking_match = re.search(thinking_pattern, message.content, re.DOTALL) - content_match = re.search(content_pattern, message.content, re.DOTALL) - + thinking_pattern = r"<\|channel\|>(.*?)(?=<\|message\|>|$)" + content_pattern = r"<\|message\|>(.*?)(?=<\|end\|>|$)" + + thinking_match = re.search( + thinking_pattern, message.content, re.DOTALL + ) + content_match = re.search( + content_pattern, message.content, re.DOTALL + ) + if content_match: # Extract the actual content message.content = content_match.group(1).strip() @@ -213,7 +235,9 @@ class API: break else: await self._trigger_notify_user_to_download_model(payload.model) - raise HTTPException(status_code=404, detail=f"No instance found for model {payload.model}") + raise HTTPException( + status_code=404, detail=f"No instance found for model {payload.model}" + ) command = ChatCompletionCommand( command_id=CommandId(), @@ -222,29 +246,33 @@ class API: ) self.command_buffer.append(command) return StreamingResponse( - self._generate_chat_stream(command.command_id), - media_type="text/plain" + self._generate_chat_stream(command.command_id), media_type="text/plain" ) def _calculate_total_available_memory(self) -> int: """Calculate total available memory across all nodes in bytes.""" state = self.get_state() total_available = 0 - + for node_profile in state.node_profiles.values(): total_available += node_profile.memory.ram_available - + return total_available async def get_models(self) -> ModelList: """Returns list of available models.""" - return ModelList(data=[ - ModelListModel( - id=card.short_id, - hugging_face_id=card.model_id, - name=card.name, - description=card.description, - tags=card.tags) for card in MODEL_CARDS.values()]) + return ModelList( + data=[ + ModelListModel( + id=card.short_id, + hugging_face_id=card.model_id, + name=card.name, + description=card.description, + tags=card.tags, + ) + for card in MODEL_CARDS.values() + ] + ) def start_fastapi_server( diff --git a/src/exo/master/election_callback.py b/src/exo/master/election_callback.py index 61e7c7e6..92569f3b 100644 --- a/src/exo/master/election_callback.py +++ b/src/exo/master/election_callback.py @@ -8,17 +8,17 @@ class ElectionCallbacks: Simple callbacks for the Rust election system to invoke. No event system involvement - just direct forwarder control. """ - + def __init__(self, forwarder_supervisor: ForwarderSupervisor, logger: Logger): self._forwarder_supervisor = forwarder_supervisor self._logger = logger - + async def on_became_master(self) -> None: """Called when this node is elected as master""" self._logger.info("Node elected as master") await self._forwarder_supervisor.notify_role_change(ForwarderRole.MASTER) - + async def on_became_replica(self) -> None: """Called when this node becomes a replica""" self._logger.info("Node demoted to replica") - await self._forwarder_supervisor.notify_role_change(ForwarderRole.REPLICA) \ No newline at end of file + await self._forwarder_supervisor.notify_role_change(ForwarderRole.REPLICA) diff --git a/src/exo/master/forwarder_supervisor.py b/src/exo/master/forwarder_supervisor.py index a8f5bba1..50798c8a 100644 --- a/src/exo/master/forwarder_supervisor.py +++ b/src/exo/master/forwarder_supervisor.py @@ -16,6 +16,7 @@ from exo.shared.types.common import NodeId class ForwarderRole(str, Enum): """Role determines which forwarding pairs to use""" + MASTER = "master" REPLICA = "replica" @@ -24,23 +25,23 @@ class ForwarderSupervisor: """ Manages the forwarder subprocess for SQLite ↔ libp2p event forwarding. The forwarder is a single process that handles multiple forwarding pairs. - + Master mode forwards: - sqlite:worker_events.db:events → libp2p:worker_events (share local worker events) - - libp2p:worker_events → sqlite:global_events.db:events (collect network worker events) + - libp2p:worker_events → sqlite:global_events.db:events (collect network worker events) - sqlite:global_events.db:events → libp2p:global_events (broadcast merged global log) - + Replica mode forwards: - sqlite:worker_events.db:events → libp2p:worker_events (share local worker events) - libp2p:global_events → sqlite:global_events.db:events (receive global log from master) """ - + def __init__( - self, + self, node_id: NodeId, forwarder_binary_path: Path, logger: Logger, - health_check_interval: float = 5.0 + health_check_interval: float = 5.0, ): self.node_id = node_id self._binary_path = forwarder_binary_path @@ -49,7 +50,7 @@ class ForwarderSupervisor: self._current_role: ForwarderRole | None = None self._process: asyncio.subprocess.Process | None = None self._health_check_task: asyncio.Task[None] | None = None - + async def notify_role_change(self, new_role: ForwarderRole) -> None: """ Called by external systems (e.g., election handler) when role changes. @@ -58,32 +59,32 @@ class ForwarderSupervisor: if self._current_role == new_role: self._logger.debug(f"Role unchanged: {new_role}") return - + self._logger.info(f"Role changing from {self._current_role} to {new_role}") self._current_role = new_role await self._restart_with_role(new_role) - + async def start_as_replica(self) -> None: """Convenience method to start in replica mode""" await self.notify_role_change(ForwarderRole.REPLICA) - + async def stop(self) -> None: """Stop forwarder and cleanup""" await self._stop_process() self._current_role = None - + def _get_forwarding_pairs(self, role: ForwarderRole) -> str: """ Generate forwarding pairs based on role. Returns list of "source,sink" strings. """ pairs: list[str] = [] - + # Both master and replica forward local worker events to network pairs.append( f"sqlite:{EXO_WORKER_EVENT_DB}:events|libp2p:{LIBP2P_WORKER_EVENTS_TOPIC}" ) - + if role == ForwarderRole.MASTER: # Master: collect worker events from network into global log pairs.append( @@ -98,33 +99,31 @@ class ForwarderSupervisor: pairs.append( f"libp2p:{LIBP2P_GLOBAL_EVENTS_TOPIC}|sqlite:{EXO_GLOBAL_EVENT_DB}:events" ) - - return ','.join(pairs) - + + return ",".join(pairs) + async def _restart_with_role(self, role: ForwarderRole) -> None: """Internal method to restart forwarder with new role""" await self._stop_process() - - + pairs: str = self._get_forwarding_pairs(role) env_vars = os.environ.copy() env_vars["FORWARDER_NODE_ID"] = str(self.node_id) self._process = await asyncio.create_subprocess_exec( str(self._binary_path), - "--events-db", str(EXO_WORKER_EVENT_DB), - f'{pairs}', + "--events-db", + str(EXO_WORKER_EVENT_DB), + f"{pairs}", stdout=None, stderr=None, - env=env_vars + env=env_vars, ) - + self._logger.info(f"Starting forwarder with forwarding pairs: {pairs}") - + # Start health monitoring - self._health_check_task = asyncio.create_task( - self._monitor_health() - ) - + self._health_check_task = asyncio.create_task(self._monitor_health()) + async def _stop_process(self) -> None: """Stop the forwarder process gracefully""" if self._health_check_task: @@ -132,7 +131,7 @@ class ForwarderSupervisor: with contextlib.suppress(asyncio.CancelledError): await self._health_check_task self._health_check_task = None - + if self._process: # Check if process is already dead if self._process.returncode is None: @@ -148,46 +147,45 @@ class ForwarderSupervisor: # Process already dead pass self._process = None - + async def _monitor_health(self) -> None: """Monitor process health and restart if it crashes""" while self._process and self._current_role: try: # Check if process is still alive retcode = await asyncio.wait_for( - self._process.wait(), - timeout=self._health_check_interval + self._process.wait(), timeout=self._health_check_interval ) # Process exited self._logger.error(f"Forwarder exited with code {retcode}") - + # Auto-restart await asyncio.sleep(0.2) # Brief delay before restart if self._current_role: # Still have a role await self._restart_with_role(self._current_role) break - + except asyncio.TimeoutError: # Process still running, continue monitoring continue except asyncio.CancelledError: break - + @property def is_running(self) -> bool: """Check if forwarder process is running""" return self._process is not None and self._process.returncode is None - + @property def current_role(self) -> ForwarderRole | None: """Get current forwarder role (for testing)""" return self._current_role - + @property def process_pid(self) -> int | None: """Get current process PID (for testing)""" return self._process.pid if self._process else None - + @property def process(self) -> asyncio.subprocess.Process | None: """Get current process (for testing)""" diff --git a/src/exo/master/main.py b/src/exo/master/main.py index 6c1fc038..c0709db2 100644 --- a/src/exo/master/main.py +++ b/src/exo/master/main.py @@ -38,9 +38,16 @@ from exo.shared.utils import Keypair, get_node_id_keypair class Master: - def __init__(self, node_id_keypair: Keypair, node_id: NodeId, command_buffer: list[Command], - global_events: AsyncSQLiteEventStorage, worker_events: AsyncSQLiteEventStorage, - forwarder_binary_path: Path, logger: logging.Logger): + def __init__( + self, + node_id_keypair: Keypair, + node_id: NodeId, + command_buffer: list[Command], + global_events: AsyncSQLiteEventStorage, + worker_events: AsyncSQLiteEventStorage, + forwarder_binary_path: Path, + logger: logging.Logger, + ): self.state = State() self.node_id_keypair = node_id_keypair self.node_id = node_id @@ -49,9 +56,7 @@ class Master: self.worker_events = worker_events self.command_task_mapping: dict[CommandId, TaskId] = {} self.forwarder_supervisor = ForwarderSupervisor( - self.node_id, - forwarder_binary_path=forwarder_binary_path, - logger=logger + self.node_id, forwarder_binary_path=forwarder_binary_path, logger=logger ) self.election_callbacks = ElectionCallbacks(self.forwarder_supervisor, logger) self.logger = logger @@ -74,7 +79,10 @@ class Master: async def _run_event_loop_body(self) -> None: next_events: list[Event] = [] # 1. process commands - if self.forwarder_supervisor.current_role == ForwarderRole.MASTER and len(self.command_buffer) > 0: + if ( + self.forwarder_supervisor.current_role == ForwarderRole.MASTER + and len(self.command_buffer) > 0 + ): # for now we do one command at a time next_command = self.command_buffer.pop(0) self.logger.info(f"got command: {next_command}") @@ -83,43 +91,64 @@ class Master: case ChatCompletionCommand(): matching_instance: Instance | None = None for instance in self.state.instances.values(): - if instance.shard_assignments.model_id == next_command.request_params.model: + if ( + instance.shard_assignments.model_id + == next_command.request_params.model + ): matching_instance = instance break if not matching_instance: - raise ValueError(f"No instance found for model {next_command.request_params.model}") + raise ValueError( + f"No instance found for model {next_command.request_params.model}" + ) task_id = TaskId() - next_events.append(TaskCreated( - task_id=task_id, - task=ChatCompletionTask( - task_type=TaskType.CHAT_COMPLETION, + next_events.append( + TaskCreated( task_id=task_id, - command_id=next_command.command_id, - instance_id=matching_instance.instance_id, - task_status=TaskStatus.PENDING, - task_params=next_command.request_params + task=ChatCompletionTask( + task_type=TaskType.CHAT_COMPLETION, + task_id=task_id, + command_id=next_command.command_id, + instance_id=matching_instance.instance_id, + task_status=TaskStatus.PENDING, + task_params=next_command.request_params, + ), ) - )) + ) self.command_task_mapping[next_command.command_id] = task_id case DeleteInstanceCommand(): - placement = get_instance_placements(next_command, self.state.topology, self.state.instances) - transition_events = get_transition_events(self.state.instances, placement) + placement = get_instance_placements( + next_command, self.state.topology, self.state.instances + ) + transition_events = get_transition_events( + self.state.instances, placement + ) next_events.extend(transition_events) case CreateInstanceCommand(): - placement = get_instance_placements(next_command, self.state.topology, self.state.instances) - transition_events = get_transition_events(self.state.instances, placement) + placement = get_instance_placements( + next_command, self.state.topology, self.state.instances + ) + transition_events = get_transition_events( + self.state.instances, placement + ) next_events.extend(transition_events) case TaskFinishedCommand(): - next_events.append(TaskDeleted( - task_id=self.command_task_mapping[next_command.command_id] - )) + next_events.append( + TaskDeleted( + task_id=self.command_task_mapping[next_command.command_id] + ) + ) del self.command_task_mapping[next_command.command_id] - await self.event_log_for_writes.append_events(next_events, origin=self.node_id) + await self.event_log_for_writes.append_events( + next_events, origin=self.node_id + ) # 2. get latest events - events = await self.event_log_for_reads.get_events_since(self.state.last_event_applied_idx, ignore_no_op_events=True) + events = await self.event_log_for_reads.get_events_since( + self.state.last_event_applied_idx, ignore_no_op_events=True + ) if len(events) == 0: await asyncio.sleep(0.01) return @@ -133,8 +162,15 @@ class Master: # TODO: This can be done in a better place. But for now, we use this to check if any running instances have been broken. write_events: list[Event] = [] - if any([isinstance(event_from_log.event, TopologyEdgeDeleted) for event_from_log in events]): - connected_node_ids = set([x.node_id for x in self.state.topology.list_nodes()]) + if any( + [ + isinstance(event_from_log.event, TopologyEdgeDeleted) + for event_from_log in events + ] + ): + connected_node_ids = set( + [x.node_id for x in self.state.topology.list_nodes()] + ) for instance_id, instance in self.state.instances.items(): delete = False for node_id in instance.shard_assignments.node_to_runner: @@ -142,31 +178,40 @@ class Master: delete = True break if delete: - write_events.append(InstanceDeleted( - instance_id=instance_id - )) + write_events.append(InstanceDeleted(instance_id=instance_id)) if write_events: - await self.event_log_for_writes.append_events(events=write_events, origin=self.node_id) + await self.event_log_for_writes.append_events( + events=write_events, origin=self.node_id + ) async def run(self): self.state = await self._get_state_snapshot() - + async def heartbeat_task(): while True: - await self.event_log_for_writes.append_events([Heartbeat(node_id=self.node_id)], origin=self.node_id) + await self.event_log_for_writes.append_events( + [Heartbeat(node_id=self.node_id)], origin=self.node_id + ) await asyncio.sleep(5) + asyncio.create_task(heartbeat_task()) # TODO: we should clean these up on shutdown await self.forwarder_supervisor.start_as_replica() - if os.getenv('EXO_RUN_AS_REPLICA') in set(['TRUE', 'true', '1']): + if os.getenv("EXO_RUN_AS_REPLICA") in set(["TRUE", "true", "1"]): await self.election_callbacks.on_became_replica() else: await self.election_callbacks.on_became_master() - role = "MASTER" if self.forwarder_supervisor.current_role == ForwarderRole.MASTER else "REPLICA" - await self.event_log_for_writes.append_events([TopologyNodeCreated(node_id=self.node_id, role=role)], origin=self.node_id) + role = ( + "MASTER" + if self.forwarder_supervisor.current_role == ForwarderRole.MASTER + else "REPLICA" + ) + await self.event_log_for_writes.append_events( + [TopologyNodeCreated(node_id=self.node_id, role=role)], origin=self.node_id + ) while True: try: await self._run_event_loop_body() @@ -177,11 +222,13 @@ class Master: async def async_main(): - logger = logging.getLogger('master_logger') + logger = logging.getLogger("master_logger") logger.setLevel(logging.INFO) if not logger.handlers: handler = logging.StreamHandler() - handler.setFormatter(logging.Formatter('%(asctime)s - %(levelname)s - %(message)s')) + handler.setFormatter( + logging.Formatter("%(asctime)s - %(levelname)s - %(message)s") + ) logger.addHandler(handler) node_id_keypair = get_node_id_keypair() @@ -203,19 +250,28 @@ async def async_main(): global_events, lambda: master.state, "0.0.0.0", - int(os.environ.get("API_PORT", 8000)) + int(os.environ.get("API_PORT", 8000)), ), - daemon=True + daemon=True, ) api_thread.start() - logger.info('Running FastAPI server in a separate thread. Listening on port 8000.') + logger.info("Running FastAPI server in a separate thread. Listening on port 8000.") - master = Master(node_id_keypair, node_id, command_buffer, global_events, worker_events, - Path(os.environ["GO_BUILD_DIR"])/"forwarder", logger) + master = Master( + node_id_keypair, + node_id, + command_buffer, + global_events, + worker_events, + Path(os.environ["GO_BUILD_DIR"]) / "forwarder", + logger, + ) await master.run() + def main(): asyncio.run(async_main()) + if __name__ == "__main__": main() diff --git a/src/exo/master/placement.py b/src/exo/master/placement.py index e047cfa0..f61da749 100644 --- a/src/exo/master/placement.py +++ b/src/exo/master/placement.py @@ -11,9 +11,12 @@ from exo.master.utils.placement_utils import ( get_smallest_cycles, ) from exo.shared.topology import Topology -from exo.shared.types.common import Host +from exo.shared.types.common import Host from exo.shared.types.events import Event, InstanceCreated, InstanceDeleted -from exo.shared.types.events.commands import CreateInstanceCommand, DeleteInstanceCommand +from exo.shared.types.events.commands import ( + CreateInstanceCommand, + DeleteInstanceCommand, +) from exo.shared.types.worker.common import InstanceId from exo.shared.types.worker.instances import Instance, InstanceStatus @@ -21,62 +24,85 @@ from exo.shared.types.worker.instances import Instance, InstanceStatus def random_ephemeral_port() -> int: return random.randint(49152, 65535) + @singledispatch def get_instance_placements( command: CreateInstanceCommand, topology: Topology, current_instances: dict[InstanceId, Instance], ) -> dict[InstanceId, Instance]: - available_models = [current_instances[instance].shard_assignments.model_id for instance in current_instances] + available_models = [ + current_instances[instance].shard_assignments.model_id + for instance in current_instances + ] if command.model_meta.model_id in available_models: raise ValueError(f"Instance for {command.model_meta.model_id} already exists") - + all_nodes = list(topology.list_nodes()) cycles = topology.get_cycles() # we can also always just have a node on its own singleton_cycles = [[node] for node in all_nodes] candidate_cycles = cycles + singleton_cycles - cycles_with_sufficient_memory = filter_cycles_by_memory(candidate_cycles, command.model_meta.storage_size_kilobytes * 1024) + cycles_with_sufficient_memory = filter_cycles_by_memory( + candidate_cycles, command.model_meta.storage_size_kilobytes * 1024 + ) if not cycles_with_sufficient_memory: raise ValueError("No cycles found with sufficient memory") smallest_cycles = get_smallest_cycles(cycles_with_sufficient_memory) selected_cycle = None - has_thunderbolt_cycle = any([ - topology.get_subgraph_from_nodes(cycle).is_thunderbolt_cycle(cycle) - for cycle in smallest_cycles - ]) + has_thunderbolt_cycle = any( + [ + topology.get_subgraph_from_nodes(cycle).is_thunderbolt_cycle(cycle) + for cycle in smallest_cycles + ] + ) if has_thunderbolt_cycle: smallest_cycles = [ - cycle for cycle in smallest_cycles + cycle + for cycle in smallest_cycles if topology.get_subgraph_from_nodes(cycle).is_thunderbolt_cycle(cycle) ] - selected_cycle = max(smallest_cycles, key=lambda cycle: sum(node.node_profile.memory.ram_available for node in cycle if node.node_profile is not None)) - + selected_cycle = max( + smallest_cycles, + key=lambda cycle: sum( + node.node_profile.memory.ram_available + for node in cycle + if node.node_profile is not None + ), + ) + shard_assignments = get_shard_assignments(command.model_meta, selected_cycle) - + cycle_digraph: Topology = topology.get_subgraph_from_nodes(selected_cycle) hosts: list[Host] = get_hosts_from_subgraph(cycle_digraph) - + instance_id = command.instance_id target_instances = deepcopy(current_instances) target_instances[instance_id] = Instance( instance_id=instance_id, instance_type=InstanceStatus.ACTIVE, shard_assignments=shard_assignments, - hosts=[Host( - ip=host.ip, - # NOTE: it's fine to have non-deterministic ports here since this is in a command decision - port=random_ephemeral_port(), - ) for host in hosts] + hosts=[ + Host( + ip=host.ip, + # NOTE: it's fine to have non-deterministic ports here since this is in a command decision + port=random_ephemeral_port(), + ) + for host in hosts + ], ) return target_instances @get_instance_placements.register -def _(command: DeleteInstanceCommand, topology: Topology, current_instances: dict[InstanceId, Instance]) -> dict[InstanceId, Instance]: +def _( + command: DeleteInstanceCommand, + topology: Topology, + current_instances: dict[InstanceId, Instance], +) -> dict[InstanceId, Instance]: target_instances = deepcopy(current_instances) if command.instance_id in target_instances: del target_instances[command.instance_id] @@ -107,5 +133,5 @@ def get_transition_events( instance_id=instance_id, ) ) - + return events diff --git a/src/exo/master/tests/api_utils_test.py b/src/exo/master/tests/api_utils_test.py index 0b3a666a..5682f0e5 100644 --- a/src/exo/master/tests/api_utils_test.py +++ b/src/exo/master/tests/api_utils_test.py @@ -27,8 +27,9 @@ _R = TypeVar("_R") OPENAI_API_KEY: str = "" OPENAI_API_URL: str = "http://0.0.0.0:8000/v1" + def with_master_main( - func: Callable[_P, Awaitable[_R]] + func: Callable[_P, Awaitable[_R]], ) -> Callable[_P, Coroutine[Any, Any, _R]]: @pytest.mark.asyncio @functools.wraps(func) @@ -40,11 +41,14 @@ def with_master_main( master_task.cancel() with pytest.raises(asyncio.CancelledError): await master_task + return wrapper + @final class ChatMessage: """Strictly-typed chat message for OpenAI API.""" + def __init__(self, role: str, content: str) -> None: self.role = role self.content = content @@ -59,6 +63,7 @@ class ChatMessage: else: raise ValueError(f"Unsupported role: {self.role}") + async def stream_chatgpt_response( messages: list[ChatMessage], model: str = "gpt-3.5-turbo", @@ -67,7 +72,9 @@ async def stream_chatgpt_response( api_key=OPENAI_API_KEY, base_url=OPENAI_API_URL, ) - openai_messages: list[ChatCompletionMessageParam] = [m.to_openai() for m in messages] + openai_messages: list[ChatCompletionMessageParam] = [ + m.to_openai() for m in messages + ] stream: AsyncStream[ChatCompletionChunk] = await client.chat.completions.create( model=model, messages=openai_messages, diff --git a/src/exo/master/tests/conftest.py b/src/exo/master/tests/conftest.py index f951d802..fcfaace4 100644 --- a/src/exo/master/tests/conftest.py +++ b/src/exo/master/tests/conftest.py @@ -25,11 +25,11 @@ def create_node(): ram_total=1000, ram_available=memory, swap_total=1000, - swap_available=1000 + swap_available=1000, ), network_interfaces=[], - system=SystemPerformanceProfile(flops_fp16=1000) - ) + system=SystemPerformanceProfile(flops_fp16=1000), + ), ) return _create_node @@ -39,7 +39,10 @@ def create_node(): @pytest.fixture def create_connection(): port_counter = 1235 - def _create_connection(source_node_id: NodeId, sink_node_id: NodeId, send_back_port: int | None = None) -> Connection: + + def _create_connection( + source_node_id: NodeId, sink_node_id: NodeId, send_back_port: int | None = None + ) -> Connection: nonlocal port_counter if send_back_port is None: send_back_port = port_counter @@ -48,8 +51,12 @@ def create_connection(): local_node_id=source_node_id, send_back_node_id=sink_node_id, local_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1234"), - send_back_multiaddr=Multiaddr(address=f"/ip4/127.0.0.1/tcp/{send_back_port}"), - connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000) + send_back_multiaddr=Multiaddr( + address=f"/ip4/127.0.0.1/tcp/{send_back_port}" + ), + connection_profile=ConnectionProfile( + throughput=1000, latency=1000, jitter=1000 + ), ) return _create_connection diff --git a/src/exo/master/tests/test_api.py b/src/exo/master/tests/test_api.py index a0867c3a..ce9e1376 100644 --- a/src/exo/master/tests/test_api.py +++ b/src/exo/master/tests/test_api.py @@ -14,9 +14,7 @@ from exo.master.tests.api_utils_test import ( async def test_master_api_multiple_response_sequential() -> None: # TODO: This hangs at the moment it seems. return - messages = [ - ChatMessage(role="user", content="Hello, who are you?") - ] + messages = [ChatMessage(role="user", content="Hello, who are you?")] token_count = 0 text: str = "" async for choice in stream_chatgpt_response(messages): @@ -30,11 +28,9 @@ async def test_master_api_multiple_response_sequential() -> None: assert token_count >= 3, f"Expected at least 3 tokens, got {token_count}" assert len(text) > 0, "Expected non-empty response text" - await asyncio.sleep(0.1) + await asyncio.sleep(0.1) - messages = [ - ChatMessage(role="user", content="What time is it in France?") - ] + messages = [ChatMessage(role="user", content="What time is it in France?")] token_count = 0 text = "" # re-initialize, do not redeclare type async for choice in stream_chatgpt_response(messages): diff --git a/src/exo/master/tests/test_forwarder_supervisor.py b/src/exo/master/tests/test_forwarder_supervisor.py index 295f6039..00829696 100644 --- a/src/exo/master/tests/test_forwarder_supervisor.py +++ b/src/exo/master/tests/test_forwarder_supervisor.py @@ -2,6 +2,7 @@ Comprehensive unit tests for Forwardersupervisor. Tests basic functionality, process management, and edge cases. """ + import asyncio import logging import os @@ -105,6 +106,7 @@ def temp_dir() -> Generator[Path, None, None]: yield temp_path # Clean up import shutil + shutil.rmtree(temp_path, ignore_errors=True) @@ -122,15 +124,17 @@ def test_logger() -> logging.Logger: """Create a test logger.""" logger = logging.getLogger("test_forwarder") logger.setLevel(logging.DEBUG) - + # Add console handler for debugging if not logger.handlers: handler = logging.StreamHandler() handler.setLevel(logging.DEBUG) - formatter = logging.Formatter('%(asctime)s - %(name)s - %(levelname)s - %(message)s') + formatter = logging.Formatter( + "%(asctime)s - %(name)s - %(levelname)s - %(message)s" + ) handler.setFormatter(formatter) logger.addHandler(handler) - + return logger @@ -147,69 +151,76 @@ def mock_env_vars(temp_dir: Path) -> dict[str, str]: async def cleanup_processes() -> AsyncGenerator[set[int], None]: """Track and cleanup any processes created during tests.""" tracked_pids: set[int] = set() - + yield tracked_pids - + # Cleanup any remaining processes - simplified to avoid psutil dependency import contextlib import subprocess + for pid in tracked_pids: with contextlib.suppress(Exception): subprocess.run(["kill", str(pid)], check=False, timeout=1) @pytest.fixture -def track_subprocess(cleanup_processes: set[int]) -> Callable[[asyncio.subprocess.Process], asyncio.subprocess.Process]: +def track_subprocess( + cleanup_processes: set[int], +) -> Callable[[asyncio.subprocess.Process], asyncio.subprocess.Process]: """Function to track subprocess PIDs for cleanup.""" + def track(process: asyncio.subprocess.Process) -> asyncio.subprocess.Process: if process.pid: cleanup_processes.add(process.pid) return process + return track class TestForwardersupervisorBasic: """Basic functionality tests for Forwardersupervisor.""" - + @pytest.mark.asyncio async def test_start_as_replica( self, mock_forwarder_script: Path, mock_env_vars: dict[str, str], test_logger: logging.Logger, - track_subprocess: Callable[[asyncio.subprocess.Process], asyncio.subprocess.Process] + track_subprocess: Callable[ + [asyncio.subprocess.Process], asyncio.subprocess.Process + ], ) -> None: """Test starting forwarder in replica mode.""" # Set environment os.environ.update(mock_env_vars) - + supervisor = ForwarderSupervisor(NodeId(), mock_forwarder_script, test_logger) await supervisor.start_as_replica() - + # Track the process for cleanup if supervisor.process: track_subprocess(supervisor.process) - + try: # Verify process is running assert supervisor.is_running assert supervisor.current_role == ForwarderRole.REPLICA - + # Wait a bit for log file to be written await asyncio.sleep(0.5) - + # Verify forwarding pairs in log log_content = Path(mock_env_vars["MOCK_LOG_FILE"]).read_text() - + # Expected replica forwarding pairs expected_pairs = [ f"sqlite:{EXO_WORKER_EVENT_DB}:events|libp2p:{LIBP2P_WORKER_EVENTS_TOPIC}", - f"libp2p:{LIBP2P_GLOBAL_EVENTS_TOPIC}|sqlite:{EXO_GLOBAL_EVENT_DB}:events" + f"libp2p:{LIBP2P_GLOBAL_EVENTS_TOPIC}|sqlite:{EXO_GLOBAL_EVENT_DB}:events", ] - + # Check that the forwarder received the correct arguments assert all(pair in log_content for pair in expected_pairs) - + finally: await supervisor.stop() assert not supervisor.is_running @@ -220,41 +231,43 @@ class TestForwardersupervisorBasic: mock_forwarder_script: Path, mock_env_vars: dict[str, str], test_logger: logging.Logger, - track_subprocess: Callable[[asyncio.subprocess.Process], asyncio.subprocess.Process] + track_subprocess: Callable[ + [asyncio.subprocess.Process], asyncio.subprocess.Process + ], ) -> None: """Test changing role from replica to master.""" os.environ.update(mock_env_vars) - + supervisor = ForwarderSupervisor(NodeId(), mock_forwarder_script, test_logger) await supervisor.start_as_replica() - + if supervisor.process: track_subprocess(supervisor.process) - + try: # Change to master await supervisor.notify_role_change(ForwarderRole.MASTER) - + if supervisor.process: track_subprocess(supervisor.process) - + # Wait for restart await asyncio.sleep(0.5) - + assert supervisor.is_running assert supervisor.current_role == ForwarderRole.MASTER - + # Verify new forwarding pairs log_content = Path(mock_env_vars["MOCK_LOG_FILE"]).read_text() - + # Expected master forwarding pairs master_pairs = [ f"libp2p:{LIBP2P_WORKER_EVENTS_TOPIC}|sqlite:{EXO_GLOBAL_EVENT_DB}:events", - f"sqlite:{EXO_GLOBAL_EVENT_DB}:events|libp2p:{LIBP2P_GLOBAL_EVENTS_TOPIC}" + f"sqlite:{EXO_GLOBAL_EVENT_DB}:events|libp2p:{LIBP2P_GLOBAL_EVENTS_TOPIC}", ] - + assert all(pair in log_content for pair in master_pairs) - + finally: await supervisor.stop() @@ -264,25 +277,27 @@ class TestForwardersupervisorBasic: mock_forwarder_script: Path, mock_env_vars: dict[str, str], test_logger: logging.Logger, - track_subprocess: Callable[[asyncio.subprocess.Process], asyncio.subprocess.Process], + track_subprocess: Callable[ + [asyncio.subprocess.Process], asyncio.subprocess.Process + ], ) -> None: """Test that setting the same role twice doesn't restart the process.""" os.environ.update(mock_env_vars) - + supervisor = ForwarderSupervisor(NodeId(), mock_forwarder_script, test_logger) await supervisor.start_as_replica() - + original_pid = supervisor.process_pid if supervisor.process: track_subprocess(supervisor.process) - + try: # Try to change to the same role await supervisor.notify_role_change(ForwarderRole.REPLICA) - + # Should not restart (same PID) assert supervisor.process_pid == original_pid - + finally: await supervisor.stop() @@ -292,64 +307,64 @@ class TestForwardersupervisorBasic: mock_forwarder_script: Path, mock_env_vars: dict[str, str], test_logger: logging.Logger, - track_subprocess: Callable[[asyncio.subprocess.Process], asyncio.subprocess.Process] + track_subprocess: Callable[ + [asyncio.subprocess.Process], asyncio.subprocess.Process + ], ) -> None: """Test that Forwardersupervisor restarts the process if it crashes.""" # Configure mock to exit after 1 second mock_env_vars["MOCK_EXIT_AFTER"] = "1" mock_env_vars["MOCK_EXIT_CODE"] = "1" os.environ.update(mock_env_vars) - + supervisor = ForwarderSupervisor( NodeId(), mock_forwarder_script, test_logger, - health_check_interval=0.5 # Faster health checks for testing + health_check_interval=0.5, # Faster health checks for testing ) await supervisor.start_as_replica() - + original_pid = supervisor.process_pid if supervisor.process: track_subprocess(supervisor.process) - + try: # Wait for first crash await asyncio.sleep(1.5) - + # Process should have crashed assert not supervisor.is_running or supervisor.process_pid != original_pid - + # Clear the crash-inducing environment variables so restart works if "MOCK_EXIT_AFTER" in os.environ: del os.environ["MOCK_EXIT_AFTER"] if "MOCK_EXIT_CODE" in os.environ: del os.environ["MOCK_EXIT_CODE"] - + # Wait for restart await asyncio.sleep(1.0) - + # Process should have restarted with new PID assert supervisor.is_running assert supervisor.process_pid != original_pid - + # Track new process if supervisor.process: track_subprocess(supervisor.process) - + finally: await supervisor.stop() @pytest.mark.asyncio async def test_nonexistent_binary( - self, - test_logger: logging.Logger, - temp_dir: Path + self, test_logger: logging.Logger, temp_dir: Path ) -> None: """Test behavior when forwarder binary doesn't exist.""" nonexistent_path = temp_dir / "nonexistent_forwarder" - + supervisor = ForwarderSupervisor(NodeId(), nonexistent_path, test_logger) - + # Should raise FileNotFoundError with pytest.raises(FileNotFoundError): await supervisor.start_as_replica() @@ -357,16 +372,16 @@ class TestForwardersupervisorBasic: class TestElectionCallbacks: """Test suite for ElectionCallbacks.""" - + @pytest.mark.asyncio async def test_on_became_master(self, test_logger: logging.Logger) -> None: """Test callback when becoming master.""" mock_supervisor = MagicMock(spec=ForwarderSupervisor) mock_supervisor.notify_role_change = AsyncMock() - + callbacks = ElectionCallbacks(mock_supervisor, test_logger) await callbacks.on_became_master() - + mock_supervisor.notify_role_change.assert_called_once_with(ForwarderRole.MASTER) # type: ignore @pytest.mark.asyncio @@ -374,8 +389,10 @@ class TestElectionCallbacks: """Test callback when becoming replica.""" mock_supervisor = MagicMock(spec=ForwarderSupervisor) mock_supervisor.notify_role_change = AsyncMock() - + callbacks = ElectionCallbacks(mock_supervisor, test_logger) await callbacks.on_became_replica() - - mock_supervisor.notify_role_change.assert_called_once_with(ForwarderRole.REPLICA) # type: ignore \ No newline at end of file + + mock_supervisor.notify_role_change.assert_called_once_with( + ForwarderRole.REPLICA + ) # type: ignore diff --git a/src/exo/master/tests/test_master.py b/src/exo/master/tests/test_master.py index fa32c7f3..293e454d 100644 --- a/src/exo/master/tests/test_master.py +++ b/src/exo/master/tests/test_master.py @@ -45,9 +45,10 @@ def _create_forwarder_dummy_binary() -> Path: path.chmod(0o755) return path + @pytest.mark.asyncio async def test_master(): - logger = Logger(name='test_master_logger') + logger = Logger(name="test_master_logger") event_log_manager = EventLogManager(EventLogConfig(), logger=logger) await event_log_manager.initialize() global_events: AsyncSQLiteEventStorage = event_log_manager.global_events @@ -60,11 +61,11 @@ async def test_master(): for e in orig_events: if isinstance(e.event, Heartbeat): continue - events.append(EventFromEventLog( - event=e.event, - origin=e.origin, - idx_in_log=override_idx_in_log - )) + events.append( + EventFromEventLog( + event=e.event, origin=e.origin, idx_in_log=override_idx_in_log + ) + ) override_idx_in_log += 1 return events @@ -74,40 +75,57 @@ async def test_master(): node_id_keypair = Keypair.generate_ed25519() node_id = NodeId(node_id_keypair.to_peer_id().to_base58()) - master = Master(node_id_keypair, node_id, command_buffer=command_buffer, global_events=global_events, - forwarder_binary_path=forwarder_binary_path, logger=logger, worker_events=global_events) + master = Master( + node_id_keypair, + node_id, + command_buffer=command_buffer, + global_events=global_events, + forwarder_binary_path=forwarder_binary_path, + logger=logger, + worker_events=global_events, + ) asyncio.create_task(master.run()) # wait for initial topology event while len(list(master.state.topology.list_nodes())) == 0: print("waiting") await asyncio.sleep(0.001) # inject a NodePerformanceProfile event - await event_log_manager.global_events.append_events([ - NodePerformanceMeasured( - node_id=node_id, - node_profile=NodePerformanceProfile( - model_id="maccy", - chip_id="arm", - friendly_name="test", - memory=MemoryPerformanceProfile(ram_total=678948*1024, ram_available=678948*1024, swap_total=0, swap_available=0), - network_interfaces=[], - system=SystemPerformanceProfile(flops_fp16=0) + await event_log_manager.global_events.append_events( + [ + NodePerformanceMeasured( + node_id=node_id, + node_profile=NodePerformanceProfile( + model_id="maccy", + chip_id="arm", + friendly_name="test", + memory=MemoryPerformanceProfile( + ram_total=678948 * 1024, + ram_available=678948 * 1024, + swap_total=0, + swap_available=0, + ), + network_interfaces=[], + system=SystemPerformanceProfile(flops_fp16=0), + ), ) - ) - ], origin=node_id) + ], + origin=node_id, + ) while len(master.state.node_profiles) == 0: await asyncio.sleep(0.001) - command_buffer.append(CreateInstanceCommand( - command_id=CommandId(), - instance_id=InstanceId(), - model_meta=ModelMetadata( - model_id="llama-3.2-1b", - pretty_name="Llama 3.2 1B", - n_layers=16, - storage_size_kilobytes=678948 + command_buffer.append( + CreateInstanceCommand( + command_id=CommandId(), + instance_id=InstanceId(), + model_meta=ModelMetadata( + model_id="llama-3.2-1b", + pretty_name="Llama 3.2 1B", + n_layers=16, + storage_size_kilobytes=678948, + ), ) - )) + ) while len(master.state.instances.keys()) == 0: await asyncio.sleep(0.001) command_buffer.append( @@ -115,8 +133,10 @@ async def test_master(): command_id=CommandId(), request_params=ChatCompletionTaskParams( model="llama-3.2-1b", - messages=[ChatCompletionMessage(role="user", content="Hello, how are you?")] - ) + messages=[ + ChatCompletionMessage(role="user", content="Hello, how are you?") + ], + ), ) ) while len(await _get_events()) < 4: @@ -129,7 +149,9 @@ async def test_master(): assert isinstance(events[0].event, TopologyNodeCreated) assert isinstance(events[1].event, NodePerformanceMeasured) assert isinstance(events[2].event, InstanceCreated) - runner_id = list(events[2].event.instance.shard_assignments.runner_to_shard.keys())[0] + runner_id = list(events[2].event.instance.shard_assignments.runner_to_shard.keys())[ + 0 + ] assert events[2].event == InstanceCreated( instance=Instance( instance_id=events[2].event.instance.instance_id, @@ -146,15 +168,15 @@ async def test_master(): model_id="llama-3.2-1b", pretty_name="Llama 3.2 1B", n_layers=16, - storage_size_kilobytes=678948 + storage_size_kilobytes=678948, ), device_rank=0, - world_size=1 + world_size=1, ) }, - node_to_runner={node_id: runner_id} + node_to_runner={node_id: runner_id}, ), - hosts=[] + hosts=[], ) ) assert isinstance(events[3].event, TaskCreated) @@ -168,8 +190,10 @@ async def test_master(): task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams( model="llama-3.2-1b", - messages=[ChatCompletionMessage(role="user", content="Hello, how are you?")] - ) - ) + messages=[ + ChatCompletionMessage(role="user", content="Hello, how are you?") + ], + ), + ), ) assert len(command_buffer) == 0 diff --git a/src/exo/master/tests/test_placement.py b/src/exo/master/tests/test_placement.py index c901498d..4f83fcfa 100644 --- a/src/exo/master/tests/test_placement.py +++ b/src/exo/master/tests/test_placement.py @@ -20,28 +20,29 @@ from exo.shared.types.worker.runners import ShardAssignments def topology() -> Topology: return Topology() + @pytest.fixture def instance() -> Instance: return Instance( instance_id=InstanceId(), instance_type=InstanceStatus.ACTIVE, shard_assignments=ShardAssignments( - model_id="test-model", - runner_to_shard={}, - node_to_runner={} + model_id="test-model", runner_to_shard={}, node_to_runner={} ), - hosts=[] + hosts=[], ) + @pytest.fixture def model_meta() -> ModelMetadata: return ModelMetadata( model_id="test-model", storage_size_kilobytes=1000, pretty_name="Test Model", - n_layers=10 + n_layers=10, ) + def create_instance_command(model_meta: ModelMetadata) -> CreateInstanceCommand: return CreateInstanceCommand( command_id=CommandId(), @@ -50,11 +51,14 @@ def create_instance_command(model_meta: ModelMetadata) -> CreateInstanceCommand: ) -@pytest.mark.parametrize("available_memory,total_layers,expected_layers", [ - ((500, 500, 1000), 12, (3, 3, 6)), - ((500, 500, 500), 12, (4, 4, 4)), - ((312, 518, 1024), 12, (2, 3, 7)) -]) +@pytest.mark.parametrize( + "available_memory,total_layers,expected_layers", + [ + ((500, 500, 1000), 12, (3, 3, 6)), + ((500, 500, 500), 12, (4, 4, 4)), + ((312, 518, 1024), 12, (2, 3, 7)), + ], +) def test_get_instance_placements_create_instance( available_memory: tuple[int, int, int], total_layers: int, @@ -62,12 +66,14 @@ def test_get_instance_placements_create_instance( topology: Topology, model_meta: ModelMetadata, create_node: Callable[[int, NodeId | None], Node], - create_connection: Callable[[NodeId, NodeId], Connection] + create_connection: Callable[[NodeId, NodeId], Connection], ): # arrange model_meta.n_layers = total_layers - model_meta.storage_size_kilobytes = sum(available_memory) # make it exactly fit across all nodes - + model_meta.storage_size_kilobytes = sum( + available_memory + ) # make it exactly fit across all nodes + create_instance_command = CreateInstanceCommand( command_id=CommandId(), model_meta=model_meta, @@ -76,9 +82,9 @@ def test_get_instance_placements_create_instance( node_id_a = NodeId() node_id_b = NodeId() node_id_c = NodeId() - topology.add_node(create_node(available_memory[0]*1024, node_id_a)) - topology.add_node(create_node(available_memory[1]*1024, node_id_b)) - topology.add_node(create_node(available_memory[2]*1024, node_id_c)) + topology.add_node(create_node(available_memory[0] * 1024, node_id_a)) + topology.add_node(create_node(available_memory[1] * 1024, node_id_b)) + topology.add_node(create_node(available_memory[2] * 1024, node_id_c)) topology.add_connection(create_connection(node_id_a, node_id_b)) topology.add_connection(create_connection(node_id_b, node_id_c)) topology.add_connection(create_connection(node_id_c, node_id_a)) @@ -95,33 +101,34 @@ def test_get_instance_placements_create_instance( runner_id_a = instance.shard_assignments.node_to_runner[node_id_a] runner_id_b = instance.shard_assignments.node_to_runner[node_id_b] runner_id_c = instance.shard_assignments.node_to_runner[node_id_c] - + shard_a = instance.shard_assignments.runner_to_shard[runner_id_a] shard_b = instance.shard_assignments.runner_to_shard[runner_id_b] shard_c = instance.shard_assignments.runner_to_shard[runner_id_c] - + assert shard_a.end_layer - shard_a.start_layer == expected_layers[0] assert shard_b.end_layer - shard_b.start_layer == expected_layers[1] assert shard_c.end_layer - shard_c.start_layer == expected_layers[2] - + shards = [shard_a, shard_b, shard_c] shards_sorted = sorted(shards, key=lambda s: s.start_layer) assert shards_sorted[0].start_layer == 0 assert shards_sorted[-1].end_layer == total_layers + def test_get_instance_placements_one_node_exact_fit( create_node: Callable[[int, NodeId | None], Node], ) -> None: topology = Topology() node_id = NodeId() - topology.add_node(create_node(1000*1024, node_id)) + topology.add_node(create_node(1000 * 1024, node_id)) create_instance_command = CreateInstanceCommand( command_id=CommandId(), model_meta=ModelMetadata( model_id="test-model", storage_size_kilobytes=1000, pretty_name="Test Model", - n_layers=10 + n_layers=10, ), instance_id=InstanceId(), ) @@ -135,19 +142,20 @@ def test_get_instance_placements_one_node_exact_fit( assert len(instance.shard_assignments.runner_to_shard) == 1 assert len(instance.shard_assignments.runner_to_shard) == 1 + def test_get_instance_placements_one_node_fits_with_extra_memory( create_node: Callable[[int, NodeId | None], Node], ) -> None: topology = Topology() node_id = NodeId() - topology.add_node(create_node(1001*1024, node_id)) + topology.add_node(create_node(1001 * 1024, node_id)) create_instance_command = CreateInstanceCommand( command_id=CommandId(), model_meta=ModelMetadata( model_id="test-model", storage_size_kilobytes=1000, pretty_name="Test Model", - n_layers=10 + n_layers=10, ), instance_id=InstanceId(), ) @@ -161,19 +169,20 @@ def test_get_instance_placements_one_node_fits_with_extra_memory( assert len(instance.shard_assignments.runner_to_shard) == 1 assert len(instance.shard_assignments.runner_to_shard) == 1 + def test_get_instance_placements_one_node_not_fit( create_node: Callable[[int, NodeId | None], Node], ) -> None: topology = Topology() node_id = NodeId() - topology.add_node(create_node(1000*1024, node_id)) + topology.add_node(create_node(1000 * 1024, node_id)) create_instance_command = CreateInstanceCommand( command_id=CommandId(), model_meta=ModelMetadata( model_id="test-model", storage_size_kilobytes=1001, pretty_name="Test Model", - n_layers=10 + n_layers=10, ), instance_id=InstanceId(), ) @@ -181,15 +190,12 @@ def test_get_instance_placements_one_node_not_fit( with pytest.raises(ValueError, match="No cycles found with sufficient memory"): get_instance_placements(create_instance_command, topology, {}) + def test_get_transition_events_no_change(topology: Topology, instance: Instance): # arrange instance_id = InstanceId() - current_instances = { - instance_id: instance - } - target_instances = { - instance_id: instance - } + current_instances = {instance_id: instance} + target_instances = {instance_id: instance} # act events = get_transition_events(current_instances, target_instances) @@ -202,9 +208,7 @@ def test_get_transition_events_create_instance(topology: Topology, instance: Ins # arrange instance_id = InstanceId() current_instances: dict[InstanceId, Instance] = {} - target_instances: dict[InstanceId, Instance] = { - instance_id: instance - } + target_instances: dict[InstanceId, Instance] = {instance_id: instance} # act events = get_transition_events(current_instances, target_instances) @@ -217,9 +221,7 @@ def test_get_transition_events_create_instance(topology: Topology, instance: Ins def test_get_transition_events_delete_instance(topology: Topology, instance: Instance): # arrange instance_id = InstanceId() - current_instances: dict[InstanceId, Instance] = { - instance_id: instance - } + current_instances: dict[InstanceId, Instance] = {instance_id: instance} target_instances: dict[InstanceId, Instance] = {} # act diff --git a/src/exo/master/tests/test_placement_utils.py b/src/exo/master/tests/test_placement_utils.py index 2e505779..ed1dadc2 100644 --- a/src/exo/master/tests/test_placement_utils.py +++ b/src/exo/master/tests/test_placement_utils.py @@ -21,23 +21,27 @@ def topology() -> Topology: return topology -def test_filter_cycles_by_memory(topology: Topology, create_node: Callable[[int, NodeId | None], Node], create_connection: Callable[[NodeId, NodeId], Connection]): +def test_filter_cycles_by_memory( + topology: Topology, + create_node: Callable[[int, NodeId | None], Node], + create_connection: Callable[[NodeId, NodeId], Connection], +): # arrange node1_id = NodeId() node2_id = NodeId() - node1 = create_node(1000*1024, node1_id) - node2 = create_node(1000*1024, node2_id) - + node1 = create_node(1000 * 1024, node1_id) + node2 = create_node(1000 * 1024, node2_id) + topology.add_node(node1) topology.add_node(node2) - + connection1 = create_connection(node1_id, node2_id) connection2 = create_connection(node2_id, node1_id) - + topology.add_connection(connection1) topology.add_connection(connection2) - + cycles = topology.get_cycles() assert len(cycles) == 1 assert len(cycles[0]) == 2 @@ -51,69 +55,86 @@ def test_filter_cycles_by_memory(topology: Topology, create_node: Callable[[int, assert set(n.node_id for n in filtered_cycles[0]) == {node1_id, node2_id} -def test_filter_cycles_by_insufficient_memory(topology: Topology, create_node: Callable[[int, NodeId | None], Node], create_connection: Callable[[NodeId, NodeId], Connection]): +def test_filter_cycles_by_insufficient_memory( + topology: Topology, + create_node: Callable[[int, NodeId | None], Node], + create_connection: Callable[[NodeId, NodeId], Connection], +): # arrange node1_id = NodeId() node2_id = NodeId() - node1 = create_node(1000*1024, node1_id) - node2 = create_node(1000*1024, node2_id) + node1 = create_node(1000 * 1024, node1_id) + node2 = create_node(1000 * 1024, node2_id) topology.add_node(node1) topology.add_node(node2) connection1 = create_connection(node1_id, node2_id) connection2 = create_connection(node2_id, node1_id) - + topology.add_connection(connection1) topology.add_connection(connection2) - + # act - filtered_cycles = filter_cycles_by_memory(topology.get_cycles(), 2001*1024) + filtered_cycles = filter_cycles_by_memory(topology.get_cycles(), 2001 * 1024) # assert assert len(filtered_cycles) == 0 -def test_filter_multiple_cycles_by_memory(topology: Topology, create_node: Callable[[int, NodeId | None], Node], create_connection: Callable[[NodeId, NodeId], Connection]): +def test_filter_multiple_cycles_by_memory( + topology: Topology, + create_node: Callable[[int, NodeId | None], Node], + create_connection: Callable[[NodeId, NodeId], Connection], +): # arrange node_a_id = NodeId() node_b_id = NodeId() node_c_id = NodeId() - - node_a = create_node(500*1024, node_a_id) - node_b = create_node(500*1024, node_b_id) - node_c = create_node(1000*1024, node_c_id) - + + node_a = create_node(500 * 1024, node_a_id) + node_b = create_node(500 * 1024, node_b_id) + node_c = create_node(1000 * 1024, node_c_id) + topology.add_node(node_a) topology.add_node(node_b) topology.add_node(node_c) - + topology.add_connection(create_connection(node_a_id, node_b_id)) topology.add_connection(create_connection(node_b_id, node_a_id)) - + topology.add_connection(create_connection(node_a_id, node_c_id)) topology.add_connection(create_connection(node_c_id, node_b_id)) - + cycles = topology.get_cycles() - + # act - filtered_cycles = filter_cycles_by_memory(cycles, 1500*1024) - + filtered_cycles = filter_cycles_by_memory(cycles, 1500 * 1024) + # assert assert len(filtered_cycles) == 1 assert len(filtered_cycles[0]) == 3 - assert set(n.node_id for n in filtered_cycles[0]) == {node_a_id, node_b_id, node_c_id} + assert set(n.node_id for n in filtered_cycles[0]) == { + node_a_id, + node_b_id, + node_c_id, + } -def test_get_smallest_cycles(topology: Topology, create_node: Callable[[int, NodeId | None], Node], create_connection: Callable[[NodeId, NodeId], Connection]): + +def test_get_smallest_cycles( + topology: Topology, + create_node: Callable[[int, NodeId | None], Node], + create_connection: Callable[[NodeId, NodeId], Connection], +): # arrange node_a_id = NodeId() node_b_id = NodeId() node_c_id = NodeId() - - node_a = create_node(500*1024, node_a_id) - node_b = create_node(500*1024, node_b_id) - node_c = create_node(1000*1024, node_c_id) + + node_a = create_node(500 * 1024, node_a_id) + node_b = create_node(500 * 1024, node_b_id) + node_c = create_node(1000 * 1024, node_c_id) topology.add_node(node_a) topology.add_node(node_b) @@ -132,20 +153,31 @@ def test_get_smallest_cycles(topology: Topology, create_node: Callable[[int, Nod assert len(smallest_cycles[0]) == 2 assert set(n.node_id for n in smallest_cycles[0]) == {node_a_id, node_b_id} -@pytest.mark.parametrize("available_memory,total_layers,expected_layers", [ - ((500, 500, 1000), 12, (3, 3, 6)), - ((500, 500, 500), 12, (4, 4, 4)), - ((312, 518, 1024), 12, (2, 3, 7)) -]) -def test_get_shard_assignments(topology: Topology, create_node: Callable[[int, NodeId | None], Node], create_connection: Callable[[NodeId, NodeId], Connection], available_memory: tuple[int, int, int], total_layers: int, expected_layers: tuple[int, int, int]): + +@pytest.mark.parametrize( + "available_memory,total_layers,expected_layers", + [ + ((500, 500, 1000), 12, (3, 3, 6)), + ((500, 500, 500), 12, (4, 4, 4)), + ((312, 518, 1024), 12, (2, 3, 7)), + ], +) +def test_get_shard_assignments( + topology: Topology, + create_node: Callable[[int, NodeId | None], Node], + create_connection: Callable[[NodeId, NodeId], Connection], + available_memory: tuple[int, int, int], + total_layers: int, + expected_layers: tuple[int, int, int], +): # arrange node_a_id = NodeId() node_b_id = NodeId() node_c_id = NodeId() - - node_a = create_node(available_memory[0]*1024, node_a_id) - node_b = create_node(available_memory[1]*1024, node_b_id) - node_c = create_node(available_memory[2]*1024, node_c_id) + + node_a = create_node(available_memory[0] * 1024, node_a_id) + node_b = create_node(available_memory[1] * 1024, node_b_id) + node_c = create_node(available_memory[2] * 1024, node_c_id) topology.add_node(node_a) topology.add_node(node_b) @@ -155,16 +187,16 @@ def test_get_shard_assignments(topology: Topology, create_node: Callable[[int, N topology.add_connection(create_connection(node_b_id, node_c_id)) topology.add_connection(create_connection(node_c_id, node_a_id)) topology.add_connection(create_connection(node_b_id, node_a_id)) - + model_meta = ModelMetadata( model_id="test-model", pretty_name="Test Model", n_layers=total_layers, - storage_size_kilobytes=1000 + storage_size_kilobytes=1000, ) cycles = topology.get_cycles() selected_cycle = cycles[0] - + # act shard_assignments = get_shard_assignments(model_meta, selected_cycle) @@ -172,25 +204,41 @@ def test_get_shard_assignments(topology: Topology, create_node: Callable[[int, N runner_id_a = shard_assignments.node_to_runner[node_a_id] runner_id_b = shard_assignments.node_to_runner[node_b_id] runner_id_c = shard_assignments.node_to_runner[node_c_id] - assert shard_assignments.runner_to_shard[runner_id_c].end_layer - shard_assignments.runner_to_shard[runner_id_c].start_layer == expected_layers[2] - assert shard_assignments.runner_to_shard[runner_id_a].end_layer - shard_assignments.runner_to_shard[runner_id_a].start_layer == expected_layers[0] - assert shard_assignments.runner_to_shard[runner_id_b].end_layer - shard_assignments.runner_to_shard[runner_id_b].start_layer == expected_layers[1] + assert ( + shard_assignments.runner_to_shard[runner_id_c].end_layer + - shard_assignments.runner_to_shard[runner_id_c].start_layer + == expected_layers[2] + ) + assert ( + shard_assignments.runner_to_shard[runner_id_a].end_layer + - shard_assignments.runner_to_shard[runner_id_a].start_layer + == expected_layers[0] + ) + assert ( + shard_assignments.runner_to_shard[runner_id_b].end_layer + - shard_assignments.runner_to_shard[runner_id_b].start_layer + == expected_layers[1] + ) -def test_get_hosts_from_subgraph(topology: Topology, create_node: Callable[[int, NodeId | None], Node], create_connection: Callable[[NodeId, NodeId, int | None], Connection]): +def test_get_hosts_from_subgraph( + topology: Topology, + create_node: Callable[[int, NodeId | None], Node], + create_connection: Callable[[NodeId, NodeId, int | None], Connection], +): # arrange node_a_id = NodeId() node_b_id = NodeId() node_c_id = NodeId() - + node_a = create_node(500, node_a_id) node_b = create_node(500, node_b_id) node_c = create_node(1000, node_c_id) - + topology.add_node(node_a) topology.add_node(node_b) topology.add_node(node_c) - + topology.add_connection(create_connection(node_a_id, node_b_id, 5001)) topology.add_connection(create_connection(node_b_id, node_c_id, 5002)) topology.add_connection(create_connection(node_c_id, node_a_id, 5003)) diff --git a/src/exo/master/tests/test_topology.py b/src/exo/master/tests/test_topology.py index 32624723..18cb84a2 100644 --- a/src/exo/master/tests/test_topology.py +++ b/src/exo/master/tests/test_topology.py @@ -22,14 +22,26 @@ def connection() -> Connection: send_back_node_id=NodeId(), local_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1234"), send_back_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1235"), - connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000)) + connection_profile=ConnectionProfile( + throughput=1000, latency=1000, jitter=1000 + ), + ) + @pytest.fixture def node_profile() -> NodePerformanceProfile: - memory_profile = MemoryPerformanceProfile(ram_total=1000, ram_available=1000, swap_total=1000, swap_available=1000) + memory_profile = MemoryPerformanceProfile( + ram_total=1000, ram_available=1000, swap_total=1000, swap_available=1000 + ) system_profile = SystemPerformanceProfile(flops_fp16=1000) - return NodePerformanceProfile(model_id="test", chip_id="test", friendly_name="test", memory=memory_profile, network_interfaces=[], - system=system_profile) + return NodePerformanceProfile( + model_id="test", + chip_id="test", + friendly_name="test", + memory=memory_profile, + network_interfaces=[], + system=system_profile, + ) @pytest.fixture @@ -49,10 +61,14 @@ def test_add_node(topology: Topology, node_profile: NodePerformanceProfile): assert data == node_profile -def test_add_connection(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): +def test_add_connection( + topology: Topology, node_profile: NodePerformanceProfile, connection: Connection +): # arrange topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) - topology.add_node(Node(node_id=connection.send_back_node_id, node_profile=node_profile)) + topology.add_node( + Node(node_id=connection.send_back_node_id, node_profile=node_profile) + ) topology.add_connection(connection) # act @@ -62,38 +78,57 @@ def test_add_connection(topology: Topology, node_profile: NodePerformanceProfile assert data == connection.connection_profile -def test_update_node_profile(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): +def test_update_node_profile( + topology: Topology, node_profile: NodePerformanceProfile, connection: Connection +): # arrange topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) - topology.add_node(Node(node_id=connection.send_back_node_id, node_profile=node_profile)) + topology.add_node( + Node(node_id=connection.send_back_node_id, node_profile=node_profile) + ) topology.add_connection(connection) - new_node_profile = NodePerformanceProfile(model_id="test", chip_id="test", - friendly_name="test", - memory=MemoryPerformanceProfile(ram_total=1000, ram_available=1000, - swap_total=1000, swap_available=1000), - network_interfaces=[], - system=SystemPerformanceProfile(flops_fp16=1000)) + new_node_profile = NodePerformanceProfile( + model_id="test", + chip_id="test", + friendly_name="test", + memory=MemoryPerformanceProfile( + ram_total=1000, ram_available=1000, swap_total=1000, swap_available=1000 + ), + network_interfaces=[], + system=SystemPerformanceProfile(flops_fp16=1000), + ) # act - topology.update_node_profile(connection.local_node_id, node_profile=new_node_profile) + topology.update_node_profile( + connection.local_node_id, node_profile=new_node_profile + ) # assert data = topology.get_node_profile(connection.local_node_id) assert data == new_node_profile -def test_update_connection_profile(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): +def test_update_connection_profile( + topology: Topology, node_profile: NodePerformanceProfile, connection: Connection +): # arrange topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) - topology.add_node(Node(node_id=connection.send_back_node_id, node_profile=node_profile)) + topology.add_node( + Node(node_id=connection.send_back_node_id, node_profile=node_profile) + ) topology.add_connection(connection) - new_connection_profile = ConnectionProfile(throughput=2000, latency=2000, jitter=2000) - connection = Connection(local_node_id=connection.local_node_id, send_back_node_id=connection.send_back_node_id, - local_multiaddr=connection.local_multiaddr, - send_back_multiaddr=connection.send_back_multiaddr, - connection_profile=new_connection_profile) + new_connection_profile = ConnectionProfile( + throughput=2000, latency=2000, jitter=2000 + ) + connection = Connection( + local_node_id=connection.local_node_id, + send_back_node_id=connection.send_back_node_id, + local_multiaddr=connection.local_multiaddr, + send_back_multiaddr=connection.send_back_multiaddr, + connection_profile=new_connection_profile, + ) # act topology.update_connection_profile(connection) @@ -103,11 +138,14 @@ def test_update_connection_profile(topology: Topology, node_profile: NodePerform assert data == new_connection_profile -def test_remove_connection_still_connected(topology: Topology, node_profile: NodePerformanceProfile, - connection: Connection): +def test_remove_connection_still_connected( + topology: Topology, node_profile: NodePerformanceProfile, connection: Connection +): # arrange topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) - topology.add_node(Node(node_id=connection.send_back_node_id, node_profile=node_profile)) + topology.add_node( + Node(node_id=connection.send_back_node_id, node_profile=node_profile) + ) topology.add_connection(connection) # act @@ -117,7 +155,9 @@ def test_remove_connection_still_connected(topology: Topology, node_profile: Nod assert topology.get_connection_profile(connection) is None -def test_remove_connection_bridge(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): +def test_remove_connection_bridge( + topology: Topology, node_profile: NodePerformanceProfile, connection: Connection +): """Create a bridge scenario: master -> node_a -> node_b and remove the bridge connection (master -> node_a)""" # arrange @@ -128,15 +168,17 @@ def test_remove_connection_bridge(topology: Topology, node_profile: NodePerforma topology.add_node(Node(node_id=master_id, node_profile=node_profile)) topology.add_node(Node(node_id=node_a_id, node_profile=node_profile)) topology.add_node(Node(node_id=node_b_id, node_profile=node_profile)) - + topology.set_master_node_id(master_id) - + connection_master_to_a = Connection( local_node_id=master_id, send_back_node_id=node_a_id, local_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1234"), send_back_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1235"), - connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000) + connection_profile=ConnectionProfile( + throughput=1000, latency=1000, jitter=1000 + ), ) connection_a_to_b = Connection( @@ -144,7 +186,9 @@ def test_remove_connection_bridge(topology: Topology, node_profile: NodePerforma send_back_node_id=node_b_id, local_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1236"), send_back_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1237"), - connection_profile=ConnectionProfile(throughput=1000, latency=1000, jitter=1000) + connection_profile=ConnectionProfile( + throughput=1000, latency=1000, jitter=1000 + ), ) topology.add_connection(connection_master_to_a) @@ -162,10 +206,14 @@ def test_remove_connection_bridge(topology: Topology, node_profile: NodePerforma assert topology.get_node_profile(node_b_id) is None -def test_remove_node_still_connected(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): +def test_remove_node_still_connected( + topology: Topology, node_profile: NodePerformanceProfile, connection: Connection +): # arrange topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) - topology.add_node(Node(node_id=connection.send_back_node_id, node_profile=node_profile)) + topology.add_node( + Node(node_id=connection.send_back_node_id, node_profile=node_profile) + ) topology.add_connection(connection) # act @@ -175,10 +223,14 @@ def test_remove_node_still_connected(topology: Topology, node_profile: NodePerfo assert topology.get_node_profile(connection.local_node_id) is None -def test_list_nodes(topology: Topology, node_profile: NodePerformanceProfile, connection: Connection): +def test_list_nodes( + topology: Topology, node_profile: NodePerformanceProfile, connection: Connection +): # arrange topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) - topology.add_node(Node(node_id=connection.send_back_node_id, node_profile=node_profile)) + topology.add_node( + Node(node_id=connection.send_back_node_id, node_profile=node_profile) + ) topology.add_connection(connection) # act @@ -187,4 +239,7 @@ def test_list_nodes(topology: Topology, node_profile: NodePerformanceProfile, co # assert assert len(nodes) == 2 assert all(isinstance(node, Node) for node in nodes) - assert {node.node_id for node in nodes} == {connection.local_node_id, connection.send_back_node_id} + assert {node.node_id for node in nodes} == { + connection.local_node_id, + connection.send_back_node_id, + } diff --git a/src/exo/master/utils/placement_utils.py b/src/exo/master/utils/placement_utils.py index 86cf14d2..b89736b1 100644 --- a/src/exo/master/utils/placement_utils.py +++ b/src/exo/master/utils/placement_utils.py @@ -16,10 +16,14 @@ class NodeWithProfile(BaseModel): node_id: NodeId node_profile: NodePerformanceProfile + def narrow_all_nodes(nodes: list[Node]) -> TypeGuard[list[NodeWithProfile]]: return all(node.node_profile is not None for node in nodes) -def filter_cycles_by_memory(cycles: list[list[Node]], required_memory: int) -> list[list[Node]]: + +def filter_cycles_by_memory( + cycles: list[list[Node]], required_memory: int +) -> list[list[Node]]: filtered_cycles: list[list[Node]] = [] for cycle in cycles: if not narrow_all_nodes(cycle): @@ -35,6 +39,7 @@ def get_smallest_cycles(cycles: list[list[Node]]) -> list[list[Node]]: min_nodes = min(len(cycle) for cycle in cycles) return [cycle for cycle in cycles if len(cycle) == min_nodes] + def get_shard_assignments( model_meta: ModelMetadata, selected_cycle: list[Node], @@ -42,7 +47,9 @@ def get_shard_assignments( if not narrow_all_nodes(selected_cycle): raise ValueError("All nodes must have profiles to create shard assignments") - cycle_memory = sum(node.node_profile.memory.ram_available for node in selected_cycle) + cycle_memory = sum( + node.node_profile.memory.ram_available for node in selected_cycle + ) total_layers = model_meta.n_layers runner_to_shard: dict[RunnerId, PipelineShardMetadata] = {} node_to_runner: dict[NodeId, RunnerId] = {} @@ -52,7 +59,9 @@ def get_shard_assignments( if i == len(selected_cycle) - 1: node_layers = total_layers - layers_assigned else: - node_layers = round(total_layers * (node.node_profile.memory.ram_available / cycle_memory)) + node_layers = round( + total_layers * (node.node_profile.memory.ram_available / cycle_memory) + ) node_layers = max(1, node_layers) runner_id = RunnerId() @@ -62,7 +71,7 @@ def get_shard_assignments( world_size=len(selected_cycle), start_layer=layers_assigned, end_layer=layers_assigned + node_layers, - n_layers=total_layers + n_layers=total_layers, ) runner_to_shard[runner_id] = shard @@ -72,7 +81,7 @@ def get_shard_assignments( shard_assignments = ShardAssignments( model_id=model_meta.model_id, runner_to_shard=runner_to_shard, - node_to_runner=node_to_runner + node_to_runner=node_to_runner, ) return shard_assignments @@ -82,27 +91,29 @@ def get_hosts_from_subgraph(cycle_digraph: Topology) -> list[Host]: cycles = cycle_digraph.get_cycles() if not cycles: return [] - + get_thunderbolt = False if cycle_digraph.is_thunderbolt_cycle(cycles[0]): get_thunderbolt = True - + cycle = cycles[0] hosts: list[Host] = [] for i in range(len(cycle)): current_node = cycle[i] next_node = cycle[(i + 1) % len(cycle)] - + for connection in cycle_digraph.list_connections(): - if (connection.local_node_id == current_node.node_id and - connection.send_back_node_id == next_node.node_id): + if ( + connection.local_node_id == current_node.node_id + and connection.send_back_node_id == next_node.node_id + ): if get_thunderbolt and not connection.is_thunderbolt(): continue host = Host( ip=connection.send_back_multiaddr.ip_address, - port=connection.send_back_multiaddr.port + port=connection.send_back_multiaddr.port, ) hosts.append(host) break - - return hosts \ No newline at end of file + + return hosts diff --git a/src/exo/shared/__init__.py b/src/exo/shared/__init__.py index 0519ecba..e69de29b 100644 --- a/src/exo/shared/__init__.py +++ b/src/exo/shared/__init__.py @@ -1 +0,0 @@ - \ No newline at end of file diff --git a/src/exo/shared/apply/__init__.py b/src/exo/shared/apply/__init__.py index 534e5356..dc22de1e 100644 --- a/src/exo/shared/apply/__init__.py +++ b/src/exo/shared/apply/__init__.py @@ -1,3 +1,3 @@ from .apply import apply -__all__ = ["apply"] \ No newline at end of file +__all__ = ["apply"] diff --git a/src/exo/shared/apply/apply.py b/src/exo/shared/apply/apply.py index 134ce3c8..75c102f4 100644 --- a/src/exo/shared/apply/apply.py +++ b/src/exo/shared/apply/apply.py @@ -49,25 +49,31 @@ def event_apply(event: Event, state: State) -> State: raise RuntimeError(f"no handler registered for event type {type(event).__name__}") + def apply(state: State, event: EventFromEventLog[Event]) -> State: new_state: State = event_apply(event.event, state) return new_state.model_copy(update={"last_event_applied_idx": event.idx_in_log}) + @event_apply.register(TaskCreated) def apply_task_created(event: TaskCreated, state: State) -> State: new_tasks: Mapping[TaskId, Task] = {**state.tasks, event.task_id: event.task} return state.model_copy(update={"tasks": new_tasks}) + @event_apply.register(TaskDeleted) def apply_task_deleted(event: TaskDeleted, state: State) -> State: - new_tasks: Mapping[TaskId, Task] = {tid: task for tid, task in state.tasks.items() if tid != event.task_id} + new_tasks: Mapping[TaskId, Task] = { + tid: task for tid, task in state.tasks.items() if tid != event.task_id + } return state.model_copy(update={"tasks": new_tasks}) + @event_apply.register(TaskStateUpdated) def apply_task_state_updated(event: TaskStateUpdated, state: State) -> State: if event.task_id not in state.tasks: return state - + update: dict[str, TaskStatus | None] = { "task_status": event.task_status, } @@ -79,46 +85,71 @@ def apply_task_state_updated(event: TaskStateUpdated, state: State) -> State: new_tasks: Mapping[TaskId, Task] = {**state.tasks, event.task_id: updated_task} return state.model_copy(update={"tasks": new_tasks}) + @event_apply.register(TaskFailed) def apply_task_failed(event: TaskFailed, state: State) -> State: if event.task_id not in state.tasks: return state - - updated_task = state.tasks[event.task_id].model_copy(update={"error_type": event.error_type, "error_message": event.error_message}) + + updated_task = state.tasks[event.task_id].model_copy( + update={"error_type": event.error_type, "error_message": event.error_message} + ) new_tasks: Mapping[TaskId, Task] = {**state.tasks, event.task_id: updated_task} return state.model_copy(update={"tasks": new_tasks}) + @event_apply.register(InstanceCreated) def apply_instance_created(event: InstanceCreated, state: State) -> State: instance = event.instance - new_instances: Mapping[InstanceId, Instance] = {**state.instances, instance.instance_id: instance} + new_instances: Mapping[InstanceId, Instance] = { + **state.instances, + instance.instance_id: instance, + } return state.model_copy(update={"instances": new_instances}) + @event_apply.register(InstanceActivated) def apply_instance_activated(event: InstanceActivated, state: State) -> State: if event.instance_id not in state.instances: return state - - updated_instance = state.instances[event.instance_id].model_copy(update={"type": InstanceStatus.ACTIVE}) - new_instances: Mapping[InstanceId, Instance] = {**state.instances, event.instance_id: updated_instance} + + updated_instance = state.instances[event.instance_id].model_copy( + update={"type": InstanceStatus.ACTIVE} + ) + new_instances: Mapping[InstanceId, Instance] = { + **state.instances, + event.instance_id: updated_instance, + } return state.model_copy(update={"instances": new_instances}) + @event_apply.register(InstanceDeactivated) def apply_instance_deactivated(event: InstanceDeactivated, state: State) -> State: if event.instance_id not in state.instances: return state - - updated_instance = state.instances[event.instance_id].model_copy(update={"type": InstanceStatus.INACTIVE}) - new_instances: Mapping[InstanceId, Instance] = {**state.instances, event.instance_id: updated_instance} + + updated_instance = state.instances[event.instance_id].model_copy( + update={"type": InstanceStatus.INACTIVE} + ) + new_instances: Mapping[InstanceId, Instance] = { + **state.instances, + event.instance_id: updated_instance, + } return state.model_copy(update={"instances": new_instances}) + @event_apply.register(InstanceDeleted) def apply_instance_deleted(event: InstanceDeleted, state: State) -> State: - new_instances: Mapping[InstanceId, Instance] = {iid: inst for iid, inst in state.instances.items() if iid != event.instance_id} + new_instances: Mapping[InstanceId, Instance] = { + iid: inst for iid, inst in state.instances.items() if iid != event.instance_id + } return state.model_copy(update={"instances": new_instances}) + @event_apply.register(InstanceReplacedAtomically) -def apply_instance_replaced_atomically(event: InstanceReplacedAtomically, state: State) -> State: +def apply_instance_replaced_atomically( + event: InstanceReplacedAtomically, state: State +) -> State: new_instances = dict(state.instances) if event.instance_to_replace in new_instances: del new_instances[event.instance_to_replace] @@ -126,19 +157,32 @@ def apply_instance_replaced_atomically(event: InstanceReplacedAtomically, state: new_instances[event.new_instance_id] = state.instances[event.new_instance_id] return state.model_copy(update={"instances": new_instances}) + @event_apply.register(RunnerStatusUpdated) def apply_runner_status_updated(event: RunnerStatusUpdated, state: State) -> State: - new_runners: Mapping[RunnerId, RunnerStatus] = {**state.runners, event.runner_id: event.runner_status} + new_runners: Mapping[RunnerId, RunnerStatus] = { + **state.runners, + event.runner_id: event.runner_status, + } return state.model_copy(update={"runners": new_runners}) + @event_apply.register(RunnerDeleted) def apply_runner_deleted(event: RunnerDeleted, state: State) -> State: - new_runners: Mapping[RunnerId, RunnerStatus] = {rid: rs for rid, rs in state.runners.items() if rid != event.runner_id} + new_runners: Mapping[RunnerId, RunnerStatus] = { + rid: rs for rid, rs in state.runners.items() if rid != event.runner_id + } return state.model_copy(update={"runners": new_runners}) + @event_apply.register(NodePerformanceMeasured) -def apply_node_performance_measured(event: NodePerformanceMeasured, state: State) -> State: - new_profiles: Mapping[NodeId, NodePerformanceProfile] = {**state.node_profiles, event.node_id: event.node_profile} +def apply_node_performance_measured( + event: NodePerformanceMeasured, state: State +) -> State: + new_profiles: Mapping[NodeId, NodePerformanceProfile] = { + **state.node_profiles, + event.node_id: event.node_profile, + } state = state.model_copy(update={"node_profiles": new_profiles}) topology = copy.copy(state.topology) if not topology.contains_node(event.node_id): @@ -147,11 +191,16 @@ def apply_node_performance_measured(event: NodePerformanceMeasured, state: State topology.update_node_profile(event.node_id, event.node_profile) return state.model_copy(update={"topology": topology}) + @event_apply.register(WorkerStatusUpdated) def apply_worker_status_updated(event: WorkerStatusUpdated, state: State) -> State: - new_node_status: Mapping[NodeId, NodeStatus] = {**state.node_status, event.node_id: event.node_state} + new_node_status: Mapping[NodeId, NodeStatus] = { + **state.node_status, + event.node_id: event.node_state, + } return state.model_copy(update={"node_status": new_node_status}) + @event_apply.register(TopologyNodeCreated) def apply_topology_node_created(event: TopologyNodeCreated, state: State) -> State: topology = copy.copy(state.topology) @@ -160,18 +209,23 @@ def apply_topology_node_created(event: TopologyNodeCreated, state: State) -> Sta topology.set_master_node_id(event.node_id) return state.model_copy(update={"topology": topology}) + @event_apply.register(TopologyEdgeCreated) def apply_topology_edge_created(event: TopologyEdgeCreated, state: State) -> State: topology = copy.copy(state.topology) topology.add_connection(event.edge) return state.model_copy(update={"topology": topology}) + @event_apply.register(TopologyEdgeReplacedAtomically) -def apply_topology_edge_replaced_atomically(event: TopologyEdgeReplacedAtomically, state: State) -> State: +def apply_topology_edge_replaced_atomically( + event: TopologyEdgeReplacedAtomically, state: State +) -> State: topology = copy.copy(state.topology) topology.update_connection_profile(event.edge) return state.model_copy(update={"topology": topology}) + @event_apply.register(TopologyEdgeDeleted) def apply_topology_edge_deleted(event: TopologyEdgeDeleted, state: State) -> State: topology = copy.copy(state.topology) @@ -182,9 +236,9 @@ def apply_topology_edge_deleted(event: TopologyEdgeDeleted, state: State) -> Sta local_node_id=event.edge.send_back_node_id, send_back_node_id=event.edge.local_node_id, local_multiaddr=event.edge.send_back_multiaddr, - send_back_multiaddr=event.edge.local_multiaddr + send_back_multiaddr=event.edge.local_multiaddr, ) if not topology.contains_connection(opposite_edge): return state.model_copy(update={"topology": topology}) topology.remove_connection(opposite_edge) - return state.model_copy(update={"topology": topology}) \ No newline at end of file + return state.model_copy(update={"topology": topology}) diff --git a/src/exo/shared/constants.py b/src/exo/shared/constants.py index acd0f569..fe1393c3 100644 --- a/src/exo/shared/constants.py +++ b/src/exo/shared/constants.py @@ -25,6 +25,7 @@ LB_TFLOPS = 2.3 LB_MEMBW_GBPS = 68 LB_DISK_GBPS = 1.5 + # little helper function to get the name of the module that raised the error def get_caller_module_name() -> str: frm = inspect.stack()[1] diff --git a/src/exo/shared/db/__init__.py b/src/exo/shared/db/__init__.py index f7eb8bbc..955a46e2 100644 --- a/src/exo/shared/db/__init__.py +++ b/src/exo/shared/db/__init__.py @@ -2,4 +2,4 @@ from .sqlite import AsyncSQLiteEventStorage, EventStorageProtocol -__all__ = ["AsyncSQLiteEventStorage", "EventStorageProtocol"] \ No newline at end of file +__all__ = ["AsyncSQLiteEventStorage", "EventStorageProtocol"] diff --git a/src/exo/shared/db/sqlite/__init__.py b/src/exo/shared/db/sqlite/__init__.py index abf926ff..d6c08ef5 100644 --- a/src/exo/shared/db/sqlite/__init__.py +++ b/src/exo/shared/db/sqlite/__init__.py @@ -12,4 +12,4 @@ __all__ = [ "EventLogType", "EventStorageProtocol", "StoredEvent", -] \ No newline at end of file +] diff --git a/src/exo/shared/db/sqlite/config.py b/src/exo/shared/db/sqlite/config.py index dda4753a..f6f6ac97 100644 --- a/src/exo/shared/db/sqlite/config.py +++ b/src/exo/shared/db/sqlite/config.py @@ -8,19 +8,20 @@ from exo.shared.constants import EXO_GLOBAL_EVENT_DB, EXO_WORKER_EVENT_DB class EventLogType(str, Enum): """Types of event logs in the system""" + WORKER_EVENTS = "worker_events" GLOBAL_EVENTS = "global_events" class EventLogConfig(BaseModel): """Configuration for the event log system""" - + # Batch processing settings batch_size: int = 100 batch_timeout_ms: int = 100 debounce_ms: int = 10 max_age_ms: int = 100 - + def get_db_path(self, log_type: EventLogType) -> Path: """Get the full path for a specific event log type""" if log_type == EventLogType.WORKER_EVENTS: @@ -28,4 +29,4 @@ class EventLogConfig(BaseModel): elif log_type == EventLogType.GLOBAL_EVENTS: return EXO_GLOBAL_EVENT_DB else: - raise ValueError(f"Unknown log type: {log_type}") \ No newline at end of file + raise ValueError(f"Unknown log type: {log_type}") diff --git a/src/exo/shared/db/sqlite/connector.py b/src/exo/shared/db/sqlite/connector.py index e5b9793d..7a6d0767 100644 --- a/src/exo/shared/db/sqlite/connector.py +++ b/src/exo/shared/db/sqlite/connector.py @@ -21,27 +21,27 @@ from .types import StoredEvent class AsyncSQLiteEventStorage: """High-performance SQLite event storage with async batching. - + Features: - Non-blocking writes via adaptive async batching with debouncing - Automatic sequence numbering using SQLite rowid - Type-safe event serialization/deserialization - Efficient indexing for common query patterns - + Batching behavior: - Low load: Minimal latency via short debounce windows - High load: Efficient batching up to batch_size limit - Max age constraint prevents indefinite delays """ - + def __init__( - self, - db_path: str | Path, + self, + db_path: str | Path, batch_size: int, batch_timeout_ms: int, debounce_ms: int, max_age_ms: int, - logger: Logger | None = None + logger: Logger | None = None, ): self._db_path = Path(db_path) self._batch_size = batch_size @@ -49,56 +49,52 @@ class AsyncSQLiteEventStorage: self._debounce_s = debounce_ms / 1000.0 self._max_age_s = max_age_ms / 1000.0 self._logger = logger or getLogger(__name__) - + self._write_queue: Queue[tuple[Event, NodeId]] = Queue() self._batch_writer_task: Task[None] | None = None self._engine = None self._closed = False - + async def start(self) -> None: """Initialize the storage and start the batch writer.""" if self._batch_writer_task is not None: raise RuntimeError("Storage already started") - + # Create database and tables await self._initialize_database() - + # Start batch writer self._batch_writer_task = asyncio.create_task(self._batch_writer()) self._logger.info(f"Started SQLite event storage: {self._db_path}") - - async def append_events( - self, - events: Sequence[Event], - origin: NodeId - ) -> None: - """Append events to the log (fire-and-forget). The writes are batched and committed + + async def append_events(self, events: Sequence[Event], origin: NodeId) -> None: + """Append events to the log (fire-and-forget). The writes are batched and committed in the background so readers don't have a guarantee of seeing events immediately.""" if self._closed: raise RuntimeError("Storage is closed") - + for event in events: await self._write_queue.put((event, origin)) - + async def get_events_since( - self, - last_idx: int, - ignore_no_op_events: bool = False + self, last_idx: int, ignore_no_op_events: bool = False ) -> Sequence[EventFromEventLog[Event]]: """Retrieve events after a specific index.""" if self._closed: raise RuntimeError("Storage is closed") - + assert self._engine is not None - + async with AsyncSession(self._engine) as session: # Use raw SQL to get rowid along with the stored event data result = await session.execute( - text("SELECT rowid, origin, event_data FROM events WHERE rowid > :last_idx ORDER BY rowid"), - {"last_idx": last_idx} + text( + "SELECT rowid, origin, event_data FROM events WHERE rowid > :last_idx ORDER BY rowid" + ), + {"last_idx": last_idx}, ) rows = result.fetchall() - + events: list[EventFromEventLog[Event]] = [] for row in rows: rowid: int = cast(int, row[0]) @@ -106,30 +102,36 @@ class AsyncSQLiteEventStorage: # Parse JSON string to dict raw_event_data = row[2] # type: ignore[reportAny] - SQLAlchemy result is Any if isinstance(raw_event_data, str): - event_data: dict[str, Any] = cast(dict[str, Any], json.loads(raw_event_data)) + event_data: dict[str, Any] = cast( + dict[str, Any], json.loads(raw_event_data) + ) else: event_data = cast(dict[str, Any], raw_event_data) event = EventParser.validate_python(event_data) if ignore_no_op_events and event.__no_apply__: continue - events.append(EventFromEventLog( - event=event, - origin=NodeId(origin), - idx_in_log=rowid # rowid becomes idx_in_log - )) - + events.append( + EventFromEventLog( + event=event, + origin=NodeId(origin), + idx_in_log=rowid, # rowid becomes idx_in_log + ) + ) + return events async def get_last_idx(self) -> int: if self._closed: raise RuntimeError("Storaged is closed") - + assert self._engine is not None async with AsyncSession(self._engine) as session: result = await session.execute( - text("SELECT rowid, origin, event_data FROM events ORDER BY rowid DESC LIMIT 1"), - {} + text( + "SELECT rowid, origin, event_data FROM events ORDER BY rowid DESC LIMIT 1" + ), + {}, ) rows = result.fetchall() @@ -139,34 +141,36 @@ class AsyncSQLiteEventStorage: row = rows[0] return cast(int, row[0]) else: - raise AssertionError("There should have been at most 1 row returned from this SQL query.") - + raise AssertionError( + "There should have been at most 1 row returned from this SQL query." + ) + async def close(self) -> None: """Close the storage connection and cleanup resources.""" if self._closed: return - + self._closed = True - + # Stop batch writer if self._batch_writer_task is not None: self._batch_writer_task.cancel() with contextlib.suppress(asyncio.CancelledError): await self._batch_writer_task - + # Close database if self._engine is not None: await self._engine.dispose() - + self._logger.info("Closed SQLite event storage") - + async def delete_all_events(self) -> None: """Delete all events from the database.""" assert self._engine is not None async with AsyncSession(self._engine) as session: await session.execute(text("DELETE FROM events")) await session.commit() - + async def _initialize_database(self) -> None: """Initialize database connection and create tables.""" self._engine = create_async_engine( @@ -178,22 +182,25 @@ class AsyncSQLiteEventStorage: }, pool_pre_ping=True, # Test connections before using them pool_size=5, - max_overflow=10 + max_overflow=10, ) - + # Create tables with proper race condition handling async with self._engine.begin() as conn: # First check if the table exists using SQLite's master table result = await conn.execute( - text("SELECT name FROM sqlite_master WHERE type='table' AND name='events'") + text( + "SELECT name FROM sqlite_master WHERE type='table' AND name='events'" + ) ) table_exists = result.fetchone() is not None - + if not table_exists: try: # Use CREATE TABLE IF NOT EXISTS as a more atomic operation # This avoids race conditions between check and create - await conn.execute(text(""" + await conn.execute( + text(""" CREATE TABLE IF NOT EXISTS events ( rowid INTEGER PRIMARY KEY AUTOINCREMENT, origin TEXT NOT NULL, @@ -202,41 +209,69 @@ class AsyncSQLiteEventStorage: event_data TEXT NOT NULL, created_at TIMESTAMP NOT NULL DEFAULT CURRENT_TIMESTAMP ) - """)) - + """) + ) + # Create indexes if they don't exist - await conn.execute(text("CREATE INDEX IF NOT EXISTS idx_events_origin ON events(origin)")) - await conn.execute(text("CREATE INDEX IF NOT EXISTS idx_events_event_type ON events(event_type)")) - await conn.execute(text("CREATE INDEX IF NOT EXISTS idx_events_event_id ON events(event_id)")) - await conn.execute(text("CREATE INDEX IF NOT EXISTS idx_events_created_at ON events(created_at)")) - await conn.execute(text("CREATE INDEX IF NOT EXISTS idx_events_origin_created ON events(origin, created_at)")) - + await conn.execute( + text( + "CREATE INDEX IF NOT EXISTS idx_events_origin ON events(origin)" + ) + ) + await conn.execute( + text( + "CREATE INDEX IF NOT EXISTS idx_events_event_type ON events(event_type)" + ) + ) + await conn.execute( + text( + "CREATE INDEX IF NOT EXISTS idx_events_event_id ON events(event_id)" + ) + ) + await conn.execute( + text( + "CREATE INDEX IF NOT EXISTS idx_events_created_at ON events(created_at)" + ) + ) + await conn.execute( + text( + "CREATE INDEX IF NOT EXISTS idx_events_origin_created ON events(origin, created_at)" + ) + ) + self._logger.info("Events table and indexes created successfully") except OperationalError as e: # Even with IF NOT EXISTS, log any unexpected errors self._logger.error(f"Error creating table: {e}") # Re-check if table exists now result = await conn.execute( - text("SELECT name FROM sqlite_master WHERE type='table' AND name='events'") + text( + "SELECT name FROM sqlite_master WHERE type='table' AND name='events'" + ) ) if result.fetchone() is None: raise RuntimeError(f"Failed to create events table: {e}") from e else: - self._logger.info("Events table exists (likely created by another process)") + self._logger.info( + "Events table exists (likely created by another process)" + ) else: self._logger.debug("Events table already exists") - + # Enable WAL mode and other optimizations with retry logic - await self._execute_pragma_with_retry(conn, [ - "PRAGMA journal_mode=WAL", - "PRAGMA synchronous=NORMAL", - "PRAGMA cache_size=10000", - "PRAGMA busy_timeout=30000" # 30 seconds busy timeout - ]) - + await self._execute_pragma_with_retry( + conn, + [ + "PRAGMA journal_mode=WAL", + "PRAGMA synchronous=NORMAL", + "PRAGMA cache_size=10000", + "PRAGMA busy_timeout=30000", # 30 seconds busy timeout + ], + ) + async def _batch_writer(self) -> None: """Background task that drains the queue and commits batches. - + Uses adaptive batching with debouncing: - Blocks waiting for first item (no CPU waste when idle) - Opens debounce window to collect more items @@ -244,50 +279,50 @@ class AsyncSQLiteEventStorage: - Resets debounce timer with each new item """ loop = asyncio.get_event_loop() - + while not self._closed: batch: list[tuple[Event, NodeId]] = [] - + try: # Block waiting for first item event, origin = await self._write_queue.get() batch.append((event, origin)) first_ts = loop.time() # monotonic seconds - + # Open debounce window while True: # How much longer can we wait? age_left = self._max_age_s - (loop.time() - first_ts) if age_left <= 0: break # max age reached → flush - + # Shrink the wait to honour both debounce and max-age try: event, origin = await asyncio.wait_for( self._write_queue.get(), - timeout=min(self._debounce_s, age_left) + timeout=min(self._debounce_s, age_left), ) batch.append((event, origin)) - + if len(batch) >= self._batch_size: break # size cap reached → flush # else: loop again, resetting debounce timer except asyncio.TimeoutError: break # debounce window closed → flush - + except asyncio.CancelledError: # Drain any remaining items before exiting if batch: await self._commit_batch(batch) raise - + if batch: await self._commit_batch(batch) - + async def _commit_batch(self, batch: list[tuple[Event, NodeId]]) -> None: """Commit a batch of events to SQLite.""" assert self._engine is not None - + try: async with AsyncSession(self._engine) as session: for event, origin in batch: @@ -295,17 +330,21 @@ class AsyncSQLiteEventStorage: origin=origin, event_type=event.event_type, event_id=str(event.event_id), - event_data=event.model_dump(mode='json') # Serialize UUIDs and other objects to JSON-compatible strings + event_data=event.model_dump( + mode="json" + ), # Serialize UUIDs and other objects to JSON-compatible strings ) session.add(stored_event) - + await session.commit() if len([ev for ev in batch if not isinstance(ev[0], Heartbeat)]) > 0: self._logger.debug(f"Committed batch of {len(batch)} events") - + except OperationalError as e: if "database is locked" in str(e): - self._logger.warning(f"Database locked during batch commit, will retry: {e}") + self._logger.warning( + f"Database locked during batch commit, will retry: {e}" + ) # Retry with exponential backoff await self._commit_batch_with_retry(batch) else: @@ -314,58 +353,77 @@ class AsyncSQLiteEventStorage: except Exception as e: self._logger.error(f"Failed to commit batch: {e}") raise - - async def _execute_pragma_with_retry(self, conn: AsyncConnection, pragmas: list[str], max_retries: int = 5) -> None: + + async def _execute_pragma_with_retry( + self, conn: AsyncConnection, pragmas: list[str], max_retries: int = 5 + ) -> None: """Execute PRAGMA statements with retry logic for database lock errors.""" for pragma in pragmas: retry_count = 0 base_delay: float = 0.1 # 100ms - + while retry_count < max_retries: try: await conn.execute(text(pragma)) break except OperationalError as e: if "database is locked" in str(e) and retry_count < max_retries - 1: - delay = cast(float, base_delay * (2 ** retry_count) + random.uniform(0, 0.1)) - self._logger.warning(f"Database locked on '{pragma}', retry {retry_count + 1}/{max_retries} after {delay:.2f}s") + delay = cast( + float, + base_delay * (2**retry_count) + random.uniform(0, 0.1), + ) + self._logger.warning( + f"Database locked on '{pragma}', retry {retry_count + 1}/{max_retries} after {delay:.2f}s" + ) await asyncio.sleep(delay) retry_count += 1 else: - self._logger.error(f"Failed to execute '{pragma}' after {retry_count + 1} attempts: {e}") + self._logger.error( + f"Failed to execute '{pragma}' after {retry_count + 1} attempts: {e}" + ) raise - - async def _commit_batch_with_retry(self, batch: list[tuple[Event, NodeId]], max_retries: int = 5) -> None: + + async def _commit_batch_with_retry( + self, batch: list[tuple[Event, NodeId]], max_retries: int = 5 + ) -> None: """Commit a batch with retry logic for database lock errors.""" retry_count = 0 base_delay: float = 0.1 # 100ms - + while retry_count < max_retries: try: assert self._engine is not None - + async with AsyncSession(self._engine) as session: for event, origin in batch: stored_event = StoredEvent( origin=origin, event_type=event.event_type, event_id=str(event.event_id), - event_data=event.model_dump(mode='json') + event_data=event.model_dump(mode="json"), ) session.add(stored_event) - + await session.commit() - + if len([ev for ev in batch if not isinstance(ev[0], Heartbeat)]) > 0: - self._logger.debug(f"Committed batch of {len(batch)} events after {retry_count} retries") + self._logger.debug( + f"Committed batch of {len(batch)} events after {retry_count} retries" + ) return - + except OperationalError as e: if "database is locked" in str(e) and retry_count < max_retries - 1: - delay = cast(float, base_delay * (2 ** retry_count) + random.uniform(0, 0.1)) - self._logger.warning(f"Database locked on batch commit, retry {retry_count + 1}/{max_retries} after {delay:.2f}s") + delay = cast( + float, base_delay * (2**retry_count) + random.uniform(0, 0.1) + ) + self._logger.warning( + f"Database locked on batch commit, retry {retry_count + 1}/{max_retries} after {delay:.2f}s" + ) await asyncio.sleep(delay) retry_count += 1 else: - self._logger.error(f"Failed to commit batch after {retry_count + 1} attempts: {e}") + self._logger.error( + f"Failed to commit batch after {retry_count + 1} attempts: {e}" + ) raise diff --git a/src/exo/shared/db/sqlite/event_log_manager.py b/src/exo/shared/db/sqlite/event_log_manager.py index bf09c44c..9a1aa1d9 100644 --- a/src/exo/shared/db/sqlite/event_log_manager.py +++ b/src/exo/shared/db/sqlite/event_log_manager.py @@ -13,20 +13,20 @@ class EventLogManager: """ Manages both worker and global event log connectors. Used by both master and worker processes with different access patterns: - + - Worker: writes to worker_events, tails global_events - Master (elected): writes to global_events, tails global_events - Master (replica): writes to worker_events, tails global_events """ - + def __init__(self, config: EventLogConfig, logger: Logger): self._config = config self._logger = logger self._connectors: Dict[EventLogType, AsyncSQLiteEventStorage] = {} - + # Ensure base directory exists EXO_HOME.mkdir(parents=True, exist_ok=True) - + # TODO: This seems like it's a pattern to avoid an async __init__ function. But as we know, there's a better pattern for this - using a create() function, like in runner_supervisor. async def initialize(self, max_retries: int = 3) -> None: """Initialize both connectors with retry logic - call this during startup""" @@ -34,7 +34,7 @@ class EventLogManager: for log_type in [EventLogType.WORKER_EVENTS, EventLogType.GLOBAL_EVENTS]: retry_count: int = 0 last_error: Optional[Exception] = None - + while retry_count < max_retries: try: await self.get_connector(log_type) @@ -43,26 +43,36 @@ class EventLogManager: last_error = e if "database is locked" in str(e) and retry_count < max_retries - 1: retry_count += 1 - delay = cast(float, 0.5 * (2 ** retry_count)) - self._logger.warning(f"Database locked while initializing {log_type.value}, retry {retry_count}/{max_retries} after {delay}s") + delay = cast(float, 0.5 * (2**retry_count)) + self._logger.warning( + f"Database locked while initializing {log_type.value}, retry {retry_count}/{max_retries} after {delay}s" + ) await asyncio.sleep(delay) else: - self._logger.error(f"Failed to initialize {log_type.value} after {retry_count + 1} attempts: {e}") - raise RuntimeError(f"Could not initialize {log_type.value} database after {retry_count + 1} attempts") from e + self._logger.error( + f"Failed to initialize {log_type.value} after {retry_count + 1} attempts: {e}" + ) + raise RuntimeError( + f"Could not initialize {log_type.value} database after {retry_count + 1} attempts" + ) from e except Exception as e: - self._logger.error(f"Unexpected error initializing {log_type.value}: {e}") + self._logger.error( + f"Unexpected error initializing {log_type.value}: {e}" + ) raise - + if retry_count >= max_retries and last_error: - raise RuntimeError(f"Could not initialize {log_type.value} database after {max_retries} attempts") from last_error - + raise RuntimeError( + f"Could not initialize {log_type.value} database after {max_retries} attempts" + ) from last_error + self._logger.info("Initialized all event log connectors") - + async def get_connector(self, log_type: EventLogType) -> AsyncSQLiteEventStorage: """Get or create a connector for the specified log type""" if log_type not in self._connectors: db_path = self._config.get_db_path(log_type) - + try: connector = AsyncSQLiteEventStorage( db_path=db_path, @@ -70,37 +80,43 @@ class EventLogManager: batch_timeout_ms=self._config.batch_timeout_ms, debounce_ms=self._config.debounce_ms, max_age_ms=self._config.max_age_ms, - logger=self._logger + logger=self._logger, ) - + # Start the connector (creates tables if needed) await connector.start() - + self._connectors[log_type] = connector - self._logger.info(f"Initialized {log_type.value} connector at {db_path}") + self._logger.info( + f"Initialized {log_type.value} connector at {db_path}" + ) except Exception as e: self._logger.error(f"Failed to create {log_type.value} connector: {e}") raise - + return self._connectors[log_type] - + @property def worker_events(self) -> AsyncSQLiteEventStorage: """Access worker events log (must call initialize() first)""" if EventLogType.WORKER_EVENTS not in self._connectors: - raise RuntimeError("Event log manager not initialized. Call initialize() first.") + raise RuntimeError( + "Event log manager not initialized. Call initialize() first." + ) return self._connectors[EventLogType.WORKER_EVENTS] - + @property def global_events(self) -> AsyncSQLiteEventStorage: """Access global events log (must call initialize() first)""" if EventLogType.GLOBAL_EVENTS not in self._connectors: - raise RuntimeError("Event log manager not initialized. Call initialize() first.") + raise RuntimeError( + "Event log manager not initialized. Call initialize() first." + ) return self._connectors[EventLogType.GLOBAL_EVENTS] - + async def close_all(self) -> None: """Close all open connectors""" for log_type, connector in self._connectors.items(): await connector.close() self._logger.info(f"Closed {log_type.value} connector") - self._connectors.clear() \ No newline at end of file + self._connectors.clear() diff --git a/src/exo/shared/db/sqlite/types.py b/src/exo/shared/db/sqlite/types.py index 3a1cf48e..5fc0f582 100644 --- a/src/exo/shared/db/sqlite/types.py +++ b/src/exo/shared/db/sqlite/types.py @@ -11,11 +11,12 @@ from exo.shared.types.events.components import EventFromEventLog class StoredEvent(SQLModel, table=True): """SQLite representation of an event in the event log. - + The rowid serves as the global sequence number (idx_in_log) for ordering. """ + __tablename__ = "events" # type: ignore[assignment] - + # SQLite's rowid as primary key - we alias it but don't actually use it in queries rowid: int | None = Field(default=None, primary_key=True, alias="rowid") origin: str = Field(index=True) @@ -23,39 +24,33 @@ class StoredEvent(SQLModel, table=True): event_id: str = Field(index=True) event_data: dict[str, Any] = Field(sa_column=Column(JSON)) created_at: datetime = Field( - default_factory=lambda: datetime.now(timezone.utc), - sa_column=Column(DateTime, index=True) - ) - - __table_args__ = ( - Index("idx_events_origin_created", "origin", "created_at"), + default_factory=lambda: datetime.now(timezone.utc), + sa_column=Column(DateTime, index=True), ) + __table_args__ = (Index("idx_events_origin_created", "origin", "created_at"),) + + class EventStorageProtocol(Protocol): """Protocol for event storage implementations.""" - - async def append_events( - self, - events: Sequence[Event], - origin: NodeId - ) -> None: + + async def append_events(self, events: Sequence[Event], origin: NodeId) -> None: """Append events to the log (fire-and-forget). - + Events are queued for batched writing and assigned idx_in_log when committed to storage. """ ... - + async def get_events_since( - self, - last_idx: int + self, last_idx: int ) -> Sequence[EventFromEventLog[Event]]: """Retrieve events after a specific index. - + Returns events in idx_in_log order. """ ... - + async def close(self) -> None: """Close the storage connection and cleanup resources.""" - ... \ No newline at end of file + ... diff --git a/src/exo/shared/models/model_cards.py b/src/exo/shared/models/model_cards.py index a61d2ecd..1bf4822e 100644 --- a/src/exo/shared/models/model_cards.py +++ b/src/exo/shared/models/model_cards.py @@ -15,230 +15,221 @@ class ModelCard(BaseModel): MODEL_CARDS: dict[str, ModelCard] = { - # deepseek v3 - "deepseek-v3-0324:4bit": ModelCard( - short_id="deepseek-v3-0324:4bit", - model_id="mlx-community/DeepSeek-V3-0324-4bit", - name="DeepSeek V3 0324 (4-bit)", - description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/DeepSeek-V3-0324-4bit", - pretty_name="DeepSeek V3 0324 (4-bit)", - storage_size_kilobytes=409706307, - n_layers=61, + # deepseek v3 + "deepseek-v3-0324:4bit": ModelCard( + short_id="deepseek-v3-0324:4bit", + model_id="mlx-community/DeepSeek-V3-0324-4bit", + name="DeepSeek V3 0324 (4-bit)", + description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/DeepSeek-V3-0324-4bit", + pretty_name="DeepSeek V3 0324 (4-bit)", + storage_size_kilobytes=409706307, + n_layers=61, + ), ), - ), - "deepseek-v3-0324": ModelCard( - short_id="deepseek-v3-0324", - model_id="mlx-community/DeepSeek-v3-0324-8bit", - name="DeepSeek V3 0324 (8-bit)", - description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/DeepSeek-v3-0324-8bit", - pretty_name="DeepSeek V3 0324 (8-bit)", - storage_size_kilobytes=754706307, - n_layers=61, + "deepseek-v3-0324": ModelCard( + short_id="deepseek-v3-0324", + model_id="mlx-community/DeepSeek-v3-0324-8bit", + name="DeepSeek V3 0324 (8-bit)", + description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/DeepSeek-v3-0324-8bit", + pretty_name="DeepSeek V3 0324 (8-bit)", + storage_size_kilobytes=754706307, + n_layers=61, + ), ), - ), - - # deepseek r1 - "deepseek-r1-0528:4bit": ModelCard( - short_id="deepseek-r1-0528:4bit", - model_id="mlx-community/DeepSeek-R1-0528-4bit", - name="DeepSeek-R1-0528 (4-bit)", - description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/DeepSeek-R1-0528-4bit", - pretty_name="DeepSeek R1 671B (4-bit)", - storage_size_kilobytes=409706307, - n_layers=61, + # deepseek r1 + "deepseek-r1-0528:4bit": ModelCard( + short_id="deepseek-r1-0528:4bit", + model_id="mlx-community/DeepSeek-R1-0528-4bit", + name="DeepSeek-R1-0528 (4-bit)", + description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/DeepSeek-R1-0528-4bit", + pretty_name="DeepSeek R1 671B (4-bit)", + storage_size_kilobytes=409706307, + n_layers=61, + ), ), - ), - "deepseek-r1-0528": ModelCard( - short_id="deepseek-r1-0528", - model_id="mlx-community/DeepSeek-R1-0528-8bit", - name="DeepSeek-R1-0528 (8-bit)", - description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/DeepSeek-R1-0528-8bit", - pretty_name="DeepSeek R1 671B (8-bit)", - storage_size_kilobytes=754998771712//1024, - n_layers=61, + "deepseek-r1-0528": ModelCard( + short_id="deepseek-r1-0528", + model_id="mlx-community/DeepSeek-R1-0528-8bit", + name="DeepSeek-R1-0528 (8-bit)", + description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/DeepSeek-R1-0528-8bit", + pretty_name="DeepSeek R1 671B (8-bit)", + storage_size_kilobytes=754998771712 // 1024, + n_layers=61, + ), ), - ), - - - # llama-3.1 - "llama-3.1-8b": ModelCard( - short_id="llama-3.1-8b", - model_id="mlx-community/Meta-Llama-3.1-8B-Instruct-4bit", - name="Llama 3.1 8B", - description="""Llama 3.1 is a large language model trained on the Llama 3.1 dataset.""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/Meta-Llama-3.1-8B-Instruct-4bit", - pretty_name="Llama 3.1 8B", - storage_size_kilobytes=4411528, - n_layers=32, + # llama-3.1 + "llama-3.1-8b": ModelCard( + short_id="llama-3.1-8b", + model_id="mlx-community/Meta-Llama-3.1-8B-Instruct-4bit", + name="Llama 3.1 8B", + description="""Llama 3.1 is a large language model trained on the Llama 3.1 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Meta-Llama-3.1-8B-Instruct-4bit", + pretty_name="Llama 3.1 8B", + storage_size_kilobytes=4411528, + n_layers=32, + ), ), - ), - "llama-3.1-70b": ModelCard( - short_id="llama-3.1-70b", - model_id="mlx-community/Meta-Llama-3.1-70B-Instruct-4bit", - name="Llama 3.1 70B", - description="""Llama 3.1 is a large language model trained on the Llama 3.1 dataset.""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/Meta-Llama-3.1-70B-Instruct-4bit", - pretty_name="Llama 3.1 70B", - storage_size_kilobytes=38758160, - n_layers=80, + "llama-3.1-70b": ModelCard( + short_id="llama-3.1-70b", + model_id="mlx-community/Meta-Llama-3.1-70B-Instruct-4bit", + name="Llama 3.1 70B", + description="""Llama 3.1 is a large language model trained on the Llama 3.1 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Meta-Llama-3.1-70B-Instruct-4bit", + pretty_name="Llama 3.1 70B", + storage_size_kilobytes=38758160, + n_layers=80, + ), ), - ), - - # llama-3.2 - "llama-3.2-1b": ModelCard( - short_id="llama-3.2-1b", - model_id="mlx-community/Llama-3.2-1B-Instruct-4bit", - name="Llama 3.2 1B", - description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/Llama-3.2-1B-Instruct-4bit", - pretty_name="Llama 3.2 1B", - storage_size_kilobytes=678948, - n_layers=16, + # llama-3.2 + "llama-3.2-1b": ModelCard( + short_id="llama-3.2-1b", + model_id="mlx-community/Llama-3.2-1B-Instruct-4bit", + name="Llama 3.2 1B", + description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Llama-3.2-1B-Instruct-4bit", + pretty_name="Llama 3.2 1B", + storage_size_kilobytes=678948, + n_layers=16, + ), ), - ), - "llama-3.2-3b": ModelCard( - short_id="llama-3.2-3b", - model_id="mlx-community/Llama-3.2-3B-Instruct-4bit", - name="Llama 3.2 3B", - description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/Llama-3.2-3B-Instruct-4bit", - pretty_name="Llama 3.2 3B", - storage_size_kilobytes=1765062, - n_layers=28, + "llama-3.2-3b": ModelCard( + short_id="llama-3.2-3b", + model_id="mlx-community/Llama-3.2-3B-Instruct-4bit", + name="Llama 3.2 3B", + description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Llama-3.2-3B-Instruct-4bit", + pretty_name="Llama 3.2 3B", + storage_size_kilobytes=1765062, + n_layers=28, + ), ), - ), - - # llama-3.3 - "llama-3.3-70b": ModelCard( - short_id="llama-3.3-70b", - model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", - name="Llama 3.3 70B", - description="""The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", - pretty_name="Llama 3.3 70B", - storage_size_kilobytes=38758160, - n_layers=80, + # llama-3.3 + "llama-3.3-70b": ModelCard( + short_id="llama-3.3-70b", + model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", + name="Llama 3.3 70B", + description="""The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", + pretty_name="Llama 3.3 70B", + storage_size_kilobytes=38758160, + n_layers=80, + ), ), - ), - - # phi-3 - "phi-3-mini": ModelCard( - short_id="phi-3-mini", - model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", - name="Phi 3 Mini 128k", - description="""Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", - pretty_name="Phi 3 Mini 128k", - storage_size_kilobytes=2099262, - n_layers=32, + # phi-3 + "phi-3-mini": ModelCard( + short_id="phi-3-mini", + model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", + name="Phi 3 Mini 128k", + description="""Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", + pretty_name="Phi 3 Mini 128k", + storage_size_kilobytes=2099262, + n_layers=32, + ), ), - ), - "phi-3-mini:128k": ModelCard( - short_id="phi-3-mini:128k", - model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", - name="Phi 3 Mini 128k", - description="""Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", - pretty_name="Phi 3 Mini 128k", - storage_size_kilobytes=2099262, - n_layers=32, + "phi-3-mini:128k": ModelCard( + short_id="phi-3-mini:128k", + model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", + name="Phi 3 Mini 128k", + description="""Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", + pretty_name="Phi 3 Mini 128k", + storage_size_kilobytes=2099262, + n_layers=32, + ), ), - ), - - # qwen3 - "qwen3-0.6b": ModelCard( - short_id="qwen3-0.6b", - model_id="mlx-community/Qwen3-0.6B-4bit", - name="Qwen3 0.6B", - description="""Qwen3 0.6B is a large language model trained on the Qwen3 0.6B dataset.""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/Qwen3-0.6B-4bit", - pretty_name="Qwen3 0.6B", - storage_size_kilobytes=327512, - n_layers=28, + # qwen3 + "qwen3-0.6b": ModelCard( + short_id="qwen3-0.6b", + model_id="mlx-community/Qwen3-0.6B-4bit", + name="Qwen3 0.6B", + description="""Qwen3 0.6B is a large language model trained on the Qwen3 0.6B dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Qwen3-0.6B-4bit", + pretty_name="Qwen3 0.6B", + storage_size_kilobytes=327512, + n_layers=28, + ), ), - ), - "qwen3-30b": ModelCard( - short_id="qwen3-30b", - model_id="mlx-community/Qwen3-30B-A3B-4bit", - name="Qwen3 30B (Active 3B)", - description="""Qwen3 30B is a large language model trained on the Qwen3 30B dataset.""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/Qwen3-30B-A3B-4bit", - pretty_name="Qwen3 30B (Active 3B)", - storage_size_kilobytes=16772092, - n_layers=48, + "qwen3-30b": ModelCard( + short_id="qwen3-30b", + model_id="mlx-community/Qwen3-30B-A3B-4bit", + name="Qwen3 30B (Active 3B)", + description="""Qwen3 30B is a large language model trained on the Qwen3 30B dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/Qwen3-30B-A3B-4bit", + pretty_name="Qwen3 30B (Active 3B)", + storage_size_kilobytes=16772092, + n_layers=48, + ), ), - ), - - # granite - "granite-3.3-2b": ModelCard( - short_id="granite-3.3-2b", - model_id="mlx-community/granite-3.3-2b-instruct-fp16", - name="Granite 3.3 2B", - description="""Granite-3.3-2B-Instruct is a 2-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/granite-3.3-2b-instruct-fp16", - pretty_name="Granite 3.3 2B", - storage_size_kilobytes=4948320, - n_layers=40, + # granite + "granite-3.3-2b": ModelCard( + short_id="granite-3.3-2b", + model_id="mlx-community/granite-3.3-2b-instruct-fp16", + name="Granite 3.3 2B", + description="""Granite-3.3-2B-Instruct is a 2-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/granite-3.3-2b-instruct-fp16", + pretty_name="Granite 3.3 2B", + storage_size_kilobytes=4948320, + n_layers=40, + ), ), - ), - "granite-3.3-8b": ModelCard( - short_id="granite-3.3-8b", - model_id="mlx-community/granite-3.3-8b-instruct-fp16", - name="Granite 3.3 8B", - description="""Granite-3.3-8B-Instruct is a 8-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.""", - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/granite-3.3-8b-instruct-fp16", - pretty_name="Granite 3.3 8B", - storage_size_kilobytes=15958720, - n_layers=40, + "granite-3.3-8b": ModelCard( + short_id="granite-3.3-8b", + model_id="mlx-community/granite-3.3-8b-instruct-fp16", + name="Granite 3.3 8B", + description="""Granite-3.3-8B-Instruct is a 8-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/granite-3.3-8b-instruct-fp16", + pretty_name="Granite 3.3 8B", + storage_size_kilobytes=15958720, + n_layers=40, + ), ), - ), - - # smol-lm - "smol-lm-135m": ModelCard( - short_id="smol-lm-135m", - model_id="mlx-community/SmolLM-135M-4bit", - name="Smol LM 135M", - description="""SmolLM is a series of state-of-the-art small language models available in three sizes: 135M, 360M, and 1.7B parameters. """, - tags=[], - metadata=ModelMetadata( - model_id="mlx-community/SmolLM-135M-4bit", - pretty_name="Smol LM 135M", - storage_size_kilobytes=73940, - n_layers=30, + # smol-lm + "smol-lm-135m": ModelCard( + short_id="smol-lm-135m", + model_id="mlx-community/SmolLM-135M-4bit", + name="Smol LM 135M", + description="""SmolLM is a series of state-of-the-art small language models available in three sizes: 135M, 360M, and 1.7B parameters. """, + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/SmolLM-135M-4bit", + pretty_name="Smol LM 135M", + storage_size_kilobytes=73940, + n_layers=30, + ), ), - ), } diff --git a/src/exo/shared/models/model_meta.py b/src/exo/shared/models/model_meta.py index 57532053..31260eae 100644 --- a/src/exo/shared/models/model_meta.py +++ b/src/exo/shared/models/model_meta.py @@ -21,7 +21,9 @@ class ConfigData(BaseModel): num_layers: Optional[Annotated[int, Field(ge=0)]] = None n_layer: Optional[Annotated[int, Field(ge=0)]] = None n_layers: Optional[Annotated[int, Field(ge=0)]] = None # Sometimes used - num_decoder_layers: Optional[Annotated[int, Field(ge=0)]] = None # Transformer models + num_decoder_layers: Optional[Annotated[int, Field(ge=0)]] = ( + None # Transformer models + ) decoder_layers: Optional[Annotated[int, Field(ge=0)]] = None # Some architectures @property @@ -40,22 +42,42 @@ class ConfigData(BaseModel): if layer_count is not None: return layer_count - raise ValueError(f"No layer count found in config.json: {self.model_dump_json()}") + raise ValueError( + f"No layer count found in config.json: {self.model_dump_json()}" + ) + async def get_config_data(model_id: str) -> ConfigData: """Downloads and parses config.json for a model.""" - target_dir = (await ensure_models_dir())/str(model_id).replace("/", "--") + target_dir = (await ensure_models_dir()) / str(model_id).replace("/", "--") await aios.makedirs(target_dir, exist_ok=True) - config_path = await download_file_with_retry(model_id, "main", "config.json", target_dir, lambda curr_bytes, total_bytes: print(f"Downloading config.json for {model_id}: {curr_bytes}/{total_bytes}")) - async with aiofiles.open(config_path, 'r') as f: + config_path = await download_file_with_retry( + model_id, + "main", + "config.json", + target_dir, + lambda curr_bytes, total_bytes: print( + f"Downloading config.json for {model_id}: {curr_bytes}/{total_bytes}" + ), + ) + async with aiofiles.open(config_path, "r") as f: return ConfigData.model_validate_json(await f.read()) + async def get_safetensors_size(model_id: str) -> int: """Gets model size from safetensors index or falls back to HF API.""" - target_dir = (await ensure_models_dir())/str(model_id).replace("/", "--") + target_dir = (await ensure_models_dir()) / str(model_id).replace("/", "--") await aios.makedirs(target_dir, exist_ok=True) - index_path = await download_file_with_retry(model_id, "main", "model.safetensors.index.json", target_dir, lambda curr_bytes, total_bytes: print(f"Downloading model.safetensors.index.json for {model_id}: {curr_bytes}/{total_bytes}")) - async with aiofiles.open(index_path, 'r') as f: + index_path = await download_file_with_retry( + model_id, + "main", + "model.safetensors.index.json", + target_dir, + lambda curr_bytes, total_bytes: print( + f"Downloading model.safetensors.index.json for {model_id}: {curr_bytes}/{total_bytes}" + ), + ) + async with aiofiles.open(index_path, "r") as f: index_data = ModelSafetensorsIndex.model_validate_json(await f.read()) metadata = index_data.metadata @@ -67,7 +89,10 @@ async def get_safetensors_size(model_id: str) -> int: raise ValueError(f"No safetensors info found for {model_id}") return info.safetensors.total + _model_meta_cache: Dict[str, ModelMetadata] = {} + + async def get_model_meta(model_id: str) -> ModelMetadata: if model_id in _model_meta_cache: return _model_meta_cache[model_id] @@ -75,6 +100,7 @@ async def get_model_meta(model_id: str) -> ModelMetadata: _model_meta_cache[model_id] = model_meta return model_meta + async def _get_model_meta(model_id: str) -> ModelMetadata: """Fetches storage size and number of layers for a Hugging Face model, returns Pydantic ModelMeta.""" config_data = await get_config_data(model_id) diff --git a/src/exo/shared/tests/__init__.py b/src/exo/shared/tests/__init__.py index e5374d95..09c36e8f 100644 --- a/src/exo/shared/tests/__init__.py +++ b/src/exo/shared/tests/__init__.py @@ -1 +1 @@ -# Test package for shared utilities \ No newline at end of file +# Test package for shared utilities diff --git a/src/exo/shared/tests/test_node_id_persistence.py b/src/exo/shared/tests/test_node_id_persistence.py index 1f41cf99..552311e7 100644 --- a/src/exo/shared/tests/test_node_id_persistence.py +++ b/src/exo/shared/tests/test_node_id_persistence.py @@ -19,7 +19,9 @@ from exo.shared.utils import get_node_id_keypair NUM_CONCURRENT_PROCS = 10 -def _get_keypair_concurrent_subprocess_task(pid: int, sem: SemaphoreT, ev: EventT, queue: QueueT[bytes]) -> None: +def _get_keypair_concurrent_subprocess_task( + pid: int, sem: SemaphoreT, ev: EventT, queue: QueueT[bytes] +) -> None: try: # synchronise with parent process logging.info(msg=f"SUBPROCESS {pid}: Started") @@ -45,8 +47,9 @@ def _get_keypair_concurrent(num_procs: int) -> bytes: logging.info(msg=f"PARENT: Starting {num_procs} subprocesses") ps: list[BaseProcess] = [] for i in range(num_procs): - p = multiprocessing.get_context("fork").Process(target=_get_keypair_concurrent_subprocess_task, - args=(i + 1, sem, ev, queue)) + p = multiprocessing.get_context("fork").Process( + target=_get_keypair_concurrent_subprocess_task, args=(i + 1, sem, ev, queue) + ) ps.append(p) p.start() for _ in range(num_procs): diff --git a/src/exo/shared/tests/test_sqlite_connector.py b/src/exo/shared/tests/test_sqlite_connector.py index 30979e5c..8917e9ce 100644 --- a/src/exo/shared/tests/test_sqlite_connector.py +++ b/src/exo/shared/tests/test_sqlite_connector.py @@ -45,57 +45,83 @@ class TestAsyncSQLiteEventStorage: async def test_initialization_creates_tables(self, temp_db_path: Path) -> None: """Test that database initialization creates the events table.""" default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + storage = AsyncSQLiteEventStorage( + db_path=temp_db_path, + batch_size=default_config.batch_size, + batch_timeout_ms=default_config.batch_timeout_ms, + debounce_ms=default_config.debounce_ms, + max_age_ms=default_config.max_age_ms, + ) await storage.start() - + # Verify table exists by querying directly assert storage._engine is not None async with AsyncSession(storage._engine) as session: - result = await session.execute(text("SELECT name FROM sqlite_master WHERE type='table' AND name='events'")) + result = await session.execute( + text( + "SELECT name FROM sqlite_master WHERE type='table' AND name='events'" + ) + ) tables = result.fetchall() assert len(tables) == 1 assert tables[0][0] == "events" - + await storage.close() @pytest.mark.asyncio async def test_start_twice_raises_error(self, temp_db_path: Path) -> None: """Test that starting storage twice raises an error.""" default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + storage = AsyncSQLiteEventStorage( + db_path=temp_db_path, + batch_size=default_config.batch_size, + batch_timeout_ms=default_config.batch_timeout_ms, + debounce_ms=default_config.debounce_ms, + max_age_ms=default_config.max_age_ms, + ) await storage.start() - + with pytest.raises(RuntimeError, match="Storage already started"): await storage.start() - + await storage.close() @pytest.mark.asyncio - async def test_direct_database_operations(self, temp_db_path: Path, sample_node_id: NodeId) -> None: + async def test_direct_database_operations( + self, temp_db_path: Path, sample_node_id: NodeId + ) -> None: """Test direct database operations without event parsing.""" default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + storage = AsyncSQLiteEventStorage( + db_path=temp_db_path, + batch_size=default_config.batch_size, + batch_timeout_ms=default_config.batch_timeout_ms, + debounce_ms=default_config.debounce_ms, + max_age_ms=default_config.max_age_ms, + ) await storage.start() - + # Insert test data directly test_data = { "event_type": "test_event", "test_field": "test_value", - "number": 42 + "number": 42, } - + async with AsyncSession(storage._engine) as session: await session.execute( - text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), + text( + "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" + ), { "origin": sample_node_id, "event_type": "test_event", "event_id": str(uuid4()), - "event_data": json.dumps(test_data) - } + "event_data": json.dumps(test_data), + }, ) await session.commit() - + # Query data back assert storage._engine is not None async with AsyncSession(storage._engine) as session: @@ -103,44 +129,54 @@ class TestAsyncSQLiteEventStorage: text("SELECT rowid, origin, event_data FROM events ORDER BY rowid") ) rows = result.fetchall() - + assert len(rows) == 1 assert rows[0][0] == 1 # rowid assert rows[0][1] == sample_node_id # origin raw_json = cast(str, rows[0][2]) retrieved_data = _load_json_data(raw_json) assert retrieved_data == test_data - + await storage.close() @pytest.mark.asyncio - async def test_rowid_auto_increment(self, temp_db_path: Path, sample_node_id: NodeId) -> None: + async def test_rowid_auto_increment( + self, temp_db_path: Path, sample_node_id: NodeId + ) -> None: """Test that rowid auto-increments correctly.""" default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + storage = AsyncSQLiteEventStorage( + db_path=temp_db_path, + batch_size=default_config.batch_size, + batch_timeout_ms=default_config.batch_timeout_ms, + debounce_ms=default_config.debounce_ms, + max_age_ms=default_config.max_age_ms, + ) await storage.start() - + # Insert multiple records test_records = [ {"event_type": "test_event_1", "data": "first"}, {"event_type": "test_event_2", "data": "second"}, - {"event_type": "test_event_3", "data": "third"} + {"event_type": "test_event_3", "data": "third"}, ] - + assert storage._engine is not None async with AsyncSession(storage._engine) as session: for record in test_records: await session.execute( - text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), + text( + "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" + ), { "origin": sample_node_id, "event_type": record["event_type"], "event_id": str(uuid4()), - "event_data": json.dumps(record) - } + "event_data": json.dumps(record), + }, ) await session.commit() - + # Query back and verify rowid sequence assert storage._engine is not None async with AsyncSession(storage._engine) as session: @@ -148,81 +184,116 @@ class TestAsyncSQLiteEventStorage: text("SELECT rowid, event_data FROM events ORDER BY rowid") ) rows = result.fetchall() - + assert len(rows) == 3 for i, row in enumerate(rows): assert row[0] == i + 1 # rowid starts at 1 raw_json = cast(str, row[1]) retrieved_data = _load_json_data(raw_json) assert retrieved_data == test_records[i] - + await storage.close() - - @pytest.mark.asyncio - async def test_get_last_idx(self, temp_db_path: Path, sample_node_id: NodeId) -> None: + async def test_get_last_idx( + self, temp_db_path: Path, sample_node_id: NodeId + ) -> None: """Test that rowid returns correctly from db.""" default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + storage = AsyncSQLiteEventStorage( + db_path=temp_db_path, + batch_size=default_config.batch_size, + batch_timeout_ms=default_config.batch_timeout_ms, + debounce_ms=default_config.debounce_ms, + max_age_ms=default_config.max_age_ms, + ) await storage.start() - + # Insert multiple records test_records = [ {"event_type": "test_event_1", "data": "first"}, {"event_type": "test_event_2", "data": "second"}, - {"event_type": "test_event_3", "data": "third"} + {"event_type": "test_event_3", "data": "third"}, ] - + assert storage._engine is not None async with AsyncSession(storage._engine) as session: for record in test_records: await session.execute( - text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), + text( + "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" + ), { "origin": sample_node_id, "event_type": record["event_type"], "event_id": str(uuid4()), - "event_data": json.dumps(record) - } + "event_data": json.dumps(record), + }, ) await session.commit() - + last_idx = await storage.get_last_idx() assert last_idx == 3 - + await storage.close() @pytest.mark.asyncio async def test_rowid_with_multiple_origins(self, temp_db_path: Path) -> None: """Test rowid sequence across multiple origins.""" default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + storage = AsyncSQLiteEventStorage( + db_path=temp_db_path, + batch_size=default_config.batch_size, + batch_timeout_ms=default_config.batch_timeout_ms, + debounce_ms=default_config.debounce_ms, + max_age_ms=default_config.max_age_ms, + ) await storage.start() - + origin1 = NodeId() origin2 = NodeId() - + # Insert interleaved records from different origins assert storage._engine is not None async with AsyncSession(storage._engine) as session: # Origin 1 - record 1 await session.execute( - text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), - {"origin": origin1, "event_type": "event_1", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin1", "seq": 1})} + text( + "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" + ), + { + "origin": origin1, + "event_type": "event_1", + "event_id": str(uuid4()), + "event_data": json.dumps({"from": "origin1", "seq": 1}), + }, ) # Origin 2 - record 2 await session.execute( - text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), - {"origin": origin2, "event_type": "event_2", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin2", "seq": 2})} + text( + "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" + ), + { + "origin": origin2, + "event_type": "event_2", + "event_id": str(uuid4()), + "event_data": json.dumps({"from": "origin2", "seq": 2}), + }, ) # Origin 1 - record 3 await session.execute( - text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), - {"origin": origin1, "event_type": "event_3", "event_id": str(uuid4()), "event_data": json.dumps({"from": "origin1", "seq": 3})} + text( + "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" + ), + { + "origin": origin1, + "event_type": "event_3", + "event_id": str(uuid4()), + "event_data": json.dumps({"from": "origin1", "seq": 3}), + }, ) await session.commit() - + # Verify sequential rowid regardless of origin assert storage._engine is not None async with AsyncSession(storage._engine) as session: @@ -230,12 +301,12 @@ class TestAsyncSQLiteEventStorage: text("SELECT rowid, origin, event_data FROM events ORDER BY rowid") ) rows = result.fetchall() - + assert len(rows) == 3 assert rows[0][0] == 1 # First rowid assert rows[1][0] == 2 # Second rowid assert rows[2][0] == 3 # Third rowid - + # Verify data integrity raw_json1 = cast(str, rows[0][2]) raw_json2 = cast(str, rows[1][2]) @@ -243,80 +314,106 @@ class TestAsyncSQLiteEventStorage: data1 = _load_json_data(raw_json1) data2 = _load_json_data(raw_json2) data3 = _load_json_data(raw_json3) - + assert data1["from"] == "origin1" and data1["seq"] == 1 assert data2["from"] == "origin2" and data2["seq"] == 2 assert data3["from"] == "origin1" and data3["seq"] == 3 - + await storage.close() @pytest.mark.asyncio - async def test_query_events_since_index(self, temp_db_path: Path, sample_node_id: NodeId) -> None: + async def test_query_events_since_index( + self, temp_db_path: Path, sample_node_id: NodeId + ) -> None: """Test querying events after a specific rowid.""" default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + storage = AsyncSQLiteEventStorage( + db_path=temp_db_path, + batch_size=default_config.batch_size, + batch_timeout_ms=default_config.batch_timeout_ms, + debounce_ms=default_config.debounce_ms, + max_age_ms=default_config.max_age_ms, + ) await storage.start() - + # Insert 10 test records assert storage._engine is not None async with AsyncSession(storage._engine) as session: for i in range(10): await session.execute( - text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), + text( + "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" + ), { "origin": sample_node_id, "event_type": f"event_{i}", "event_id": str(uuid4()), - "event_data": json.dumps({"index": i}) - } + "event_data": json.dumps({"index": i}), + }, ) await session.commit() - + # Query events after index 5 assert storage._engine is not None async with AsyncSession(storage._engine) as session: result = await session.execute( - text("SELECT rowid, event_data FROM events WHERE rowid > :last_idx ORDER BY rowid"), - {"last_idx": 5} + text( + "SELECT rowid, event_data FROM events WHERE rowid > :last_idx ORDER BY rowid" + ), + {"last_idx": 5}, ) rows = result.fetchall() - + assert len(rows) == 5 # Should get records 6-10 for i, row in enumerate(rows): assert row[0] == i + 6 # rowid 6, 7, 8, 9, 10 raw_json = cast(str, row[1]) data = _load_json_data(raw_json) assert data["index"] == i + 5 # index 5, 6, 7, 8, 9 - + await storage.close() @pytest.mark.asyncio async def test_empty_query(self, temp_db_path: Path) -> None: """Test querying when no events exist.""" default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + storage = AsyncSQLiteEventStorage( + db_path=temp_db_path, + batch_size=default_config.batch_size, + batch_timeout_ms=default_config.batch_timeout_ms, + debounce_ms=default_config.debounce_ms, + max_age_ms=default_config.max_age_ms, + ) await storage.start() - + assert storage._engine is not None async with AsyncSession(storage._engine) as session: result = await session.execute( - text("SELECT rowid, origin, event_data FROM events WHERE rowid > :last_idx ORDER BY rowid"), - {"last_idx": 0} + text( + "SELECT rowid, origin, event_data FROM events WHERE rowid > :last_idx ORDER BY rowid" + ), + {"last_idx": 0}, ) rows = result.fetchall() - + assert len(rows) == 0 - + await storage.close() @pytest.mark.asyncio async def test_operations_after_close_raise_error(self, temp_db_path: Path) -> None: """Test that operations after close work properly.""" default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + storage = AsyncSQLiteEventStorage( + db_path=temp_db_path, + batch_size=default_config.batch_size, + batch_timeout_ms=default_config.batch_timeout_ms, + debounce_ms=default_config.debounce_ms, + max_age_ms=default_config.max_age_ms, + ) await storage.start() await storage.close() - + # These should not raise errors since we're not using the public API assert storage._closed is True assert storage._engine is not None # Engine should still exist but be disposed @@ -325,18 +422,32 @@ class TestAsyncSQLiteEventStorage: async def test_multiple_close_calls_safe(self, temp_db_path: Path) -> None: """Test that multiple close calls are safe.""" default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + storage = AsyncSQLiteEventStorage( + db_path=temp_db_path, + batch_size=default_config.batch_size, + batch_timeout_ms=default_config.batch_timeout_ms, + debounce_ms=default_config.debounce_ms, + max_age_ms=default_config.max_age_ms, + ) await storage.start() await storage.close() await storage.close() # Should not raise an error @pytest.mark.asyncio - async def test_json_data_types(self, temp_db_path: Path, sample_node_id: NodeId) -> None: + async def test_json_data_types( + self, temp_db_path: Path, sample_node_id: NodeId + ) -> None: """Test that various JSON data types are handled correctly.""" default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + storage = AsyncSQLiteEventStorage( + db_path=temp_db_path, + batch_size=default_config.batch_size, + batch_timeout_ms=default_config.batch_timeout_ms, + debounce_ms=default_config.debounce_ms, + max_age_ms=default_config.max_age_ms, + ) await storage.start() - + # Test various JSON data types test_data = { "string": "test string", @@ -346,71 +457,81 @@ class TestAsyncSQLiteEventStorage: "null": None, "array": [1, 2, 3, "four"], "object": {"nested": "value", "deep": {"deeper": "nested"}}, - "unicode": "测试 🚀" + "unicode": "测试 🚀", } - + assert storage._engine is not None async with AsyncSession(storage._engine) as session: await session.execute( - text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), + text( + "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" + ), { "origin": sample_node_id, "event_type": "complex_event", "event_id": str(uuid4()), - "event_data": json.dumps(test_data) - } + "event_data": json.dumps(test_data), + }, ) await session.commit() - + # Query back and verify data integrity assert storage._engine is not None async with AsyncSession(storage._engine) as session: result = await session.execute( text("SELECT event_data FROM events WHERE event_type = :event_type"), - {"event_type": "complex_event"} + {"event_type": "complex_event"}, ) rows = result.fetchall() - + assert len(rows) == 1 raw_json = cast(str, rows[0][0]) retrieved_data = _load_json_data(raw_json) assert retrieved_data == test_data - + await storage.close() @pytest.mark.asyncio async def test_concurrent_inserts(self, temp_db_path: Path) -> None: """Test concurrent inserts maintain rowid ordering.""" default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + storage = AsyncSQLiteEventStorage( + db_path=temp_db_path, + batch_size=default_config.batch_size, + batch_timeout_ms=default_config.batch_timeout_ms, + debounce_ms=default_config.debounce_ms, + max_age_ms=default_config.max_age_ms, + ) await storage.start() - + async def insert_batch(origin_id: str, batch_id: int, count: int) -> None: assert storage._engine is not None async with AsyncSession(storage._engine) as session: for i in range(count): await session.execute( - text("INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)"), + text( + "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" + ), { "origin": origin_id, "event_type": f"batch_{batch_id}_event_{i}", "event_id": str(uuid4()), - "event_data": json.dumps({"batch": batch_id, "item": i}) - } + "event_data": json.dumps({"batch": batch_id, "item": i}), + }, ) await session.commit() - + # Run multiple concurrent insert batches origin1 = str(uuid4()) origin2 = str(uuid4()) origin3 = str(uuid4()) - + await asyncio.gather( insert_batch(origin1, 1, 5), insert_batch(origin2, 2, 5), - insert_batch(origin3, 3, 5) + insert_batch(origin3, 3, 5), ) - + # Verify all records were inserted and rowid is sequential assert storage._engine is not None async with AsyncSession(storage._engine) as session: @@ -418,22 +539,30 @@ class TestAsyncSQLiteEventStorage: text("SELECT rowid, origin, event_data FROM events ORDER BY rowid") ) rows = result.fetchall() - + assert len(rows) == 15 # 3 batches * 5 records each - + # Verify rowid sequence is maintained for i, row in enumerate(rows): assert row[0] == i + 1 # rowid should be sequential - + await storage.close() @pytest.mark.asyncio - async def test_chunk_generated_event_serialization(self, temp_db_path: Path, sample_node_id: NodeId) -> None: + async def test_chunk_generated_event_serialization( + self, temp_db_path: Path, sample_node_id: NodeId + ) -> None: """Test that ChunkGenerated event with nested types can be serialized and deserialized correctly.""" default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage(db_path=temp_db_path, batch_size=default_config.batch_size, batch_timeout_ms=default_config.batch_timeout_ms, debounce_ms=default_config.debounce_ms, max_age_ms=default_config.max_age_ms) + storage = AsyncSQLiteEventStorage( + db_path=temp_db_path, + batch_size=default_config.batch_size, + batch_timeout_ms=default_config.batch_timeout_ms, + debounce_ms=default_config.debounce_ms, + max_age_ms=default_config.max_age_ms, + ) await storage.start() - + # Create a ChunkGenerated event with nested TokenChunk command_id = CommandId() token_chunk = TokenChunk( @@ -443,33 +572,30 @@ class TestAsyncSQLiteEventStorage: chunk_type=ChunkType.token, command_id=command_id, idx=0, - model="test-model" + model="test-model", ) - - chunk_generated_event = ChunkGenerated( - command_id=command_id, - chunk=token_chunk - ) - + + chunk_generated_event = ChunkGenerated(command_id=command_id, chunk=token_chunk) + # Store the event using the storage API await storage.append_events([chunk_generated_event], sample_node_id) - + # Wait for batch to be written await asyncio.sleep(0.5) - + # Retrieve the event events = await storage.get_events_since(0) - + # Verify we got the event back assert len(events) == 1 retrieved_event_wrapper = events[0] assert retrieved_event_wrapper.origin == sample_node_id - + # Verify the event was deserialized correctly retrieved_event = retrieved_event_wrapper.event assert isinstance(retrieved_event, ChunkGenerated) assert retrieved_event.command_id == command_id - + # Verify the nested chunk was deserialized correctly retrieved_chunk = retrieved_event.chunk assert isinstance(retrieved_chunk, TokenChunk) @@ -477,10 +603,10 @@ class TestAsyncSQLiteEventStorage: assert retrieved_chunk.command_id == command_id assert retrieved_chunk.idx == 0 assert retrieved_chunk.model == "test-model" - + # Verify the chunk data assert retrieved_chunk.text == "Hello, world!" assert retrieved_chunk.token_id == 42 assert retrieved_chunk.finish_reason == "stop" - - await storage.close() \ No newline at end of file + + await storage.close() diff --git a/src/exo/shared/topology.py b/src/exo/shared/topology.py index 9322c721..a3825a27 100644 --- a/src/exo/shared/topology.py +++ b/src/exo/shared/topology.py @@ -53,7 +53,7 @@ class Topology(TopologyProto): rx_id = self._graph.add_node(node) self._node_id_to_rx_id_map[node.node_id] = rx_id self._rx_id_to_node_id_map[rx_id] = node.node_id - + def set_master_node_id(self, node_id: NodeId) -> None: self.master_node_id = node_id @@ -64,8 +64,8 @@ class Topology(TopologyProto): return connection in self._edge_id_to_rx_id_map def add_connection( - self, - connection: Connection, + self, + connection: Connection, ) -> None: if connection.local_node_id not in self._node_id_to_rx_id_map: self.add_node(Node(node_id=connection.local_node_id)) @@ -82,7 +82,7 @@ class Topology(TopologyProto): yield from (self._graph[i] for i in self._graph.node_indices()) def list_connections(self) -> Iterable[Connection]: - for (_, _, connection) in self._graph.weighted_edge_list(): + for _, _, connection in self._graph.weighted_edge_list(): yield connection def get_node_profile(self, node_id: NodeId) -> NodePerformanceProfile | None: @@ -91,7 +91,7 @@ class Topology(TopologyProto): return self._graph.get_node_data(rx_idx).node_profile except KeyError: return None - + def get_node_multiaddr(self, node_id: NodeId) -> Multiaddr: for connection in self.list_connections(): if connection.local_node_id == node_id: @@ -99,8 +99,10 @@ class Topology(TopologyProto): if connection.send_back_node_id == node_id: return connection.send_back_multiaddr raise ValueError(f"Node {node_id} is not connected to any other nodes") - - def update_node_profile(self, node_id: NodeId, node_profile: NodePerformanceProfile) -> None: + + def update_node_profile( + self, node_id: NodeId, node_profile: NodePerformanceProfile + ) -> None: rx_idx = self._node_id_to_rx_id_map[node_id] self._graph[rx_idx].node_profile = node_profile @@ -108,7 +110,9 @@ class Topology(TopologyProto): rx_idx = self._edge_id_to_rx_id_map[connection] self._graph.update_edge_by_index(rx_idx, connection) - def get_connection_profile(self, connection: Connection) -> ConnectionProfile | None: + def get_connection_profile( + self, connection: Connection + ) -> ConnectionProfile | None: try: rx_idx = self._edge_id_to_rx_id_map[connection] return self._graph.get_edge_data_by_index(rx_idx).connection_profile @@ -128,14 +132,18 @@ class Topology(TopologyProto): # Determine the reference node from which reachability is calculated. # Prefer a master node if the topology knows one; otherwise fall back to # the local end of the connection being removed. - reference_node_id: NodeId = self.master_node_id if self.master_node_id is not None else connection.local_node_id + reference_node_id: NodeId = ( + self.master_node_id + if self.master_node_id is not None + else connection.local_node_id + ) orphan_node_ids = self._get_orphan_node_ids(reference_node_id, connection) for orphan_node_id in orphan_node_ids: orphan_node_rx_id = self._node_id_to_rx_id_map[orphan_node_id] self._graph.remove_node(orphan_node_rx_id) del self._node_id_to_rx_id_map[orphan_node_id] del self._rx_id_to_node_id_map[orphan_node_rx_id] - + self._graph.remove_edge_from_index(rx_idx) del self._edge_id_to_rx_id_map[connection] if rx_idx in self._rx_id_to_node_id_map: @@ -149,7 +157,7 @@ class Topology(TopologyProto): cycles.append(cycle) return cycles - + def get_subgraph_from_nodes(self, nodes: list[Node]) -> "Topology": node_idxs = [node.node_id for node in nodes] rx_idxs = [self._node_id_to_rx_id_map[idx] for idx in node_idxs] @@ -157,7 +165,10 @@ class Topology(TopologyProto): for rx_idx in rx_idxs: topology.add_node(self._graph[rx_idx]) for connection in self.list_connections(): - if connection.local_node_id in node_idxs and connection.send_back_node_id in node_idxs: + if ( + connection.local_node_id in node_idxs + and connection.send_back_node_id in node_idxs + ): topology.add_connection(connection) return topology @@ -176,16 +187,18 @@ class Topology(TopologyProto): if not has_tb: return False return True - + def _is_bridge(self, connection: Connection) -> bool: """Check if removing this connection will orphan any nodes from the master.""" if self.master_node_id is None: return False - + orphan_node_ids = self._get_orphan_node_ids(self.master_node_id, connection) return len(orphan_node_ids) > 0 - def _get_orphan_node_ids(self, master_node_id: NodeId, connection: Connection) -> list[NodeId]: + def _get_orphan_node_ids( + self, master_node_id: NodeId, connection: Connection + ) -> list[NodeId]: """Return node_ids that become unreachable from `master_node_id` once `connection` is removed. A node is considered *orphaned* if there exists **no directed path** from @@ -215,4 +228,8 @@ class Topology(TopologyProto): # Every existing node index not reachable is orphaned. orphan_rx_ids = set(graph_copy.node_indices()) - reachable_rx_ids - return [self._rx_id_to_node_id_map[rx_id] for rx_id in orphan_rx_ids if rx_id in self._rx_id_to_node_id_map] + return [ + self._rx_id_to_node_id_map[rx_id] + for rx_id in orphan_rx_ids + if rx_id in self._rx_id_to_node_id_map + ] diff --git a/src/exo/shared/types/api.py b/src/exo/shared/types/api.py index fc05d160..22870e63 100644 --- a/src/exo/shared/types/api.py +++ b/src/exo/shared/types/api.py @@ -21,10 +21,12 @@ class ModelListModel(BaseModel): context_length: int = Field(default=0) tags: List[str] = Field(default=[]) + class ModelList(BaseModel): object: str = "list" data: List[ModelListModel] + class ChatCompletionMessage(BaseModel): role: Literal["system", "user", "assistant", "developer", "tool", "function"] content: str | None = None @@ -86,7 +88,6 @@ class Usage(BaseModel): completion_tokens_details: CompletionTokensDetails | None = None - class ChatCompletionResponse(BaseModel): id: str object: Literal["chat.completion"] = "chat.completion" @@ -118,19 +119,23 @@ class ChatCompletionTaskParams(BaseModel): parallel_tool_calls: bool | None = None user: str | None = None + class CreateInstanceTaskParams(BaseModel): # TODO: in future the user could specify a specific Instance, not just a model_id model_id: str + class DeleteInstanceTaskParams(BaseModel): instance_id: str + class CreateInstanceResponse(BaseModel): message: str command_id: CommandId model_meta: ModelMetadata instance_id: InstanceId + class DeleteInstanceResponse(BaseModel): message: str command_id: CommandId diff --git a/src/exo/shared/types/common.py b/src/exo/shared/types/common.py index c949712b..bc7cd127 100644 --- a/src/exo/shared/types/common.py +++ b/src/exo/shared/types/common.py @@ -12,9 +12,7 @@ class ID(str): @classmethod def __get_pydantic_core_schema__( - cls, - _source: type[Any], - handler: GetCoreSchemaHandler + cls, _source: type[Any], handler: GetCoreSchemaHandler ) -> core_schema.CoreSchema: # Re‑use the already‑defined schema for `str` return handler.generate_schema(str) @@ -41,4 +39,3 @@ class Host(BaseModel): if not (0 <= v <= 65535): raise ValueError("Port must be between 0 and 65535") return v - diff --git a/src/exo/shared/types/events/_events.py b/src/exo/shared/types/events/_events.py index b61be0e5..c59a2df1 100644 --- a/src/exo/shared/types/events/_events.py +++ b/src/exo/shared/types/events/_events.py @@ -40,6 +40,7 @@ class EventId(ID): # Event base-class boilerplate (you should basically never touch these) # Only very specialised registry or serialisation/deserialization logic might need know about these + class _EventType(str, Enum): """ Here are all the unique kinds of events that can be sent over the network. @@ -102,8 +103,10 @@ class _BaseEvent[T: _EventType](BaseModel): """ return True + _E = TypeVar("_E", bound=_BaseEvent[Any]) + def no_op_event(cls: type[_E]) -> type[_E]: """Decorator to mark an event class as a *no-op*. @@ -115,11 +118,14 @@ def no_op_event(cls: type[_E]) -> type[_E]: cls.__no_apply__ = True # Used by the apply layer to identify no-op events return cls + + @no_op_event class Heartbeat(_BaseEvent[_EventType.Heartbeat]): event_type: Literal[_EventType.Heartbeat] = _EventType.Heartbeat node_id: NodeId + class TaskCreated(_BaseEvent[_EventType.TaskCreated]): event_type: Literal[_EventType.TaskCreated] = _EventType.TaskCreated task_id: TaskId @@ -165,12 +171,16 @@ class InstanceDeleted(_BaseEvent[_EventType.InstanceDeleted]): class InstanceReplacedAtomically(_BaseEvent[_EventType.InstanceReplacedAtomically]): - event_type: Literal[_EventType.InstanceReplacedAtomically] = _EventType.InstanceReplacedAtomically + event_type: Literal[_EventType.InstanceReplacedAtomically] = ( + _EventType.InstanceReplacedAtomically + ) instance_to_replace: InstanceId new_instance_id: InstanceId + # TODO: RunnerCreated + class RunnerStatusUpdated(_BaseEvent[_EventType.RunnerStatusUpdated]): event_type: Literal[_EventType.RunnerStatusUpdated] = _EventType.RunnerStatusUpdated runner_id: RunnerId @@ -183,7 +193,9 @@ class RunnerDeleted(_BaseEvent[_EventType.RunnerDeleted]): class NodePerformanceMeasured(_BaseEvent[_EventType.NodePerformanceMeasured]): - event_type: Literal[_EventType.NodePerformanceMeasured] = _EventType.NodePerformanceMeasured + event_type: Literal[_EventType.NodePerformanceMeasured] = ( + _EventType.NodePerformanceMeasured + ) node_id: NodeId node_profile: NodePerformanceProfile @@ -200,22 +212,28 @@ class ChunkGenerated(_BaseEvent[_EventType.ChunkGenerated]): command_id: CommandId chunk: GenerationChunk + class TopologyNodeCreated(_BaseEvent[_EventType.TopologyNodeCreated]): event_type: Literal[_EventType.TopologyNodeCreated] = _EventType.TopologyNodeCreated node_id: NodeId role: Literal["MASTER", "REPLICA"] + class TopologyEdgeCreated(_BaseEvent[_EventType.TopologyEdgeCreated]): event_type: Literal[_EventType.TopologyEdgeCreated] = _EventType.TopologyEdgeCreated edge: Connection -class TopologyEdgeReplacedAtomically(_BaseEvent[_EventType.TopologyEdgeReplacedAtomically]): +class TopologyEdgeReplacedAtomically( + _BaseEvent[_EventType.TopologyEdgeReplacedAtomically] +): """ TODO: delete this???? """ - event_type: Literal[_EventType.TopologyEdgeReplacedAtomically] = _EventType.TopologyEdgeReplacedAtomically + event_type: Literal[_EventType.TopologyEdgeReplacedAtomically] = ( + _EventType.TopologyEdgeReplacedAtomically + ) edge: Connection edge_profile: ConnectionProfile @@ -262,30 +280,34 @@ def _check_event_type_consistency(): for cls in union_classes: # pyright: ignore[reportAny] assert issubclass(cls, object), ( f"{get_error_reporting_message()}", - f"The class {cls} is NOT a subclass of {object}." + f"The class {cls} is NOT a subclass of {object}.", ) # ensure the first base parameter is ALWAYS _BaseEvent base_cls = list(types.get_original_bases(cls)) - assert len(base_cls) >= 1 and issubclass(base_cls[0], object) \ - and issubclass(base_cls[0], _BaseEvent), ( + assert ( + len(base_cls) >= 1 + and issubclass(base_cls[0], object) + and issubclass(base_cls[0], _BaseEvent) + ), ( f"{get_error_reporting_message()}", - f"The class {cls} does NOT inherit from {_BaseEvent} {get_origin(base_cls[0])}." + f"The class {cls} does NOT inherit from {_BaseEvent} {get_origin(base_cls[0])}.", ) # grab type hints and extract the right values from it cls_hints = get_type_hints(cls) - assert "event_type" in cls_hints and \ - get_origin(cls_hints["event_type"]) is Literal, ( # pyright: ignore[reportAny] + assert ( + "event_type" in cls_hints and get_origin(cls_hints["event_type"]) is Literal + ), ( # pyright: ignore[reportAny] f"{get_error_reporting_message()}", - f"The class {cls} is missing a {Literal}-annotated `event_type` field." + f"The class {cls} is missing a {Literal}-annotated `event_type` field.", ) # make sure the value is an instance of `_EventType` enum_value = list(get_args(cls_hints["event_type"])) assert len(enum_value) == 1 and isinstance(enum_value[0], _EventType), ( f"{get_error_reporting_message()}", - f"The `event_type` of {cls} has a non-{_EventType} literal-type." + f"The `event_type` of {cls} has a non-{_EventType} literal-type.", ) union_enum_values.append(enum_value[0]) @@ -293,12 +315,12 @@ def _check_event_type_consistency(): for m in member_enum_values: assert m in union_enum_values, ( f"{get_error_reporting_message()}", - f"There is no event-type registered for {m} in {_Event}." + f"There is no event-type registered for {m} in {_Event}.", ) union_enum_values.remove(m) assert len(union_enum_values) == 0, ( f"{get_error_reporting_message()}", - f"The following events have multiple event types defined in {_Event}: {union_enum_values}." + f"The following events have multiple event types defined in {_Event}: {union_enum_values}.", ) diff --git a/src/exo/shared/types/events/chunks.py b/src/exo/shared/types/events/chunks.py index ebf68ace..7a69ae5c 100644 --- a/src/exo/shared/types/events/chunks.py +++ b/src/exo/shared/types/events/chunks.py @@ -31,6 +31,7 @@ class ImageChunk(BaseChunk[ChunkType.image]): chunk_type: Literal[ChunkType.image] = Field(default=ChunkType.image, frozen=True) data: bytes + GenerationChunk = Annotated[TokenChunk | ImageChunk, Field(discriminator="chunk_type")] GenerationChunkTypeAdapter: TypeAdapter[GenerationChunk] = TypeAdapter(GenerationChunk) @@ -41,8 +42,8 @@ GenerationChunkTypeAdapter: TypeAdapter[GenerationChunk] = TypeAdapter(Generatio # my_chunk: dict[str, Any] = TokenChunk( # task_id=TaskId('nicerid'), # idx=0, - # text='hello', - # token_id=12, +# text='hello', +# token_id=12, # chunk_type=ChunkType.token, # model='llama-3.1', # ).model_dump() diff --git a/src/exo/shared/types/events/commands.py b/src/exo/shared/types/events/commands.py index 8f60f18b..7469e1fa 100644 --- a/src/exo/shared/types/events/commands.py +++ b/src/exo/shared/types/events/commands.py @@ -45,8 +45,11 @@ class TaskFinishedCommand(_BaseCommand[CommandType.TASK_FINISHED]): Command = Annotated[ - ChatCompletionCommand | CreateInstanceCommand | DeleteInstanceCommand | TaskFinishedCommand, - Field(discriminator="command_type") + ChatCompletionCommand + | CreateInstanceCommand + | DeleteInstanceCommand + | TaskFinishedCommand, + Field(discriminator="command_type"), ] CommandParser: TypeAdapter[Command] = TypeAdapter(Command) diff --git a/src/exo/shared/types/events/components.py b/src/exo/shared/types/events/components.py index b9ef7620..d0764b85 100644 --- a/src/exo/shared/types/events/components.py +++ b/src/exo/shared/types/events/components.py @@ -1,4 +1,4 @@ -# components.py defines the small event functions, adapters etc. +# components.py defines the small event functions, adapters etc. # this name could probably be improved. from typing import ( @@ -32,6 +32,5 @@ class EventFromEventLog[T: Event](BaseModel): raise ValueError("Invalid Event: Origin ID Does Not Match") - type Apply = Callable[[State, Event], State] type ApplyFromEventLog = Callable[[State, EventFromEventLog[Event]], State] diff --git a/src/exo/shared/types/graphs/pydantic.py b/src/exo/shared/types/graphs/pydantic.py index 2ff9e557..ce2afabb 100644 --- a/src/exo/shared/types/graphs/pydantic.py +++ b/src/exo/shared/types/graphs/pydantic.py @@ -5,4 +5,4 @@ from pydantic import BaseModel class PydanticGraph(BaseModel): vertices: List[Any] - edges: List[Any] \ No newline at end of file + edges: List[Any] diff --git a/src/exo/shared/types/multiaddr.py b/src/exo/shared/types/multiaddr.py index 7cbdadec..23cf55ae 100644 --- a/src/exo/shared/types/multiaddr.py +++ b/src/exo/shared/types/multiaddr.py @@ -7,13 +7,13 @@ from pydantic import BaseModel, computed_field, field_serializer, field_validato class Multiaddr(BaseModel): address: str - + PATTERNS: ClassVar[list[str]] = [ - r'^/ip4/(\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3})(/tcp/(\d{1,5}))?(/p2p/[A-Za-z0-9]+)?$', - r'^/ip6/([0-9a-fA-F:]+)(/tcp/(\d{1,5}))?(/p2p/[A-Za-z0-9]+)?$', - r'^/dns[46]?/([a-zA-Z0-9.-]+)(/tcp/(\d{1,5}))?(/p2p/[A-Za-z0-9]+)?$', + r"^/ip4/(\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3})(/tcp/(\d{1,5}))?(/p2p/[A-Za-z0-9]+)?$", + r"^/ip6/([0-9a-fA-F:]+)(/tcp/(\d{1,5}))?(/p2p/[A-Za-z0-9]+)?$", + r"^/dns[46]?/([a-zA-Z0-9.-]+)(/tcp/(\d{1,5}))?(/p2p/[A-Za-z0-9]+)?$", ] - + @field_validator("address") @classmethod def validate_format(cls, v: str) -> str: @@ -23,34 +23,38 @@ class Multiaddr(BaseModel): "Expected format like /ip4/127.0.0.1/tcp/4001 or /dns/example.com/tcp/443" ) return v - + @computed_field @property def address_type(self) -> str: for pattern in self.PATTERNS: if re.match(pattern, self.address): - return pattern.split('/')[1] + return pattern.split("/")[1] raise ValueError(f"Invalid multiaddr format: {self.address}") - + @property def ipv6_address(self) -> IPv6Address: - match = re.match(r'^/ip6/([0-9a-fA-F:]+)', self.address) + match = re.match(r"^/ip6/([0-9a-fA-F:]+)", self.address) if not match: - raise ValueError(f"Invalid multiaddr format: {self.address}. Expected format like /ip6/::1/tcp/4001") + raise ValueError( + f"Invalid multiaddr format: {self.address}. Expected format like /ip6/::1/tcp/4001" + ) return IPv6Address(match.group(1)) - + @property def ipv4_address(self) -> IPv4Address: - match = re.match(r'^/ip4/(\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3})', self.address) + match = re.match(r"^/ip4/(\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3})", self.address) if not match: - raise ValueError(f"Invalid multiaddr format: {self.address}. Expected format like /ip4/127.0.0.1/tcp/4001") + raise ValueError( + f"Invalid multiaddr format: {self.address}. Expected format like /ip4/127.0.0.1/tcp/4001" + ) return IPv4Address(match.group(1)) @computed_field @property def ip_address(self) -> IPv4Address | IPv6Address: - return self.ipv4_address if self.address_type == 'ip4' else self.ipv6_address - + return self.ipv4_address if self.address_type == "ip4" else self.ipv6_address + @field_serializer("ip_address") def serialize_ipv4_address(self, value: IPv4Address | IPv6Address) -> str: return str(value) @@ -58,11 +62,12 @@ class Multiaddr(BaseModel): @computed_field @property def port(self) -> int: - match = re.search(r'/tcp/(\d{1,5})', self.address) + match = re.search(r"/tcp/(\d{1,5})", self.address) if not match: - raise ValueError(f"Invalid multiaddr format: {self.address}. Expected format like /ip4/127.0.0.1/tcp/4001") + raise ValueError( + f"Invalid multiaddr format: {self.address}. Expected format like /ip4/127.0.0.1/tcp/4001" + ) return int(match.group(1)) - def __str__(self) -> str: return self.address diff --git a/src/exo/shared/types/request.py b/src/exo/shared/types/request.py index 0e8d6b4c..d471be8b 100644 --- a/src/exo/shared/types/request.py +++ b/src/exo/shared/types/request.py @@ -12,12 +12,15 @@ class ChatCompletionCommand(BaseModel): command_id: CommandId command_params: ChatCompletionTaskParams + class CreateInstanceCommand(BaseModel): command_id: CommandId command_params: CreateInstanceTaskParams + class DeleteInstanceCommand(BaseModel): command_id: CommandId command_params: DeleteInstanceTaskParams + type Command = ChatCompletionCommand | CreateInstanceCommand | DeleteInstanceCommand diff --git a/src/exo/shared/types/state.py b/src/exo/shared/types/state.py index bf9eca8f..368400df 100644 --- a/src/exo/shared/types/state.py +++ b/src/exo/shared/types/state.py @@ -17,6 +17,7 @@ def _encode_topology(topo: "Topology") -> dict[str, Any]: # noqa: D401 return topo.to_snapshot().model_dump() + class State(BaseModel): """Global system state. diff --git a/src/exo/shared/types/tasks.py b/src/exo/shared/types/tasks.py index ea609f28..58f4b67f 100644 --- a/src/exo/shared/types/tasks.py +++ b/src/exo/shared/types/tasks.py @@ -34,4 +34,5 @@ class ChatCompletionTask(BaseModel): error_type: Optional[str] = Field(default=None) error_message: Optional[str] = Field(default=None) + Task = Annotated[ChatCompletionTask, Field(discriminator="task_type")] diff --git a/src/exo/shared/types/topology.py b/src/exo/shared/types/topology.py index fc87b484..98f1d29c 100644 --- a/src/exo/shared/types/topology.py +++ b/src/exo/shared/types/topology.py @@ -31,14 +31,17 @@ class Connection(BaseModel): if not isinstance(other, Connection): raise ValueError("Cannot compare Connection with non-Connection") return ( - self.local_node_id == other.local_node_id - and self.send_back_node_id == other.send_back_node_id - and self.local_multiaddr.ip_address == other.local_multiaddr.ip_address - and self.send_back_multiaddr.ip_address == other.send_back_multiaddr.ip_address + self.local_node_id == other.local_node_id + and self.send_back_node_id == other.send_back_node_id + and self.local_multiaddr.ip_address == other.local_multiaddr.ip_address + and self.send_back_multiaddr.ip_address + == other.send_back_multiaddr.ip_address ) - + def is_thunderbolt(self) -> bool: - return str(self.local_multiaddr.ip_address).startswith('169.254') and str(self.send_back_multiaddr.ip_address).startswith('169.254') + return str(self.local_multiaddr.ip_address).startswith("169.254") and str( + self.send_back_multiaddr.ip_address + ).startswith("169.254") class Node(BaseModel): @@ -50,15 +53,17 @@ class TopologyProto(Protocol): def add_node(self, node: Node) -> None: ... def add_connection( - self, - connection: Connection, + self, + connection: Connection, ) -> None: ... def list_nodes(self) -> Iterable[Node]: ... def list_connections(self) -> Iterable[Connection]: ... - def update_node_profile(self, node_id: NodeId, node_profile: NodePerformanceProfile) -> None: ... + def update_node_profile( + self, node_id: NodeId, node_profile: NodePerformanceProfile + ) -> None: ... def update_connection_profile(self, connection: Connection) -> None: ... @@ -68,6 +73,8 @@ class TopologyProto(Protocol): def get_node_profile(self, node_id: NodeId) -> NodePerformanceProfile | None: ... - def get_connection_profile(self, connection: Connection) -> ConnectionProfile | None: ... + def get_connection_profile( + self, connection: Connection + ) -> ConnectionProfile | None: ... def get_cycles(self) -> list[list[Node]]: ... diff --git a/src/exo/shared/types/worker/commands_runner.py b/src/exo/shared/types/worker/commands_runner.py index 19f96f68..be3b27c5 100644 --- a/src/exo/shared/types/worker/commands_runner.py +++ b/src/exo/shared/types/worker/commands_runner.py @@ -103,8 +103,13 @@ class ErrorResponse(BaseRunnerResponse[RunnerResponseType.ErrorResponse]): error_message: str traceback: str + RunnerResponse = Annotated[ - InitializedResponse | GenerationResponse | PrintResponse | FinishedResponse | ErrorResponse, + InitializedResponse + | GenerationResponse + | PrintResponse + | FinishedResponse + | ErrorResponse, Field(discriminator="type"), ] RunnerResponseTypeAdapter: TypeAdapter[RunnerResponse] = TypeAdapter(RunnerResponse) diff --git a/src/exo/shared/types/worker/common.py b/src/exo/shared/types/worker/common.py index 2f72de6f..37502167 100644 --- a/src/exo/shared/types/worker/common.py +++ b/src/exo/shared/types/worker/common.py @@ -15,11 +15,12 @@ class NodeStatus(str, Enum): Idle = "Idle" Running = "Running" + class RunnerError(Exception): - """Exception raised when the runner process encounters an error.""" - - def __init__(self, error_type: str, error_message: str, traceback: str): - self.error_type = error_type - self.error_message = error_message - self.traceback = traceback - super().__init__(f"{error_type}: {error_message}. Traceback: {traceback}") \ No newline at end of file + """Exception raised when the runner process encounters an error.""" + + def __init__(self, error_type: str, error_message: str, traceback: str): + self.error_type = error_type + self.error_message = error_message + self.traceback = traceback + super().__init__(f"{error_type}: {error_message}. Traceback: {traceback}") diff --git a/src/exo/shared/types/worker/downloads.py b/src/exo/shared/types/worker/downloads.py index 8415dc55..54672205 100644 --- a/src/exo/shared/types/worker/downloads.py +++ b/src/exo/shared/types/worker/downloads.py @@ -33,15 +33,21 @@ class BaseDownloadProgress[DownloadStatusT: DownloadStatus](BaseModel): class DownloadPending(BaseDownloadProgress[DownloadStatus.Pending]): - download_status: Literal[DownloadStatus.Pending] = Field(default=DownloadStatus.Pending) + download_status: Literal[DownloadStatus.Pending] = Field( + default=DownloadStatus.Pending + ) class DownloadCompleted(BaseDownloadProgress[DownloadStatus.Completed]): - download_status: Literal[DownloadStatus.Completed] = Field(default=DownloadStatus.Completed) + download_status: Literal[DownloadStatus.Completed] = Field( + default=DownloadStatus.Completed + ) class DownloadFailed(BaseDownloadProgress[DownloadStatus.Failed]): - download_status: Literal[DownloadStatus.Failed] = Field(default=DownloadStatus.Failed) + download_status: Literal[DownloadStatus.Failed] = Field( + default=DownloadStatus.Failed + ) error_message: str diff --git a/src/exo/shared/types/worker/instances.py b/src/exo/shared/types/worker/instances.py index 9b0521c4..d44a0e54 100644 --- a/src/exo/shared/types/worker/instances.py +++ b/src/exo/shared/types/worker/instances.py @@ -13,6 +13,7 @@ class InstanceStatus(str, Enum): ACTIVE = "ACTIVE" INACTIVE = "INACTIVE" + class Instance(BaseModel): instance_id: InstanceId instance_type: InstanceStatus diff --git a/src/exo/shared/types/worker/ops.py b/src/exo/shared/types/worker/ops.py index b06dc0e1..386e2f4b 100644 --- a/src/exo/shared/types/worker/ops.py +++ b/src/exo/shared/types/worker/ops.py @@ -18,36 +18,56 @@ class RunnerOpType(str, Enum): RUNNER_FAILED = "runner_failed" CHAT_COMPLETION = "chat_completion" + RunnerOpT = TypeVar("RunnerOpT", bound=RunnerOpType) + class BaseRunnerOp(BaseModel, Generic[RunnerOpT]): op_type: RunnerOpT + class AssignRunnerOp(BaseRunnerOp[Literal[RunnerOpType.ASSIGN_RUNNER]]): - op_type: Literal[RunnerOpType.ASSIGN_RUNNER] = Field(default=RunnerOpType.ASSIGN_RUNNER, frozen=True) + op_type: Literal[RunnerOpType.ASSIGN_RUNNER] = Field( + default=RunnerOpType.ASSIGN_RUNNER, frozen=True + ) instance_id: InstanceId runner_id: RunnerId shard_metadata: ShardMetadata hosts: list[Host] + class UnassignRunnerOp(BaseRunnerOp[Literal[RunnerOpType.UNASSIGN_RUNNER]]): - op_type: Literal[RunnerOpType.UNASSIGN_RUNNER] = Field(default=RunnerOpType.UNASSIGN_RUNNER, frozen=True) + op_type: Literal[RunnerOpType.UNASSIGN_RUNNER] = Field( + default=RunnerOpType.UNASSIGN_RUNNER, frozen=True + ) runner_id: RunnerId + class RunnerUpOp(BaseRunnerOp[Literal[RunnerOpType.RUNNER_UP]]): - op_type: Literal[RunnerOpType.RUNNER_UP] = Field(default=RunnerOpType.RUNNER_UP, frozen=True) + op_type: Literal[RunnerOpType.RUNNER_UP] = Field( + default=RunnerOpType.RUNNER_UP, frozen=True + ) runner_id: RunnerId + class RunnerDownOp(BaseRunnerOp[Literal[RunnerOpType.RUNNER_DOWN]]): - op_type: Literal[RunnerOpType.RUNNER_DOWN] = Field(default=RunnerOpType.RUNNER_DOWN, frozen=True) + op_type: Literal[RunnerOpType.RUNNER_DOWN] = Field( + default=RunnerOpType.RUNNER_DOWN, frozen=True + ) runner_id: RunnerId + class RunnerFailedOp(BaseRunnerOp[Literal[RunnerOpType.RUNNER_FAILED]]): - op_type: Literal[RunnerOpType.RUNNER_FAILED] = Field(default=RunnerOpType.RUNNER_FAILED, frozen=True) + op_type: Literal[RunnerOpType.RUNNER_FAILED] = Field( + default=RunnerOpType.RUNNER_FAILED, frozen=True + ) runner_id: RunnerId + class ExecuteTaskOp(BaseRunnerOp[Literal[RunnerOpType.CHAT_COMPLETION]]): - op_type: Literal[RunnerOpType.CHAT_COMPLETION] = Field(default=RunnerOpType.CHAT_COMPLETION, frozen=True) + op_type: Literal[RunnerOpType.CHAT_COMPLETION] = Field( + default=RunnerOpType.CHAT_COMPLETION, frozen=True + ) runner_id: RunnerId task: Task @@ -62,5 +82,5 @@ RunnerOp = Annotated[ RunnerFailedOp, ExecuteTaskOp, ], - Field(discriminator="op_type") -] \ No newline at end of file + Field(discriminator="op_type"), +] diff --git a/src/exo/shared/types/worker/resource_monitor.py b/src/exo/shared/types/worker/resource_monitor.py index 0bcdcfa4..8a1f3349 100644 --- a/src/exo/shared/types/worker/resource_monitor.py +++ b/src/exo/shared/types/worker/resource_monitor.py @@ -24,12 +24,16 @@ class MemoryResourceCollector(ResourceCollector): class ResourceMonitor: data_collectors: List[ResourceCollector] - effect_handlers: Set[Callable[[SystemPerformanceProfile | MemoryPerformanceProfile], None]] + effect_handlers: Set[ + Callable[[SystemPerformanceProfile | MemoryPerformanceProfile], None] + ] - async def _collect(self) -> list[SystemPerformanceProfile | MemoryPerformanceProfile]: - tasks: list[Coroutine[None, None, SystemPerformanceProfile | MemoryPerformanceProfile]] = [ - collector.collect() for collector in self.data_collectors - ] + async def _collect( + self, + ) -> list[SystemPerformanceProfile | MemoryPerformanceProfile]: + tasks: list[ + Coroutine[None, None, SystemPerformanceProfile | MemoryPerformanceProfile] + ] = [collector.collect() for collector in self.data_collectors] return await asyncio.gather(*tasks) async def collect(self) -> None: diff --git a/src/exo/shared/types/worker/runners.py b/src/exo/shared/types/worker/runners.py index 2abbc838..3bc70b5f 100644 --- a/src/exo/shared/types/worker/runners.py +++ b/src/exo/shared/types/worker/runners.py @@ -28,23 +28,40 @@ class BaseRunnerStatus(BaseModel, Generic[RunnerStatusTypeT]): class DownloadingRunnerStatus(BaseRunnerStatus[RunnerStatusType.Downloading]): - runner_status: Literal[RunnerStatusType.Downloading] = Field(default=RunnerStatusType.Downloading) + runner_status: Literal[RunnerStatusType.Downloading] = Field( + default=RunnerStatusType.Downloading + ) download_progress: DownloadProgress + class InactiveRunnerStatus(BaseRunnerStatus[RunnerStatusType.Inactive]): - runner_status: Literal[RunnerStatusType.Inactive] = Field(default=RunnerStatusType.Inactive) + runner_status: Literal[RunnerStatusType.Inactive] = Field( + default=RunnerStatusType.Inactive + ) + class StartingRunnerStatus(BaseRunnerStatus[RunnerStatusType.Starting]): - runner_status: Literal[RunnerStatusType.Starting] = Field(default=RunnerStatusType.Starting) + runner_status: Literal[RunnerStatusType.Starting] = Field( + default=RunnerStatusType.Starting + ) + class LoadedRunnerStatus(BaseRunnerStatus[RunnerStatusType.Loaded]): - runner_status: Literal[RunnerStatusType.Loaded] = Field(default=RunnerStatusType.Loaded) + runner_status: Literal[RunnerStatusType.Loaded] = Field( + default=RunnerStatusType.Loaded + ) + class RunningRunnerStatus(BaseRunnerStatus[RunnerStatusType.Running]): - runner_status: Literal[RunnerStatusType.Running] = Field(default=RunnerStatusType.Running) + runner_status: Literal[RunnerStatusType.Running] = Field( + default=RunnerStatusType.Running + ) + class FailedRunnerStatus(BaseRunnerStatus[RunnerStatusType.Failed]): - runner_status: Literal[RunnerStatusType.Failed] = Field(default=RunnerStatusType.Failed) + runner_status: Literal[RunnerStatusType.Failed] = Field( + default=RunnerStatusType.Failed + ) error_message: str | None = None @@ -57,9 +74,7 @@ RunnerStatus = Annotated[ | FailedRunnerStatus, Field, ] -RunnerStatusParser: TypeAdapter[RunnerStatus] = TypeAdapter( - RunnerStatus -) +RunnerStatusParser: TypeAdapter[RunnerStatus] = TypeAdapter(RunnerStatus) class ShardAssignments(BaseModel): diff --git a/src/exo/shared/types/worker/shards.py b/src/exo/shared/types/worker/shards.py index 62266652..d0602877 100644 --- a/src/exo/shared/types/worker/shards.py +++ b/src/exo/shared/types/worker/shards.py @@ -11,7 +11,9 @@ class PartitionStrategy(str, Enum): pipeline = "pipeline" -PartitionStrategyT = TypeVar("PartitionStrategyT", bound=PartitionStrategy, covariant=True) +PartitionStrategyT = TypeVar( + "PartitionStrategyT", bound=PartitionStrategy, covariant=True +) class BaseShardMetadata(BaseModel, Generic[PartitionStrategyT]): @@ -24,7 +26,7 @@ class BaseShardMetadata(BaseModel, Generic[PartitionStrategyT]): partition_strategy: PartitionStrategyT device_rank: int world_size: int - + # Error handling; equivalent to monkey-patch, but we can't monkey-patch runner.py # This is kinda annoying because it allocates memory in the ShardMetadata object. Can be rethought after Shanghai. immediate_exception: bool = False @@ -34,7 +36,7 @@ class BaseShardMetadata(BaseModel, Generic[PartitionStrategyT]): class PipelineShardMetadata(BaseShardMetadata[Literal[PartitionStrategy.pipeline]]): """ Pipeline parallelism shard meta. - + Layers are represented as a half-open interval [start_layer, end_layer), where start_layer is inclusive and end_layer is exclusive. """ @@ -49,21 +51,21 @@ class PipelineShardMetadata(BaseShardMetadata[Literal[PartitionStrategy.pipeline @property def is_first_layer(self) -> bool: return self.start_layer == 0 - + @property def is_last_layer(self) -> bool: return self.end_layer == self.n_layers def __hash__(self) -> int: - return hash((self.model_meta.model_id, self.start_layer, self.end_layer, self.n_layers)) + return hash( + (self.model_meta.model_id, self.start_layer, self.end_layer, self.n_layers) + ) ShardMetadata = Annotated[ PipelineShardMetadata, Field(discriminator="partition_strategy") ] -ShardMetadataParser: TypeAdapter[ShardMetadata] = TypeAdapter( - ShardMetadata -) +ShardMetadataParser: TypeAdapter[ShardMetadata] = TypeAdapter(ShardMetadata) class ShardPlacement(BaseModel, Generic[PartitionStrategyT]): diff --git a/src/exo/shared/utils.py b/src/exo/shared/utils.py index df45ec6f..a819e7fb 100644 --- a/src/exo/shared/utils.py +++ b/src/exo/shared/utils.py @@ -20,15 +20,15 @@ class PeerId: A libp2p peer identifier derived from a cryptographic public key. Compatible with py-libp2p's PeerID interface. """ - + def __init__(self, peer_id_bytes: bytes) -> None: self._bytes = peer_id_bytes - + @staticmethod def from_bytes(data: bytes) -> "PeerId": """Create PeerId from raw bytes.""" return PeerId(data) - + @staticmethod def from_public_key(public_key_bytes: bytes) -> "PeerId": """Create PeerId from a public key by hashing it.""" @@ -40,51 +40,51 @@ class PeerId: # For larger keys, use SHA-256 hash_digest = hashlib.sha256(public_key_bytes).digest() return PeerId(hash_digest) - + def to_bytes(self) -> bytes: """Return the raw bytes of this PeerId.""" return self._bytes - + def to_base58(self) -> str: """Return the base58-encoded string representation.""" - return base58.b58encode(self._bytes).decode('ascii') - + return base58.b58encode(self._bytes).decode("ascii") + def __str__(self) -> str: """Return the base58-encoded string representation.""" return self.to_base58() - + def __repr__(self) -> str: """Return debug representation.""" return f"PeerId('{self.to_base58()}')" - + def __eq__(self, other: object) -> bool: """Check equality with another PeerId.""" if not isinstance(other, PeerId): return False return self._bytes == other._bytes - + def __hash__(self) -> int: """Make PeerId hashable.""" return hash(self._bytes) -@final +@final class Keypair: """ A py-libp2p compatible keypair implementation. Provides the same interface as py-libp2p's KeyPair. """ - + def __init__(self, private_key: ed25519.Ed25519PrivateKey) -> None: self._private_key = private_key self._public_key = private_key.public_key() - + @staticmethod def generate_ed25519() -> "Keypair": """Generate a new Ed25519 keypair.""" private_key = ed25519.Ed25519PrivateKey.generate() return Keypair(private_key) - + @staticmethod def from_protobuf_encoding(data: bytes) -> "Keypair": """ @@ -93,52 +93,54 @@ class Keypair: """ if len(data) < 2: raise ValueError("Invalid protobuf data: too short") - + # Simple protobuf parsing for our specific use case # We expect: field 1 (type) as varint, field 2 (data) as bytes offset = 0 - + # Parse type field (field tag 1, wire type 0 = varint) if data[offset] != 0x08: # field 1, varint raise ValueError("Expected type field") offset += 1 - + key_type = data[offset] offset += 1 - + if key_type != 1: # Ed25519 raise ValueError(f"Unsupported key type: {key_type}") - + # Parse data field (field tag 2, wire type 2 = length-delimited) if offset >= len(data) or data[offset] != 0x12: # field 2, bytes raise ValueError("Expected data field") offset += 1 - + # Parse length data_length = data[offset] offset += 1 - + if data_length not in (32, 64): raise ValueError(f"Invalid Ed25519 private key length: {data_length}") - + if offset + data_length > len(data): raise ValueError("Truncated private key data") - - key_data = data[offset:offset + data_length] - + + key_data = data[offset : offset + data_length] + try: if data_length == 64: # libp2p format: 32 bytes private key seed + 32 bytes public key private_key_seed = key_data[:32] - private_key = ed25519.Ed25519PrivateKey.from_private_bytes(private_key_seed) + private_key = ed25519.Ed25519PrivateKey.from_private_bytes( + private_key_seed + ) else: # Raw 32-byte private key private_key = ed25519.Ed25519PrivateKey.from_private_bytes(key_data) - + return Keypair(private_key) except Exception as e: raise ValueError(f"Invalid Ed25519 private key: {e}") from e - + def to_protobuf_encoding(self) -> bytes: """ Serialize this keypair to libp2p protobuf encoding. @@ -147,17 +149,16 @@ class Keypair: private_key_bytes = self._private_key.private_bytes( encoding=serialization.Encoding.Raw, format=serialization.PrivateFormat.Raw, - encryption_algorithm=serialization.NoEncryption() + encryption_algorithm=serialization.NoEncryption(), ) - + public_key_bytes = self._public_key.public_bytes( - encoding=serialization.Encoding.Raw, - format=serialization.PublicFormat.Raw + encoding=serialization.Encoding.Raw, format=serialization.PublicFormat.Raw ) - + # libp2p Ed25519 format: private key seed (32) + public key (32) combined_key_data = private_key_bytes + public_key_bytes - + # Build protobuf manually for our simple case # Field 1 (type): tag=0x08, value=1 (Ed25519) # Field 2 (data): tag=0x12, length=64, data=combined_key_data @@ -165,21 +166,20 @@ class Keypair: result.extend([0x08, 0x01]) # field 1: type = 1 (Ed25519) result.extend([0x12, 0x40]) # field 2: length = 64 bytes result.extend(combined_key_data) - + return bytes(result) - + def to_peer_id(self) -> PeerId: """Generate a PeerId from this keypair's public key.""" public_key_bytes = self._public_key.public_bytes( - encoding=serialization.Encoding.Raw, - format=serialization.PublicFormat.Raw + encoding=serialization.Encoding.Raw, format=serialization.PublicFormat.Raw ) return PeerId.from_public_key(public_key_bytes) - + def sign(self, data: bytes) -> bytes: """Sign data with this keypair's private key.""" return self._private_key.sign(data) - + def verify(self, data: bytes, signature: bytes) -> bool: """Verify a signature against data using this keypair's public key.""" try: @@ -187,22 +187,21 @@ class Keypair: return True except Exception: return False - + @property def public_key_bytes(self) -> bytes: """Get the raw public key bytes.""" return self._public_key.public_bytes( - encoding=serialization.Encoding.Raw, - format=serialization.PublicFormat.Raw + encoding=serialization.Encoding.Raw, format=serialization.PublicFormat.Raw ) - - @property + + @property def private_key_bytes(self) -> bytes: """Get the raw private key bytes.""" return self._private_key.private_bytes( encoding=serialization.Encoding.Raw, format=serialization.PrivateFormat.Raw, - encryption_algorithm=serialization.NoEncryption() + encryption_algorithm=serialization.NoEncryption(), ) # py-libp2p compatibility properties @@ -210,7 +209,7 @@ class Keypair: def private_key(self) -> ed25519.Ed25519PrivateKey: """Access to the underlying private key for py-libp2p compatibility.""" return self._private_key - + @property def public_key(self) -> ed25519.Ed25519PublicKey: """Access to the underlying public key for py-libp2p compatibility.""" @@ -223,7 +222,9 @@ def ensure_type[T](obj: Any, expected_type: Type[T]) -> T: # type: ignore return obj -def get_node_id_keypair(path: str | bytes | os.PathLike[str] | os.PathLike[bytes] = EXO_NODE_ID_KEYPAIR) -> Keypair: +def get_node_id_keypair( + path: str | bytes | os.PathLike[str] | os.PathLike[bytes] = EXO_NODE_ID_KEYPAIR, +) -> Keypair: """ Obtains the :class:`Keypair` associated with this node-ID. Obtain the :class:`PeerId` by from it. @@ -234,7 +235,7 @@ def get_node_id_keypair(path: str | bytes | os.PathLike[str] | os.PathLike[bytes # operate with cross-process lock to avoid race conditions with FileLock(lock_path(path)): - with open(path, 'a+b') as f: # opens in append-mode => starts at EOF + with open(path, "a+b") as f: # opens in append-mode => starts at EOF # if non-zero EOF, then file exists => use to get node-ID if f.tell() != 0: f.seek(0) # go to start & read protobuf-encoded bytes @@ -243,10 +244,12 @@ def get_node_id_keypair(path: str | bytes | os.PathLike[str] | os.PathLike[bytes try: # if decoded successfully, save & return return Keypair.from_protobuf_encoding(protobuf_encoded) except ValueError as e: # on runtime error, assume corrupt file - logging.warning(f"Encountered error when trying to get keypair: {e}") + logging.warning( + f"Encountered error when trying to get keypair: {e}" + ) # if no valid credentials, create new ones and persist - with open(path, 'w+b') as f: + with open(path, "w+b") as f: keypair = Keypair.generate_ed25519() f.write(keypair.to_protobuf_encoding()) - return keypair \ No newline at end of file + return keypair diff --git a/src/exo/worker/common.py b/src/exo/worker/common.py index 49c1e077..143061a7 100644 --- a/src/exo/worker/common.py +++ b/src/exo/worker/common.py @@ -27,7 +27,7 @@ class AssignedRunner(BaseModel): runner: Optional[RunnerSupervisor] # set if the runner is 'up' model_config = ConfigDict(arbitrary_types_allowed=True) - + def status_update_event(self) -> RunnerStatusUpdated: return RunnerStatusUpdated( runner_id=self.runner_id, diff --git a/src/exo/worker/download/conftest.py b/src/exo/worker/download/conftest.py index eb96acd2..4cf8b936 100644 --- a/src/exo/worker/download/conftest.py +++ b/src/exo/worker/download/conftest.py @@ -7,7 +7,7 @@ from exo.shared.types.worker.shards import PipelineShardMetadata @pytest.fixture async def model_meta() -> ModelMetadata: - return await get_model_meta('mlx-community/Llama-3.2-1B-Instruct-4bit') + return await get_model_meta("mlx-community/Llama-3.2-1B-Instruct-4bit") @pytest.fixture @@ -33,4 +33,4 @@ def pipeline_shard_meta(model_meta: ModelMetadata): world_size=num_nodes, ) - return _pipeline_shard_meta \ No newline at end of file + return _pipeline_shard_meta diff --git a/src/exo/worker/download/download_utils.py b/src/exo/worker/download/download_utils.py index b88b7577..e2b4e8a2 100644 --- a/src/exo/worker/download/download_utils.py +++ b/src/exo/worker/download/download_utils.py @@ -17,25 +17,28 @@ from pydantic import BaseModel, DirectoryPath, Field, TypeAdapter from exo.shared.constants import EXO_HOME from exo.shared.types.worker.shards import ShardMetadata from exo.worker.download.huggingface_utils import ( - filter_repo_objects, - get_allow_patterns, - get_auth_headers, - get_hf_endpoint, + filter_repo_objects, + get_allow_patterns, + get_auth_headers, + get_hf_endpoint, ) class ModelSafetensorsIndexMetadata(BaseModel): - total_size: Annotated[int, Field(ge=0)] + total_size: Annotated[int, Field(ge=0)] + class ModelSafetensorsIndex(BaseModel): - metadata: Optional[ModelSafetensorsIndexMetadata] - weight_map: Dict[str, str] + metadata: Optional[ModelSafetensorsIndexMetadata] + weight_map: Dict[str, str] + class FileListEntry(BaseModel): type: Literal["file", "directory"] path: str size: int | None = None + class RepoFileDownloadProgress(BaseModel): """Progress information for an individual file within a repository download.""" @@ -53,6 +56,7 @@ class RepoFileDownloadProgress(BaseModel): class Config: frozen = True + class RepoDownloadProgress(BaseModel): """Aggregated download progress information for a repository/shard combination. @@ -87,352 +91,537 @@ class RepoDownloadProgress(BaseModel): class Config: frozen = True # allow use as dict keys if desired + def build_model_path(model_id: str) -> DirectoryPath: - return EXO_HOME / "models" / model_id.replace("/", "--") + return EXO_HOME / "models" / model_id.replace("/", "--") + async def resolve_model_path_for_repo(repo_id: str) -> Path: - return (await ensure_models_dir())/repo_id.replace("/", "--") + return (await ensure_models_dir()) / repo_id.replace("/", "--") + async def ensure_exo_home() -> Path: - await aios.makedirs(EXO_HOME, exist_ok=True) - return EXO_HOME + await aios.makedirs(EXO_HOME, exist_ok=True) + return EXO_HOME + async def has_exo_home_read_access() -> bool: - try: - return await aios.access(EXO_HOME, os.R_OK) - except OSError: - return False + try: + return await aios.access(EXO_HOME, os.R_OK) + except OSError: + return False + async def has_exo_home_write_access() -> bool: - try: - return await aios.access(EXO_HOME, os.W_OK) - except OSError: - return False + try: + return await aios.access(EXO_HOME, os.W_OK) + except OSError: + return False + async def ensure_models_dir() -> Path: - models_dir = EXO_HOME/"models" - await aios.makedirs(models_dir, exist_ok=True) - return models_dir + models_dir = EXO_HOME / "models" + await aios.makedirs(models_dir, exist_ok=True) + return models_dir + async def delete_model(repo_id: str) -> bool: - model_dir = await ensure_models_dir()/repo_id.replace("/", "--") - if not await aios.path.exists(model_dir): - return False - await asyncio.to_thread(shutil.rmtree, model_dir, ignore_errors=False) - return True + model_dir = await ensure_models_dir() / repo_id.replace("/", "--") + if not await aios.path.exists(model_dir): + return False + await asyncio.to_thread(shutil.rmtree, model_dir, ignore_errors=False) + return True + async def seed_models(seed_dir: Union[str, Path]): - """Move model in resources folder of app to .cache/huggingface/hub""" - source_dir = Path(seed_dir) - dest_dir = await ensure_models_dir() - for path in source_dir.iterdir(): - if path.is_dir() and path.name.startswith("models--"): - dest_path = dest_dir/path.name - if await aios.path.exists(dest_path): - print('Skipping moving model to .cache directory') - else: + """Move model in resources folder of app to .cache/huggingface/hub""" + source_dir = Path(seed_dir) + dest_dir = await ensure_models_dir() + for path in source_dir.iterdir(): + if path.is_dir() and path.name.startswith("models--"): + dest_path = dest_dir / path.name + if await aios.path.exists(dest_path): + print("Skipping moving model to .cache directory") + else: + try: + await aios.rename(str(path), str(dest_path)) + except Exception: + print(f"Error seeding model {path} to {dest_path}") + traceback.print_exc() + + +async def fetch_file_list_with_cache( + repo_id: str, revision: str = "main", recursive: bool = False +) -> List[FileListEntry]: + target_dir = ( + (await ensure_models_dir()) / "caches" / str(repo_id).replace("/", "--") + ) + await aios.makedirs(target_dir, exist_ok=True) + cache_file = ( + target_dir / f"{repo_id.replace('/', '--')}--{revision}--file_list.json" + ) + if await aios.path.exists(cache_file): + async with aiofiles.open(cache_file, "r") as f: + return TypeAdapter(List[FileListEntry]).validate_json(await f.read()) + file_list = await fetch_file_list_with_retry(repo_id, revision, recursive=recursive) + await aios.makedirs(cache_file.parent, exist_ok=True) + async with aiofiles.open(cache_file, "w") as f: + await f.write(TypeAdapter(List[FileListEntry]).dump_json(file_list).decode()) + return file_list + + +async def fetch_file_list_with_retry( + repo_id: str, revision: str = "main", path: str = "", recursive: bool = False +) -> List[FileListEntry]: + n_attempts = 30 + for attempt in range(n_attempts): try: - await aios.rename(str(path), str(dest_path)) - except Exception: - print(f"Error seeding model {path} to {dest_path}") - traceback.print_exc() - -async def fetch_file_list_with_cache(repo_id: str, revision: str = "main", recursive: bool = False) -> List[FileListEntry]: - target_dir = (await ensure_models_dir())/"caches"/str(repo_id).replace("/", "--") - await aios.makedirs(target_dir, exist_ok=True) - cache_file = target_dir/f"{repo_id.replace('/', '--')}--{revision}--file_list.json" - if await aios.path.exists(cache_file): - async with aiofiles.open(cache_file, 'r') as f: - return TypeAdapter(List[FileListEntry]).validate_json(await f.read()) - file_list = await fetch_file_list_with_retry(repo_id, revision, recursive=recursive) - await aios.makedirs(cache_file.parent, exist_ok=True) - async with aiofiles.open(cache_file, 'w') as f: - await f.write(TypeAdapter(List[FileListEntry]).dump_json(file_list).decode()) - return file_list + return await _fetch_file_list(repo_id, revision, path, recursive) + except Exception as e: + if attempt == n_attempts - 1: + raise e + await asyncio.sleep(min(8, 0.1 * float(2.0 ** int(attempt)))) + raise Exception( + f"Failed to fetch file list for {repo_id=} {revision=} {path=} {recursive=}" + ) -async def fetch_file_list_with_retry(repo_id: str, revision: str = "main", path: str = "", recursive: bool = False) -> List[FileListEntry]: - n_attempts = 30 - for attempt in range(n_attempts): - try: - return await _fetch_file_list(repo_id, revision, path, recursive) - except Exception as e: - if attempt == n_attempts - 1: - raise e - await asyncio.sleep(min(8, 0.1 * float(2.0 ** int(attempt)))) - raise Exception(f"Failed to fetch file list for {repo_id=} {revision=} {path=} {recursive=}") +async def _fetch_file_list( + repo_id: str, revision: str = "main", path: str = "", recursive: bool = False +) -> List[FileListEntry]: + api_url = f"{get_hf_endpoint()}/api/models/{repo_id}/tree/{revision}" + url = f"{api_url}/{path}" if path else api_url -async def _fetch_file_list(repo_id: str, revision: str = "main", path: str = "", recursive: bool = False) -> List[FileListEntry]: - api_url = f"{get_hf_endpoint()}/api/models/{repo_id}/tree/{revision}" - url = f"{api_url}/{path}" if path else api_url + headers = await get_auth_headers() + async with ( + aiohttp.ClientSession( + timeout=aiohttp.ClientTimeout( + total=30, connect=10, sock_read=30, sock_connect=10 + ) + ) as session, + session.get(url, headers=headers) as response, + ): + if response.status == 200: + data_json = await response.text() + data = TypeAdapter(list[FileListEntry]).validate_json(data_json) + files: list[FileListEntry] = [] + for item in data: + if item.type == "file": + files.append(FileListEntry.model_validate(item)) + elif item.type == "directory" and recursive: + subfiles = await _fetch_file_list( + repo_id, revision, item.path, recursive + ) + files.extend(subfiles) + return files + else: + raise Exception(f"Failed to fetch file list: {response.status}") - headers = await get_auth_headers() - async with aiohttp.ClientSession(timeout=aiohttp.ClientTimeout(total=30, connect=10, sock_read=30, sock_connect=10)) as session, session.get(url, headers=headers) as response: - if response.status == 200: - data_json = await response.text() - data = TypeAdapter(list[FileListEntry]).validate_json(data_json) - files: list[FileListEntry] = [] - for item in data: - if item.type == "file": - files.append(FileListEntry.model_validate(item)) - elif item.type == "directory" and recursive: - subfiles = await _fetch_file_list(repo_id, revision, item.path, recursive) - files.extend(subfiles) - return files - else: - raise Exception(f"Failed to fetch file list: {response.status}") async def calc_hash(path: Path, hash_type: Literal["sha1", "sha256"] = "sha1") -> str: - hasher = hashlib.sha1() if hash_type == "sha1" else hashlib.sha256() - if hash_type == "sha1": - header = f"blob {(await aios.stat(path)).st_size}\0".encode() - hasher.update(header) - async with aiofiles.open(path, 'rb') as f: - while chunk := await f.read(8 * 1024 * 1024): - hasher.update(chunk) - return hasher.hexdigest() + hasher = hashlib.sha1() if hash_type == "sha1" else hashlib.sha256() + if hash_type == "sha1": + header = f"blob {(await aios.stat(path)).st_size}\0".encode() + hasher.update(header) + async with aiofiles.open(path, "rb") as f: + while chunk := await f.read(8 * 1024 * 1024): + hasher.update(chunk) + return hasher.hexdigest() -async def file_meta(repo_id: str, revision: str, path: str, redirected_location: str | None = None) -> Tuple[int, str]: - url = urljoin(f"{get_hf_endpoint()}/{repo_id}/resolve/{revision}/", path) if redirected_location is None else f"{get_hf_endpoint()}{redirected_location}" +async def file_meta( + repo_id: str, revision: str, path: str, redirected_location: str | None = None +) -> Tuple[int, str]: + url = ( + urljoin(f"{get_hf_endpoint()}/{repo_id}/resolve/{revision}/", path) + if redirected_location is None + else f"{get_hf_endpoint()}{redirected_location}" + ) headers = await get_auth_headers() - async with aiohttp.ClientSession(timeout=aiohttp.ClientTimeout(total=1800, connect=60, sock_read=1800, sock_connect=60)) as session, session.head(url, headers=headers) as r: + async with ( + aiohttp.ClientSession( + timeout=aiohttp.ClientTimeout( + total=1800, connect=60, sock_read=1800, sock_connect=60 + ) + ) as session, + session.head(url, headers=headers) as r, + ): if r.status == 307: # Try to extract from X-Linked headers first (common for HF redirects) - content_length = int(r.headers.get('x-linked-size') or r.headers.get('content-length') or 0) - etag = r.headers.get('X-Linked-ETag') or r.headers.get('ETag') or r.headers.get('Etag') + content_length = int( + r.headers.get("x-linked-size") or r.headers.get("content-length") or 0 + ) + etag = ( + r.headers.get("X-Linked-ETag") + or r.headers.get("ETag") + or r.headers.get("Etag") + ) if content_length > 0 and etag is not None: - if (etag[0] == '"' and etag[-1] == '"') or (etag[0] == "'" and etag[-1] == "'"): + if (etag[0] == '"' and etag[-1] == '"') or ( + etag[0] == "'" and etag[-1] == "'" + ): etag = etag[1:-1] return content_length, etag # If not available, recurse with the redirect - redirected_location = r.headers.get('Location') + redirected_location = r.headers.get("Location") return await file_meta(repo_id, revision, path, redirected_location) - content_length = int(r.headers.get('x-linked-size') or r.headers.get('content-length') or 0) - etag = r.headers.get('X-Linked-ETag') or r.headers.get('ETag') or r.headers.get('Etag') + content_length = int( + r.headers.get("x-linked-size") or r.headers.get("content-length") or 0 + ) + etag = ( + r.headers.get("X-Linked-ETag") + or r.headers.get("ETag") + or r.headers.get("Etag") + ) assert content_length > 0, f"No content length for {url}" assert etag is not None, f"No remote hash for {url}" if (etag[0] == '"' and etag[-1] == '"') or (etag[0] == "'" and etag[-1] == "'"): etag = etag[1:-1] return content_length, etag -async def download_file_with_retry(repo_id: str, revision: str, path: str, target_dir: Path, on_progress: Callable[[int, int], None] = lambda _, __: None) -> Path: - n_attempts = 30 - for attempt in range(n_attempts): - try: - return await _download_file(repo_id, revision, path, target_dir, on_progress) - except Exception as e: - if isinstance(e, FileNotFoundError) or attempt == n_attempts - 1: - raise e - print(f"Download error on attempt {attempt}/{n_attempts} for {repo_id=} {revision=} {path=} {target_dir=}") - traceback.print_exc() - await asyncio.sleep(min(8, 0.1 * (2.0 ** attempt))) - raise Exception(f"Failed to download file {repo_id=} {revision=} {path=} {target_dir=}") -async def _download_file(repo_id: str, revision: str, path: str, target_dir: Path, on_progress: Callable[[int, int], None] = lambda _, __: None) -> Path: - if await aios.path.exists(target_dir/path): - return target_dir/path - await aios.makedirs((target_dir/path).parent, exist_ok=True) - length, etag = await file_meta(repo_id, revision, path) - remote_hash = etag[:-5] if etag.endswith("-gzip") else etag - partial_path = target_dir/f"{path}.partial" - resume_byte_pos = (await aios.stat(partial_path)).st_size if (await aios.path.exists(partial_path)) else None - if resume_byte_pos != length: - url = urljoin(f"{get_hf_endpoint()}/{repo_id}/resolve/{revision}/", path) - headers = await get_auth_headers() - if resume_byte_pos: - headers['Range'] = f'bytes={resume_byte_pos}-' - n_read = resume_byte_pos or 0 - async with aiohttp.ClientSession(timeout=aiohttp.ClientTimeout(total=1800, connect=60, sock_read=1800, sock_connect=60)) as session, session.get(url, headers=headers, timeout=aiohttp.ClientTimeout(total=1800, connect=60, sock_read=1800, sock_connect=60)) as r: - if r.status == 404: - raise FileNotFoundError(f"File not found: {url}") - assert r.status in [200, 206], f"Failed to download {path} from {url}: {r.status}" - async with aiofiles.open(partial_path, 'ab' if resume_byte_pos else 'wb') as f: - while chunk := await r.content.read(8 * 1024 * 1024): - n_read = n_read + (await f.write(chunk)) - on_progress(n_read, length) - - final_hash = await calc_hash(partial_path, hash_type="sha256" if len(remote_hash) == 64 else "sha1") - integrity = final_hash == remote_hash - if not integrity: - try: - await aios.remove(partial_path) - except Exception as e: - print(f"Error removing partial file {partial_path}: {e}") - raise Exception(f"Downloaded file {target_dir/path} has hash {final_hash} but remote hash is {remote_hash}") - await aios.rename(partial_path, target_dir/path) - return target_dir/path +async def download_file_with_retry( + repo_id: str, + revision: str, + path: str, + target_dir: Path, + on_progress: Callable[[int, int], None] = lambda _, __: None, +) -> Path: + n_attempts = 30 + for attempt in range(n_attempts): + try: + return await _download_file( + repo_id, revision, path, target_dir, on_progress + ) + except Exception as e: + if isinstance(e, FileNotFoundError) or attempt == n_attempts - 1: + raise e + print( + f"Download error on attempt {attempt}/{n_attempts} for {repo_id=} {revision=} {path=} {target_dir=}" + ) + traceback.print_exc() + await asyncio.sleep(min(8, 0.1 * (2.0**attempt))) + raise Exception( + f"Failed to download file {repo_id=} {revision=} {path=} {target_dir=}" + ) -def calculate_repo_progress(shard: ShardMetadata, repo_id: str, revision: str, file_progress: Dict[str, RepoFileDownloadProgress], all_start_time: float) -> RepoDownloadProgress: - all_total_bytes = sum(p.total for p in file_progress.values()) - all_downloaded_bytes = sum(p.downloaded for p in file_progress.values()) - all_downloaded_bytes_this_session = sum(p.downloaded_this_session for p in file_progress.values()) - elapsed_time = time.time() - all_start_time - all_speed = all_downloaded_bytes_this_session / elapsed_time if elapsed_time > 0 else 0 - all_eta = timedelta(seconds=(all_total_bytes - all_downloaded_bytes) / all_speed) if all_speed > 0 else timedelta(seconds=0) - status = ( - "complete" - if all(p.status == "complete" for p in file_progress.values()) - else "in_progress" if any(p.status == "in_progress" for p in file_progress.values()) else "not_started" - ) - return RepoDownloadProgress( - repo_id=repo_id, - repo_revision=revision, - shard=shard, - completed_files=len([p for p in file_progress.values() if p.downloaded == p.total]), - total_files=len(file_progress), - downloaded_bytes=all_downloaded_bytes, - downloaded_bytes_this_session=all_downloaded_bytes_this_session, - total_bytes=all_total_bytes, - overall_speed=all_speed, - overall_eta=all_eta, - status=status, - file_progress=file_progress, - ) +async def _download_file( + repo_id: str, + revision: str, + path: str, + target_dir: Path, + on_progress: Callable[[int, int], None] = lambda _, __: None, +) -> Path: + if await aios.path.exists(target_dir / path): + return target_dir / path + await aios.makedirs((target_dir / path).parent, exist_ok=True) + length, etag = await file_meta(repo_id, revision, path) + remote_hash = etag[:-5] if etag.endswith("-gzip") else etag + partial_path = target_dir / f"{path}.partial" + resume_byte_pos = ( + (await aios.stat(partial_path)).st_size + if (await aios.path.exists(partial_path)) + else None + ) + if resume_byte_pos != length: + url = urljoin(f"{get_hf_endpoint()}/{repo_id}/resolve/{revision}/", path) + headers = await get_auth_headers() + if resume_byte_pos: + headers["Range"] = f"bytes={resume_byte_pos}-" + n_read = resume_byte_pos or 0 + async with ( + aiohttp.ClientSession( + timeout=aiohttp.ClientTimeout( + total=1800, connect=60, sock_read=1800, sock_connect=60 + ) + ) as session, + session.get( + url, + headers=headers, + timeout=aiohttp.ClientTimeout( + total=1800, connect=60, sock_read=1800, sock_connect=60 + ), + ) as r, + ): + if r.status == 404: + raise FileNotFoundError(f"File not found: {url}") + assert r.status in [200, 206], ( + f"Failed to download {path} from {url}: {r.status}" + ) + async with aiofiles.open( + partial_path, "ab" if resume_byte_pos else "wb" + ) as f: + while chunk := await r.content.read(8 * 1024 * 1024): + n_read = n_read + (await f.write(chunk)) + on_progress(n_read, length) + + final_hash = await calc_hash( + partial_path, hash_type="sha256" if len(remote_hash) == 64 else "sha1" + ) + integrity = final_hash == remote_hash + if not integrity: + try: + await aios.remove(partial_path) + except Exception as e: + print(f"Error removing partial file {partial_path}: {e}") + raise Exception( + f"Downloaded file {target_dir / path} has hash {final_hash} but remote hash is {remote_hash}" + ) + await aios.rename(partial_path, target_dir / path) + return target_dir / path + + +def calculate_repo_progress( + shard: ShardMetadata, + repo_id: str, + revision: str, + file_progress: Dict[str, RepoFileDownloadProgress], + all_start_time: float, +) -> RepoDownloadProgress: + all_total_bytes = sum(p.total for p in file_progress.values()) + all_downloaded_bytes = sum(p.downloaded for p in file_progress.values()) + all_downloaded_bytes_this_session = sum( + p.downloaded_this_session for p in file_progress.values() + ) + elapsed_time = time.time() - all_start_time + all_speed = ( + all_downloaded_bytes_this_session / elapsed_time if elapsed_time > 0 else 0 + ) + all_eta = ( + timedelta(seconds=(all_total_bytes - all_downloaded_bytes) / all_speed) + if all_speed > 0 + else timedelta(seconds=0) + ) + status = ( + "complete" + if all(p.status == "complete" for p in file_progress.values()) + else "in_progress" + if any(p.status == "in_progress" for p in file_progress.values()) + else "not_started" + ) + return RepoDownloadProgress( + repo_id=repo_id, + repo_revision=revision, + shard=shard, + completed_files=len( + [p for p in file_progress.values() if p.downloaded == p.total] + ), + total_files=len(file_progress), + downloaded_bytes=all_downloaded_bytes, + downloaded_bytes_this_session=all_downloaded_bytes_this_session, + total_bytes=all_total_bytes, + overall_speed=all_speed, + overall_eta=all_eta, + status=status, + file_progress=file_progress, + ) + async def get_weight_map(repo_id: str, revision: str = "main") -> Dict[str, str]: - target_dir = (await ensure_models_dir())/str(repo_id).replace("/", "--") - await aios.makedirs(target_dir, exist_ok=True) - index_file = await download_file_with_retry(repo_id, revision, "model.safetensors.index.json", target_dir) - async with aiofiles.open(index_file, 'r') as f: - index_data = ModelSafetensorsIndex.model_validate_json(await f.read()) - return index_data.weight_map + target_dir = (await ensure_models_dir()) / str(repo_id).replace("/", "--") + await aios.makedirs(target_dir, exist_ok=True) + index_file = await download_file_with_retry( + repo_id, revision, "model.safetensors.index.json", target_dir + ) + async with aiofiles.open(index_file, "r") as f: + index_data = ModelSafetensorsIndex.model_validate_json(await f.read()) + return index_data.weight_map + async def resolve_allow_patterns(shard: ShardMetadata) -> List[str]: - try: - weight_map = await get_weight_map(str(shard.model_meta.model_id)) - return get_allow_patterns(weight_map, shard) - except Exception: - print(f"Error getting weight map for {shard.model_meta.model_id=}") - traceback.print_exc() - return ["*"] + try: + weight_map = await get_weight_map(str(shard.model_meta.model_id)) + return get_allow_patterns(weight_map, shard) + except Exception: + print(f"Error getting weight map for {shard.model_meta.model_id=}") + traceback.print_exc() + return ["*"] + async def get_downloaded_size(path: Path) -> int: - partial_path = path.with_suffix(path.suffix + ".partial") - if await aios.path.exists(path): - return (await aios.stat(path)).st_size - if await aios.path.exists(partial_path): - return (await aios.stat(partial_path)).st_size - return 0 + partial_path = path.with_suffix(path.suffix + ".partial") + if await aios.path.exists(path): + return (await aios.stat(path)).st_size + if await aios.path.exists(partial_path): + return (await aios.stat(partial_path)).st_size + return 0 -async def download_progress_for_local_path(repo_id: str, shard: ShardMetadata, local_path: Path) -> RepoDownloadProgress: - # Scan local files for accurate progress reporting - file_progress: Dict[str, RepoFileDownloadProgress] = {} - total_files = 0 - total_bytes = 0 - if await aios.path.isdir(local_path): - # Recursively count files and sizes - for root, _, files in os.walk(local_path): - for f in files: - if f.endswith(('.safetensors', '.bin', '.pt', '.gguf', '.json')): - file_path = Path(root) / f - size = (await aios.stat(file_path)).st_size - rel_path = str(file_path.relative_to(local_path)) - file_progress[rel_path] = RepoFileDownloadProgress( - repo_id=repo_id, - repo_revision="local", - file_path=rel_path, - downloaded=size, +async def download_progress_for_local_path( + repo_id: str, shard: ShardMetadata, local_path: Path +) -> RepoDownloadProgress: + # Scan local files for accurate progress reporting + file_progress: Dict[str, RepoFileDownloadProgress] = {} + total_files = 0 + total_bytes = 0 + + if await aios.path.isdir(local_path): + # Recursively count files and sizes + for root, _, files in os.walk(local_path): + for f in files: + if f.endswith((".safetensors", ".bin", ".pt", ".gguf", ".json")): + file_path = Path(root) / f + size = (await aios.stat(file_path)).st_size + rel_path = str(file_path.relative_to(local_path)) + file_progress[rel_path] = RepoFileDownloadProgress( + repo_id=repo_id, + repo_revision="local", + file_path=rel_path, + downloaded=size, + downloaded_this_session=0, + total=size, + speed=0, + eta=timedelta(0), + status="complete", + start_time=time.time(), + ) + total_files += 1 + total_bytes += size + else: + raise ValueError(f"Local path {local_path} is not a directory") + + return RepoDownloadProgress( + repo_id=repo_id, + repo_revision="local", + shard=shard, + completed_files=total_files, + total_files=total_files, + downloaded_bytes=total_bytes, + downloaded_bytes_this_session=0, + total_bytes=total_bytes, + overall_speed=0, + overall_eta=timedelta(0), + status="complete", + file_progress=file_progress, + ) + + +async def download_shard( + shard: ShardMetadata, + on_progress: Callable[[ShardMetadata, RepoDownloadProgress], None], + max_parallel_downloads: int = 8, + skip_download: bool = False, + allow_patterns: List[str] | None = None, +) -> tuple[Path, RepoDownloadProgress]: + if not skip_download: + print(f"Downloading {shard.model_meta.model_id=}") + + # Handle local paths + if await aios.path.exists(str(shard.model_meta.model_id)): + print(f"Using local model path {shard.model_meta.model_id}") + local_path = Path(str(shard.model_meta.model_id)) + return local_path, await download_progress_for_local_path( + str(shard.model_meta.model_id), shard, local_path + ) + + revision = "main" + target_dir = await ensure_models_dir() / str(shard.model_meta.model_id).replace( + "/", "--" + ) + if not skip_download: + await aios.makedirs(target_dir, exist_ok=True) + + if not allow_patterns: + allow_patterns = await resolve_allow_patterns(shard) + + print(f"Downloading {shard.model_meta.model_id=} with {allow_patterns=}") + + all_start_time = time.time() + # TODO: currently not recursive. Some models might require subdirectories - thus this will need to be changed. + file_list = await fetch_file_list_with_cache( + str(shard.model_meta.model_id), revision, recursive=False + ) + filtered_file_list = list( + filter_repo_objects( + file_list, allow_patterns=allow_patterns, key=lambda x: x.path + ) + ) + file_progress: Dict[str, RepoFileDownloadProgress] = {} + + def on_progress_wrapper(file: FileListEntry, curr_bytes: int, total_bytes: int): + start_time = ( + file_progress[file.path].start_time + if file.path in file_progress + else time.time() + ) + downloaded_this_session = ( + file_progress[file.path].downloaded_this_session + + (curr_bytes - file_progress[file.path].downloaded) + if file.path in file_progress + else curr_bytes + ) + speed = ( + downloaded_this_session / (time.time() - start_time) + if time.time() - start_time > 0 + else 0 + ) + eta = ( + timedelta(seconds=(total_bytes - curr_bytes) / speed) + if speed > 0 + else timedelta(seconds=0) + ) + file_progress[file.path] = RepoFileDownloadProgress( + repo_id=str(shard.model_meta.model_id), + repo_revision=revision, + file_path=file.path, + downloaded=curr_bytes, + downloaded_this_session=downloaded_this_session, + total=total_bytes, + speed=speed, + eta=eta, + status="complete" if curr_bytes == total_bytes else "in_progress", + start_time=start_time, + ) + on_progress( + shard, + calculate_repo_progress( + shard, + str(shard.model_meta.model_id), + revision, + file_progress, + all_start_time, + ), + ) + + for file in filtered_file_list: + downloaded_bytes = await get_downloaded_size(target_dir / file.path) + file_progress[file.path] = RepoFileDownloadProgress( + repo_id=str(shard.model_meta.model_id), + repo_revision=revision, + file_path=file.path, + downloaded=downloaded_bytes, downloaded_this_session=0, - total=size, + total=file.size or 0, speed=0, eta=timedelta(0), - status="complete", - start_time=time.time() - ) - total_files += 1 - total_bytes += size - else: - raise ValueError(f"Local path {local_path} is not a directory") + status="complete" if downloaded_bytes == file.size else "not_started", + start_time=time.time(), + ) - return RepoDownloadProgress( - repo_id=repo_id, - repo_revision="local", - shard=shard, - completed_files=total_files, - total_files=total_files, - downloaded_bytes=total_bytes, - downloaded_bytes_this_session=0, - total_bytes=total_bytes, - overall_speed=0, - overall_eta=timedelta(0), - status="complete", - file_progress=file_progress, - ) + semaphore = asyncio.Semaphore(max_parallel_downloads) -async def download_shard(shard: ShardMetadata, - on_progress: Callable[[ShardMetadata, RepoDownloadProgress], None], - max_parallel_downloads: int = 8, - skip_download: bool = False, - allow_patterns: List[str] | None = None) -> tuple[Path, RepoDownloadProgress]: - if not skip_download: - print(f"Downloading {shard.model_meta.model_id=}") + async def download_with_semaphore(file: FileListEntry): + async with semaphore: + await download_file_with_retry( + str(shard.model_meta.model_id), + revision, + file.path, + target_dir, + lambda curr_bytes, total_bytes: on_progress_wrapper( + file, curr_bytes, total_bytes + ), + ) - # Handle local paths - if await aios.path.exists(str(shard.model_meta.model_id)): - print(f"Using local model path {shard.model_meta.model_id}") - local_path = Path(str(shard.model_meta.model_id)) - return local_path, await download_progress_for_local_path(str(shard.model_meta.model_id), shard, local_path) - - revision = "main" - target_dir = await ensure_models_dir()/str(shard.model_meta.model_id).replace("/", "--") - if not skip_download: - await aios.makedirs(target_dir, exist_ok=True) - - if not allow_patterns: - allow_patterns = await resolve_allow_patterns(shard) - - print(f"Downloading {shard.model_meta.model_id=} with {allow_patterns=}") - - all_start_time = time.time() - # TODO: currently not recursive. Some models might require subdirectories - thus this will need to be changed. - file_list = await fetch_file_list_with_cache(str(shard.model_meta.model_id), revision, recursive=False) - filtered_file_list = list(filter_repo_objects(file_list, allow_patterns=allow_patterns, key=lambda x: x.path)) - file_progress: Dict[str, RepoFileDownloadProgress] = {} - def on_progress_wrapper(file: FileListEntry, curr_bytes: int, total_bytes: int): - start_time = file_progress[file.path].start_time if file.path in file_progress else time.time() - downloaded_this_session = file_progress[file.path].downloaded_this_session + (curr_bytes - file_progress[file.path].downloaded) if file.path in file_progress else curr_bytes - speed = downloaded_this_session / (time.time() - start_time) if time.time() - start_time > 0 else 0 - eta = timedelta(seconds=(total_bytes - curr_bytes) / speed) if speed > 0 else timedelta(seconds=0) - file_progress[file.path] = RepoFileDownloadProgress( - repo_id=str(shard.model_meta.model_id), - repo_revision=revision, - file_path=file.path, - downloaded=curr_bytes, - downloaded_this_session=downloaded_this_session, - total=total_bytes, - speed=speed, - eta=eta, - status="complete" if curr_bytes == total_bytes else "in_progress", - start_time=start_time, + if not skip_download: + await asyncio.gather( + *[download_with_semaphore(file) for file in filtered_file_list] + ) + final_repo_progress = calculate_repo_progress( + shard, str(shard.model_meta.model_id), revision, file_progress, all_start_time ) - on_progress(shard, calculate_repo_progress(shard, str(shard.model_meta.model_id), revision, file_progress, all_start_time)) - for file in filtered_file_list: - downloaded_bytes = await get_downloaded_size(target_dir/file.path) - file_progress[file.path] = RepoFileDownloadProgress( - repo_id=str(shard.model_meta.model_id), - repo_revision=revision, - file_path=file.path, - downloaded=downloaded_bytes, - downloaded_this_session=0, - total=file.size or 0, - speed=0, - eta=timedelta(0), - status="complete" if downloaded_bytes == file.size else "not_started", - start_time=time.time(), - ) - - semaphore = asyncio.Semaphore(max_parallel_downloads) - async def download_with_semaphore(file: FileListEntry): - async with semaphore: - await download_file_with_retry(str(shard.model_meta.model_id), revision, file.path, target_dir, lambda curr_bytes, total_bytes: on_progress_wrapper(file, curr_bytes, total_bytes)) - if not skip_download: - await asyncio.gather(*[download_with_semaphore(file) for file in filtered_file_list]) - final_repo_progress = calculate_repo_progress(shard, str(shard.model_meta.model_id), revision, file_progress, all_start_time) - on_progress(shard, final_repo_progress) - if gguf := next((f for f in filtered_file_list if f.path.endswith(".gguf")), None): - return target_dir/gguf.path, final_repo_progress - else: - return target_dir, final_repo_progress + on_progress(shard, final_repo_progress) + if gguf := next((f for f in filtered_file_list if f.path.endswith(".gguf")), None): + return target_dir / gguf.path, final_repo_progress + else: + return target_dir, final_repo_progress diff --git a/src/exo/worker/download/huggingface_utils.py b/src/exo/worker/download/huggingface_utils.py index 56d118c5..837d5bc3 100644 --- a/src/exo/worker/download/huggingface_utils.py +++ b/src/exo/worker/download/huggingface_utils.py @@ -10,88 +10,107 @@ from exo.shared.types.worker.shards import ShardMetadata T = TypeVar("T") + def filter_repo_objects( - items: Iterable[T], - *, - allow_patterns: Optional[Union[List[str], str]] = None, - ignore_patterns: Optional[Union[List[str], str]] = None, - key: Optional[Callable[[T], str]] = None, + items: Iterable[T], + *, + allow_patterns: Optional[Union[List[str], str]] = None, + ignore_patterns: Optional[Union[List[str], str]] = None, + key: Optional[Callable[[T], str]] = None, ) -> Generator[T, None, None]: - if isinstance(allow_patterns, str): - allow_patterns = [allow_patterns] - if isinstance(ignore_patterns, str): - ignore_patterns = [ignore_patterns] - if allow_patterns is not None: - allow_patterns = [_add_wildcard_to_directories(p) for p in allow_patterns] - if ignore_patterns is not None: - ignore_patterns = [_add_wildcard_to_directories(p) for p in ignore_patterns] + if isinstance(allow_patterns, str): + allow_patterns = [allow_patterns] + if isinstance(ignore_patterns, str): + ignore_patterns = [ignore_patterns] + if allow_patterns is not None: + allow_patterns = [_add_wildcard_to_directories(p) for p in allow_patterns] + if ignore_patterns is not None: + ignore_patterns = [_add_wildcard_to_directories(p) for p in ignore_patterns] - if key is None: - def _identity(item: T) -> str: - if isinstance(item, str): - return item - if isinstance(item, Path): - return str(item) - raise ValueError(f"Please provide `key` argument in `filter_repo_objects`: `{item}` is not a string.") - key = _identity + if key is None: + + def _identity(item: T) -> str: + if isinstance(item, str): + return item + if isinstance(item, Path): + return str(item) + raise ValueError( + f"Please provide `key` argument in `filter_repo_objects`: `{item}` is not a string." + ) + + key = _identity + + for item in items: + path = key(item) + if allow_patterns is not None and not any( + fnmatch(path, r) for r in allow_patterns + ): + continue + if ignore_patterns is not None and any( + fnmatch(path, r) for r in ignore_patterns + ): + continue + yield item - for item in items: - path = key(item) - if allow_patterns is not None and not any(fnmatch(path, r) for r in allow_patterns): - continue - if ignore_patterns is not None and any(fnmatch(path, r) for r in ignore_patterns): - continue - yield item def _add_wildcard_to_directories(pattern: str) -> str: - if pattern[-1] == "/": - return pattern + "*" - return pattern + if pattern[-1] == "/": + return pattern + "*" + return pattern + def get_hf_endpoint() -> str: - return os.environ.get('HF_ENDPOINT', "https://huggingface.co") + return os.environ.get("HF_ENDPOINT", "https://huggingface.co") + def get_hf_home() -> Path: - """Get the Hugging Face home directory.""" - return Path(os.environ.get("HF_HOME", Path.home()/".cache"/"huggingface")) + """Get the Hugging Face home directory.""" + return Path(os.environ.get("HF_HOME", Path.home() / ".cache" / "huggingface")) + async def get_hf_token() -> Optional[str]: - """Retrieve the Hugging Face token from the user's HF_HOME directory.""" - token_path = get_hf_home()/"token" - if await aios.path.exists(token_path): - async with aiofiles.open(token_path, 'r') as f: - return (await f.read()).strip() - return None + """Retrieve the Hugging Face token from the user's HF_HOME directory.""" + token_path = get_hf_home() / "token" + if await aios.path.exists(token_path): + async with aiofiles.open(token_path, "r") as f: + return (await f.read()).strip() + return None + async def get_auth_headers() -> dict[str, str]: - """Get authentication headers if a token is available.""" - token = await get_hf_token() - if token: - return {"Authorization": f"Bearer {token}"} - return {} + """Get authentication headers if a token is available.""" + token = await get_hf_token() + if token: + return {"Authorization": f"Bearer {token}"} + return {} + def extract_layer_num(tensor_name: str) -> Optional[int]: - # This is a simple example and might need to be adjusted based on the actual naming convention - parts = tensor_name.split('.') - for part in parts: - if part.isdigit(): - return int(part) - return None + # This is a simple example and might need to be adjusted based on the actual naming convention + parts = tensor_name.split(".") + for part in parts: + if part.isdigit(): + return int(part) + return None + def get_allow_patterns(weight_map: Dict[str, str], shard: ShardMetadata) -> List[str]: - default_patterns = set(["*.json", "*.py", "tokenizer.model", "*.tiktoken", "*.txt"]) - shard_specific_patterns: set[str] = set() - if weight_map: - for tensor_name, filename in weight_map.items(): - layer_num = extract_layer_num(tensor_name) - if layer_num is not None and shard.start_layer <= layer_num <= shard.end_layer: - shard_specific_patterns.add(filename) - sorted_file_names = sorted(weight_map.values()) - if shard.is_first_layer: - shard_specific_patterns.add(sorted_file_names[0]) - elif shard.is_last_layer: - shard_specific_patterns.add(sorted_file_names[-1]) - else: - shard_specific_patterns = set(["*.safetensors"]) - print(f"get_allow_patterns {shard=} {shard_specific_patterns=}") - return list(default_patterns | shard_specific_patterns) + default_patterns = set(["*.json", "*.py", "tokenizer.model", "*.tiktoken", "*.txt"]) + shard_specific_patterns: set[str] = set() + if weight_map: + for tensor_name, filename in weight_map.items(): + layer_num = extract_layer_num(tensor_name) + if ( + layer_num is not None + and shard.start_layer <= layer_num <= shard.end_layer + ): + shard_specific_patterns.add(filename) + sorted_file_names = sorted(weight_map.values()) + if shard.is_first_layer: + shard_specific_patterns.add(sorted_file_names[0]) + elif shard.is_last_layer: + shard_specific_patterns.add(sorted_file_names[-1]) + else: + shard_specific_patterns = set(["*.safetensors"]) + print(f"get_allow_patterns {shard=} {shard_specific_patterns=}") + return list(default_patterns | shard_specific_patterns) diff --git a/src/exo/worker/download/impl_shard_downloader.py b/src/exo/worker/download/impl_shard_downloader.py index 170e68c6..6f49c3fb 100644 --- a/src/exo/worker/download/impl_shard_downloader.py +++ b/src/exo/worker/download/impl_shard_downloader.py @@ -5,134 +5,185 @@ from typing import AsyncIterator, Callable, Dict, List, Optional from exo.shared.models.model_cards import MODEL_CARDS from exo.shared.models.model_meta import get_model_meta from exo.shared.types.worker.shards import ( - PartitionStrategy, - PipelineShardMetadata, - ShardMetadata, + PartitionStrategy, + PipelineShardMetadata, + ShardMetadata, ) from exo.worker.download.download_utils import RepoDownloadProgress, download_shard from exo.worker.download.shard_downloader import ShardDownloader def exo_shard_downloader(max_parallel_downloads: int = 8) -> ShardDownloader: - return SingletonShardDownloader(CachedShardDownloader(ResumableShardDownloader(max_parallel_downloads))) + return SingletonShardDownloader( + CachedShardDownloader(ResumableShardDownloader(max_parallel_downloads)) + ) + async def build_base_shard(model_id: str) -> Optional[ShardMetadata]: - model_meta = await get_model_meta(model_id) - # print(f"build_base_shard {model_id=} {model_meta=}") - return PipelineShardMetadata( - model_meta=model_meta, - partition_strategy=PartitionStrategy.pipeline, - device_rank=0, - world_size=1, - start_layer=0, - end_layer=model_meta.n_layers, - n_layers=model_meta.n_layers, - ) + model_meta = await get_model_meta(model_id) + # print(f"build_base_shard {model_id=} {model_meta=}") + return PipelineShardMetadata( + model_meta=model_meta, + partition_strategy=PartitionStrategy.pipeline, + device_rank=0, + world_size=1, + start_layer=0, + end_layer=model_meta.n_layers, + n_layers=model_meta.n_layers, + ) + async def build_full_shard(model_id: str) -> Optional[PipelineShardMetadata]: - base_shard = await build_base_shard(model_id) - if base_shard is None: - return None - return PipelineShardMetadata( - model_meta=base_shard.model_meta, - partition_strategy=base_shard.partition_strategy, - device_rank=base_shard.device_rank, - world_size=base_shard.world_size, - start_layer=base_shard.start_layer, - end_layer=base_shard.n_layers, - n_layers=base_shard.n_layers, - ) + base_shard = await build_base_shard(model_id) + if base_shard is None: + return None + return PipelineShardMetadata( + model_meta=base_shard.model_meta, + partition_strategy=base_shard.partition_strategy, + device_rank=base_shard.device_rank, + world_size=base_shard.world_size, + start_layer=base_shard.start_layer, + end_layer=base_shard.n_layers, + n_layers=base_shard.n_layers, + ) + class SingletonShardDownloader(ShardDownloader): - def __init__(self, shard_downloader: ShardDownloader): - self.shard_downloader = shard_downloader - self.active_downloads: Dict[ShardMetadata, asyncio.Task[Path]] = {} + def __init__(self, shard_downloader: ShardDownloader): + self.shard_downloader = shard_downloader + self.active_downloads: Dict[ShardMetadata, asyncio.Task[Path]] = {} - def on_progress(self, callback: Callable[[ShardMetadata, RepoDownloadProgress], None]) -> None: - self.shard_downloader.on_progress(callback) + def on_progress( + self, callback: Callable[[ShardMetadata, RepoDownloadProgress], None] + ) -> None: + self.shard_downloader.on_progress(callback) - async def ensure_shard(self, shard: ShardMetadata, config_only: bool = False) -> Path: - if shard not in self.active_downloads: - self.active_downloads[shard] = asyncio.create_task(self.shard_downloader.ensure_shard(shard, config_only)) - try: - return await self.active_downloads[shard] - finally: - if shard in self.active_downloads and self.active_downloads[shard].done(): - del self.active_downloads[shard] + async def ensure_shard( + self, shard: ShardMetadata, config_only: bool = False + ) -> Path: + if shard not in self.active_downloads: + self.active_downloads[shard] = asyncio.create_task( + self.shard_downloader.ensure_shard(shard, config_only) + ) + try: + return await self.active_downloads[shard] + finally: + if shard in self.active_downloads and self.active_downloads[shard].done(): + del self.active_downloads[shard] - async def get_shard_download_status(self) -> AsyncIterator[tuple[Path, RepoDownloadProgress]]: - async for path, status in self.shard_downloader.get_shard_download_status(): - yield path, status + async def get_shard_download_status( + self, + ) -> AsyncIterator[tuple[Path, RepoDownloadProgress]]: + async for path, status in self.shard_downloader.get_shard_download_status(): + yield path, status + + async def get_shard_download_status_for_shard( + self, shard: ShardMetadata + ) -> RepoDownloadProgress: + return await self.shard_downloader.get_shard_download_status_for_shard(shard) - async def get_shard_download_status_for_shard(self, shard: ShardMetadata) -> RepoDownloadProgress: - return await self.shard_downloader.get_shard_download_status_for_shard(shard) class CachedShardDownloader(ShardDownloader): - def __init__(self, shard_downloader: ShardDownloader): - self.shard_downloader = shard_downloader - self.cache: Dict[tuple[str, ShardMetadata], Path] = {} + def __init__(self, shard_downloader: ShardDownloader): + self.shard_downloader = shard_downloader + self.cache: Dict[tuple[str, ShardMetadata], Path] = {} - def on_progress(self, callback: Callable[[ShardMetadata, RepoDownloadProgress], None]) -> None: - self.shard_downloader.on_progress(callback) + def on_progress( + self, callback: Callable[[ShardMetadata, RepoDownloadProgress], None] + ) -> None: + self.shard_downloader.on_progress(callback) - async def ensure_shard(self, shard: ShardMetadata, config_only: bool = False) -> Path: - if (shard.model_meta.model_id, shard) in self.cache: - # print(f"ensure_shard cache hit {shard=}") - return self.cache[(shard.model_meta.model_id, shard)] + async def ensure_shard( + self, shard: ShardMetadata, config_only: bool = False + ) -> Path: + if (shard.model_meta.model_id, shard) in self.cache: + # print(f"ensure_shard cache hit {shard=}") + return self.cache[(shard.model_meta.model_id, shard)] - # print(f"ensure_shard cache miss {shard=}") - target_dir = await self.shard_downloader.ensure_shard(shard, config_only) - self.cache[(shard.model_meta.model_id, shard)] = target_dir - return target_dir + # print(f"ensure_shard cache miss {shard=}") + target_dir = await self.shard_downloader.ensure_shard(shard, config_only) + self.cache[(shard.model_meta.model_id, shard)] = target_dir + return target_dir - async def get_shard_download_status(self) -> AsyncIterator[tuple[Path, RepoDownloadProgress]]: - async for path, status in self.shard_downloader.get_shard_download_status(): - yield path, status + async def get_shard_download_status( + self, + ) -> AsyncIterator[tuple[Path, RepoDownloadProgress]]: + async for path, status in self.shard_downloader.get_shard_download_status(): + yield path, status + + async def get_shard_download_status_for_shard( + self, shard: ShardMetadata + ) -> RepoDownloadProgress: + return await self.shard_downloader.get_shard_download_status_for_shard(shard) - async def get_shard_download_status_for_shard(self, shard: ShardMetadata) -> RepoDownloadProgress: - return await self.shard_downloader.get_shard_download_status_for_shard(shard) class ResumableShardDownloader(ShardDownloader): - def __init__(self, max_parallel_downloads: int = 8): - self.max_parallel_downloads = max_parallel_downloads - self.on_progress_callbacks: List[Callable[[ShardMetadata, RepoDownloadProgress], None]] = [] + def __init__(self, max_parallel_downloads: int = 8): + self.max_parallel_downloads = max_parallel_downloads + self.on_progress_callbacks: List[ + Callable[[ShardMetadata, RepoDownloadProgress], None] + ] = [] - def on_progress_wrapper(self, shard: ShardMetadata, progress: RepoDownloadProgress) -> None: - for callback in self.on_progress_callbacks: - callback(shard, progress) + def on_progress_wrapper( + self, shard: ShardMetadata, progress: RepoDownloadProgress + ) -> None: + for callback in self.on_progress_callbacks: + callback(shard, progress) - def on_progress(self, callback: Callable[[ShardMetadata, RepoDownloadProgress], None]) -> None: - self.on_progress_callbacks.append(callback) + def on_progress( + self, callback: Callable[[ShardMetadata, RepoDownloadProgress], None] + ) -> None: + self.on_progress_callbacks.append(callback) - async def ensure_shard(self, shard: ShardMetadata, config_only: bool = False) -> Path: - allow_patterns = ["config.json"] if config_only else None + async def ensure_shard( + self, shard: ShardMetadata, config_only: bool = False + ) -> Path: + allow_patterns = ["config.json"] if config_only else None - # print(f"ensure_shard {shard=} {config_only=} {allow_patterns=}") - target_dir, _ = await download_shard(shard, self.on_progress_wrapper, max_parallel_downloads=self.max_parallel_downloads, allow_patterns=allow_patterns) - return target_dir + # print(f"ensure_shard {shard=} {config_only=} {allow_patterns=}") + target_dir, _ = await download_shard( + shard, + self.on_progress_wrapper, + max_parallel_downloads=self.max_parallel_downloads, + allow_patterns=allow_patterns, + ) + return target_dir - async def get_shard_download_status(self) -> AsyncIterator[tuple[Path, RepoDownloadProgress]]: - # print("get_shard_download_status") - async def _status_for_model(model_id: str) -> Optional[tuple[Path, RepoDownloadProgress]]: - """Helper coroutine that builds the shard for a model and gets its download status.""" - shard = await build_full_shard(model_id) - if shard is None: - return None - return await download_shard(shard, self.on_progress_wrapper, skip_download=True) + async def get_shard_download_status( + self, + ) -> AsyncIterator[tuple[Path, RepoDownloadProgress]]: + # print("get_shard_download_status") + async def _status_for_model( + model_id: str, + ) -> Optional[tuple[Path, RepoDownloadProgress]]: + """Helper coroutine that builds the shard for a model and gets its download status.""" + shard = await build_full_shard(model_id) + if shard is None: + return None + return await download_shard( + shard, self.on_progress_wrapper, skip_download=True + ) - # Kick off download status coroutines concurrently - tasks = [asyncio.create_task(_status_for_model(model_card.model_id)) for model_card in MODEL_CARDS.values()] + # Kick off download status coroutines concurrently + tasks = [ + asyncio.create_task(_status_for_model(model_card.model_id)) + for model_card in MODEL_CARDS.values() + ] - for task in asyncio.as_completed(tasks): - try: - result = await task - if result is None: - continue - path, progress = result - yield (path, progress) - except Exception as e: - print("Error downloading shard:", e) + for task in asyncio.as_completed(tasks): + try: + result = await task + if result is None: + continue + path, progress = result + yield (path, progress) + except Exception as e: + print("Error downloading shard:", e) - async def get_shard_download_status_for_shard(self, shard: ShardMetadata) -> RepoDownloadProgress: - _, progress = await download_shard(shard, self.on_progress_wrapper, skip_download=True) - return progress + async def get_shard_download_status_for_shard( + self, shard: ShardMetadata + ) -> RepoDownloadProgress: + _, progress = await download_shard( + shard, self.on_progress_wrapper, skip_download=True + ) + return progress diff --git a/src/exo/worker/download/shard_downloader.py b/src/exo/worker/download/shard_downloader.py index 6fcba625..ddb78915 100644 --- a/src/exo/worker/download/shard_downloader.py +++ b/src/exo/worker/download/shard_downloader.py @@ -5,18 +5,20 @@ from typing import AsyncIterator, Callable from exo.shared.types.models import ModelMetadata from exo.shared.types.worker.shards import ( - PartitionStrategy, - PipelineShardMetadata, - ShardMetadata, + PartitionStrategy, + PipelineShardMetadata, + ShardMetadata, ) from exo.worker.download.download_utils import RepoDownloadProgress # TODO: the PipelineShardMetadata getting reinstantiated is a bit messy. Shoudl this be a classmethod? class ShardDownloader(ABC): - @abstractmethod - async def ensure_shard(self, shard: ShardMetadata, config_only: bool = False) -> Path: - """ + @abstractmethod + async def ensure_shard( + self, shard: ShardMetadata, config_only: bool = False + ) -> Path: + """ Ensures that the shard is downloaded. Does not allow multiple overlapping downloads at once. If you try to download a Shard which overlaps a Shard that is already being downloaded, @@ -27,79 +29,108 @@ class ShardDownloader(ABC): inference_engine_name (str): The inference engine used on the node hosting the shard """ - @abstractmethod - def on_progress(self, callback: Callable[[ShardMetadata, RepoDownloadProgress], None]) -> None: - pass + @abstractmethod + def on_progress( + self, callback: Callable[[ShardMetadata, RepoDownloadProgress], None] + ) -> None: + pass - @abstractmethod - async def get_shard_download_status(self) -> AsyncIterator[tuple[Path, RepoDownloadProgress]]: - """Get the download status of shards. + @abstractmethod + async def get_shard_download_status( + self, + ) -> AsyncIterator[tuple[Path, RepoDownloadProgress]]: + """Get the download status of shards. - Yields: - tuple[Path, RepoDownloadProgress]: The path and progress of a shard download. - """ - yield ( - Path("/tmp/noop_shard"), - RepoDownloadProgress( - repo_id="noop", - repo_revision="noop", - shard=PipelineShardMetadata( - model_meta=ModelMetadata( - model_id='noop', - pretty_name='noope', - storage_size_kilobytes=0, - n_layers=1 + Yields: + tuple[Path, RepoDownloadProgress]: The path and progress of a shard download. + """ + yield ( + Path("/tmp/noop_shard"), + RepoDownloadProgress( + repo_id="noop", + repo_revision="noop", + shard=PipelineShardMetadata( + model_meta=ModelMetadata( + model_id="noop", + pretty_name="noope", + storage_size_kilobytes=0, + n_layers=1, + ), + partition_strategy=PartitionStrategy.pipeline, + device_rank=0, + world_size=1, + start_layer=0, + end_layer=1, + n_layers=1, ), - partition_strategy=PartitionStrategy.pipeline, - device_rank=0, - world_size=1, - start_layer=0, - end_layer=1, - n_layers=1, + completed_files=0, + total_files=0, + downloaded_bytes=0, + downloaded_bytes_this_session=0, + total_bytes=0, + overall_speed=0, + overall_eta=timedelta(seconds=0), + status="complete", ), - completed_files=0, - total_files=0, - downloaded_bytes=0, - downloaded_bytes_this_session=0, - total_bytes=0, - overall_speed=0, - overall_eta=timedelta(seconds=0), - status="complete", ) - ) - @abstractmethod - async def get_shard_download_status_for_shard(self, shard: ShardMetadata) -> RepoDownloadProgress: - ... + @abstractmethod + async def get_shard_download_status_for_shard( + self, shard: ShardMetadata + ) -> RepoDownloadProgress: ... class NoopShardDownloader(ShardDownloader): - async def ensure_shard(self, shard: ShardMetadata, config_only: bool = False) -> Path: - return Path("/tmp/noop_shard") + async def ensure_shard( + self, shard: ShardMetadata, config_only: bool = False + ) -> Path: + return Path("/tmp/noop_shard") - def on_progress(self, callback: Callable[[ShardMetadata, RepoDownloadProgress], None]) -> None: - pass + def on_progress( + self, callback: Callable[[ShardMetadata, RepoDownloadProgress], None] + ) -> None: + pass - async def get_shard_download_status(self) -> AsyncIterator[tuple[Path, RepoDownloadProgress]]: - yield ( - Path("/tmp/noop_shard"), - RepoDownloadProgress( + async def get_shard_download_status( + self, + ) -> AsyncIterator[tuple[Path, RepoDownloadProgress]]: + yield ( + Path("/tmp/noop_shard"), + RepoDownloadProgress( + repo_id="noop", + repo_revision="noop", + shard=PipelineShardMetadata( + model_meta=ModelMetadata( + model_id="noop", + pretty_name="noope", + storage_size_kilobytes=0, + n_layers=1, + ), + partition_strategy=PartitionStrategy.pipeline, + device_rank=0, + world_size=1, + start_layer=0, + end_layer=1, + n_layers=1, + ), + completed_files=0, + total_files=0, + downloaded_bytes=0, + downloaded_bytes_this_session=0, + total_bytes=0, + overall_speed=0, + overall_eta=timedelta(seconds=0), + status="complete", + ), + ) + + async def get_shard_download_status_for_shard( + self, shard: ShardMetadata + ) -> RepoDownloadProgress: + return RepoDownloadProgress( repo_id="noop", repo_revision="noop", - shard=PipelineShardMetadata( - model_meta=ModelMetadata( - model_id='noop', - pretty_name='noope', - storage_size_kilobytes=0, - n_layers=1 - ), - partition_strategy=PartitionStrategy.pipeline, - device_rank=0, - world_size=1, - start_layer=0, - end_layer=1, - n_layers=1, - ), + shard=shard, completed_files=0, total_files=0, downloaded_bytes=0, @@ -109,19 +140,3 @@ class NoopShardDownloader(ShardDownloader): overall_eta=timedelta(seconds=0), status="complete", ) - ) - - async def get_shard_download_status_for_shard(self, shard: ShardMetadata) -> RepoDownloadProgress: - return RepoDownloadProgress( - repo_id="noop", - repo_revision="noop", - shard=shard, - completed_files=0, - total_files=0, - downloaded_bytes=0, - downloaded_bytes_this_session=0, - total_bytes=0, - overall_speed=0, - overall_eta=timedelta(seconds=0), - status="complete", - ) \ No newline at end of file diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 189f668a..621d0cc1 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -5,12 +5,12 @@ from exo.shared.apply import apply from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager from exo.shared.types.common import NodeId from exo.shared.types.events import ( - NodePerformanceMeasured, + NodePerformanceMeasured, ) from exo.shared.types.profiling import NodePerformanceProfile from exo.shared.types.worker.ops import ( - ExecuteTaskOp, - RunnerOp, + ExecuteTaskOp, + RunnerOp, ) from exo.shared.utils import Keypair, get_node_id_keypair from exo.worker.download.impl_shard_downloader import exo_shard_downloader @@ -20,74 +20,94 @@ from exo.worker.worker import Worker async def run(worker_state: Worker, logger: logging.Logger): - assert worker_state.global_events is not None + assert worker_state.global_events is not None - while True: - # 1. get latest events - events = await worker_state.global_events.get_events_since(worker_state.state.last_event_applied_idx) + while True: + # 1. get latest events + events = await worker_state.global_events.get_events_since( + worker_state.state.last_event_applied_idx + ) - # 2. for each event, apply it to the state and run sagas - for event_from_log in events: - worker_state.state = apply(worker_state.state, event_from_log) + # 2. for each event, apply it to the state and run sagas + for event_from_log in events: + worker_state.state = apply(worker_state.state, event_from_log) - # 3. based on the updated state, we plan & execute an operation. - op: RunnerOp | None = plan( - worker_state.assigned_runners, - worker_state.node_id, - worker_state.state.instances, - worker_state.state.runners, - worker_state.state.tasks, - ) - if op is not None: - worker_state.logger.info(f"!!! plan result: {op}") + # 3. based on the updated state, we plan & execute an operation. + op: RunnerOp | None = plan( + worker_state.assigned_runners, + worker_state.node_id, + worker_state.state.instances, + worker_state.state.runners, + worker_state.state.tasks, + ) + if op is not None: + worker_state.logger.info(f"!!! plan result: {op}") - # run the op, synchronously blocking for now - if op is not None: - logger.info(f'Executing op {op}') - try: - async for event in worker_state.execute_op(op): - await worker_state.event_publisher(event) - except Exception as e: - if isinstance(op, ExecuteTaskOp): - generator = worker_state.fail_task(e, runner_id=op.runner_id, task_id=op.task.task_id) - else: - generator = worker_state.fail_runner(e, runner_id=op.runner_id) - - async for event in generator: - await worker_state.event_publisher(event) - - await asyncio.sleep(0.01) + # run the op, synchronously blocking for now + if op is not None: + logger.info(f"Executing op {op}") + try: + async for event in worker_state.execute_op(op): + await worker_state.event_publisher(event) + except Exception as e: + if isinstance(op, ExecuteTaskOp): + generator = worker_state.fail_task( + e, runner_id=op.runner_id, task_id=op.task.task_id + ) + else: + generator = worker_state.fail_runner(e, runner_id=op.runner_id) + async for event in generator: + await worker_state.event_publisher(event) + await asyncio.sleep(0.01) async def async_main(): node_id_keypair: Keypair = get_node_id_keypair() node_id = NodeId(node_id_keypair.to_peer_id().to_base58()) - logger: logging.Logger = logging.getLogger('worker_logger') + logger: logging.Logger = logging.getLogger("worker_logger") logger.setLevel(logging.DEBUG) if not logger.handlers: handler = logging.StreamHandler() - handler.setFormatter(logging.Formatter('%(asctime)s - %(levelname)s - %(message)s')) + handler.setFormatter( + logging.Formatter("%(asctime)s - %(levelname)s - %(message)s") + ) logger.addHandler(handler) event_log_manager = EventLogManager(EventLogConfig(), logger) await event_log_manager.initialize() shard_downloader = exo_shard_downloader() - + # TODO: add profiling etc to resource monitor - async def resource_monitor_callback(node_performance_profile: NodePerformanceProfile) -> None: + async def resource_monitor_callback( + node_performance_profile: NodePerformanceProfile, + ) -> None: await event_log_manager.worker_events.append_events( - [NodePerformanceMeasured(node_id=node_id, node_profile=node_performance_profile)], origin=node_id + [ + NodePerformanceMeasured( + node_id=node_id, node_profile=node_performance_profile + ) + ], + origin=node_id, ) + asyncio.create_task(start_polling_node_metrics(callback=resource_monitor_callback)) - worker = Worker(node_id, logger, shard_downloader, event_log_manager.worker_events, event_log_manager.global_events) + worker = Worker( + node_id, + logger, + shard_downloader, + event_log_manager.worker_events, + event_log_manager.global_events, + ) await run(worker, logger) + def main(): asyncio.run(async_main()) + if __name__ == "__main__": main() diff --git a/src/exo/worker/plan.py b/src/exo/worker/plan.py index a0be6920..1e97e1cf 100644 --- a/src/exo/worker/plan.py +++ b/src/exo/worker/plan.py @@ -28,7 +28,11 @@ from exo.shared.types.worker.runners import ( from exo.worker.common import AssignedRunner -def unassign_runners(instances: Mapping[InstanceId, Instance], state_runners: Mapping[RunnerId, RunnerStatus], assigned_runners: dict[RunnerId, AssignedRunner]) -> UnassignRunnerOp | None: +def unassign_runners( + instances: Mapping[InstanceId, Instance], + state_runners: Mapping[RunnerId, RunnerStatus], + assigned_runners: dict[RunnerId, AssignedRunner], +) -> UnassignRunnerOp | None: runner_ids: set[RunnerId] = { runner_id for instance in instances.values() @@ -40,77 +44,122 @@ def unassign_runners(instances: Mapping[InstanceId, Instance], state_runners: Ma # If our instance is in 'downloading' or 'assigned' state, then we know the runner is stale. These are part of AssignRunnerOp and should be blocking. for assigned_runner_id in assigned_runners: - if assigned_runner_id in state_runners and \ - isinstance(state_runners[assigned_runner_id], DownloadingRunnerStatus): + if assigned_runner_id in state_runners and isinstance( + state_runners[assigned_runner_id], DownloadingRunnerStatus + ): return UnassignRunnerOp(runner_id=assigned_runner_id) return None -def failed_runners(assigned_runners: dict[RunnerId, AssignedRunner]) -> RunnerFailedOp | None: + +def failed_runners( + assigned_runners: dict[RunnerId, AssignedRunner], +) -> RunnerFailedOp | None: for runner_id, assigned_runner in assigned_runners.items(): - if assigned_runner.runner is not None and \ - not assigned_runner.runner.healthy and \ - not isinstance(assigned_runner.status, FailedRunnerStatus): + if ( + assigned_runner.runner is not None + and not assigned_runner.runner.healthy + and not isinstance(assigned_runner.status, FailedRunnerStatus) + ): return RunnerFailedOp(runner_id=runner_id) return None + def spin_down_runners( - instances: Mapping[InstanceId, Instance], - assigned_runners: dict[RunnerId, AssignedRunner], + instances: Mapping[InstanceId, Instance], + assigned_runners: dict[RunnerId, AssignedRunner], state_runners: Mapping[RunnerId, RunnerStatus], - worker_node_id: NodeId) -> RunnerDownOp | None: + worker_node_id: NodeId, +) -> RunnerDownOp | None: for _instance_id, instance in instances.items(): for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): if node_id != worker_node_id: continue # We spin down a runner if it's meant to be inactive and it's Loaded. - if runner_id in assigned_runners and \ - isinstance(assigned_runners[runner_id].status, LoadedRunnerStatus) and \ - instance.instance_type == InstanceStatus.INACTIVE: + if ( + runner_id in assigned_runners + and isinstance(assigned_runners[runner_id].status, LoadedRunnerStatus) + and instance.instance_type == InstanceStatus.INACTIVE + ): return RunnerDownOp(runner_id=runner_id) # If we are part of an instance that has a dead node - and we aren't the dead node - we should spin down for _instance_id, instance in instances.items(): - if worker_node_id in instance.shard_assignments.node_to_runner and \ - instance.shard_assignments.node_to_runner[worker_node_id] in assigned_runners and \ - not isinstance(assigned_runners[instance.shard_assignments.node_to_runner[worker_node_id]].status, InactiveRunnerStatus): # make sure that our runner has not already been spun down into ready state + if ( + worker_node_id in instance.shard_assignments.node_to_runner + and instance.shard_assignments.node_to_runner[worker_node_id] + in assigned_runners + and not isinstance( + assigned_runners[ + instance.shard_assignments.node_to_runner[worker_node_id] + ].status, + InactiveRunnerStatus, + ) + ): # make sure that our runner has not already been spun down into ready state other_node_in_instance_has_failed = False for runner_id in instance.shard_assignments.runner_to_shard: - if runner_id in state_runners and \ - isinstance(state_runners[runner_id], FailedRunnerStatus) and \ - runner_id not in assigned_runners: - other_node_in_instance_has_failed= True + if ( + runner_id in state_runners + and isinstance(state_runners[runner_id], FailedRunnerStatus) + and runner_id not in assigned_runners + ): + other_node_in_instance_has_failed = True if other_node_in_instance_has_failed: # Spin down *our* runner - return RunnerDownOp(runner_id=instance.shard_assignments.node_to_runner[worker_node_id]) + return RunnerDownOp( + runner_id=instance.shard_assignments.node_to_runner[worker_node_id] + ) # If we are failed - and *all of the other nodes have spun down* - then we can spin down too. for _instance_id, instance in instances.items(): - if worker_node_id in instance.shard_assignments.node_to_runner and \ - instance.shard_assignments.node_to_runner[worker_node_id] in state_runners and \ - instance.shard_assignments.node_to_runner[worker_node_id] in assigned_runners and \ - isinstance(assigned_runners[instance.shard_assignments.node_to_runner[worker_node_id]].status, FailedRunnerStatus): - + if ( + worker_node_id in instance.shard_assignments.node_to_runner + and instance.shard_assignments.node_to_runner[worker_node_id] + in state_runners + and instance.shard_assignments.node_to_runner[worker_node_id] + in assigned_runners + and isinstance( + assigned_runners[ + instance.shard_assignments.node_to_runner[worker_node_id] + ].status, + FailedRunnerStatus, + ) + ): num_spundown_nodes = 0 for runner_id in instance.shard_assignments.runner_to_shard: - if runner_id in state_runners and \ - isinstance(state_runners[runner_id], InactiveRunnerStatus) and \ - runner_id not in assigned_runners: + if ( + runner_id in state_runners + and isinstance(state_runners[runner_id], InactiveRunnerStatus) + and runner_id not in assigned_runners + ): num_spundown_nodes += 1 # Suggested: # if runner_id in state_runners and isinstance(state.runners[runner_id], InactiveRunnerStatus): # if runner_id != instance.shard_assignments.node_to_runner[worker_node_id]: # num_spundown_nodes += 1 - if num_spundown_nodes == next(iter(instance.shard_assignments.runner_to_shard.values())).world_size - 1: + if ( + num_spundown_nodes + == next( + iter(instance.shard_assignments.runner_to_shard.values()) + ).world_size + - 1 + ): # All the other nodes are spun down - so now we can spin down too. # This also catches the case of 1-node. If there's one node in the instance then we should spin down straight away - return RunnerDownOp(runner_id=instance.shard_assignments.node_to_runner[worker_node_id]) + return RunnerDownOp( + runner_id=instance.shard_assignments.node_to_runner[worker_node_id] + ) return None -def assign_runners(instances: Mapping[InstanceId, Instance], assigned_runners: dict[RunnerId, AssignedRunner], worker_node_id: NodeId) -> AssignRunnerOp | None: + +def assign_runners( + instances: Mapping[InstanceId, Instance], + assigned_runners: dict[RunnerId, AssignedRunner], + worker_node_id: NodeId, +) -> AssignRunnerOp | None: for instance_id, instance in instances.items(): for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): if node_id != worker_node_id: @@ -120,29 +169,54 @@ def assign_runners(instances: Mapping[InstanceId, Instance], assigned_runners: d return AssignRunnerOp( runner_id=runner_id, instance_id=instance_id, - shard_metadata=instance.shard_assignments.runner_to_shard[runner_id], - hosts=instance.hosts + shard_metadata=instance.shard_assignments.runner_to_shard[ + runner_id + ], + hosts=instance.hosts, ) return None -def spin_up_runners(instances: Mapping[InstanceId, Instance], assigned_runners: dict[RunnerId, AssignedRunner], state_runners: Mapping[RunnerId, RunnerStatus], worker_node_id: NodeId) -> RunnerUpOp | None: - for _instance_id, instance in instances.items(): - if worker_node_id in instance.shard_assignments.node_to_runner and \ - assigned_runners[instance.shard_assignments.node_to_runner[worker_node_id]].runner is None and \ - instance.instance_type == InstanceStatus.ACTIVE: +def spin_up_runners( + instances: Mapping[InstanceId, Instance], + assigned_runners: dict[RunnerId, AssignedRunner], + state_runners: Mapping[RunnerId, RunnerStatus], + worker_node_id: NodeId, +) -> RunnerUpOp | None: + for _instance_id, instance in instances.items(): + if ( + worker_node_id in instance.shard_assignments.node_to_runner + and assigned_runners[ + instance.shard_assignments.node_to_runner[worker_node_id] + ].runner + is None + and instance.instance_type == InstanceStatus.ACTIVE + ): # We are part of this instance, we want it up but it hasn't been spun up yet. # Need to assert all other runners are ready before we can spin up. ready_to_spin = True for runner_id in instance.shard_assignments.node_to_runner.values(): - if runner_id in state_runners and state_runners[runner_id].runner_status != RunnerStatusType.Inactive: + if ( + runner_id in state_runners + and state_runners[runner_id].runner_status + != RunnerStatusType.Inactive + ): ready_to_spin = False if ready_to_spin: - return RunnerUpOp(runner_id=instance.shard_assignments.node_to_runner[worker_node_id]) + return RunnerUpOp( + runner_id=instance.shard_assignments.node_to_runner[worker_node_id] + ) return None -def execute_task_op(instances: Mapping[InstanceId, Instance], assigned_runners: dict[RunnerId, AssignedRunner], state_runners: Mapping[RunnerId, RunnerStatus], tasks: Mapping[TaskId, Task], worker_node_id: NodeId) -> ExecuteTaskOp | None: + +def execute_task_op( + instances: Mapping[InstanceId, Instance], + assigned_runners: dict[RunnerId, AssignedRunner], + state_runners: Mapping[RunnerId, RunnerStatus], + tasks: Mapping[TaskId, Task], + worker_node_id: NodeId, +) -> ExecuteTaskOp | None: for instance_id, instance in instances.items(): for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): if node_id != worker_node_id: @@ -150,21 +224,31 @@ def execute_task_op(instances: Mapping[InstanceId, Instance], assigned_runners: assert runner_id in assigned_runners runner = assigned_runners[runner_id] if runner.status.runner_status != RunnerStatusType.Loaded: - continue # The only previous state to get to Running is from Loaded + continue # The only previous state to get to Running is from Loaded for _, task in tasks.items(): if task.instance_id == instance_id and ( - task.task_status == TaskStatus.PENDING or task.task_status == TaskStatus.FAILED + task.task_status == TaskStatus.PENDING + or task.task_status == TaskStatus.FAILED ): - if (runner.shard_metadata.device_rank >= 1 or runner.shard_metadata.world_size == 1): + if ( + runner.shard_metadata.device_rank >= 1 + or runner.shard_metadata.world_size == 1 + ): return ExecuteTaskOp(runner_id=runner_id, task=task) else: # We already know our own status is Loaded. We are rank 0, # so let's check that all the other runners are running - ready for us to fire the prompt. running_runner_count = 0 - for other_runner_id, other_runner_status in state_runners.items(): - if other_runner_id in instance.shard_assignments.node_to_runner.values() and \ - isinstance(other_runner_status, RunningRunnerStatus): + for ( + other_runner_id, + other_runner_status, + ) in state_runners.items(): + if ( + other_runner_id + in instance.shard_assignments.node_to_runner.values() + and isinstance(other_runner_status, RunningRunnerStatus) + ): running_runner_count += 1 if running_runner_count == runner.shard_metadata.world_size - 1: @@ -173,12 +257,13 @@ def execute_task_op(instances: Mapping[InstanceId, Instance], assigned_runners: return None - -def plan(assigned_runners: dict[RunnerId, AssignedRunner], - worker_node_id: NodeId, - instances: Mapping[InstanceId, Instance], - state_runners: Mapping[RunnerId, RunnerStatus], # all global - tasks: Mapping[TaskId, Task]) -> RunnerOp | None: +def plan( + assigned_runners: dict[RunnerId, AssignedRunner], + worker_node_id: NodeId, + instances: Mapping[InstanceId, Instance], + state_runners: Mapping[RunnerId, RunnerStatus], # all global + tasks: Mapping[TaskId, Task], +) -> RunnerOp | None: # First, unassign assigned runners that are no longer in the state. if unop := unassign_runners(instances, state_runners, assigned_runners): return unop @@ -188,7 +273,9 @@ def plan(assigned_runners: dict[RunnerId, AssignedRunner], return failed_op # spin down runners that are no longer needed - if down_op := spin_down_runners(instances, assigned_runners, state_runners, worker_node_id): + if down_op := spin_down_runners( + instances, assigned_runners, state_runners, worker_node_id + ): return down_op # Then assign runners we do want @@ -196,11 +283,15 @@ def plan(assigned_runners: dict[RunnerId, AssignedRunner], return assign_op # Then spin up 'ready' runners that should be active - if runner_up_op := spin_up_runners(instances, assigned_runners, state_runners, worker_node_id): + if runner_up_op := spin_up_runners( + instances, assigned_runners, state_runners, worker_node_id + ): return runner_up_op # Then make sure things are running based on tasks. - if exec_op := execute_task_op(instances, assigned_runners, state_runners, tasks, worker_node_id): + if exec_op := execute_task_op( + instances, assigned_runners, state_runners, tasks, worker_node_id + ): return exec_op return None diff --git a/src/exo/worker/runner/communication.py b/src/exo/worker/runner/communication.py index 044d10c5..544bf4e8 100644 --- a/src/exo/worker/runner/communication.py +++ b/src/exo/worker/runner/communication.py @@ -31,7 +31,7 @@ async def runner_read_message() -> RunnerMessage: loop = asyncio.get_running_loop() line: bytes = await loop.run_in_executor(None, sys.stdin.buffer.readline) - if not line: # This seems to be what triggers when we don't clean up the runner neatly and leave the process dangling. + if not line: # This seems to be what triggers when we don't clean up the runner neatly and leave the process dangling. raise EOFError("No more data to read when reading runner message") line = line.strip() @@ -88,11 +88,11 @@ def runner_write_error(error: Exception) -> None: # Skip writing error if it's a BrokenPipeError - supervisor is already gone if isinstance(error, BrokenPipeError): sys.exit(0) - + error_response: ErrorResponse = ErrorResponse( type=RunnerResponseType.ErrorResponse, error_type=type(error).__name__, error_message=str(error), traceback=traceback.format_exc(), ) - runner_write_response(error_response) \ No newline at end of file + runner_write_response(error_response) diff --git a/src/exo/worker/runner/runner.py b/src/exo/worker/runner/runner.py index fef5645c..25e1a025 100644 --- a/src/exo/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -93,7 +93,6 @@ async def _mlx_generate( if isinstance(item, Exception): raise item - assert isinstance(item, GenerationResponse) # constrain datatype runner_print(item.text) yield item @@ -113,10 +112,10 @@ async def main(): # For testing - these are fake break conditions if model_shard_meta.immediate_exception: - raise Exception('Fake exception - runner failed to spin up.') + raise Exception("Fake exception - runner failed to spin up.") if model_shard_meta.should_timeout: await asyncio.sleep(model_shard_meta.should_timeout) - + setup_start_time = time.time() mlx_executor = concurrent.futures.ThreadPoolExecutor(max_workers=1) @@ -133,8 +132,10 @@ async def main(): tokenizer=tokenizer, sampler=sampler, ) - runner_print(f'Warmed up by generating {toks} tokens') - runner_write_response(InitializedResponse(time_taken=time.time() - setup_start_time)) + runner_print(f"Warmed up by generating {toks} tokens") + runner_write_response( + InitializedResponse(time_taken=time.time() - setup_start_time) + ) while True: message: RunnerMessage = await runner_read_message() @@ -144,12 +145,23 @@ async def main(): # Ensure we have a chat-completion task subtype # TODO: this is a hack, why are we only looking at the first message? should have a tokenizer prompt = task.messages[0] - if prompt.content is not None and 'EXO RUNNER MUST FAIL' in prompt.content: - runner_print('raising exception') - raise Exception('Artificial runner exception - for testing purposes only.') - if prompt.content is not None and 'EXO RUNNER MUST OOM' in prompt.content: + if ( + prompt.content is not None + and "EXO RUNNER MUST FAIL" in prompt.content + ): + runner_print("raising exception") + raise Exception( + "Artificial runner exception - for testing purposes only." + ) + if ( + prompt.content is not None + and "EXO RUNNER MUST OOM" in prompt.content + ): mlx_force_oom() - if prompt.content is not None and 'EXO RUNNER MUST TIMEOUT' in prompt.content: + if ( + prompt.content is not None + and "EXO RUNNER MUST TIMEOUT" in prompt.content + ): await asyncio.sleep(100) # Generate responses using the actual MLX generation diff --git a/src/exo/worker/runner/runner_supervisor.py b/src/exo/worker/runner/runner_supervisor.py index be94d2cc..bb9106d9 100644 --- a/src/exo/worker/runner/runner_supervisor.py +++ b/src/exo/worker/runner/runner_supervisor.py @@ -76,13 +76,11 @@ class RunnerSupervisor: The .create() classmethod pattern is used to ensure the constructor is asynchronous. """ cmd: list[str] = get_runner_command() - runner_process = ( - await asyncio.create_subprocess_exec( - *cmd, - stdin=asyncio.subprocess.PIPE, - stdout=asyncio.subprocess.PIPE, - stderr=asyncio.subprocess.PIPE, - ) + runner_process = await asyncio.create_subprocess_exec( + *cmd, + stdin=asyncio.subprocess.PIPE, + stdout=asyncio.subprocess.PIPE, + stderr=asyncio.subprocess.PIPE, ) read_queue: asyncio.Queue[RunnerResponse] = asyncio.Queue() @@ -99,11 +97,13 @@ class RunnerSupervisor: stderr_queue=stderr_queue, ) - self.logger.info(f'initializing mlx instance with {model_shard_meta=}') - await self.write_queue.put(SetupMessage( - model_shard_meta=model_shard_meta, - hosts=hosts, - )) + self.logger.info(f"initializing mlx instance with {model_shard_meta=}") + await self.write_queue.put( + SetupMessage( + model_shard_meta=model_shard_meta, + hosts=hosts, + ) + ) if not initialize_timeout: initialize_timeout = get_init_timeout(model_shard_meta) @@ -111,37 +111,42 @@ class RunnerSupervisor: response = await self._read_with_error_check(initialize_timeout) assert isinstance(response, InitializedResponse) - self.logger.info(f'Runner initialized in {response.time_taken} seconds') + self.logger.info(f"Runner initialized in {response.time_taken} seconds") return self - async def _read_with_error_check(self, timeout: float) -> RunnerResponse: """ Read from the queue with a timeout, but also check if the read_task has failed. """ queue_task = asyncio.create_task(self.read_queue.get()) - + done, pending = await asyncio.wait( [queue_task, self.read_task], timeout=timeout, - return_when=asyncio.FIRST_COMPLETED + return_when=asyncio.FIRST_COMPLETED, ) - + for task in pending: if task is queue_task: task.cancel() - + if queue_task in done: response = await queue_task if isinstance(response, ErrorResponse): - raise RunnerError(response.error_type, response.error_message, response.traceback or "") + raise RunnerError( + response.error_type, + response.error_message, + response.traceback or "", + ) return response - + if self.read_task in done: await self.read_task # Re-raises any exception from read_task - self.logger.error('Unreachable code run. We should have raised an error on the read_task being done.') - + self.logger.error( + "Unreachable code run. We should have raised an error on the read_task being done." + ) + # if we haven't read from the queue, we have timed out. await self.astop() raise asyncio.TimeoutError() @@ -149,7 +154,8 @@ class RunnerSupervisor: async def stream_response( self, task: Task, - request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, + request_started_callback: Callable[..., CoroutineType[Any, Any, None]] + | None = None, ) -> AsyncGenerator[GenerationChunk]: """ Streams a chat request from the model. @@ -160,12 +166,14 @@ class RunnerSupervisor: raise RuntimeError("Runner process was found to be dead") task_params = task.task_params - assert isinstance(task_params, ChatCompletionTaskParams) # this is messy for now. + assert isinstance( + task_params, ChatCompletionTaskParams + ) # this is messy for now. await self.write_queue.put( ChatTaskMessage( task_data=task_params, ), - ) + ) # This is simpler for now: we say 'request started' as soon as we've told runner to start, without waiting for an ack. # If we need more reliability, the runner can have a new 'ready' message type. @@ -175,13 +183,15 @@ class RunnerSupervisor: prefil_timeout = get_prefil_timeout(self.model_shard_meta) token_timeout = get_token_generate_timeout(self.model_shard_meta) timeout = prefil_timeout - self.logger.info(f'starting chat completion with timeout {timeout}') + self.logger.info(f"starting chat completion with timeout {timeout}") while True: try: response = await self._read_with_error_check(timeout) except asyncio.TimeoutError as e: - self.logger.info(f'timed out from timeout duration {timeout} - {"prefil" if timeout == prefil_timeout else "decoding stage"}') + self.logger.info( + f"timed out from timeout duration {timeout} - {'prefil' if timeout == prefil_timeout else 'decoding stage'}" + ) raise e match response: @@ -199,17 +209,16 @@ class RunnerSupervisor: break case ErrorResponse(): await self.astop() - raise RunnerError(response.error_type, response.error_message, response.traceback) + raise RunnerError( + response.error_type, response.error_message, response.traceback + ) case _: - raise ValueError(f'Unexpected response type found: {response}') + raise ValueError(f"Unexpected response type found: {response}") async def _write_coro(self): while True: message = await self.write_queue.get() - await supervisor_write_message( - self.runner_process, - message - ) + await supervisor_write_message(self.runner_process, message) async def _read_coro(self): while True: @@ -233,7 +242,6 @@ class RunnerSupervisor: case _: await self.read_queue.put(response) - async def astop(self) -> None: # Cancel the stderr monitoring task async def await_task(task: asyncio.Task[Any]): @@ -241,14 +249,14 @@ class RunnerSupervisor: task.cancel() with contextlib.suppress(asyncio.CancelledError): await task - + await await_task(self.stderr_task) await await_task(self.read_task) await await_task(self.write_task) # Kill the process and all its children await kill_process_tree(self.runner_process, self.logger) - + # Wait to make sure that the model has been unloaded from memory async def wait_for_memory_release() -> None: required_memory_bytes = get_weights_size_kb(self.model_shard_meta) * 1024 @@ -258,7 +266,9 @@ class RunnerSupervisor: if available_memory_bytes >= required_memory_bytes: break if asyncio.get_event_loop().time() - start_time > 30.0: - self.logger.warning("Timeout waiting for memory release after 30 seconds") + self.logger.warning( + "Timeout waiting for memory release after 30 seconds" + ) break await asyncio.sleep(0.1) @@ -276,7 +286,9 @@ class RunnerSupervisor: parent = psutil.Process(pid) children = parent.children(recursive=True) for child in reversed(children): - with contextlib.suppress(psutil.NoSuchProcess, psutil.AccessDenied): + with contextlib.suppress( + psutil.NoSuchProcess, psutil.AccessDenied + ): child.kill() with contextlib.suppress(psutil.NoSuchProcess, psutil.AccessDenied): parent.kill() @@ -301,7 +313,7 @@ class RunnerSupervisor: await self.astop() # Accumulate all stderr messages from the queue - stderr_output = '' + stderr_output = "" while not self.stderr_queue.empty(): try: line = self.stderr_queue.get_nowait() @@ -312,7 +324,7 @@ class RunnerSupervisor: # print('STDERR OUTPUT IS') # print(stderr_output) - self.logger.error(f'Error {self.runner_process.returncode}: {stderr_output}') + self.logger.error(f"Error {self.runner_process.returncode}: {stderr_output}") return RunnerError( error_type="MLXCrash", error_message=stderr_output, @@ -326,10 +338,10 @@ class RunnerSupervisor: line_bytes = await self.runner_process.stderr.readline() if not line_bytes: break - line = line_bytes.decode('utf-8').strip() + line = line_bytes.decode("utf-8").strip() await self.stderr_queue.put(line) self.logger.warning(f"Runner stderr read: {line}") except Exception as e: self.logger.warning(f"Error reading runner stderr: {e}") - break \ No newline at end of file + break diff --git a/src/exo/worker/runner/utils.py b/src/exo/worker/runner/utils.py index 2b04f424..c5c480ca 100644 --- a/src/exo/worker/runner/utils.py +++ b/src/exo/worker/runner/utils.py @@ -9,48 +9,57 @@ from exo.shared.constants import LB_DISK_GBPS, LB_MEMBW_GBPS, LB_TFLOPS from exo.shared.types.worker.shards import ShardMetadata -async def kill_process_tree(runner_process: asyncio.subprocess.Process, logger: Logger) -> None: +async def kill_process_tree( + runner_process: asyncio.subprocess.Process, logger: Logger +) -> None: """Kill the process and all its children forcefully.""" if runner_process.returncode is not None: return # Process already dead - + try: # Get the main process pid = runner_process.pid - + # Find all child processes try: parent = psutil.Process(pid) children = parent.children(recursive=True) - + # Kill all children first (bottom-up) for child in reversed(children): with contextlib.suppress(psutil.NoSuchProcess, psutil.AccessDenied): child.kill() # SIGKILL - + # Kill the parent with contextlib.suppress(psutil.NoSuchProcess, psutil.AccessDenied): parent.kill() # SIGKILL - + except psutil.NoSuchProcess: # Process already gone, try subprocess kill anyway runner_process.kill() - + # Wait for the subprocess to exit try: await asyncio.wait_for(runner_process.wait(), timeout=2.0) except asyncio.TimeoutError: logger.error(f"Process {pid} did not exit after kill signal") - + except Exception as e: logger.error(f"Error killing process tree: {e}") + def get_runner_command() -> list[str]: python = sys.executable return [python, "-m", "exo.worker.runner.runner"] + def get_weights_size_kb(model_shard_meta: ShardMetadata) -> float: - return (model_shard_meta.end_layer - model_shard_meta.start_layer) / model_shard_meta.n_layers * model_shard_meta.model_meta.storage_size_kilobytes + return ( + (model_shard_meta.end_layer - model_shard_meta.start_layer) + / model_shard_meta.n_layers + * model_shard_meta.model_meta.storage_size_kilobytes + ) + def get_init_timeout(model_shard_meta: ShardMetadata) -> float: weights_size_kb = get_weights_size_kb(model_shard_meta) @@ -59,17 +68,19 @@ def get_init_timeout(model_shard_meta: ShardMetadata) -> float: return weights_size_kb / kbps_read + 2.0 + def get_prefil_timeout(model_shard_meta: ShardMetadata) -> float: weights_size_gb = get_weights_size_kb(model_shard_meta) / (1024 * 1024) - - tokens = 1000 # constant for now - the prompt is only tokenized in the device... + + tokens = 1000 # constant for now - the prompt is only tokenized in the device... prompt_gflops = tokens * weights_size_gb * 2 return LB_TFLOPS / (1024 * prompt_gflops) * 3 + 10.0 + def get_token_generate_timeout(model_shard_meta: ShardMetadata) -> float: weights_size_kb = get_weights_size_kb(model_shard_meta) kbps_read = 1024 * 1024 * LB_MEMBW_GBPS / 3 - return weights_size_kb / kbps_read + 2.0 \ No newline at end of file + return weights_size_kb / kbps_read + 2.0 diff --git a/src/exo/worker/tests/__init__.py b/src/exo/worker/tests/__init__.py index 0519ecba..e69de29b 100644 --- a/src/exo/worker/tests/__init__.py +++ b/src/exo/worker/tests/__init__.py @@ -1 +0,0 @@ - \ No newline at end of file diff --git a/src/exo/worker/tests/conftest.py b/src/exo/worker/tests/conftest.py index e13624e3..3f24ae5c 100644 --- a/src/exo/worker/tests/conftest.py +++ b/src/exo/worker/tests/conftest.py @@ -33,25 +33,29 @@ def user_message(): """Override this fixture in tests to customize the message""" return "Hello, how are you?" + @pytest.fixture def logger() -> Logger: import logging + logger = getLogger("test_logger") logger.setLevel(logging.DEBUG) - + # Add console handler if none exists if not logger.handlers: handler = logging.StreamHandler() handler.setLevel(logging.DEBUG) - formatter = logging.Formatter('%(name)s - %(levelname)s - %(message)s') + formatter = logging.Formatter("%(name)s - %(levelname)s - %(message)s") handler.setFormatter(formatter) logger.addHandler(handler) - + return logger + @pytest.fixture async def model_meta() -> ModelMetadata: - return await get_model_meta('mlx-community/Llama-3.2-1B-Instruct-4bit') + return await get_model_meta("mlx-community/Llama-3.2-1B-Instruct-4bit") + @pytest.fixture def hosts(): @@ -66,8 +70,11 @@ def hosts(): return _hosts + @pytest.fixture -def pipeline_shard_meta(model_meta: ModelMetadata) -> Callable[[int, int], PipelineShardMetadata]: +def pipeline_shard_meta( + model_meta: ModelMetadata, +) -> Callable[[int, int], PipelineShardMetadata]: def _pipeline_shard_meta( num_nodes: int = 1, device_rank: int = 0 ) -> PipelineShardMetadata: @@ -91,8 +98,12 @@ def pipeline_shard_meta(model_meta: ModelMetadata) -> Callable[[int, int], Pipel return _pipeline_shard_meta + @pytest.fixture -def instance(pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]]): +def instance( + pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], + hosts: Callable[[int], list[Host]], +): from typing import Optional def _instance( @@ -108,20 +119,20 @@ def instance(pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], h shard_assignments = ShardAssignments( model_id=resolved_model_id, - runner_to_shard={ - resolved_runner_id: pipeline_shard_meta(1, 0) - }, - node_to_runner={resolved_node_id: resolved_runner_id} + runner_to_shard={resolved_runner_id: pipeline_shard_meta(1, 0)}, + node_to_runner={resolved_node_id: resolved_runner_id}, ) return Instance( instance_id=resolved_instance_id, instance_type=InstanceStatus.ACTIVE, shard_assignments=shard_assignments, - hosts=hosts(1) + hosts=hosts(1), ) + return _instance + @pytest.fixture def completion_create_params(user_message: str) -> ChatCompletionTaskParams: return ChatCompletionTaskParams( @@ -130,12 +141,13 @@ def completion_create_params(user_message: str) -> ChatCompletionTaskParams: stream=True, ) + @pytest.fixture def chat_completion_task(completion_create_params: ChatCompletionTaskParams): def _chat_completion_task( instance_id: Optional[InstanceId] = None, task_id: Optional[TaskId] = None, - user_message: str = "Hello" + user_message: str = "Hello", ) -> ChatCompletionTask: resolved_instance_id = instance_id if instance_id is not None else INSTANCE_1_ID resolved_task_id = task_id if task_id is not None else TASK_1_ID @@ -145,6 +157,7 @@ def chat_completion_task(completion_create_params: ChatCompletionTaskParams): instance_id=resolved_instance_id, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, - task_params=completion_create_params + task_params=completion_create_params, ) + return _chat_completion_task diff --git a/src/exo/worker/tests/constants.py b/src/exo/worker/tests/constants.py index 49ff6876..4de842f5 100644 --- a/src/exo/worker/tests/constants.py +++ b/src/exo/worker/tests/constants.py @@ -16,11 +16,11 @@ RUNNER_2_ID: Final[RunnerId] = RunnerId("33333333-3333-4333-8333-333333333333") INSTANCE_1_ID: Final[InstanceId] = InstanceId("22222222-2222-4222-8222-222222222222") INSTANCE_2_ID: Final[InstanceId] = InstanceId("44444444-4444-4444-8444-444444444444") -MODEL_A_ID: Final[ModelId] = 'mlx-community/Llama-3.2-1B-Instruct-4bit' -MODEL_B_ID: Final[ModelId] = 'mlx-community/TinyLlama-1.1B-Chat-v1.0' +MODEL_A_ID: Final[ModelId] = "mlx-community/Llama-3.2-1B-Instruct-4bit" +MODEL_B_ID: Final[ModelId] = "mlx-community/TinyLlama-1.1B-Chat-v1.0" TASK_1_ID: Final[TaskId] = TaskId("55555555-5555-4555-8555-555555555555") TASK_2_ID: Final[TaskId] = TaskId("66666666-6666-4666-8666-666666666666") COMMAND_1_ID: Final[CommandId] = CommandId("77777777-7777-4777-8777-777777777777") -COMMAND_2_ID: Final[CommandId] = CommandId("88888888-8888-4888-8888-888888888888") \ No newline at end of file +COMMAND_2_ID: Final[CommandId] = CommandId("88888888-8888-4888-8888-888888888888") diff --git a/src/exo/worker/tests/test_download.py b/src/exo/worker/tests/test_download.py index 6331562b..3ce6b964 100644 --- a/src/exo/worker/tests/test_download.py +++ b/src/exo/worker/tests/test_download.py @@ -10,7 +10,9 @@ from exo.worker.download.shard_downloader import ShardDownloader @pytest.mark.slow @pytest.mark.asyncio -async def test_shard_downloader(pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata]): +async def test_shard_downloader( + pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], +): shard_downloader: ShardDownloader = exo_shard_downloader() shard_downloader.on_progress( lambda shard, progress: print(f"Download progress: {progress}") diff --git a/src/exo/worker/tests/test_handlers/conftest.py b/src/exo/worker/tests/test_handlers/conftest.py index a6d96ef6..7707754a 100644 --- a/src/exo/worker/tests/test_handlers/conftest.py +++ b/src/exo/worker/tests/test_handlers/conftest.py @@ -28,17 +28,26 @@ async def worker(logger: Logger): shard_downloader = NoopShardDownloader() await event_log_manager.initialize() - return Worker(NODE_A, logger, shard_downloader, worker_events=event_log_manager.global_events, global_events=event_log_manager.global_events) + return Worker( + NODE_A, + logger, + shard_downloader, + worker_events=event_log_manager.global_events, + global_events=event_log_manager.global_events, + ) + # TODO: instance_id and runner_id are selectable. @pytest.fixture -async def worker_with_assigned_runner(worker: Worker, instance: Callable[[InstanceId, NodeId, RunnerId], Instance]): +async def worker_with_assigned_runner( + worker: Worker, instance: Callable[[InstanceId, NodeId, RunnerId], Instance] +): """Fixture that provides a worker with an already assigned runner.""" - + instance_id = INSTANCE_1_ID runner_id = RUNNER_1_ID instance_obj: Instance = instance(instance_id, worker.node_id, runner_id) - + # Assign the runner assign_op = AssignRunnerOp( runner_id=runner_id, @@ -46,14 +55,17 @@ async def worker_with_assigned_runner(worker: Worker, instance: Callable[[Instan hosts=instance_obj.hosts, instance_id=instance_obj.instance_id, ) - + async for _ in worker.execute_op(assign_op): pass - + return worker, instance_obj + @pytest.fixture -async def worker_with_running_runner(worker_with_assigned_runner: tuple[Worker, Instance]): +async def worker_with_running_runner( + worker_with_assigned_runner: tuple[Worker, Instance], +): """Fixture that provides a worker with an already assigned runner.""" worker, instance_obj = worker_with_assigned_runner @@ -67,4 +79,3 @@ async def worker_with_running_runner(worker_with_assigned_runner: tuple[Worker, assert supervisor.healthy return worker, instance_obj - diff --git a/src/exo/worker/tests/test_handlers/test_handlers_happy.py b/src/exo/worker/tests/test_handlers/test_handlers_happy.py index a11750a5..a58ecd37 100644 --- a/src/exo/worker/tests/test_handlers/test_handlers_happy.py +++ b/src/exo/worker/tests/test_handlers/test_handlers_happy.py @@ -34,7 +34,9 @@ from exo.worker.tests.test_handlers.utils import read_events_op @pytest.mark.asyncio -async def test_assign_op(worker: Worker, instance: Callable[[InstanceId, NodeId, RunnerId], Instance]): +async def test_assign_op( + worker: Worker, instance: Callable[[InstanceId, NodeId, RunnerId], Instance] +): instance_obj: Instance = instance(InstanceId(), worker.node_id, RUNNER_1_ID) assign_op = AssignRunnerOp( @@ -57,13 +59,12 @@ async def test_assign_op(worker: Worker, instance: Callable[[InstanceId, NodeId, assert RUNNER_1_ID in worker.assigned_runners assert isinstance(worker.assigned_runners[RUNNER_1_ID].status, InactiveRunnerStatus) + @pytest.mark.asyncio async def test_unassign_op(worker_with_assigned_runner: tuple[Worker, Instance]): worker, _ = worker_with_assigned_runner - unassign_op = UnassignRunnerOp( - runner_id=RUNNER_1_ID - ) + unassign_op = UnassignRunnerOp(runner_id=RUNNER_1_ID) events = await read_events_op(worker, unassign_op) @@ -72,11 +73,12 @@ async def test_unassign_op(worker_with_assigned_runner: tuple[Worker, Instance]) assert len(events) == 1 assert isinstance(events[0], RunnerDeleted) + @pytest.mark.asyncio async def test_runner_up_op( - worker_with_assigned_runner: tuple[Worker, Instance], - chat_completion_task: Callable[[], ChatCompletionTask], - ): + worker_with_assigned_runner: tuple[Worker, Instance], + chat_completion_task: Callable[[], ChatCompletionTask], +): worker, _ = worker_with_assigned_runner runner_up_op = RunnerUpOp(runner_id=RUNNER_1_ID) @@ -92,7 +94,7 @@ async def test_runner_up_op( assert supervisor is not None assert supervisor.healthy - full_response = '' + full_response = "" async for chunk in supervisor.stream_response(task=chat_completion_task()): if isinstance(chunk, TokenChunk): @@ -104,7 +106,8 @@ async def test_runner_up_op( runner = worker.assigned_runners[RUNNER_1_ID].runner assert runner is not None - await runner.astop() # Neat cleanup. + await runner.astop() # Neat cleanup. + @pytest.mark.asyncio async def test_runner_down_op(worker_with_running_runner: tuple[Worker, Instance]): @@ -117,43 +120,47 @@ async def test_runner_down_op(worker_with_running_runner: tuple[Worker, Instance assert isinstance(events[0], RunnerStatusUpdated) assert isinstance(events[0].runner_status, InactiveRunnerStatus) + @pytest.mark.asyncio async def test_execute_task_op( - worker_with_running_runner: tuple[Worker, Instance], - chat_completion_task: Callable[[], ChatCompletionTask]): + worker_with_running_runner: tuple[Worker, Instance], + chat_completion_task: Callable[[], ChatCompletionTask], +): worker, _ = worker_with_running_runner - execute_task_op = ExecuteTaskOp( - runner_id=RUNNER_1_ID, - task=chat_completion_task() - ) + execute_task_op = ExecuteTaskOp(runner_id=RUNNER_1_ID, task=chat_completion_task()) events = await read_events_op(worker, execute_task_op) assert len(events) > 20 - print(f'{events=}') - + print(f"{events=}") assert isinstance(events[0], RunnerStatusUpdated) assert isinstance(events[0].runner_status, RunningRunnerStatus) assert isinstance(events[1], TaskStateUpdated) - assert events[1].task_status == TaskStatus.RUNNING # It tried to start. + assert events[1].task_status == TaskStatus.RUNNING # It tried to start. assert isinstance(events[-2], TaskStateUpdated) - assert events[-2].task_status == TaskStatus.COMPLETE # It tried to start. + assert events[-2].task_status == TaskStatus.COMPLETE # It tried to start. assert isinstance(events[-1], RunnerStatusUpdated) - assert isinstance(events[-1].runner_status, LoadedRunnerStatus) # It should not have failed. + assert isinstance( + events[-1].runner_status, LoadedRunnerStatus + ) # It should not have failed. - gen_events: list[ChunkGenerated] = [x for x in events if isinstance(x, ChunkGenerated)] - text_chunks: list[TokenChunk] = [x.chunk for x in gen_events if isinstance(x.chunk, TokenChunk)] + gen_events: list[ChunkGenerated] = [ + x for x in events if isinstance(x, ChunkGenerated) + ] + text_chunks: list[TokenChunk] = [ + x.chunk for x in gen_events if isinstance(x.chunk, TokenChunk) + ] assert len(text_chunks) == len(events) - 4 - - output_text = ''.join([x.text for x in text_chunks]) - assert '42' in output_text + + output_text = "".join([x.text for x in text_chunks]) + assert "42" in output_text runner = worker.assigned_runners[RUNNER_1_ID].runner assert runner is not None - await runner.astop() # Neat cleanup. + await runner.astop() # Neat cleanup. diff --git a/src/exo/worker/tests/test_handlers/test_handlers_sad.py b/src/exo/worker/tests/test_handlers/test_handlers_sad.py index 588cee8a..97d2772c 100644 --- a/src/exo/worker/tests/test_handlers/test_handlers_sad.py +++ b/src/exo/worker/tests/test_handlers/test_handlers_sad.py @@ -19,8 +19,9 @@ from exo.worker.tests.test_handlers.utils import read_events_op @pytest.mark.asyncio async def test_runner_up_fails( - worker_with_assigned_runner: tuple[Worker, Instance], - chat_completion_task: Callable[[], ChatCompletionTask]): + worker_with_assigned_runner: tuple[Worker, Instance], + chat_completion_task: Callable[[], ChatCompletionTask], +): worker, _ = worker_with_assigned_runner worker.assigned_runners[RUNNER_1_ID].shard_metadata.immediate_exception = True @@ -29,10 +30,12 @@ async def test_runner_up_fails( with pytest.raises(RunnerError): await read_events_op(worker, runner_up_op) + @pytest.mark.asyncio async def test_runner_up_timeouts( - worker_with_assigned_runner: tuple[Worker, Instance], - chat_completion_task: Callable[[], ChatCompletionTask]): + worker_with_assigned_runner: tuple[Worker, Instance], + chat_completion_task: Callable[[], ChatCompletionTask], +): worker, _ = worker_with_assigned_runner worker.assigned_runners[RUNNER_1_ID].shard_metadata.should_timeout = 10 @@ -41,42 +44,40 @@ async def test_runner_up_timeouts( with pytest.raises(asyncio.TimeoutError): await read_events_op(worker, runner_up_op) + @pytest.mark.asyncio async def test_execute_task_fails( - worker_with_running_runner: tuple[Worker, Instance], - chat_completion_task: Callable[[], ChatCompletionTask]): + worker_with_running_runner: tuple[Worker, Instance], + chat_completion_task: Callable[[], ChatCompletionTask], +): worker, _ = worker_with_running_runner task = chat_completion_task() messages = task.task_params.messages - messages[0].content = 'Artificial prompt: EXO RUNNER MUST FAIL' + messages[0].content = "Artificial prompt: EXO RUNNER MUST FAIL" - execute_task_op = ExecuteTaskOp( - runner_id=RUNNER_1_ID, - task=task - ) + execute_task_op = ExecuteTaskOp(runner_id=RUNNER_1_ID, task=task) with pytest.raises(RunnerError): await read_events_op(worker, execute_task_op) + @pytest.mark.asyncio async def test_execute_task_timeouts( - worker_with_running_runner: tuple[Worker, Instance], - chat_completion_task: Callable[[], ChatCompletionTask]): + worker_with_running_runner: tuple[Worker, Instance], + chat_completion_task: Callable[[], ChatCompletionTask], +): worker, _ = worker_with_running_runner task = chat_completion_task() messages = task.task_params.messages - messages[0].content = 'Artificial prompt: EXO RUNNER MUST TIMEOUT' + messages[0].content = "Artificial prompt: EXO RUNNER MUST TIMEOUT" - execute_task_op = ExecuteTaskOp( - runner_id=RUNNER_1_ID, - task=task - ) + execute_task_op = ExecuteTaskOp(runner_id=RUNNER_1_ID, task=task) with pytest.raises(asyncio.TimeoutError): await read_events_op(worker, execute_task_op) # TODO: Much more to do here! -# runner assigned download stuff \ No newline at end of file +# runner assigned download stuff diff --git a/src/exo/worker/tests/test_handlers/utils.py b/src/exo/worker/tests/test_handlers/utils.py index 4b095342..db5af33a 100644 --- a/src/exo/worker/tests/test_handlers/utils.py +++ b/src/exo/worker/tests/test_handlers/utils.py @@ -1,7 +1,6 @@ ## Tests for worker state handlers - from exo.shared.types.events import ( Event, ) @@ -15,4 +14,4 @@ async def read_events_op(worker: Worker, op: RunnerOp) -> list[Event]: events: list[Event] = [] async for event in worker.execute_op(op): events.append(event) - return events \ No newline at end of file + return events diff --git a/src/exo/worker/tests/test_integration/conftest.py b/src/exo/worker/tests/test_integration/conftest.py index 4e00d414..2f1888ec 100644 --- a/src/exo/worker/tests/test_integration/conftest.py +++ b/src/exo/worker/tests/test_integration/conftest.py @@ -19,8 +19,12 @@ def user_message(): @pytest.fixture -def worker_running(logger: Logger) -> Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]]: - async def _worker_running(node_id: NodeId) -> tuple[Worker, AsyncSQLiteEventStorage]: +def worker_running( + logger: Logger, +) -> Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]]: + async def _worker_running( + node_id: NodeId, + ) -> tuple[Worker, AsyncSQLiteEventStorage]: event_log_manager = EventLogManager(EventLogConfig(), logger) await event_log_manager.initialize() @@ -28,9 +32,15 @@ def worker_running(logger: Logger) -> Callable[[NodeId], Awaitable[tuple[Worker, await global_events.delete_all_events() shard_downloader = NoopShardDownloader() - worker = Worker(node_id, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + worker = Worker( + node_id, + logger=logger, + shard_downloader=shard_downloader, + worker_events=global_events, + global_events=global_events, + ) asyncio.create_task(run(worker, logger)) return worker, global_events - return _worker_running \ No newline at end of file + return _worker_running diff --git a/src/exo/worker/tests/test_integration/integration_utils.py b/src/exo/worker/tests/test_integration/integration_utils.py index c059613a..1112dbd2 100644 --- a/src/exo/worker/tests/test_integration/integration_utils.py +++ b/src/exo/worker/tests/test_integration/integration_utils.py @@ -1,5 +1,3 @@ - - import asyncio from typing import Callable, Optional, Tuple, TypeVar @@ -9,10 +7,12 @@ from exo.shared.types.events.chunks import TokenChunk from exo.shared.types.tasks import TaskId, TaskStatus -async def read_streaming_response(global_events: AsyncSQLiteEventStorage, filter_task: Optional[TaskId] = None) -> Tuple[bool, bool, str]: +async def read_streaming_response( + global_events: AsyncSQLiteEventStorage, filter_task: Optional[TaskId] = None +) -> Tuple[bool, bool, str]: # Read off all events - these should be our GenerationChunk events seen_task_started, seen_task_finished = 0, 0 - response_string = '' + response_string = "" finish_reason: str | None = None if not filter_task: @@ -22,14 +22,18 @@ async def read_streaming_response(global_events: AsyncSQLiteEventStorage, filter idx = 0 while not found: events = await global_events.get_events_since(idx) - + for event in events: - if isinstance(event.event, TaskStateUpdated) and event.event.task_status == TaskStatus.RUNNING and event.event.task_id == filter_task: + if ( + isinstance(event.event, TaskStateUpdated) + and event.event.task_status == TaskStatus.RUNNING + and event.event.task_id == filter_task + ): found = True idx = event.idx_in_log - 1 break - print(f'START IDX {idx}') + print(f"START IDX {idx}") while not finish_reason: events = await global_events.get_events_since(idx) @@ -54,12 +58,14 @@ async def read_streaming_response(global_events: AsyncSQLiteEventStorage, filter await asyncio.sleep(0.2) - print(f'event log: {await global_events.get_events_since(0)}') + print(f"event log: {await global_events.get_events_since(0)}") return seen_task_started == 1, seen_task_finished == 1, response_string + T = TypeVar("T") + async def until_event_with_timeout( global_events: AsyncSQLiteEventStorage, event_type: type[T], @@ -72,10 +78,12 @@ async def until_event_with_timeout( events = await global_events.get_events_since(idx) if events: for wrapped_event in events: - if isinstance(wrapped_event.event, event_type) and condition(wrapped_event.event): + if isinstance(wrapped_event.event, event_type) and condition( + wrapped_event.event + ): times_seen += 1 if times_seen >= multiplicity: return idx = events[-1].idx_in_log - await asyncio.sleep(0.01) \ No newline at end of file + await asyncio.sleep(0.01) diff --git a/src/exo/worker/tests/test_integration/test_inference.py b/src/exo/worker/tests/test_integration/test_inference.py index bb2c5966..8262af4a 100644 --- a/src/exo/worker/tests/test_integration/test_inference.py +++ b/src/exo/worker/tests/test_integration/test_inference.py @@ -13,7 +13,13 @@ from exo.shared.types.events import ( TaskCreated, ) from exo.shared.types.models import ModelId -from exo.shared.types.tasks import ChatCompletionTask, Task, TaskId, TaskStatus, TaskType +from exo.shared.types.tasks import ( + ChatCompletionTask, + Task, + TaskId, + TaskStatus, + TaskType, +) from exo.shared.types.worker.common import InstanceId, RunnerId from exo.shared.types.worker.instances import ( Instance, @@ -39,10 +45,12 @@ from exo.worker.worker import Worker async def test_runner_inference( - worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + worker_running: Callable[ + [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] + ], instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - chat_completion_task: Callable[[InstanceId, TaskId], Task] - ): + chat_completion_task: Callable[[InstanceId, TaskId], Task], +): _worker, global_events = await worker_running(NODE_A) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) @@ -54,38 +62,40 @@ async def test_runner_inference( InstanceCreated( instance=instance_value, ), - TaskCreated( - task_id=task.task_id, - task=task - ) - ], - origin=MASTER_NODE_ID + TaskCreated(task_id=task.task_id, task=task), + ], + origin=MASTER_NODE_ID, ) - + # TODO: This needs to get fixed - sometimes it misses the 'starting' event. - seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) + ( + seen_task_started, + seen_task_finished, + response_string, + ) = await read_streaming_response(global_events) assert seen_task_started assert seen_task_finished - assert 'tokyo' in response_string.lower() + assert "tokyo" in response_string.lower() await global_events.append_events( [ InstanceDeleted( instance_id=instance_value.instance_id, ), - ], - origin=MASTER_NODE_ID + ], + origin=MASTER_NODE_ID, ) await asyncio.sleep(0.3) + async def test_2_runner_inference( logger: Logger, pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task] - ): + chat_completion_task: Callable[[InstanceId, TaskId], Task], +): event_log_manager = EventLogManager(EventLogConfig(), logger) await event_log_manager.initialize() shard_downloader = NoopShardDownloader() @@ -93,54 +103,61 @@ async def test_2_runner_inference( global_events = event_log_manager.global_events await global_events.delete_all_events() - worker1 = Worker(NODE_A, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + worker1 = Worker( + NODE_A, + logger=logger, + shard_downloader=shard_downloader, + worker_events=global_events, + global_events=global_events, + ) asyncio.create_task(run(worker1, logger)) - worker2 = Worker(NODE_B, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + worker2 = Worker( + NODE_B, + logger=logger, + shard_downloader=shard_downloader, + worker_events=global_events, + global_events=global_events, + ) asyncio.create_task(run(worker2, logger)) ## Instance - model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') + model_id = ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit") shard_assignments = ShardAssignments( model_id=model_id, runner_to_shard={ RUNNER_1_ID: pipeline_shard_meta(2, 0), - RUNNER_2_ID: pipeline_shard_meta(2, 1) + RUNNER_2_ID: pipeline_shard_meta(2, 1), }, - node_to_runner={ - NODE_A: RUNNER_1_ID, - NODE_B: RUNNER_2_ID - } + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, ) - + instance = Instance( instance_id=INSTANCE_1_ID, instance_type=InstanceStatus.ACTIVE, shard_assignments=shard_assignments, - hosts=hosts(2) + hosts=hosts(2), ) task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) await global_events.append_events( [ - InstanceCreated( - instance=instance - ), - TaskCreated( - task_id=task.task_id, - task=task - ) - ], - origin=MASTER_NODE_ID + InstanceCreated(instance=instance), + TaskCreated(task_id=task.task_id, task=task), + ], + origin=MASTER_NODE_ID, ) - seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) + ( + seen_task_started, + seen_task_finished, + response_string, + ) = await read_streaming_response(global_events) assert seen_task_started assert seen_task_finished - assert 'tokyo' in response_string.lower() - + assert "tokyo" in response_string.lower() idx = await global_events.get_last_idx() await asyncio.sleep(1.0) @@ -152,18 +169,19 @@ async def test_2_runner_inference( InstanceDeleted( instance_id=instance.instance_id, ), - ], - origin=MASTER_NODE_ID + ], + origin=MASTER_NODE_ID, ) await asyncio.sleep(2.0) + # TODO: Multi message parallel async def test_2_runner_multi_message( logger: Logger, pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]], - ): +): event_log_manager = EventLogManager(EventLogConfig(), logger) await event_log_manager.initialize() shard_downloader = NoopShardDownloader() @@ -171,32 +189,41 @@ async def test_2_runner_multi_message( global_events = event_log_manager.global_events await global_events.delete_all_events() - worker1 = Worker(NODE_A, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + worker1 = Worker( + NODE_A, + logger=logger, + shard_downloader=shard_downloader, + worker_events=global_events, + global_events=global_events, + ) asyncio.create_task(run(worker1, logger)) - worker2 = Worker(NODE_B, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + worker2 = Worker( + NODE_B, + logger=logger, + shard_downloader=shard_downloader, + worker_events=global_events, + global_events=global_events, + ) asyncio.create_task(run(worker2, logger)) ## Instance - model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') + model_id = ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit") shard_assignments = ShardAssignments( model_id=model_id, runner_to_shard={ RUNNER_1_ID: pipeline_shard_meta(2, 0), - RUNNER_2_ID: pipeline_shard_meta(2, 1) + RUNNER_2_ID: pipeline_shard_meta(2, 1), }, - node_to_runner={ - NODE_A: RUNNER_1_ID, - NODE_B: RUNNER_2_ID - } + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, ) - + instance = Instance( instance_id=INSTANCE_1_ID, instance_type=InstanceStatus.ACTIVE, shard_assignments=shard_assignments, - hosts=hosts(2) + hosts=hosts(2), ) # Task - we have three messages here, which is what the task is about @@ -204,9 +231,16 @@ async def test_2_runner_multi_message( completion_create_params = ChatCompletionTaskParams( model="gpt-4", messages=[ - ChatCompletionMessage(role="user", content='What is the capital of France?'), - ChatCompletionMessage(role="assistant", content='The capital of France is Paris.'), - ChatCompletionMessage(role="user", content='Ok great. Now write me a haiku about what you can do there.'), + ChatCompletionMessage( + role="user", content="What is the capital of France?" + ), + ChatCompletionMessage( + role="assistant", content="The capital of France is Paris." + ), + ChatCompletionMessage( + role="user", + content="Ok great. Now write me a haiku about what you can do there.", + ), ], stream=True, ) @@ -217,28 +251,29 @@ async def test_2_runner_multi_message( instance_id=INSTANCE_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, - task_params=completion_create_params + task_params=completion_create_params, ) await global_events.append_events( [ - InstanceCreated( - instance=instance - ), - TaskCreated( - task_id=task.task_id, - task=task - ) - ], - origin=MASTER_NODE_ID + InstanceCreated(instance=instance), + TaskCreated(task_id=task.task_id, task=task), + ], + origin=MASTER_NODE_ID, ) - seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) + ( + seen_task_started, + seen_task_finished, + response_string, + ) = await read_streaming_response(global_events) assert seen_task_started assert seen_task_finished - assert any(keyword in response_string.lower() for keyword in ('kiss', 'paris', 'art', 'love')) - + assert any( + keyword in response_string.lower() + for keyword in ("kiss", "paris", "art", "love") + ) idx = await global_events.get_last_idx() await asyncio.sleep(1.0) @@ -250,8 +285,8 @@ async def test_2_runner_multi_message( InstanceDeleted( instance_id=instance.instance_id, ), - ], - origin=MASTER_NODE_ID + ], + origin=MASTER_NODE_ID, ) await asyncio.sleep(2.0) diff --git a/src/exo/worker/tests/test_integration/test_inference_sad.py b/src/exo/worker/tests/test_integration/test_inference_sad.py index 8e2d25fa..d5aa4688 100644 --- a/src/exo/worker/tests/test_integration/test_inference_sad.py +++ b/src/exo/worker/tests/test_integration/test_inference_sad.py @@ -46,42 +46,64 @@ def user_message(): async def test_stream_response_failed_always( monkeypatch: MonkeyPatch, - worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + worker_running: Callable[ + [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] + ], instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - chat_completion_task: Callable[[InstanceId, TaskId], Task] + chat_completion_task: Callable[[InstanceId, TaskId], Task], ) -> None: _, global_events = await worker_running(NODE_A) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) instance_value.instance_type = InstanceStatus.ACTIVE - + async def mock_stream_response( self: RunnerSupervisor, task: Task, - request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, + request_started_callback: Callable[..., CoroutineType[Any, Any, None]] + | None = None, ) -> AsyncGenerator[GenerationChunk]: raise RuntimeError("Simulated stream response failure") return - yield - - monkeypatch.setattr(RunnerSupervisor, 'stream_response', mock_stream_response) + yield + + monkeypatch.setattr(RunnerSupervisor, "stream_response", mock_stream_response) task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) await global_events.append_events( [ InstanceCreated(instance=instance_value), - TaskCreated(task_id=task.task_id, task=task) - ], - origin=MASTER_NODE_ID + TaskCreated(task_id=task.task_id, task=task), + ], + origin=MASTER_NODE_ID, ) await until_event_with_timeout(global_events, InstanceDeleted) - events = await global_events.get_events_since(0) - assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 3 - assert len([x for x in events if isinstance(x.event, TaskStateUpdated) and x.event.task_status == TaskStatus.FAILED]) == 3 + assert ( + len( + [ + x + for x in events + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) + ] + ) + == 3 + ) + assert ( + len( + [ + x + for x in events + if isinstance(x.event, TaskStateUpdated) + and x.event.task_status == TaskStatus.FAILED + ] + ) + == 3 + ) assert any([isinstance(x.event, InstanceDeleted) for x in events]) await global_events.append_events( @@ -89,17 +111,20 @@ async def test_stream_response_failed_always( InstanceDeleted( instance_id=instance_value.instance_id, ), - ], - origin=MASTER_NODE_ID + ], + origin=MASTER_NODE_ID, ) await asyncio.sleep(0.3) + async def test_stream_response_failed_once( monkeypatch: MonkeyPatch, - worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + worker_running: Callable[ + [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] + ], instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - chat_completion_task: Callable[[InstanceId, TaskId], Task] + chat_completion_task: Callable[[InstanceId, TaskId], Task], ): failed_already = False original_stream_response = RunnerSupervisor.stream_response @@ -107,19 +132,22 @@ async def test_stream_response_failed_once( async def mock_stream_response( self: RunnerSupervisor, task: Task, - request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, + request_started_callback: Callable[..., CoroutineType[Any, Any, None]] + | None = None, ) -> AsyncGenerator[GenerationChunk]: nonlocal failed_already if not failed_already: failed_already = True raise RuntimeError("Simulated stream response failure") else: - async for event in original_stream_response(self, task, request_started_callback): + async for event in original_stream_response( + self, task, request_started_callback + ): yield event return - - monkeypatch.setattr(RunnerSupervisor, 'stream_response', mock_stream_response) - + + monkeypatch.setattr(RunnerSupervisor, "stream_response", mock_stream_response) + worker, global_events = await worker_running(NODE_A) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) @@ -129,26 +157,52 @@ async def test_stream_response_failed_once( await global_events.append_events( [ InstanceCreated(instance=instance_value), - TaskCreated(task_id=task.task_id, task=task) - ], - origin=MASTER_NODE_ID + TaskCreated(task_id=task.task_id, task=task), + ], + origin=MASTER_NODE_ID, + ) + + await until_event_with_timeout( + global_events, + ChunkGenerated, + 1, + condition=lambda x: isinstance(x.chunk, TokenChunk) + and x.chunk.finish_reason is not None, ) - await until_event_with_timeout(global_events, ChunkGenerated, 1, condition=lambda x: isinstance(x.chunk, TokenChunk) and x.chunk.finish_reason is not None) - # TODO: The ideal with this test is if we had some tooling to scroll through the state, and say # 'asser that there was a time that the error_type, error_message was not none and the failure count was nonzero' # as we reset the failures back to zero when we have a successful inference. - assert len(worker.assigned_runners[RUNNER_1_ID].failures) == 0 + assert len(worker.assigned_runners[RUNNER_1_ID].failures) == 0 assert worker.state.tasks[TASK_1_ID].error_type is None assert worker.state.tasks[TASK_1_ID].error_message is None events = await global_events.get_events_since(0) - assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 1 - assert len([x for x in events if isinstance(x.event, TaskStateUpdated) and x.event.task_status == TaskStatus.FAILED]) == 1 + assert ( + len( + [ + x + for x in events + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) + ] + ) + == 1 + ) + assert ( + len( + [ + x + for x in events + if isinstance(x.event, TaskStateUpdated) + and x.event.task_status == TaskStatus.FAILED + ] + ) + == 1 + ) - response_string = '' + response_string = "" events = await global_events.get_events_since(0) seen_task_started, seen_task_finished = False, False @@ -164,7 +218,7 @@ async def test_stream_response_failed_once( assert isinstance(event.chunk, TokenChunk) response_string += event.chunk.text - assert 'queen' in response_string.lower() + assert "queen" in response_string.lower() assert seen_task_started assert seen_task_finished @@ -173,17 +227,19 @@ async def test_stream_response_failed_once( InstanceDeleted( instance_id=instance_value.instance_id, ), - ], - origin=MASTER_NODE_ID + ], + origin=MASTER_NODE_ID, ) await asyncio.sleep(0.3) async def test_stream_response_timeout( - worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + worker_running: Callable[ + [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] + ], instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - chat_completion_task: Callable[[InstanceId, TaskId], Task] + chat_completion_task: Callable[[InstanceId, TaskId], Task], ): _, global_events = await worker_running(NODE_A) @@ -191,30 +247,60 @@ async def test_stream_response_timeout( instance_value.instance_type = InstanceStatus.ACTIVE task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - task.task_params.messages[0].content = 'EXO RUNNER MUST TIMEOUT' + task.task_params.messages[0].content = "EXO RUNNER MUST TIMEOUT" await global_events.append_events( [ InstanceCreated(instance=instance_value), - TaskCreated(task_id=task.task_id, task=task) - ], - origin=MASTER_NODE_ID + TaskCreated(task_id=task.task_id, task=task), + ], + origin=MASTER_NODE_ID, ) await until_event_with_timeout(global_events, TaskFailed, multiplicity=3) events = await global_events.get_events_since(0) print(events) - assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 3 - assert len([x for x in events if isinstance(x.event, TaskStateUpdated) and x.event.task_status == TaskStatus.FAILED]) == 3 - assert len([x for x in events if isinstance(x.event, TaskFailed) and 'timeouterror' in x.event.error_type.lower()]) == 3 + assert ( + len( + [ + x + for x in events + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) + ] + ) + == 3 + ) + assert ( + len( + [ + x + for x in events + if isinstance(x.event, TaskStateUpdated) + and x.event.task_status == TaskStatus.FAILED + ] + ) + == 3 + ) + assert ( + len( + [ + x + for x in events + if isinstance(x.event, TaskFailed) + and "timeouterror" in x.event.error_type.lower() + ] + ) + == 3 + ) await global_events.append_events( [ InstanceDeleted( instance_id=instance_value.instance_id, ), - ], - origin=MASTER_NODE_ID + ], + origin=MASTER_NODE_ID, ) - await asyncio.sleep(0.3) \ No newline at end of file + await asyncio.sleep(0.3) diff --git a/src/exo/worker/tests/test_integration/test_instantiation.py b/src/exo/worker/tests/test_integration/test_instantiation.py index 21f296b1..dc0773b2 100644 --- a/src/exo/worker/tests/test_integration/test_instantiation.py +++ b/src/exo/worker/tests/test_integration/test_instantiation.py @@ -30,22 +30,21 @@ from exo.worker.tests.test_integration.integration_utils import until_event_with async def test_runner_spinup_exception( - worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + worker_running: Callable[ + [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] + ], instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - ): +): _, global_events = await worker_running(NODE_A) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) instance_value.instance_type = InstanceStatus.ACTIVE - instance_value.shard_assignments.runner_to_shard[RUNNER_1_ID].immediate_exception = True + instance_value.shard_assignments.runner_to_shard[ + RUNNER_1_ID + ].immediate_exception = True await global_events.append_events( - [ - InstanceCreated( - instance=instance_value - ) - ], - origin=MASTER_NODE_ID + [InstanceCreated(instance=instance_value)], origin=MASTER_NODE_ID ) await asyncio.sleep(5.0) @@ -53,17 +52,28 @@ async def test_runner_spinup_exception( # Ensure the correct events have been emitted events = await global_events.get_events_since(0) - assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) \ - and isinstance(x.event.runner_status, FailedRunnerStatus) \ - and x.event.runner_status.error_message is not None \ - and 'fake exception' in x.event.runner_status.error_message.lower()]) == 3 + assert ( + len( + [ + x + for x in events + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) + and x.event.runner_status.error_message is not None + and "fake exception" in x.event.runner_status.error_message.lower() + ] + ) + == 3 + ) assert any([isinstance(x.event, InstanceDeleted) for x in events]) async def test_runner_spinup_timeout( - worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + worker_running: Callable[ + [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] + ], instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - ): +): _, global_events = await worker_running(NODE_A) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) @@ -71,18 +81,28 @@ async def test_runner_spinup_timeout( instance_value.shard_assignments.runner_to_shard[RUNNER_1_ID].should_timeout = 10 await global_events.append_events( - [ - InstanceCreated( - instance=instance_value - ) - ], - origin=MASTER_NODE_ID + [InstanceCreated(instance=instance_value)], origin=MASTER_NODE_ID ) - await until_event_with_timeout(global_events, RunnerStatusUpdated, multiplicity=3, condition=lambda x: isinstance(x.runner_status, FailedRunnerStatus)) + await until_event_with_timeout( + global_events, + RunnerStatusUpdated, + multiplicity=3, + condition=lambda x: isinstance(x.runner_status, FailedRunnerStatus), + ) # Ensure the correct events have been emitted events = await global_events.get_events_since(0) - assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 3 - assert any([isinstance(x.event, InstanceDeleted) for x in events]) \ No newline at end of file + assert ( + len( + [ + x + for x in events + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) + ] + ) + == 3 + ) + assert any([isinstance(x.event, InstanceDeleted) for x in events]) diff --git a/src/exo/worker/tests/test_integration/test_instantiation_sad.py b/src/exo/worker/tests/test_integration/test_instantiation_sad.py index a84b52d5..beb73acf 100644 --- a/src/exo/worker/tests/test_integration/test_instantiation_sad.py +++ b/src/exo/worker/tests/test_integration/test_instantiation_sad.py @@ -30,22 +30,21 @@ from exo.worker.tests.test_integration.integration_utils import until_event_with async def test_runner_spinup_exception( - worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + worker_running: Callable[ + [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] + ], instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - ): +): _, global_events = await worker_running(NODE_A) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) instance_value.instance_type = InstanceStatus.ACTIVE - instance_value.shard_assignments.runner_to_shard[RUNNER_1_ID].immediate_exception = True + instance_value.shard_assignments.runner_to_shard[ + RUNNER_1_ID + ].immediate_exception = True await global_events.append_events( - [ - InstanceCreated( - instance=instance_value - ) - ], - origin=MASTER_NODE_ID + [InstanceCreated(instance=instance_value)], origin=MASTER_NODE_ID ) await asyncio.sleep(5.0) @@ -53,14 +52,26 @@ async def test_runner_spinup_exception( # Ensure the correct events have been emitted events = await global_events.get_events_since(0) - assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 3 + assert ( + len( + [ + x + for x in events + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) + ] + ) + == 3 + ) assert any([isinstance(x.event, InstanceDeleted) for x in events]) async def test_runner_spinup_timeout( - worker_running: Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]], + worker_running: Callable[ + [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] + ], instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - ): +): _, global_events = await worker_running(NODE_A) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) @@ -68,18 +79,28 @@ async def test_runner_spinup_timeout( instance_value.shard_assignments.runner_to_shard[RUNNER_1_ID].should_timeout = 10 await global_events.append_events( - [ - InstanceCreated( - instance=instance_value - ) - ], - origin=MASTER_NODE_ID + [InstanceCreated(instance=instance_value)], origin=MASTER_NODE_ID ) - await until_event_with_timeout(global_events, RunnerStatusUpdated, multiplicity=3, condition=lambda x: isinstance(x.runner_status, FailedRunnerStatus)) + await until_event_with_timeout( + global_events, + RunnerStatusUpdated, + multiplicity=3, + condition=lambda x: isinstance(x.runner_status, FailedRunnerStatus), + ) # Ensure the correct events have been emitted events = await global_events.get_events_since(0) - assert len([x for x in events if isinstance(x.event, RunnerStatusUpdated) and isinstance(x.event.runner_status, FailedRunnerStatus)]) == 3 - assert any([isinstance(x.event, InstanceDeleted) for x in events]) \ No newline at end of file + assert ( + len( + [ + x + for x in events + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) + ] + ) + == 3 + ) + assert any([isinstance(x.event, InstanceDeleted) for x in events]) diff --git a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py index c6c96197..b38ab16d 100644 --- a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py +++ b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py @@ -16,7 +16,13 @@ from exo.shared.types.events import ( TaskCreated, ) from exo.shared.types.models import ModelId, ModelMetadata -from exo.shared.types.tasks import ChatCompletionTask, Task, TaskId, TaskStatus, TaskType +from exo.shared.types.tasks import ( + ChatCompletionTask, + Task, + TaskId, + TaskStatus, + TaskType, +) from exo.shared.types.worker.common import InstanceId from exo.shared.types.worker.instances import ( Instance, @@ -43,14 +49,14 @@ from exo.worker.tests.test_integration.integration_utils import ( ) from exo.worker.worker import Worker -MODEL_ID = 'mlx-community/Llama-3.3-70B-Instruct-4bit' +MODEL_ID = "mlx-community/Llama-3.3-70B-Instruct-4bit" + @pytest.fixture async def model_meta() -> ModelMetadata: return await get_model_meta(MODEL_ID) - def _get_model_size_gb(path: str) -> float: """Calculate total size of directory recursively in GB.""" total_size = 0 @@ -61,19 +67,29 @@ def _get_model_size_gb(path: str) -> float: total_size += os.path.getsize(filepath) return total_size / (1024**3) # Convert bytes to GB + @pytest.mark.skipif( not ( - os.path.exists(os.path.expanduser("~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/")) - and _get_model_size_gb(os.path.expanduser("~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/")) > 30 + os.path.exists( + os.path.expanduser( + "~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/" + ) + ) + and _get_model_size_gb( + os.path.expanduser( + "~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/" + ) + ) + > 30 ), - reason="This test only runs when model mlx-community/Llama-3.3-70B-Instruct-4bit is downloaded" + reason="This test only runs when model mlx-community/Llama-3.3-70B-Instruct-4bit is downloaded", ) async def test_2_runner_inference( logger: Logger, pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task] - ): + chat_completion_task: Callable[[InstanceId, TaskId], Task], +): event_log_manager = EventLogManager(EventLogConfig(), logger) await event_log_manager.initialize() shard_downloader = NoopShardDownloader() @@ -81,10 +97,22 @@ async def test_2_runner_inference( global_events = event_log_manager.global_events await global_events.delete_all_events() - worker1 = Worker(NODE_A, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + worker1 = Worker( + NODE_A, + logger=logger, + shard_downloader=shard_downloader, + worker_events=global_events, + global_events=global_events, + ) asyncio.create_task(run(worker1, logger)) - worker2 = Worker(NODE_B, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + worker2 = Worker( + NODE_B, + logger=logger, + shard_downloader=shard_downloader, + worker_events=global_events, + global_events=global_events, + ) asyncio.create_task(run(worker2, logger)) ## Instance @@ -94,44 +122,43 @@ async def test_2_runner_inference( model_id=model_id, runner_to_shard={ RUNNER_1_ID: pipeline_shard_meta(2, 0), - RUNNER_2_ID: pipeline_shard_meta(2, 1) + RUNNER_2_ID: pipeline_shard_meta(2, 1), }, - node_to_runner={ - NODE_A: RUNNER_1_ID, - NODE_B: RUNNER_2_ID - } + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, ) - + instance = Instance( instance_id=INSTANCE_1_ID, instance_type=InstanceStatus.ACTIVE, shard_assignments=shard_assignments, - hosts=hosts(2) + hosts=hosts(2), ) task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - task.task_params.messages[0].content = 'Can you explain to me how a bubble sort works, speaking as if you are a fairy.' + task.task_params.messages[ + 0 + ].content = ( + "Can you explain to me how a bubble sort works, speaking as if you are a fairy." + ) task.task_params.max_tokens = 1000 await global_events.append_events( [ - InstanceCreated( - instance=instance - ), - TaskCreated( - task_id=task.task_id, - task=task - ) - ], - origin=MASTER_NODE_ID + InstanceCreated(instance=instance), + TaskCreated(task_id=task.task_id, task=task), + ], + origin=MASTER_NODE_ID, ) - seen_task_started, seen_task_finished, response_string = await read_streaming_response(global_events) + ( + seen_task_started, + seen_task_finished, + response_string, + ) = await read_streaming_response(global_events) assert seen_task_started assert seen_task_finished - assert 'swap' in response_string.lower() - + assert "swap" in response_string.lower() idx = await global_events.get_last_idx() await asyncio.sleep(1.0) @@ -143,27 +170,35 @@ async def test_2_runner_inference( InstanceDeleted( instance_id=instance.instance_id, ), - ], - origin=MASTER_NODE_ID + ], + origin=MASTER_NODE_ID, ) await asyncio.sleep(2.0) - @pytest.mark.skipif( not ( - os.path.exists(os.path.expanduser("~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/")) - and _get_model_size_gb(os.path.expanduser("~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/")) > 30 + os.path.exists( + os.path.expanduser( + "~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/" + ) + ) + and _get_model_size_gb( + os.path.expanduser( + "~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/" + ) + ) + > 30 ), - reason="This test only runs when model mlx-community/Llama-3.3-70B-Instruct-4bit is downloaded" + reason="This test only runs when model mlx-community/Llama-3.3-70B-Instruct-4bit is downloaded", ) async def test_parallel_inference( logger: Logger, pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task] - ): + chat_completion_task: Callable[[InstanceId, TaskId], Task], +): event_log_manager = EventLogManager(EventLogConfig(), logger) await event_log_manager.initialize() shard_downloader = NoopShardDownloader() @@ -171,10 +206,22 @@ async def test_parallel_inference( global_events = event_log_manager.global_events await global_events.delete_all_events() - worker1 = Worker(NODE_A, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + worker1 = Worker( + NODE_A, + logger=logger, + shard_downloader=shard_downloader, + worker_events=global_events, + global_events=global_events, + ) asyncio.create_task(run(worker1, logger)) - worker2 = Worker(NODE_B, logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events) + worker2 = Worker( + NODE_B, + logger=logger, + shard_downloader=shard_downloader, + worker_events=global_events, + global_events=global_events, + ) asyncio.create_task(run(worker2, logger)) ## Instance @@ -184,26 +231,27 @@ async def test_parallel_inference( model_id=model_id, runner_to_shard={ RUNNER_1_ID: pipeline_shard_meta(2, 0), - RUNNER_2_ID: pipeline_shard_meta(2, 1) + RUNNER_2_ID: pipeline_shard_meta(2, 1), }, - node_to_runner={ - NODE_A: RUNNER_1_ID, - NODE_B: RUNNER_2_ID - } + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, ) - + instance = Instance( instance_id=INSTANCE_1_ID, instance_type=InstanceStatus.ACTIVE, shard_assignments=shard_assignments, - hosts=hosts(2) + hosts=hosts(2), ) completion_create_params_1 = ChatCompletionTaskParams( model="gpt-4", - messages=[ChatCompletionMessage(role="user", content='Tell me a haiku that uses the word "pond".')], + messages=[ + ChatCompletionMessage( + role="user", content='Tell me a haiku that uses the word "pond".' + ) + ], stream=True, - max_tokens=1000 + max_tokens=1000, ) task1 = ChatCompletionTask( task_id=TASK_1_ID, @@ -211,14 +259,18 @@ async def test_parallel_inference( instance_id=INSTANCE_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, - task_params=completion_create_params_1 + task_params=completion_create_params_1, ) - + completion_create_params_2 = ChatCompletionTaskParams( model="gpt-4", - messages=[ChatCompletionMessage(role="user", content='Tell me a haiku that uses the word "tree".')], + messages=[ + ChatCompletionMessage( + role="user", content='Tell me a haiku that uses the word "tree".' + ) + ], stream=True, - max_tokens=1000 + max_tokens=1000, ) task2 = ChatCompletionTask( task_id=TASK_2_ID, @@ -226,30 +278,34 @@ async def test_parallel_inference( instance_id=INSTANCE_1_ID, task_type=TaskType.CHAT_COMPLETION, task_status=TaskStatus.PENDING, - task_params=completion_create_params_2 - ) + task_params=completion_create_params_2, + ) await global_events.append_events( [ - InstanceCreated( - instance=instance - ), - TaskCreated( - task_id=task1.task_id, - task=task1 - ), - TaskCreated( - task_id=task2.task_id, - task=task2 - ), - ], - origin=MASTER_NODE_ID + InstanceCreated(instance=instance), + TaskCreated(task_id=task1.task_id, task=task1), + TaskCreated(task_id=task2.task_id, task=task2), + ], + origin=MASTER_NODE_ID, ) - seen_task_started_1, seen_task_finished_1, response_string_1 = await read_streaming_response(global_events) + ( + seen_task_started_1, + seen_task_finished_1, + response_string_1, + ) = await read_streaming_response(global_events) - incomplete_task = TASK_2_ID if worker1.state.tasks[TASK_1_ID].task_status == TaskStatus.COMPLETE else TASK_2_ID - seen_task_started_2, seen_task_finished_2, response_string_2 = await read_streaming_response(global_events, filter_task=incomplete_task) + incomplete_task = ( + TASK_2_ID + if worker1.state.tasks[TASK_1_ID].task_status == TaskStatus.COMPLETE + else TASK_2_ID + ) + ( + seen_task_started_2, + seen_task_finished_2, + response_string_2, + ) = await read_streaming_response(global_events, filter_task=incomplete_task) assert seen_task_started_1 assert seen_task_finished_1 @@ -259,14 +315,13 @@ async def test_parallel_inference( print(response_string_1) print(response_string_2) - assert ( - ('pond' in response_string_1.lower()) ^ ('pond' in response_string_2.lower()) + assert ("pond" in response_string_1.lower()) ^ ( + "pond" in response_string_2.lower() ), "'pond' must appear in exactly one response" - assert ( - ('tree' in response_string_1.lower()) ^ ('tree' in response_string_2.lower()) + assert ("tree" in response_string_1.lower()) ^ ( + "tree" in response_string_2.lower() ), "'tree' must appear in exactly one response" - idx = await global_events.get_last_idx() await asyncio.sleep(1.0) events = await global_events.get_events_since(idx) @@ -277,8 +332,8 @@ async def test_parallel_inference( InstanceDeleted( instance_id=instance.instance_id, ), - ], - origin=MASTER_NODE_ID + ], + origin=MASTER_NODE_ID, ) - await asyncio.sleep(2.0) \ No newline at end of file + await asyncio.sleep(2.0) diff --git a/src/exo/worker/tests/test_plan/test_worker_plan.py b/src/exo/worker/tests/test_plan/test_worker_plan.py index d6ae4e7c..dd304bd1 100644 --- a/src/exo/worker/tests/test_plan/test_worker_plan.py +++ b/src/exo/worker/tests/test_plan/test_worker_plan.py @@ -72,38 +72,41 @@ def _get_test_cases() -> list[PlanTestCase]: PlanTestCase( description="no runners -> no-op", in_process_runners=[], - state=State(node_status={NODE_A: NodeStatus.Idle}, instances={}, runners={}), + state=State( + node_status={NODE_A: NodeStatus.Idle}, instances={}, runners={} + ), expected_op=None, ), - # Both 'assigned' and 'downloading' should be blocking ops - so if we are in either of these we should unassign to retry. # This needs to change when we move to an async worker make_test_case( description="runner state assigned, runner is assigned and downloading -> unassign", - runner_specs=[{ - 'runner_id': RUNNER_1_ID, - 'node_id': NODE_A, - 'device_rank': 0, - 'status': make_downloading_status(NODE_A), - 'downloaded': False - }], + runner_specs=[ + { + "runner_id": RUNNER_1_ID, + "node_id": NODE_A, + "device_rank": 0, + "status": make_downloading_status(NODE_A), + "downloaded": False, + } + ], instance_status=InstanceStatus.INACTIVE, expected_op=UnassignRunnerOp(runner_id=RUNNER_1_ID), ), - make_test_case( description="ready runner, model present -> no-op", - runner_specs=[{ - 'runner_id': RUNNER_1_ID, - 'node_id': NODE_A, - 'device_rank': 0, - 'status': InactiveRunnerStatus(), - 'downloaded': True - }], + runner_specs=[ + { + "runner_id": RUNNER_1_ID, + "node_id": NODE_A, + "device_rank": 0, + "status": InactiveRunnerStatus(), + "downloaded": True, + } + ], instance_status=InstanceStatus.INACTIVE, expected_op=None, ), - PlanTestCase( description="runner assigned and not in state -> AssignRunnerOp", in_process_runners=[], @@ -125,10 +128,9 @@ def _get_test_cases() -> list[PlanTestCase]: end_layer=1, n_layers=1, ), - hosts=[] + hosts=[], ), ), - PlanTestCase( description="runner assigned but no longer in state -> UnassignRunnerOp", in_process_runners=[ @@ -140,187 +142,206 @@ def _get_test_cases() -> list[PlanTestCase]: downloaded=False, ) ], - state=State(node_status={NODE_A: NodeStatus.Idle}, instances={}, runners={}), + state=State( + node_status={NODE_A: NodeStatus.Idle}, instances={}, runners={} + ), expected_op=UnassignRunnerOp(runner_id=RUNNER_1_ID), ), - make_test_case( description="ready runner (and state up) -> expect RunnerUpOp", - runner_specs=[{ - 'runner_id': RUNNER_1_ID, - 'node_id': NODE_A, - 'device_rank': 0, - 'status': InactiveRunnerStatus(), - 'downloaded': True - }], + runner_specs=[ + { + "runner_id": RUNNER_1_ID, + "node_id": NODE_A, + "device_rank": 0, + "status": InactiveRunnerStatus(), + "downloaded": True, + } + ], instance_status=InstanceStatus.ACTIVE, expected_op=RunnerUpOp(runner_id=RUNNER_1_ID), ), - make_test_case( description="1 ready, 1 downloading (and state up) -> no-op", runner_specs=[ { - 'runner_id': RUNNER_1_ID, - 'node_id': NODE_A, - 'device_rank': 0, - 'status': InactiveRunnerStatus(), - 'downloaded': True + "runner_id": RUNNER_1_ID, + "node_id": NODE_A, + "device_rank": 0, + "status": InactiveRunnerStatus(), + "downloaded": True, }, { - 'runner_id': RUNNER_2_ID, - 'node_id': NODE_B, - 'device_rank': 1, - 'status': DownloadingRunnerStatus(download_progress=DownloadPending(node_id=NODE_A)), - 'downloaded': False + "runner_id": RUNNER_2_ID, + "node_id": NODE_B, + "device_rank": 1, + "status": DownloadingRunnerStatus( + download_progress=DownloadPending(node_id=NODE_A) + ), + "downloaded": False, + }, + ], + tasks=[ + { + "task_id": TASK_1_ID, + "instance_id": INSTANCE_1_ID, + "status": TaskStatus.PENDING, + "messages": [{"role": "user", "content": "Hello, world!"}], } ], - tasks=[{ - 'task_id': TASK_1_ID, - 'instance_id': INSTANCE_1_ID, - 'status': TaskStatus.PENDING, - 'messages': [{'role': 'user', 'content': 'Hello, world!'}] - }], instance_status=InstanceStatus.ACTIVE, - expected_op=None + expected_op=None, ), - make_test_case( description="2 ready runners (and state up) -> expect RunnerUpOp", runner_specs=[ { - 'runner_id': RUNNER_1_ID, - 'node_id': NODE_A, - 'device_rank': 0, - 'status': InactiveRunnerStatus(), - 'downloaded': True + "runner_id": RUNNER_1_ID, + "node_id": NODE_A, + "device_rank": 0, + "status": InactiveRunnerStatus(), + "downloaded": True, }, { - 'runner_id': RUNNER_2_ID, - 'node_id': NODE_B, - 'device_rank': 1, - 'status': InactiveRunnerStatus(), - 'downloaded': True + "runner_id": RUNNER_2_ID, + "node_id": NODE_B, + "device_rank": 1, + "status": InactiveRunnerStatus(), + "downloaded": True, + }, + ], + tasks=[ + { + "task_id": TASK_1_ID, + "instance_id": INSTANCE_1_ID, + "status": TaskStatus.PENDING, + "messages": [{"role": "user", "content": "Hello, world!"}], } ], - tasks=[{ - 'task_id': TASK_1_ID, - 'instance_id': INSTANCE_1_ID, - 'status': TaskStatus.PENDING, - 'messages': [{'role': 'user', 'content': 'Hello, world!'}] - }], instance_status=InstanceStatus.ACTIVE, - expected_op=RunnerUpOp(runner_id=RUNNER_1_ID) + expected_op=RunnerUpOp(runner_id=RUNNER_1_ID), ), - make_test_case( description="loaded runner (and state down) -> expect RunnerDownOp", - runner_specs=[{ - 'runner_id': RUNNER_1_ID, - 'node_id': NODE_A, - 'device_rank': 0, - 'status': LoadedRunnerStatus(), - 'downloaded': True - }], + runner_specs=[ + { + "runner_id": RUNNER_1_ID, + "node_id": NODE_A, + "device_rank": 0, + "status": LoadedRunnerStatus(), + "downloaded": True, + } + ], instance_status=InstanceStatus.INACTIVE, expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), ), - make_test_case( description="failed runner (and state down) -> expect RunnerDownOp", - runner_specs=[{ - 'runner_id': RUNNER_1_ID, - 'node_id': NODE_A, - 'device_rank': 0, - 'status': FailedRunnerStatus(), - 'downloaded': True - }], + runner_specs=[ + { + "runner_id": RUNNER_1_ID, + "node_id": NODE_A, + "device_rank": 0, + "status": FailedRunnerStatus(), + "downloaded": True, + } + ], instance_status=InstanceStatus.INACTIVE, expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), ), - make_test_case( description="loaded runner, model present, task pending -> expect ExecuteTaskOp", - runner_specs=[{ - 'runner_id': RUNNER_1_ID, - 'node_id': NODE_A, - 'device_rank': 0, - 'status': LoadedRunnerStatus(), - 'downloaded': True - }], - tasks=[{ - 'task_id': TASK_1_ID, - 'instance_id': INSTANCE_1_ID, - 'status': TaskStatus.PENDING, - 'messages': [{'role': 'user', 'content': 'Hello, world!'}] - }], + runner_specs=[ + { + "runner_id": RUNNER_1_ID, + "node_id": NODE_A, + "device_rank": 0, + "status": LoadedRunnerStatus(), + "downloaded": True, + } + ], + tasks=[ + { + "task_id": TASK_1_ID, + "instance_id": INSTANCE_1_ID, + "status": TaskStatus.PENDING, + "messages": [{"role": "user", "content": "Hello, world!"}], + } + ], instance_status=InstanceStatus.ACTIVE, - expected_op=ExecuteTaskOp(runner_id=RUNNER_1_ID, task=ChatCompletionTask( - task_id=TASK_1_ID, - command_id=COMMAND_1_ID, - instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.PENDING, - task_params=ChatCompletionTaskParams( - model=str(MODEL_A_ID), - messages=[ChatCompletionMessage(role="user", content="Hello, world!")] + expected_op=ExecuteTaskOp( + runner_id=RUNNER_1_ID, + task=ChatCompletionTask( + task_id=TASK_1_ID, + command_id=COMMAND_1_ID, + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_status=TaskStatus.PENDING, + task_params=ChatCompletionTaskParams( + model=str(MODEL_A_ID), + messages=[ + ChatCompletionMessage(role="user", content="Hello, world!") + ], + ), ), - )), + ), ), - # We should only run rank 0 once all other ranks are running. make_test_case( description="two loaded runners & task, i'm rank 0 -> no-op", runner_specs=[ { - 'runner_id': RUNNER_1_ID, - 'node_id': NODE_A, - 'device_rank': 0, - 'status': LoadedRunnerStatus(), - 'downloaded': True + "runner_id": RUNNER_1_ID, + "node_id": NODE_A, + "device_rank": 0, + "status": LoadedRunnerStatus(), + "downloaded": True, }, { - 'runner_id': RUNNER_2_ID, - 'node_id': NODE_B, - 'device_rank': 1, - 'status': LoadedRunnerStatus(), - 'downloaded': True + "runner_id": RUNNER_2_ID, + "node_id": NODE_B, + "device_rank": 1, + "status": LoadedRunnerStatus(), + "downloaded": True, + }, + ], + tasks=[ + { + "task_id": TASK_1_ID, + "instance_id": INSTANCE_1_ID, + "status": TaskStatus.PENDING, + "messages": [{"role": "user", "content": "Hello, world!"}], } ], - tasks=[{ - 'task_id': TASK_1_ID, - 'instance_id': INSTANCE_1_ID, - 'status': TaskStatus.PENDING, - 'messages': [{'role': 'user', 'content': 'Hello, world!'}] - }], instance_status=InstanceStatus.ACTIVE, - expected_op=None + expected_op=None, ), - make_test_case( description="two loaded runners & task, i'm rank 1 -> expect ExecuteTaskOp on rank 1", runner_specs=[ { - 'runner_id': RUNNER_1_ID, - 'node_id': NODE_A, - 'device_rank': 1, - 'status': LoadedRunnerStatus(), - 'downloaded': True + "runner_id": RUNNER_1_ID, + "node_id": NODE_A, + "device_rank": 1, + "status": LoadedRunnerStatus(), + "downloaded": True, }, { - 'runner_id': RUNNER_2_ID, - 'node_id': NODE_B, - 'device_rank': 0, - 'status': LoadedRunnerStatus(), - 'downloaded': True + "runner_id": RUNNER_2_ID, + "node_id": NODE_B, + "device_rank": 0, + "status": LoadedRunnerStatus(), + "downloaded": True, + }, + ], + tasks=[ + { + "task_id": TASK_1_ID, + "instance_id": INSTANCE_1_ID, + "status": TaskStatus.PENDING, + "messages": [{"role": "user", "content": "Hello, world!"}], } ], - tasks=[{ - 'task_id': TASK_1_ID, - 'instance_id': INSTANCE_1_ID, - 'status': TaskStatus.PENDING, - 'messages': [{'role': 'user', 'content': 'Hello, world!'}] - }], instance_status=InstanceStatus.ACTIVE, expected_op=ExecuteTaskOp( runner_id=RUNNER_1_ID, @@ -331,37 +352,40 @@ def _get_test_cases() -> list[PlanTestCase]: task_type=TaskType.CHAT_COMPLETION, task_params=ChatCompletionTaskParams( model=str(MODEL_A_ID), - messages=[ChatCompletionMessage(role="user", content="Hello, world!")], + messages=[ + ChatCompletionMessage(role="user", content="Hello, world!") + ], ), task_status=TaskStatus.PENDING, ), ), ), - make_test_case( description="rank 1 loaded, rank 0 ready, i'm rank 0 -> expect ExecuteTaskOp on rank 0", runner_specs=[ { - 'runner_id': RUNNER_1_ID, - 'node_id': NODE_A, - 'device_rank': 0, - 'status': LoadedRunnerStatus(), - 'downloaded': True + "runner_id": RUNNER_1_ID, + "node_id": NODE_A, + "device_rank": 0, + "status": LoadedRunnerStatus(), + "downloaded": True, }, { - 'runner_id': RUNNER_2_ID, - 'node_id': NODE_B, - 'device_rank': 1, - 'status': RunningRunnerStatus(), - 'downloaded': True + "runner_id": RUNNER_2_ID, + "node_id": NODE_B, + "device_rank": 1, + "status": RunningRunnerStatus(), + "downloaded": True, + }, + ], + tasks=[ + { + "task_id": TASK_1_ID, + "instance_id": INSTANCE_1_ID, + "status": TaskStatus.PENDING, + "messages": [{"role": "user", "content": "Hello, world!"}], } ], - tasks=[{ - 'task_id': TASK_1_ID, - 'instance_id': INSTANCE_1_ID, - 'status': TaskStatus.PENDING, - 'messages': [{'role': 'user', 'content': 'Hello, world!'}] - }], instance_status=InstanceStatus.ACTIVE, expected_op=ExecuteTaskOp( runner_id=RUNNER_1_ID, @@ -372,93 +396,91 @@ def _get_test_cases() -> list[PlanTestCase]: task_type=TaskType.CHAT_COMPLETION, task_params=ChatCompletionTaskParams( model=str(MODEL_A_ID), - messages=[ChatCompletionMessage(role="user", content="Hello, world!")], + messages=[ + ChatCompletionMessage(role="user", content="Hello, world!") + ], ), task_status=TaskStatus.PENDING, ), ), ), - make_test_case( description="this runner failed (1 node) -> RunnerDownOp", - runner_specs=[{ - 'runner_id': RUNNER_1_ID, - 'node_id': NODE_A, - 'device_rank': 0, - 'status': FailedRunnerStatus(), - 'downloaded': True - }], + runner_specs=[ + { + "runner_id": RUNNER_1_ID, + "node_id": NODE_A, + "device_rank": 0, + "status": FailedRunnerStatus(), + "downloaded": True, + } + ], instance_status=InstanceStatus.ACTIVE, - expected_op=RunnerDownOp(runner_id=RUNNER_1_ID) + expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), ), - make_test_case( description="other runner failed -> RunnerDownOp", runner_specs=[ { - 'runner_id': RUNNER_1_ID, - 'node_id': NODE_A, - 'device_rank': 0, - 'status': LoadedRunnerStatus(), - 'downloaded': True + "runner_id": RUNNER_1_ID, + "node_id": NODE_A, + "device_rank": 0, + "status": LoadedRunnerStatus(), + "downloaded": True, }, { - 'runner_id': RUNNER_2_ID, - 'node_id': NODE_B, - 'device_rank': 1, - 'status': FailedRunnerStatus(), - 'downloaded': True - } + "runner_id": RUNNER_2_ID, + "node_id": NODE_B, + "device_rank": 1, + "status": FailedRunnerStatus(), + "downloaded": True, + }, ], instance_status=InstanceStatus.ACTIVE, - expected_op=RunnerDownOp(runner_id=RUNNER_1_ID) + expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), ), - - make_test_case( description="this runner failed (2 nodes) -> no-op", runner_specs=[ { - 'runner_id': RUNNER_1_ID, - 'node_id': NODE_A, - 'device_rank': 0, - 'status': FailedRunnerStatus(), - 'downloaded': True + "runner_id": RUNNER_1_ID, + "node_id": NODE_A, + "device_rank": 0, + "status": FailedRunnerStatus(), + "downloaded": True, }, { - 'runner_id': RUNNER_2_ID, - 'node_id': NODE_B, - 'device_rank': 1, - 'status': LoadedRunnerStatus(), - 'downloaded': True - } + "runner_id": RUNNER_2_ID, + "node_id": NODE_B, + "device_rank": 1, + "status": LoadedRunnerStatus(), + "downloaded": True, + }, ], instance_status=InstanceStatus.ACTIVE, - expected_op=None + expected_op=None, ), - make_test_case( description="this node failed, other node spun down -> RunnerDownOp", runner_specs=[ { - 'runner_id': RUNNER_1_ID, - 'node_id': NODE_A, - 'device_rank': 0, - 'status': FailedRunnerStatus(), - 'downloaded': True + "runner_id": RUNNER_1_ID, + "node_id": NODE_A, + "device_rank": 0, + "status": FailedRunnerStatus(), + "downloaded": True, }, { - 'runner_id': RUNNER_2_ID, - 'node_id': NODE_B, - 'device_rank': 1, - 'status': InactiveRunnerStatus(), - 'downloaded': True - } + "runner_id": RUNNER_2_ID, + "node_id": NODE_B, + "device_rank": 1, + "status": InactiveRunnerStatus(), + "downloaded": True, + }, ], instance_status=InstanceStatus.ACTIVE, - expected_op=RunnerDownOp(runner_id=RUNNER_1_ID) + expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), ), - ] @@ -486,40 +508,46 @@ def test_worker_plan(case: PlanTestCase) -> None: logger = logging.getLogger("test_worker_plan") shard_downloader = NoopShardDownloader() - worker = Worker(node_id=node_id, shard_downloader=shard_downloader, worker_events=None, global_events=None, logger=logger) + worker = Worker( + node_id=node_id, + shard_downloader=shard_downloader, + worker_events=None, + global_events=None, + logger=logger, + ) runner_config: InProcessRunner for runner_config in case.in_process_runners: - - if len(case.state.instances) == 1: + if len(case.state.instances) == 1: instance_id = next(iter(case.state.instances)) shard_assignments = case.state.instances[instance_id].shard_assignments shard_metadata = shard_assignments.runner_to_shard[runner_config.runner_id] - + # Only add this runner if it belongs to our node runner_node = None for node, runner in shard_assignments.node_to_runner.items(): if runner == runner_config.runner_id: runner_node = node break - + if runner_node != node_id: # This runner belongs to a different node, skip it continue - + elif len(case.state.instances) == 0: shard_metadata = PipelineShardMetadata( device_rank=runner_config.device_rank, - world_size=1, + world_size=1, model_meta=make_model_meta(runner_config.model_id), start_layer=0, end_layer=1, n_layers=1, ) else: - raise Exception('test_worker_plan not currently designed to have more than 1 instance.') - + raise Exception( + "test_worker_plan not currently designed to have more than 1 instance." + ) assigned_runner = AssignedRunner( runner_id=runner_config.runner_id, @@ -531,10 +559,11 @@ def test_worker_plan(case: PlanTestCase) -> None: ) worker.assigned_runners[runner_config.runner_id] = assigned_runner - op = plan(worker.assigned_runners, - NODE_A, - case.state.instances, - case.state.runners, - case.state.tasks, - ) + op = plan( + worker.assigned_runners, + NODE_A, + case.state.instances, + case.state.runners, + case.state.tasks, + ) assert op == case.expected_op diff --git a/src/exo/worker/tests/test_plan/test_worker_plan_utils.py b/src/exo/worker/tests/test_plan/test_worker_plan_utils.py index f5a2ac5a..dce20444 100644 --- a/src/exo/worker/tests/test_plan/test_worker_plan_utils.py +++ b/src/exo/worker/tests/test_plan/test_worker_plan_utils.py @@ -27,6 +27,7 @@ from exo.worker.tests.constants import COMMAND_1_ID, INSTANCE_1_ID, MODEL_A_ID class RunnerSpecDict(TypedDict): """Type definition for runner specification dictionaries.""" + runner_id: RunnerId node_id: NodeId device_rank: int @@ -36,6 +37,7 @@ class RunnerSpecDict(TypedDict): class MessageDict(TypedDict): """Type definition for message dictionaries.""" + role: Literal["system", "user", "assistant", "developer", "tool", "function"] content: NotRequired[str | None] name: NotRequired[str | None] @@ -46,12 +48,17 @@ class MessageDict(TypedDict): class TaskSpecDict(TypedDict): """Type definition for task specification dictionaries.""" + task_id: TaskId - instance_id: NotRequired[InstanceId] # defaults to function parameter if not provided - command_id: NotRequired[CommandId] # defaults to COMMAND_1_ID if not provided + instance_id: NotRequired[ + InstanceId + ] # defaults to function parameter if not provided + command_id: NotRequired[CommandId] # defaults to COMMAND_1_ID if not provided status: NotRequired[TaskStatus] # defaults to TaskStatus.PENDING if not provided model: NotRequired[str] # defaults to model_id if not provided - messages: NotRequired[list[MessageDict]] # defaults to [{'role': 'user', 'content': 'Hello, world!'}] if not provided + messages: NotRequired[ + list[MessageDict] + ] # defaults to [{'role': 'user', 'content': 'Hello, world!'}] if not provided @dataclass(slots=True, frozen=True) @@ -79,10 +86,12 @@ class PlanTestCase: return self.description.replace(" ", "_") -def make_shard_metadata(device_rank: int, world_size: int, model_id: ModelId = MODEL_A_ID) -> PipelineShardMetadata: +def make_shard_metadata( + device_rank: int, world_size: int, model_id: ModelId = MODEL_A_ID +) -> PipelineShardMetadata: """Create PipelineShardMetadata with proper layer assignments based on device_rank and world_size.""" total_layers = world_size # For simplicity in tests, total_layers = world_size - + if world_size == 1: start_layer = 0 end_layer = 1 @@ -92,7 +101,7 @@ def make_shard_metadata(device_rank: int, world_size: int, model_id: ModelId = M start_layer = device_rank end_layer = device_rank + 1 n_layers = total_layers - + return PipelineShardMetadata( device_rank=device_rank, world_size=world_size, @@ -112,9 +121,8 @@ def make_downloading_status(node_id: NodeId) -> DownloadingRunnerStatus: ) ) -def make_model_meta( - model_id: str -) -> ModelMetadata: + +def make_model_meta(model_id: str) -> ModelMetadata: model_card: ModelCard for card in MODEL_CARDS.values(): if card.model_id == model_id: @@ -126,14 +134,13 @@ def make_model_meta( storage_size_kilobytes=10**6, n_layers=16, ) - - raise Exception(f'Unknown model_id passed: {model_id}') + + raise Exception(f"Unknown model_id passed: {model_id}") ## Alternatively, if we are ok for this method to be async: # await _get_model_meta(model_id) - def make_instance( instance_id: InstanceId, runner_specs: list[tuple[RunnerId, NodeId, int, RunnerStatus]], @@ -146,11 +153,7 @@ def make_instance( world_size = len(runner_specs) for runner_id, node_id, device_rank, _ in runner_specs: - shard_metadata = make_shard_metadata( - device_rank, - world_size, - model_id - ) + shard_metadata = make_shard_metadata(device_rank, world_size, model_id) runner_to_shard[runner_id] = shard_metadata node_to_runner[node_id] = runner_id @@ -167,7 +170,7 @@ def make_instance( ) # Currently nodes are only ever idle - as if they were running we would be blocking - so we wouldn't be running plan() - # node_statuses = {node_id: NodeStatus.Idle for _, node_id, _, _ in runner_specs} + # node_statuses = {node_id: NodeStatus.Idle for _, node_id, _, _ in runner_specs} node_statuses: dict[NodeId, NodeStatus] = {} for _runner_id, node_id, _, status in runner_specs: if isinstance(status, RunningRunnerStatus): @@ -178,8 +181,11 @@ def make_instance( return instance, runner_statuses, node_statuses + def make_state( - runner_specs_per_instance: dict[InstanceId, list[tuple[RunnerId, NodeId, int, RunnerStatus]]], + runner_specs_per_instance: dict[ + InstanceId, list[tuple[RunnerId, NodeId, int, RunnerStatus]] + ], tasks: dict[TaskId, ChatCompletionTask] | None = None, model_id: ModelId = MODEL_A_ID, instance_status: InstanceStatus = InstanceStatus.ACTIVE, @@ -210,6 +216,7 @@ def make_state( tasks=tasks, ) + def make_test_case( description: str, runner_specs: list[RunnerSpecDict], @@ -225,7 +232,7 @@ def make_test_case( tasks = [] # Convert runner_specs to tuple format for make_instance specs_tuple = [ - (r['runner_id'], r['node_id'], r['device_rank'], r['status']) + (r["runner_id"], r["node_id"], r["device_rank"], r["status"]) for r in runner_specs ] @@ -234,16 +241,21 @@ def make_test_case( for t in tasks: task = ChatCompletionTask( instance_id=instance_id, - task_id=t['task_id'], - command_id=t.get('command_id', command_id), + task_id=t["task_id"], + command_id=t.get("command_id", command_id), task_type=TaskType.CHAT_COMPLETION, - task_status=t.get('status', TaskStatus.PENDING), + task_status=t.get("status", TaskStatus.PENDING), task_params=ChatCompletionTaskParams( - model=t.get('model', str(model_id)), - messages=[ChatCompletionMessage(**m) for m in t.get('messages', [{'role': 'user', 'content': 'Hello, world!'}])], + model=t.get("model", str(model_id)), + messages=[ + ChatCompletionMessage(**m) + for m in t.get( + "messages", [{"role": "user", "content": "Hello, world!"}] + ) + ], ), ) - state_tasks[t['task_id']] = task + state_tasks[t["task_id"]] = task state = make_state( runner_specs_per_instance={instance_id: specs_tuple}, @@ -255,13 +267,14 @@ def make_test_case( # Build in_process_runners with downloaded (default True if missing) in_process_runners = [ InProcessRunner( - runner_id=r['runner_id'], + runner_id=r["runner_id"], instance_id=instance_id, model_id=model_id, - status=r['status'], - downloaded=r.get('downloaded', True), - device_rank=r['device_rank'], - ) for r in runner_specs + status=r["status"], + downloaded=r.get("downloaded", True), + device_rank=r["device_rank"], + ) + for r in runner_specs ] return PlanTestCase( @@ -269,4 +282,4 @@ def make_test_case( state=state, in_process_runners=in_process_runners, expected_op=expected_op, - ) \ No newline at end of file + ) diff --git a/src/exo/worker/tests/test_runner_connection.py b/src/exo/worker/tests/test_runner_connection.py index 80d4c530..196c2401 100644 --- a/src/exo/worker/tests/test_runner_connection.py +++ b/src/exo/worker/tests/test_runner_connection.py @@ -29,9 +29,10 @@ from exo.worker.worker import Worker def user_message() -> str: return "What is the capital of Japan?" + @pytest.mark.skipif( os.environ.get("DETAILED", "").lower() != "true", - reason="This test only runs when ENABLE_SPINUP_TIMEOUT_TEST=true environment variable is set" + reason="This test only runs when ENABLE_SPINUP_TIMEOUT_TEST=true environment variable is set", ) async def check_runner_connection( logger: Logger, @@ -41,7 +42,7 @@ async def check_runner_connection( # Track all tasks and workers for cleanup tasks: list[asyncio.Task[None]] = [] workers: list[Worker] = [] - + try: event_log_manager = EventLogManager(EventLogConfig(), logger) await event_log_manager.initialize() @@ -72,49 +73,46 @@ async def check_runner_connection( task2 = asyncio.create_task(run(worker2, logger)) tasks.append(task2) - model_id = ModelId('mlx-community/Llama-3.2-1B-Instruct-4bit') + model_id = ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit") shard_assignments = ShardAssignments( model_id=model_id, runner_to_shard={ RUNNER_1_ID: pipeline_shard_meta(2, 0), - RUNNER_2_ID: pipeline_shard_meta(2, 1) + RUNNER_2_ID: pipeline_shard_meta(2, 1), }, - node_to_runner={ - NODE_A: RUNNER_1_ID, - NODE_B: RUNNER_2_ID - } + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, ) instance = Instance( instance_id=INSTANCE_1_ID, instance_type=InstanceStatus.ACTIVE, shard_assignments=shard_assignments, - hosts=hosts(2) + hosts=hosts(2), ) await global_events.append_events( [ - InstanceCreated( - instance=instance - ), + InstanceCreated(instance=instance), ], - origin=MASTER_NODE_ID + origin=MASTER_NODE_ID, ) from exo.worker.runner.runner_supervisor import RunnerSupervisor - async def wait_for_runner_supervisor(worker: Worker, timeout: float = 5.0) -> RunnerSupervisor | None: + async def wait_for_runner_supervisor( + worker: Worker, timeout: float = 5.0 + ) -> RunnerSupervisor | None: end = asyncio.get_event_loop().time() + timeout while True: assigned_runners = list(worker.assigned_runners.values()) if assigned_runners: runner = assigned_runners[0].runner if isinstance(runner, RunnerSupervisor): - print('breaking because success') + print("breaking because success") return runner if isinstance(assigned_runners[0].status, FailedRunnerStatus): - print('breaking because failed') + print("breaking because failed") return runner if asyncio.get_event_loop().time() > end: raise TimeoutError("RunnerSupervisor was not set within timeout") @@ -129,7 +127,7 @@ async def check_runner_connection( instance_id=instance.instance_id, ), ], - origin=MASTER_NODE_ID + origin=MASTER_NODE_ID, ) await asyncio.sleep(0.5) @@ -139,10 +137,11 @@ async def check_runner_connection( # Cancel all worker tasks for task in tasks: task.cancel() - + # Wait for cancellation to complete await asyncio.gather(*tasks, return_exceptions=True) + # Check Running status # # not now. @@ -165,7 +164,7 @@ async def check_runner_connection( # ) -> None: # total_runs = 100 # successes = 0 - + # for _ in range(total_runs): # # Create a fresh event loop for each iteration # loop = asyncio.new_event_loop() @@ -174,7 +173,7 @@ async def check_runner_connection( # # Create a fresh event loop for each iteration # loop = asyncio.new_event_loop() # asyncio.set_event_loop(loop) - + # try: # result = loop.run_until_complete(check_runner_connection( # logger=logger, @@ -203,16 +202,16 @@ async def check_runner_connection( # pending = asyncio.all_tasks(loop) # for task in pending: # task.cancel() - + # # Run the event loop briefly to allow cancellation to complete # loop.run_until_complete(asyncio.gather(*pending, return_exceptions=True)) # # Run the event loop briefly to allow cancellation to complete # loop.run_until_complete(asyncio.gather(*pending, return_exceptions=True)) - + # # Close the event loop # loop.close() # # Close the event loop # loop.close() - + # print(f"Runner connection successes: {successes} / {total_runs}") # print(f"Runner connection successes: {successes} / {total_runs}") diff --git a/src/exo/worker/tests/test_spinup_timeout.py b/src/exo/worker/tests/test_spinup_timeout.py index b46eb73e..8649fef9 100644 --- a/src/exo/worker/tests/test_spinup_timeout.py +++ b/src/exo/worker/tests/test_spinup_timeout.py @@ -20,29 +20,31 @@ from exo.worker.tests.constants import RUNNER_1_ID # To enable this test, run pytest with: ENABLE_SPINUP_TIMEOUT_TEST=true pytest + @pytest.mark.skipif( os.environ.get("DETAILED", "").lower() != "true", - reason="This test only runs when ENABLE_SPINUP_TIMEOUT_TEST=true environment variable is set" + reason="This test only runs when ENABLE_SPINUP_TIMEOUT_TEST=true environment variable is set", ) @pytest.mark.asyncio async def test_runner_up_op_timeout( - worker_with_assigned_runner: tuple[Worker, Instance], - chat_completion_task: Callable[[InstanceId, TaskId], Task], - monkeypatch: pytest.MonkeyPatch - ): + worker_with_assigned_runner: tuple[Worker, Instance], + chat_completion_task: Callable[[InstanceId, TaskId], Task], + monkeypatch: pytest.MonkeyPatch, +): worker, _ = worker_with_assigned_runner runner_up_op = RunnerUpOp(runner_id=RUNNER_1_ID) # _execute_runner_up_op should throw a TimeoutError with a short timeout events: list[Event] = [] - async for event in worker._execute_runner_up_op(runner_up_op, initialize_timeout=0.2): # type: ignore[misc] + async for event in worker._execute_runner_up_op( + runner_up_op, initialize_timeout=0.2 + ): # type: ignore[misc] events.append(event) assert isinstance(events[-1], RunnerStatusUpdated) assert isinstance(events[-1].runner_status, FailedRunnerStatus) assert events[-1].runner_status.error_message is not None - assert 'timeout' in events[-1].runner_status.error_message.lower() + assert "timeout" in events[-1].runner_status.error_message.lower() del worker.assigned_runners[list(worker.assigned_runners.keys())[0]] - diff --git a/src/exo/worker/tests/test_supervisor/test_memory.py b/src/exo/worker/tests/test_supervisor/test_memory.py index 5eb97b5f..58b3238a 100644 --- a/src/exo/worker/tests/test_supervisor/test_memory.py +++ b/src/exo/worker/tests/test_supervisor/test_memory.py @@ -23,9 +23,11 @@ def get_memory_mb(process: Process) -> float: rss_bytes: int = ps.memory_info().rss # type: ignore[attr-defined] return rss_bytes / (1024 * 1024) + @pytest.fixture async def model_meta() -> ModelMetadata: - return await get_model_meta('mlx-community/Llama-3.3-70B-Instruct-4bit') + return await get_model_meta("mlx-community/Llama-3.3-70B-Instruct-4bit") + @pytest.mark.asyncio async def test_supervisor_inference_exception( @@ -45,16 +47,16 @@ async def test_supervisor_inference_exception( process: Process = supervisor.runner_process memory = get_memory_mb(process) - assert memory > 30*100 + assert memory > 30 * 100 task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - task.task_params.messages[0].content = 'EXO RUNNER MUST FAIL' + task.task_params.messages[0].content = "EXO RUNNER MUST FAIL" with pytest.raises(RunnerError): async for _ in supervisor.stream_response(task): pass await supervisor.astop() - + available_memory_bytes: int = psutil.virtual_memory().available print(available_memory_bytes // (2**30)) - assert available_memory_bytes > 30 * 2**30 \ No newline at end of file + assert available_memory_bytes > 30 * 2**30 diff --git a/src/exo/worker/tests/test_supervisor/test_oom.py b/src/exo/worker/tests/test_supervisor/test_oom.py index aa2cb6bb..afade315 100644 --- a/src/exo/worker/tests/test_supervisor/test_oom.py +++ b/src/exo/worker/tests/test_supervisor/test_oom.py @@ -21,7 +21,9 @@ def user_message(): @pytest.mark.asyncio -@pytest.mark.skip(reason="Must run `sudo sysctl -w iogpu.wired_limit_mb=` and `sudo sysctl -w iogpu.wired_lwm_mb=` before running this test.") +@pytest.mark.skip( + reason="Must run `sudo sysctl -w iogpu.wired_limit_mb=` and `sudo sysctl -w iogpu.wired_lwm_mb=` before running this test." +) async def test_supervisor_catches_oom( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], @@ -38,12 +40,12 @@ async def test_supervisor_catches_oom( ) task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - task.task_params.messages[0].content = 'EXO RUNNER MUST OOM' + task.task_params.messages[0].content = "EXO RUNNER MUST OOM" with pytest.raises(RunnerError) as exc_info: async for _ in supervisor.stream_response(task): pass - + error = exc_info.value - assert 'memory' in error.error_message.lower() + assert "memory" in error.error_message.lower() await supervisor.astop() diff --git a/src/exo/worker/tests/test_supervisor/test_supervisor.py b/src/exo/worker/tests/test_supervisor/test_supervisor.py index 5faf3e57..3452044c 100644 --- a/src/exo/worker/tests/test_supervisor/test_supervisor.py +++ b/src/exo/worker/tests/test_supervisor/test_supervisor.py @@ -35,7 +35,7 @@ async def test_supervisor_single_node_response( model_shard_meta = pipeline_shard_meta(1, 0) instance_id = InstanceId() - print(f'{model_shard_meta=}') + print(f"{model_shard_meta=}") supervisor = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, @@ -47,7 +47,9 @@ async def test_supervisor_single_node_response( full_response = "" stop_reason: FinishReason | None = None - async for chunk in supervisor.stream_response(task=chat_completion_task(instance_id, TaskId())): + async for chunk in supervisor.stream_response( + task=chat_completion_task(instance_id, TaskId()) + ): if isinstance(chunk, TokenChunk): full_response += chunk.text if chunk.finish_reason: @@ -72,7 +74,7 @@ async def test_supervisor_two_node_response( ): """Test that asking for the capital of France returns 'Paris' in the response""" instance_id = InstanceId() - + async def create_supervisor(shard_idx: int) -> RunnerSupervisor: supervisor = await RunnerSupervisor.create( model_shard_meta=pipeline_shard_meta(2, shard_idx), @@ -80,10 +82,12 @@ async def test_supervisor_two_node_response( logger=logger, ) return supervisor - + create_supervisor_0 = asyncio.create_task(create_supervisor(0)) create_supervisor_1 = asyncio.create_task(create_supervisor(1)) - supervisor_0, supervisor_1 = await asyncio.gather(create_supervisor_0, create_supervisor_1) + supervisor_0, supervisor_1 = await asyncio.gather( + create_supervisor_0, create_supervisor_1 + ) await asyncio.sleep(0.1) @@ -93,13 +97,17 @@ async def test_supervisor_two_node_response( async def collect_response_0(): nonlocal full_response_0 - async for chunk in supervisor_0.stream_response(task=chat_completion_task(instance_id, TaskId())): + async for chunk in supervisor_0.stream_response( + task=chat_completion_task(instance_id, TaskId()) + ): if isinstance(chunk, TokenChunk): full_response_0 += chunk.text async def collect_response_1(): nonlocal full_response_1 - async for chunk in supervisor_1.stream_response(task=chat_completion_task(instance_id, TaskId())): + async for chunk in supervisor_1.stream_response( + task=chat_completion_task(instance_id, TaskId()) + ): if isinstance(chunk, TokenChunk): full_response_1 += chunk.text @@ -139,11 +147,11 @@ async def test_supervisor_early_stopping( logger=logger, ) - task = chat_completion_task(instance_id, TaskId()) + task = chat_completion_task(instance_id, TaskId()) max_tokens = 50 assert task.task_type == TaskType.CHAT_COMPLETION - print(f'chat_completion_task.task_params: {task.task_params}') + print(f"chat_completion_task.task_params: {task.task_params}") assert isinstance(task.task_params, ChatCompletionTaskParams) task_params: ChatCompletionTaskParams = task.task_params diff --git a/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py b/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py index bffae9f5..bfaf1580 100644 --- a/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py +++ b/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py @@ -29,6 +29,7 @@ async def test_supervisor_instantiation_exception( logger=logger, ) + @pytest.mark.asyncio async def test_supervisor_instantiation_timeout( pipeline_shard_meta: Callable[..., PipelineShardMetadata], @@ -37,7 +38,7 @@ async def test_supervisor_instantiation_timeout( ): """Test that asking for the capital of France returns 'Paris' in the response""" model_shard_meta = pipeline_shard_meta(1, 0) - model_shard_meta.should_timeout = 10 # timeout after 10s + model_shard_meta.should_timeout = 10 # timeout after 10s with pytest.raises(asyncio.TimeoutError): _ = await RunnerSupervisor.create( @@ -47,7 +48,6 @@ async def test_supervisor_instantiation_timeout( ) - @pytest.mark.asyncio async def test_supervisor_inference_exception( pipeline_shard_meta: Callable[..., PipelineShardMetadata], @@ -65,11 +65,12 @@ async def test_supervisor_inference_exception( ) task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - task.task_params.messages[0].content = 'EXO RUNNER MUST FAIL' + task.task_params.messages[0].content = "EXO RUNNER MUST FAIL" with pytest.raises(RunnerError): async for _ in supervisor.stream_response(task): pass + @pytest.mark.asyncio async def test_supervisor_inference_timeout( pipeline_shard_meta: Callable[..., PipelineShardMetadata], @@ -87,9 +88,9 @@ async def test_supervisor_inference_timeout( ) task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - task.task_params.messages[0].content = 'EXO RUNNER MUST TIMEOUT' + task.task_params.messages[0].content = "EXO RUNNER MUST TIMEOUT" with pytest.raises(asyncio.TimeoutError): async for _ in supervisor.stream_response(task): pass - await asyncio.sleep(0.1) \ No newline at end of file + await asyncio.sleep(0.1) diff --git a/src/exo/worker/utils/macmon/__init__.py b/src/exo/worker/utils/macmon/__init__.py index ad950d89..bf4bda58 100644 --- a/src/exo/worker/utils/macmon/__init__.py +++ b/src/exo/worker/utils/macmon/__init__.py @@ -1,3 +1,3 @@ from .macmon import MacMonError, get_metrics, get_metrics_async -__all__ = ['get_metrics', 'get_metrics_async', 'MacMonError'] \ No newline at end of file +__all__ = ["get_metrics", "get_metrics_async", "MacMonError"] diff --git a/src/exo/worker/utils/macmon/macmon.py b/src/exo/worker/utils/macmon/macmon.py index 8814fbd9..1d823c2a 100644 --- a/src/exo/worker/utils/macmon/macmon.py +++ b/src/exo/worker/utils/macmon/macmon.py @@ -1,7 +1,7 @@ import asyncio import platform -import subprocess import shutil +import subprocess from typing import Optional, Tuple from pydantic import BaseModel, ConfigDict, ValidationError @@ -27,11 +27,10 @@ def _get_binary_path() -> str: ): raise MacMonError("MacMon only supports macOS with Apple Silicon (ARM) chips") - path = shutil.which("macmon") if path is None: - raise MacMonError(f"MacMon not found in PATH") + raise MacMonError("MacMon not found in PATH") return path diff --git a/src/exo/worker/utils/profile.py b/src/exo/worker/utils/profile.py index d1763eb3..be4a17ea 100644 --- a/src/exo/worker/utils/profile.py +++ b/src/exo/worker/utils/profile.py @@ -67,7 +67,7 @@ async def start_polling_node_metrics( # Run heavy FLOPs profiling only if enough time has elapsed - override_memory_env = os.getenv('OVERRIDE_MEMORY') + override_memory_env = os.getenv("OVERRIDE_MEMORY") override_memory: int | None = ( int(override_memory_env) * 2**30 if override_memory_env else None ) @@ -80,7 +80,9 @@ async def start_polling_node_metrics( network_interfaces=network_interfaces, memory=MemoryPerformanceProfile( ram_total=total_mem, - ram_available=override_memory if override_memory else total_mem - used_mem, + ram_available=override_memory + if override_memory + else total_mem - used_mem, swap_total=metrics.memory.swap_total if metrics.memory is not None and metrics.memory.swap_total is not None @@ -94,12 +96,25 @@ async def start_polling_node_metrics( ), system=SystemPerformanceProfile( flops_fp16=0, - gpu_usage=metrics.gpu_usage[1] if metrics.gpu_usage is not None else 0, - temp=metrics.temp.gpu_temp_avg if metrics.temp is not None and metrics.temp.gpu_temp_avg is not None else 0, - sys_power=metrics.sys_power if metrics.sys_power is not None else 0, - pcpu_usage=metrics.pcpu_usage[1] if metrics.pcpu_usage is not None else 0, - ecpu_usage=metrics.ecpu_usage[1] if metrics.ecpu_usage is not None else 0, - ane_power=metrics.ane_power if metrics.ane_power is not None else 0, + gpu_usage=metrics.gpu_usage[1] + if metrics.gpu_usage is not None + else 0, + temp=metrics.temp.gpu_temp_avg + if metrics.temp is not None + and metrics.temp.gpu_temp_avg is not None + else 0, + sys_power=metrics.sys_power + if metrics.sys_power is not None + else 0, + pcpu_usage=metrics.pcpu_usage[1] + if metrics.pcpu_usage is not None + else 0, + ecpu_usage=metrics.ecpu_usage[1] + if metrics.ecpu_usage is not None + else 0, + ane_power=metrics.ane_power + if metrics.ane_power is not None + else 0, ), ) ) diff --git a/src/exo/worker/utils/system_info.py b/src/exo/worker/utils/system_info.py index b5e2a0c8..1aa69325 100644 --- a/src/exo/worker/utils/system_info.py +++ b/src/exo/worker/utils/system_info.py @@ -21,7 +21,7 @@ async def get_mac_friendly_name_async() -> str | None: e.g., "John's MacBook Pro" Returns the name as a string, or None if an error occurs or not on macOS. """ - if sys.platform != 'darwin': # 'darwin' is the platform name for macOS + if sys.platform != "darwin": # 'darwin' is the platform name for macOS print("This function is designed for macOS only.") return None @@ -30,9 +30,11 @@ async def get_mac_friendly_name_async() -> str | None: # stdout=asyncio.subprocess.PIPE captures standard output. # stderr=asyncio.subprocess.PIPE captures standard error. process = await asyncio.create_subprocess_exec( - 'scutil', '--get', 'ComputerName', + "scutil", + "--get", + "ComputerName", stdout=asyncio.subprocess.PIPE, - stderr=asyncio.subprocess.PIPE + stderr=asyncio.subprocess.PIPE, ) # process.communicate() reads all data from stdout and stderr @@ -52,8 +54,12 @@ async def get_mac_friendly_name_async() -> str | None: return None else: # If there was an error, print the stderr output - error_message = stderr_data.decode().strip() if stderr_data else "Unknown error" - print(f"Error executing scutil (return code {process.returncode}): {error_message}") + error_message = ( + stderr_data.decode().strip() if stderr_data else "Unknown error" + ) + print( + f"Error executing scutil (return code {process.returncode}): {error_message}" + ) return None except FileNotFoundError: @@ -64,6 +70,7 @@ async def get_mac_friendly_name_async() -> str | None: print(f"An unexpected error occurred: {e}") return None + async def get_network_interface_info_async() -> List[NetworkInterfaceInfo]: """ Retrieves detailed network interface information on macOS. @@ -71,7 +78,7 @@ async def get_network_interface_info_async() -> List[NetworkInterfaceInfo]: to determine interface names, IP addresses, and types (ethernet, wifi, vpn, other). Returns a list of NetworkInterfaceInfo objects. """ - if sys.platform != 'darwin': + if sys.platform != "darwin": return [] interfaces_info: List[NetworkInterfaceInfo] = [] @@ -83,25 +90,37 @@ async def get_network_interface_info_async() -> List[NetworkInterfaceInfo]: process = await asyncio.create_subprocess_exec( *command_parts, stdout=asyncio.subprocess.PIPE, - stderr=asyncio.subprocess.PIPE + stderr=asyncio.subprocess.PIPE, ) stdout_data, stderr_data = await process.communicate() if process.returncode == 0: # Use 'utf-8' and replace errors for robustness - return stdout_data.decode('utf-8', errors='replace').strip() + return stdout_data.decode("utf-8", errors="replace").strip() else: - error_message = stderr_data.decode('utf-8', errors='replace').strip() if stderr_data else "Unknown error" - print(f"Error executing {' '.join(command_parts)} (code {process.returncode}): {error_message}") + error_message = ( + stderr_data.decode("utf-8", errors="replace").strip() + if stderr_data + else "Unknown error" + ) + print( + f"Error executing {' '.join(command_parts)} (code {process.returncode}): {error_message}" + ) return None except FileNotFoundError: - print(f"Error: Command '{command_parts[0]}' not found. Ensure it's in PATH.") + print( + f"Error: Command '{command_parts[0]}' not found. Ensure it's in PATH." + ) return None except Exception as e: - print(f"An unexpected error occurred running {' '.join(command_parts)}: {e}") + print( + f"An unexpected error occurred running {' '.join(command_parts)}: {e}" + ) return None # 1. Get hardware port types from networksetup - networksetup_output = await _run_cmd_async(['networksetup', '-listallhardwareports']) + networksetup_output = await _run_cmd_async( + ["networksetup", "-listallhardwareports"] + ) if networksetup_output: current_hardware_port_type_raw: Optional[str] = None for line in networksetup_output.splitlines(): @@ -112,46 +131,49 @@ async def get_network_interface_info_async() -> List[NetworkInterfaceInfo]: device_name = line_stripped.split(":", 1)[1].strip() if device_name and device_name != "N/A": if "Thunderbolt" in current_hardware_port_type_raw: - device_to_type_map[device_name] = 'thunderbolt' - elif "Wi-Fi" in current_hardware_port_type_raw or "AirPort" in current_hardware_port_type_raw: - device_to_type_map[device_name] = 'wifi' - elif "Ethernet" in current_hardware_port_type_raw or \ - "LAN" in current_hardware_port_type_raw: - device_to_type_map[device_name] = 'ethernet' - current_hardware_port_type_raw = None # Reset for the next block + device_to_type_map[device_name] = "thunderbolt" + elif ( + "Wi-Fi" in current_hardware_port_type_raw + or "AirPort" in current_hardware_port_type_raw + ): + device_to_type_map[device_name] = "wifi" + elif ( + "Ethernet" in current_hardware_port_type_raw + or "LAN" in current_hardware_port_type_raw + ): + device_to_type_map[device_name] = "ethernet" + current_hardware_port_type_raw = None # Reset for the next block # 2. Get interface names and IP addresses from ifconfig - ifconfig_output = await _run_cmd_async(['ifconfig']) + ifconfig_output = await _run_cmd_async(["ifconfig"]) if ifconfig_output: current_if_name: Optional[str] = None # Regex for interface name (e.g., en0:, utun0:, tailscale0.) - interface_header_pattern = re.compile(r'^([a-zA-Z0-9\._-]+):') + interface_header_pattern = re.compile(r"^([a-zA-Z0-9\._-]+):") # Regex for IPv4 address (inet) - inet_pattern = re.compile(r'^\s+inet\s+(\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3})') + inet_pattern = re.compile(r"^\s+inet\s+(\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3})") # Regex for IPv6 address (inet6) - inet6_pattern = re.compile(r'^\s+inet6\s+([0-9a-fA-F:]+(?:%[a-zA-Z0-9._-]+)?)') + inet6_pattern = re.compile(r"^\s+inet6\s+([0-9a-fA-F:]+(?:%[a-zA-Z0-9._-]+)?)") def _add_interface_entry(if_name: str, ip_addr: str): _if_type = device_to_type_map.get(if_name) - if not _if_type: # Infer type if not found via networksetup + if not _if_type: # Infer type if not found via networksetup if if_name.startswith(("utun", "wg", "ppp")) or "tailscale" in if_name: - _if_type = 'vpn' + _if_type = "vpn" elif if_name.startswith("bridge"): - _if_type = 'virtual' # For non-Thunderbolt bridges (e.g., Docker) + _if_type = "virtual" # For non-Thunderbolt bridges (e.g., Docker) else: - _if_type = 'other' - - interfaces_info.append(NetworkInterfaceInfo( - name=if_name, - ip_address=ip_addr, - type=_if_type - )) + _if_type = "other" + + interfaces_info.append( + NetworkInterfaceInfo(name=if_name, ip_address=ip_addr, type=_if_type) + ) for line in ifconfig_output.splitlines(): header_match = interface_header_pattern.match(line) if header_match: potential_if_name = header_match.group(1) - if potential_if_name == "lo0": # Skip loopback interface + if potential_if_name == "lo0": # Skip loopback interface current_if_name = None else: current_if_name = potential_if_name @@ -161,7 +183,9 @@ async def get_network_interface_info_async() -> List[NetworkInterfaceInfo]: inet_m = inet_pattern.match(line) if inet_m: ipv4_address = inet_m.group(1) - _add_interface_entry(current_if_name, ipv4_address) # Add all IPv4, including APIPA + _add_interface_entry( + current_if_name, ipv4_address + ) # Add all IPv4, including APIPA continue inet6_m = inet6_pattern.match(line) @@ -169,9 +193,10 @@ async def get_network_interface_info_async() -> List[NetworkInterfaceInfo]: ipv6_address = inet6_m.group(1) # No specific filtering for IPv6 link-local (e.g., fe80::) for now. _add_interface_entry(current_if_name, ipv6_address) - + return interfaces_info + async def get_mac_system_info_async() -> SystemInfo: """Get Mac system information using system_profiler.""" model_id_val = "Unknown Model" @@ -181,42 +206,61 @@ async def get_mac_system_info_async() -> SystemInfo: try: process = await asyncio.create_subprocess_exec( - "system_profiler", "SPHardwareDataType", + "system_profiler", + "SPHardwareDataType", stdout=asyncio.subprocess.PIPE, - stderr=asyncio.subprocess.PIPE + stderr=asyncio.subprocess.PIPE, ) stdout_data, stderr_data = await process.communicate() if process.returncode == 0: if stdout_data: output = stdout_data.decode().strip() - model_line = next((line for line in output.split("\n") if "Model Name" in line), None) - model_id_val = model_line.split(": ")[1] if model_line else "Unknown Model" + model_line = next( + (line for line in output.split("\n") if "Model Name" in line), None + ) + model_id_val = ( + model_line.split(": ")[1] if model_line else "Unknown Model" + ) - chip_line = next((line for line in output.split("\n") if "Chip" in line), None) + chip_line = next( + (line for line in output.split("\n") if "Chip" in line), None + ) chip_id_val = chip_line.split(": ")[1] if chip_line else "Unknown Chip" - memory_line = next((line for line in output.split("\n") if "Memory" in line), None) - memory_str = memory_line.split(": ")[1] if memory_line else "0 GB" # Default to "0 GB" + memory_line = next( + (line for line in output.split("\n") if "Memory" in line), None + ) + memory_str = ( + memory_line.split(": ")[1] if memory_line else "0 GB" + ) # Default to "0 GB" memory_units = memory_str.split() if len(memory_units) == 2: try: memory_value_int = int(memory_units[0]) if memory_units[1] == "GB": - memory_val = memory_value_int * 1024 # Assuming MB + memory_val = memory_value_int * 1024 # Assuming MB elif memory_units[1] == "MB": - memory_val = memory_value_int - else: # TB? Unlikely for typical memory, handle gracefully - memory_val = memory_value_int # Store as is, let consumer decide unit or log + memory_val = memory_value_int + else: # TB? Unlikely for typical memory, handle gracefully + memory_val = memory_value_int # Store as is, let consumer decide unit or log print(f"Warning: Unknown memory unit {memory_units[1]}") except ValueError: - print(f"Warning: Could not parse memory value {memory_units[0]}") + print( + f"Warning: Could not parse memory value {memory_units[0]}" + ) memory_val = 0 else: - print("system_profiler command succeeded but produced no output for hardware.") + print( + "system_profiler command succeeded but produced no output for hardware." + ) else: - error_message = stderr_data.decode().strip() if stderr_data else "Unknown error" - print(f"Error executing system_profiler (return code {process.returncode}): {error_message}") + error_message = ( + stderr_data.decode().strip() if stderr_data else "Unknown error" + ) + print( + f"Error executing system_profiler (return code {process.returncode}): {error_message}" + ) except Exception as e: print(f"Error getting Mac hardware info: {e}") @@ -227,10 +271,9 @@ async def get_mac_system_info_async() -> SystemInfo: print(f"Error getting Mac network interface info: {e}") network_interfaces_info_list = [] - return SystemInfo( model_id=model_id_val, chip_id=chip_id_val, memory=memory_val, - network_interfaces=network_interfaces_info_list + network_interfaces=network_interfaces_info_list, ) diff --git a/src/exo/worker/worker.py b/src/exo/worker/worker.py index 25dfd36b..0c66dc76 100644 --- a/src/exo/worker/worker.py +++ b/src/exo/worker/worker.py @@ -60,7 +60,9 @@ class Worker: self.node_id: NodeId = node_id self.state: State = State() self.shard_downloader: ShardDownloader = shard_downloader - self.worker_events: AsyncSQLiteEventStorage | None = worker_events # worker_events is None in some tests. + self.worker_events: AsyncSQLiteEventStorage | None = ( + worker_events # worker_events is None in some tests. + ) self.global_events: AsyncSQLiteEventStorage | None = global_events self.logger: logging.Logger = logger @@ -100,11 +102,16 @@ class Worker: self, assigned_runner: AssignedRunner ) -> AsyncGenerator[Event, None]: """Handles the case where the shard is already downloaded.""" - async for event in self._update_runner_status_to_completed_then_inactive(assigned_runner): + async for event in self._update_runner_status_to_completed_then_inactive( + assigned_runner + ): yield event async def _handle_shard_download_process( - self, assigned_runner: AssignedRunner, op: AssignRunnerOp, initial_progress: RepoDownloadProgress + self, + assigned_runner: AssignedRunner, + op: AssignRunnerOp, + initial_progress: RepoDownloadProgress, ) -> AsyncGenerator[Event, None]: """Manages the shard download process with progress tracking.""" # Set initial ongoing status @@ -113,8 +120,8 @@ class Worker: node_id=self.node_id, download_progress=DownloadProgressData( total_bytes=initial_progress.total_bytes, - downloaded_bytes=initial_progress.downloaded_bytes - ) + downloaded_bytes=initial_progress.downloaded_bytes, + ), ) ) yield assigned_runner.status_update_event() @@ -122,31 +129,45 @@ class Worker: # Set up download progress tracking download_progress_queue: asyncio.Queue[RepoDownloadProgress] = asyncio.Queue() - def download_progress_callback(shard: ShardMetadata, progress: RepoDownloadProgress) -> None: + def download_progress_callback( + shard: ShardMetadata, progress: RepoDownloadProgress + ) -> None: download_progress_queue.put_nowait(progress) self.shard_downloader.on_progress(download_progress_callback) - download_task = asyncio.create_task(self.shard_downloader.ensure_shard(op.shard_metadata)) + download_task = asyncio.create_task( + self.shard_downloader.ensure_shard(op.shard_metadata) + ) try: - async for event in self._monitor_download_progress(assigned_runner, download_progress_queue): + async for event in self._monitor_download_progress( + assigned_runner, download_progress_queue + ): yield event finally: if not download_task.done(): download_task.cancel() async def _monitor_download_progress( - self, assigned_runner: AssignedRunner, download_progress_queue: asyncio.Queue[RepoDownloadProgress] + self, + assigned_runner: AssignedRunner, + download_progress_queue: asyncio.Queue[RepoDownloadProgress], ) -> AsyncGenerator[Event, None]: """Monitors download progress and yields status updates.""" last_progress_time = 0.0 throttle_interval_secs = 1.0 while True: - progress: RepoDownloadProgress = await asyncio.wait_for(download_progress_queue.get(), timeout=15) + progress: RepoDownloadProgress = await asyncio.wait_for( + download_progress_queue.get(), timeout=15 + ) if progress.status == "complete": - async for event in self._update_runner_status_to_completed_then_inactive(assigned_runner): + async for ( + event + ) in self._update_runner_status_to_completed_then_inactive( + assigned_runner + ): yield event break elif progress.status == "in_progress": @@ -157,7 +178,7 @@ class Worker: download_progress=DownloadProgressData( total_bytes=progress.total_bytes, downloaded_bytes=progress.downloaded_bytes, - ) + ), ) ) yield assigned_runner.status_update_event() @@ -171,13 +192,19 @@ class Worker: This op assigns the runner, and moves from Downloading -> Inactive (ready to spin) state. """ assigned_runner = self._create_assigned_runner(op) - initial_progress = await self.shard_downloader.get_shard_download_status_for_shard(op.shard_metadata) + initial_progress = ( + await self.shard_downloader.get_shard_download_status_for_shard( + op.shard_metadata + ) + ) if initial_progress.status == "complete": async for event in self._handle_already_downloaded_shard(assigned_runner): yield event else: - async for event in self._handle_shard_download_process(assigned_runner, op, initial_progress): + async for event in self._handle_shard_download_process( + assigned_runner, op, initial_progress + ): yield event async def _execute_unassign_op( @@ -207,7 +234,7 @@ class Worker: model_shard_meta=assigned_runner.shard_metadata, hosts=assigned_runner.hosts, logger=self.logger, - initialize_timeout=initialize_timeout + initialize_timeout=initialize_timeout, ) if assigned_runner.runner.healthy: @@ -216,17 +243,21 @@ class Worker: # Log detailed reasons why the runner is not healthy runner = assigned_runner.runner health_issues: list[str] = [] - + if runner.runner_process.returncode is not None: - health_issues.append(f"runner_process.returncode is {runner.runner_process.returncode}") + health_issues.append( + f"runner_process.returncode is {runner.runner_process.returncode}" + ) if runner.runner_process.stdin is None: health_issues.append("runner_process.stdin is None") elif runner.runner_process.stdin.is_closing(): health_issues.append("runner_process.stdin is closing") if runner.runner_process.stdout is None: health_issues.append("runner_process.stdout is None") - - self.logger.warning(f"Runner status is not healthy: {', '.join(health_issues)}") + + self.logger.warning( + f"Runner status is not healthy: {', '.join(health_issues)}" + ) assigned_runner.status = FailedRunnerStatus() yield self.assigned_runners[op.runner_id].status_update_event() @@ -247,29 +278,28 @@ class Worker: async def _execute_runner_failed_op( self, op: RunnerFailedOp ) -> AsyncGenerator[Event, None]: - ''' + """ We detected that this runner has failed. So we'll put it into 'failed' state now, triggering the rest of the instance to spin down. - ''' + """ assigned_runner = self.assigned_runners[op.runner_id] if isinstance(assigned_runner.runner, RunnerSupervisor): - await assigned_runner.runner.astop() # astop the runner to ensure it clears out of memory. + await ( + assigned_runner.runner.astop() + ) # astop the runner to ensure it clears out of memory. assigned_runner.status = FailedRunnerStatus() yield self.assigned_runners[op.runner_id].status_update_event() - - async def _execute_task_op( - self, op: ExecuteTaskOp - ) -> AsyncGenerator[Event, None]: - ''' + async def _execute_task_op(self, op: ExecuteTaskOp) -> AsyncGenerator[Event, None]: + """ This is the entry point for a chat completion starting. While there is only one execute function, it will get called in different ways for runner 0 and runner [1, 2, 3, ...]. Runners [1, 2, 3, ...] will run this method when a task is in 'pending' state. Runner 0 will run this method when a task is in 'running' state. TODO: How do we handle the logic of ensuring that n-1 nodes have started their execution before allowing the 0'th runner to start? This is still a little unclear to me. - ''' + """ assigned_runner = self.assigned_runners[op.runner_id] async def inner_execute(queue: asyncio.Queue[Event]) -> None: @@ -279,36 +309,41 @@ class Worker: await queue.put(assigned_runner.status_update_event()) if assigned_runner.shard_metadata.device_rank == 0: - await queue.put(TaskStateUpdated( - task_id=op.task.task_id, - task_status=TaskStatus.RUNNING, - )) + await queue.put( + TaskStateUpdated( + task_id=op.task.task_id, + task_status=TaskStatus.RUNNING, + ) + ) assert assigned_runner.runner is not None assert assigned_runner.runner.healthy async for chunk in assigned_runner.runner.stream_response( - task=op.task, - request_started_callback=partial(running_callback, queue)): + task=op.task, request_started_callback=partial(running_callback, queue) + ): if assigned_runner.shard_metadata.device_rank == 0: - await queue.put(ChunkGenerated( - # todo: at some point we will no longer have a bijection between task_id and row_id. - # So we probably want to store a mapping between these two in our Worker object. - command_id=chunk.command_id, - chunk=chunk - )) + await queue.put( + ChunkGenerated( + # todo: at some point we will no longer have a bijection between task_id and row_id. + # So we probably want to store a mapping between these two in our Worker object. + command_id=chunk.command_id, + chunk=chunk, + ) + ) if assigned_runner.shard_metadata.device_rank == 0: - await queue.put(TaskStateUpdated( - task_id=op.task.task_id, - task_status=TaskStatus.COMPLETE, - )) + await queue.put( + TaskStateUpdated( + task_id=op.task.task_id, + task_status=TaskStatus.COMPLETE, + ) + ) # After a successful inference: assigned_runner.status = LoadedRunnerStatus() await queue.put(assigned_runner.status_update_event()) - queue: Queue[Event] = asyncio.Queue() task = asyncio.create_task(inner_execute(queue)) @@ -340,8 +375,9 @@ class Worker: try: await asyncio.wait_for(task, timeout=5) except asyncio.TimeoutError: - self.logger.warning("Timed out waiting for task cleanup after inference execution.") - + self.logger.warning( + "Timed out waiting for task cleanup after inference execution." + ) ## Operation Planner @@ -364,31 +400,26 @@ class Worker: async for event in event_generator: yield event - - async def fail_runner(self, e: Exception, runner_id: RunnerId) -> AsyncGenerator[Event]: + async def fail_runner( + self, e: Exception, runner_id: RunnerId + ) -> AsyncGenerator[Event]: if runner_id in self.assigned_runners: assigned_runner = self.assigned_runners[runner_id] assigned_runner.runner = None assigned_runner.status = FailedRunnerStatus(error_message=str(e)) - assigned_runner.failures.append( - ( - time.time(), - e - ) - ) + assigned_runner.failures.append((time.time(), e)) # Reset failure count back to 0 when succesful if len(assigned_runner.failures) >= 3: # Too many retries. We will emit a DeleteInstance - yield InstanceDeleted( - instance_id=assigned_runner.instance_id - ) + yield InstanceDeleted(instance_id=assigned_runner.instance_id) yield assigned_runner.status_update_event() - - async def fail_task(self, e: Exception, runner_id: RunnerId, task_id: TaskId) -> AsyncGenerator[Event]: + async def fail_task( + self, e: Exception, runner_id: RunnerId, task_id: TaskId + ) -> AsyncGenerator[Event]: if runner_id in self.assigned_runners: yield TaskStateUpdated( task_id=task_id, @@ -396,15 +427,12 @@ class Worker: ) yield TaskFailed( - task_id=task_id, - error_type=str(type(e)), - error_message=str(e) + task_id=task_id, error_type=str(type(e)), error_message=str(e) ) async for event in self.fail_runner(e, runner_id): yield event - async def event_publisher(self, event: Event) -> None: assert self.worker_events is not None await self.worker_events.append_events([event], self.node_id) From 5bfc99b415c549844171393cb1870281a8aa08f9 Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Mon, 25 Aug 2025 16:41:13 +0100 Subject: [PATCH 156/224] add EXO logo to dashboard --- dashboard/exo-logo.png | Bin 0 -> 1655 bytes dashboard/index.html | 2 +- 2 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 dashboard/exo-logo.png diff --git a/dashboard/exo-logo.png b/dashboard/exo-logo.png new file mode 100644 index 0000000000000000000000000000000000000000..199bcfdd285fdc6eb4317fc3503e53dcc24be871 GIT binary patch literal 1655 zcmeAS@N?(olHy`uVBq!ia0y~y-~ck292l8_l(M5pAdq4#4sv&5ym?Zm9?0P=@Q5sC zVBi)8VMc~ob0mO*YymzYu0Z<#Jq8w+)XhK^Q%R6tFvI`oiAq};7+C*!x;TbZ%z1nF z;zZTuLM#DmSttDudlmWN%kCVPiz>XaL2pjlFUnUtQ?%$brF)#Sdc$e|Q z--dS#FX|l18A|LISTpRBzaYzSm;VJ{!#nm8b_a5l{o(rX{Qk>B|Nm*(O$m-SIrYbi z^}&xvpG6oLzDuVvFi4zd=+n3JXJjbYAIQeg@R4V@NjB6=ANapoe)|8$rwNPCh)@3y zjI0A6k8TKLJHS326zRi(^QL;+p^>bP0 Hl+XkKi;r?? literal 0 HcmV?d00001 diff --git a/dashboard/index.html b/dashboard/index.html index b9b547db..51e0be97 100644 --- a/dashboard/index.html +++ b/dashboard/index.html @@ -682,7 +682,7 @@
-

EXO

+

EXO logo

Fetching data...

From ef5c5b965417b6948889aeda8bb39abb37a29341 Mon Sep 17 00:00:00 2001 From: Andrei Cravtov Date: Mon, 25 Aug 2025 17:33:40 +0100 Subject: [PATCH 157/224] changes include: ipc, general utilities, flakes stuff w/ just, autopull script --- .flake-modules/go-forwarder.nix | 42 +- .flake-modules/just-flake.nix | 54 +++ .gitignore | 10 +- .idea/exo-v2.iml | 9 +- flake.lock | 16 + flake.nix | 5 + justfile | 8 + networking/forwarder/go.mod | 19 +- networking/forwarder/go.sum | 38 +- networking/forwarder/lib/go.mod | 106 +++++ networking/forwarder/lib/go.sum | 443 ++++++++++++++++++ networking/forwarder/lib/ipc/flock_mutex.go | 208 ++++++++ .../forwarder/lib/ipc/flock_mutex_test.go | 86 ++++ networking/forwarder/lib/ipc/pipe_duplex.go | 400 ++++++++++++++++ .../forwarder/lib/ipc/pipe_duplex_test.go | 85 ++++ .../forwarder/lib/libp2pext/dm/config.go | 38 ++ networking/forwarder/lib/libp2pext/dm/dm.go | 57 +++ .../forwarder/lib/libp2pext/dm/dm_test.go | 88 ++++ .../forwarder/lib/libp2pext/dm/internal.go | 151 ++++++ networking/forwarder/lib/util.go | 52 ++ pyproject.toml | 1 + scripts/pyproject.toml | 5 +- scripts/src/exo_scripts/read_events.py | 90 +++- scripts/watch-pull-restart.py | 284 +++++++++++ src/exo/engines/mlx/auto_parallel.py | 2 +- src/exo/engines/mlx/utils_mlx.py | 10 +- src/exo/master/forwarder_supervisor.py | 1 + src/exo/master/main.py | 6 +- .../master/tests/test_forwarder_supervisor.py | 4 +- src/exo/master/tests/test_master.py | 10 +- src/exo/shared/constants.py | 2 + src/exo/shared/db/sqlite/event_log_manager.py | 3 +- src/exo/shared/ipc/__init__.py | 14 + src/exo/shared/ipc/file_mutex/__init__.py | 4 + src/exo/shared/ipc/file_mutex/flock_mutex.py | 147 ++++++ src/exo/shared/ipc/pipe_duplex.py | 415 ++++++++++++++++ src/exo/shared/{utils.py => keypair.py} | 8 +- src/exo/shared/tests/test_flock_mutex.py | 48 ++ .../shared/tests/test_node_id_persistence.py | 2 +- src/exo/shared/types/events/_events.py | 4 +- src/exo/shared/utils/__init__.py | 18 + src/exo/shared/utils/fs.py | 34 ++ src/exo/shared/utils/phantom.py | 14 + src/exo/shared/utils/pydantic_ext.py | 52 ++ src/exo/shared/utils/reactive.py | 32 ++ src/exo/worker/main.py | 2 +- src/exo/worker/runner/runner.py | 2 +- src/exo/worker/tests/test_spinup_timeout.py | 4 +- uv.lock | 56 +-- worker/pyproject.toml | 18 - 50 files changed, 3025 insertions(+), 182 deletions(-) create mode 100644 .flake-modules/just-flake.nix create mode 100644 networking/forwarder/lib/go.mod create mode 100644 networking/forwarder/lib/go.sum create mode 100644 networking/forwarder/lib/ipc/flock_mutex.go create mode 100644 networking/forwarder/lib/ipc/flock_mutex_test.go create mode 100644 networking/forwarder/lib/ipc/pipe_duplex.go create mode 100644 networking/forwarder/lib/ipc/pipe_duplex_test.go create mode 100644 networking/forwarder/lib/libp2pext/dm/config.go create mode 100644 networking/forwarder/lib/libp2pext/dm/dm.go create mode 100644 networking/forwarder/lib/libp2pext/dm/dm_test.go create mode 100644 networking/forwarder/lib/libp2pext/dm/internal.go create mode 100644 networking/forwarder/lib/util.go create mode 100755 scripts/watch-pull-restart.py create mode 100644 src/exo/shared/ipc/__init__.py create mode 100644 src/exo/shared/ipc/file_mutex/__init__.py create mode 100644 src/exo/shared/ipc/file_mutex/flock_mutex.py create mode 100644 src/exo/shared/ipc/pipe_duplex.py rename src/exo/shared/{utils.py => keypair.py} (97%) create mode 100644 src/exo/shared/tests/test_flock_mutex.py create mode 100644 src/exo/shared/utils/__init__.py create mode 100644 src/exo/shared/utils/fs.py create mode 100644 src/exo/shared/utils/phantom.py create mode 100644 src/exo/shared/utils/pydantic_ext.py create mode 100644 src/exo/shared/utils/reactive.py delete mode 100644 worker/pyproject.toml diff --git a/.flake-modules/go-forwarder.nix b/.flake-modules/go-forwarder.nix index 647e54ee..34a38cf1 100644 --- a/.flake-modules/go-forwarder.nix +++ b/.flake-modules/go-forwarder.nix @@ -33,37 +33,39 @@ ... }: let - flakeRoot = nixpkgs-lib.getExe config.flake-root.package; - - # Build the networking/forwarder Go utility. - forwarder = pkgs.buildGoModule { - pname = "exo-forwarder"; - version = "0.1.0"; - src = "${flakeRoot}/networking/forwarder"; - - vendorHash = "sha256-BXIGg2QYqHDz2TNe8hLAGC6jVlffp9766H+WdkkuVgA="; - - # Only the main package at the repository root needs building. - subPackages = [ "." ]; - }; +# flakeRoot = nixpkgs-lib.getExe config.flake-root.package; +# +# # Build the networking/forwarder Go utility. +# forwarder = pkgs.buildGoModule { +# pname = "exo-forwarder"; +# version = "0.1.0"; +# src = "${flakeRoot}/networking/forwarder"; +# +# vendorHash = "sha256-BXIGg2QYqHDz2TNe8hLAGC6jVlffp9766H+WdkkuVgA="; +# +# # Only the main package at the repository root needs building. +# subPackages = [ "." ]; +# }; in { packages = { - inherit forwarder; +# inherit forwarder; }; apps = { - forwarder = { - type = "app"; - program = "${forwarder}/bin/forwarder"; - }; +# forwarder = { +# type = "app"; +# program = "${forwarder}/bin/forwarder"; +# }; }; make-shells.default = { # Go 1.24 compiler – align with go.mod packages = [ pkgs.go_1_24 ]; - shellHook = "export GOPATH=$FLAKE_ROOT/.go_cache"; + shellHook = '' + GOPATH="''$(${nixpkgs-lib.getExe config.flake-root.package})"/.go_cache + export GOPATH + ''; }; }; } - diff --git a/.flake-modules/just-flake.nix b/.flake-modules/just-flake.nix new file mode 100644 index 00000000..2208a58c --- /dev/null +++ b/.flake-modules/just-flake.nix @@ -0,0 +1,54 @@ +# Provides pretty banner & command index for this flake + +# Top-level parameters that are bound to the provider flake +# These are passed from `flake.nix` using importApply +{ + localSelf, + flake-parts-lib, + nixpkgs-lib, + just-flake, + ... +}: + +# These values would bind to the consumer flake when this flake module is imported: +{ + config, + self, + inputs, + getSystem, + moduleWithSystem, + withSystem, + ... +}: + +# The actual flake-parts module configuration +{ + imports = [ just-flake.flakeModule ]; + perSystem = + { + config, + self', + inputs', + pkgs, + system, + ... + }: + { + just-flake.features = { + # treefmt.enable = true; + # rust.enable = true; + # convco.enable = true; + # hello = { + # enable = true; + # justfile = '' + # hello: + # echo Hello World + # ''; + # }; + }; + + make-shells.default = { + inputsFrom = [ config.just-flake.outputs.devShell ]; + }; + }; +} diff --git a/.gitignore b/.gitignore index 3e73b059..200f8908 100644 --- a/.gitignore +++ b/.gitignore @@ -12,15 +12,15 @@ hosts_*.json # TODO figure out how to properly solve the issue with these target directories showing up networking/target/ networking/topology/target/ - -build/ -*.xcuserstate - rust/target/ rust/Cargo.lock +build/ +dist/ +*.xcuserstate + .DS_Store */.DS_Store # Says this symlink should be git-ignored https://github.com/juspay/just-flake -just-flake.just +just-flake.just \ No newline at end of file diff --git a/.idea/exo-v2.iml b/.idea/exo-v2.iml index e4d93c64..5357eaa9 100644 --- a/.idea/exo-v2.iml +++ b/.idea/exo-v2.iml @@ -5,15 +5,16 @@ + - - - - + + + + diff --git a/flake.lock b/flake.lock index 35e1853d..bc30d2b3 100644 --- a/flake.lock +++ b/flake.lock @@ -51,6 +51,21 @@ "type": "github" } }, + "just-flake": { + "locked": { + "lastModified": 1713316411, + "narHash": "sha256-NkJfU6H+6vgHkPtZ2ESbZ/h2wnsDQrZvB4vbdUIBx8Q=", + "owner": "juspay", + "repo": "just-flake", + "rev": "0e33952a4bcd16cd54ee3aba8111606c237d4526", + "type": "github" + }, + "original": { + "owner": "juspay", + "repo": "just-flake", + "type": "github" + } + }, "make-shell": { "inputs": { "flake-compat": "flake-compat" @@ -89,6 +104,7 @@ "inputs": { "flake-parts": "flake-parts", "flake-root": "flake-root", + "just-flake": "just-flake", "make-shell": "make-shell", "nixpkgs": "nixpkgs" } diff --git a/flake.nix b/flake.nix index 17253618..0098a869 100644 --- a/flake.nix +++ b/flake.nix @@ -17,6 +17,9 @@ # 1. ${lib.getExe config.flake-root.package} # 2. $FLAKE_ROOT environment-varible flake-root.url = "github:srid/flake-root"; + + # Provides flake integration with [Just](https://just.systems/man/en/) + just-flake.url = "github:juspay/just-flake"; }; outputs = @@ -47,6 +50,7 @@ # instantiate all the flake modules, passing custom arguments to them as needed flakeModules = { flakeRoot = importApply' ./.flake-modules/flake-root.nix { inherit (inputs) flake-root; }; + justFlake = importApply' ./.flake-modules/just-flake.nix { inherit (inputs) just-flake; }; goForwarder = importApply' ./.flake-modules/go-forwarder.nix { }; }; in @@ -54,6 +58,7 @@ imports = [ inputs.make-shell.flakeModules.default flakeModules.flakeRoot + flakeModules.justFlake flakeModules.goForwarder ./.flake-modules/macmon.nix ]; diff --git a/justfile b/justfile index 53aaf70c..1b84e2eb 100644 --- a/justfile +++ b/justfile @@ -1,3 +1,5 @@ +import 'just-flake.just' + default: @just --list @@ -45,3 +47,9 @@ run n="1" clean="false": if [ "{{clean}}" = "true" ]; then ./run.sh -rc; else ./run.sh -r; fi; \ done; \ fi + +# remote debugging auto-runner command: TODO: find better place to put this?? +# -> this pulls from upstream and wipes .exo folder, rebuilds & restarts +# -> TODO: maybe add a sync step for python deps ?? +autorun-master: + uv run scripts/watch-pull-restart.py --cmd "uv run exo-master" --restart-cmd "rm -rf ~/.exo && just build-forwarder" \ No newline at end of file diff --git a/networking/forwarder/go.mod b/networking/forwarder/go.mod index 47079c0f..51064579 100644 --- a/networking/forwarder/go.mod +++ b/networking/forwarder/go.mod @@ -1,12 +1,14 @@ module forwarder -go 1.24.3 +go 1.24.5 + +replace lib => ./lib replace forwarder/src => ./src require ( github.com/google/uuid v1.6.0 - github.com/libp2p/go-libp2p v0.42.1 + github.com/libp2p/go-libp2p v0.43.0 github.com/libp2p/go-libp2p-pubsub v0.14.2 github.com/mattn/go-sqlite3 v1.14.28 github.com/multiformats/go-multiaddr v0.16.0 @@ -22,10 +24,8 @@ require ( github.com/decred/dcrd/dcrec/secp256k1/v4 v4.4.0 // indirect github.com/flynn/noise v1.1.0 // indirect github.com/francoispqt/gojay v1.2.13 // indirect - github.com/go-task/slim-sprig/v3 v3.0.0 // indirect github.com/gogo/protobuf v1.3.2 // indirect github.com/google/gopacket v1.1.19 // indirect - github.com/google/pprof v0.0.0-20250607225305-033d6d78b36a // indirect github.com/gorilla/websocket v1.5.3 // indirect github.com/hashicorp/golang-lru/v2 v2.0.7 // indirect github.com/huin/goupnp v1.3.0 // indirect @@ -61,7 +61,6 @@ require ( github.com/multiformats/go-multistream v0.6.1 // indirect github.com/multiformats/go-varint v0.0.7 // indirect github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect - github.com/onsi/ginkgo/v2 v2.23.4 // indirect github.com/pbnjay/memory v0.0.0-20210728143218-7b4eea64cf58 // indirect github.com/pion/datachannel v1.5.10 // indirect github.com/pion/dtls/v2 v2.2.12 // indirect @@ -88,11 +87,11 @@ require ( github.com/prometheus/common v0.64.0 // indirect github.com/prometheus/procfs v0.16.1 // indirect github.com/quic-go/qpack v0.5.1 // indirect - github.com/quic-go/quic-go v0.52.0 // indirect - github.com/quic-go/webtransport-go v0.8.1-0.20241018022711-4ac2c9250e66 // indirect + github.com/quic-go/quic-go v0.54.0 // indirect + github.com/quic-go/webtransport-go v0.9.0 // indirect + github.com/rogpeppe/go-internal v1.13.1 // indirect github.com/spaolacci/murmur3 v1.1.0 // indirect github.com/wlynxg/anet v0.0.5 // indirect - go.uber.org/automaxprocs v1.6.0 // indirect go.uber.org/dig v1.19.0 // indirect go.uber.org/fx v1.24.0 // indirect go.uber.org/mock v0.5.2 // indirect @@ -102,8 +101,8 @@ require ( golang.org/x/exp v0.0.0-20250606033433-dcc06ee1d476 // indirect golang.org/x/mod v0.25.0 // indirect golang.org/x/net v0.41.0 // indirect - golang.org/x/sync v0.15.0 // indirect - golang.org/x/sys v0.33.0 // indirect + golang.org/x/sync v0.16.0 // indirect + golang.org/x/sys v0.35.0 // indirect golang.org/x/text v0.26.0 // indirect golang.org/x/time v0.12.0 // indirect golang.org/x/tools v0.34.0 // indirect diff --git a/networking/forwarder/go.sum b/networking/forwarder/go.sum index 5ba5ce9e..2d13eb91 100644 --- a/networking/forwarder/go.sum +++ b/networking/forwarder/go.sum @@ -39,10 +39,6 @@ github.com/fsnotify/fsnotify v1.4.7/go.mod h1:jwhsz4b93w/PPRr/qN1Yymfu8t87LnFCMo github.com/ghodss/yaml v1.0.0/go.mod h1:4dBDuWmgqj2HViK6kFavaiC9ZROes6MMH2rRYeMEF04= github.com/gliderlabs/ssh v0.1.1/go.mod h1:U7qILu1NlMHj9FlMhZLlkCdDnU1DBEAqr0aevW3Awn0= github.com/go-errors/errors v1.0.1/go.mod h1:f4zRHt4oKfwPJE5k8C9vpYG+aDHdBFUsgrm6/TyX73Q= -github.com/go-logr/logr v1.4.2 h1:6pFjapn8bFcIbiKo3XT4j/BhANplGihG6tvd+8rYgrY= -github.com/go-logr/logr v1.4.2/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY= -github.com/go-task/slim-sprig/v3 v3.0.0 h1:sUs3vkvUymDpBKi3qH1YSqBQk9+9D/8M2mN1vB6EwHI= -github.com/go-task/slim-sprig/v3 v3.0.0/go.mod h1:W848ghGpv3Qj3dhTPRyJypKRiqCdHZiAzKg9hl15HA8= github.com/gogo/protobuf v1.1.1/go.mod h1:r8qH/GZQm5c6nD/R0oafs1akxWv10x8SbQlK7atdtwQ= github.com/gogo/protobuf v1.3.2 h1:Ov1cvc58UF3b5XjBnZv7+opcTcQFZebYjWzi34vdm4Q= github.com/gogo/protobuf v1.3.2/go.mod h1:P1XiOD3dCwIKUDQYPy72D8LYyHL2YPYrpS2s69NZV8Q= @@ -62,8 +58,6 @@ github.com/google/gopacket v1.1.19 h1:ves8RnFZPGiFnTS0uPQStjwru6uO6h+nlr9j6fL7kF github.com/google/gopacket v1.1.19/go.mod h1:iJ8V8n6KS+z2U1A8pUwu8bW5SyEMkXJB8Yo/Vo+TKTo= github.com/google/martian v2.1.0+incompatible/go.mod h1:9I4somxYTbIHy5NJKHRl3wXiIaQGbYVAs8BPL6v8lEs= github.com/google/pprof v0.0.0-20181206194817-3ea8567a2e57/go.mod h1:zfwlbNMJ+OItoe0UupaVj+oy1omPYYDuagoSzA8v9mc= -github.com/google/pprof v0.0.0-20250607225305-033d6d78b36a h1://KbezygeMJZCSHH+HgUZiTeSoiuFspbMg1ge+eFj18= -github.com/google/pprof v0.0.0-20250607225305-033d6d78b36a/go.mod h1:5hDyRhoBCxViHszMt12TnOpEI4VVi+U8Gm9iphldiMA= github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0= github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo= github.com/googleapis/gax-go v2.0.0+incompatible/go.mod h1:SFVmujtThgffbyetf+mdk2eWhX2bMyUtNHzFKcPA9HY= @@ -109,8 +103,8 @@ github.com/libp2p/go-buffer-pool v0.1.0 h1:oK4mSFcQz7cTQIfqbe4MIj9gLW+mnanjyFtc6 github.com/libp2p/go-buffer-pool v0.1.0/go.mod h1:N+vh8gMqimBzdKkSMVuydVDq+UV5QTWy5HSiZacSbPg= github.com/libp2p/go-flow-metrics v0.2.0 h1:EIZzjmeOE6c8Dav0sNv35vhZxATIXWZg6j/C08XmmDw= github.com/libp2p/go-flow-metrics v0.2.0/go.mod h1:st3qqfu8+pMfh+9Mzqb2GTiwrAGjIPszEjZmtksN8Jc= -github.com/libp2p/go-libp2p v0.42.1 h1:Rt8+5thie729NQk1gx1h/2t/+VIafWcqR1I+Kvw+UTg= -github.com/libp2p/go-libp2p v0.42.1/go.mod h1:4NGcjbD9OIvFiSRb0XueCO19zJ4kSPK5vkyyOUYmMro= +github.com/libp2p/go-libp2p v0.43.0 h1:b2bg2cRNmY4HpLK8VHYQXLX2d3iND95OjodLFymvqXU= +github.com/libp2p/go-libp2p v0.43.0/go.mod h1:IiSqAXDyP2sWH+J2gs43pNmB/y4FOi2XQPbsb+8qvzc= github.com/libp2p/go-libp2p-asn-util v0.4.1 h1:xqL7++IKD9TBFMgnLPZR6/6iYhawHKHl950SO9L6n94= github.com/libp2p/go-libp2p-asn-util v0.4.1/go.mod h1:d/NI6XZ9qxw67b4e+NgpQexCIiFYJjErASrYW4PFDN8= github.com/libp2p/go-libp2p-pubsub v0.14.2 h1:nT5lFHPQOFJcp9CW8hpKtvbpQNdl2udJuzLQWbgRum8= @@ -181,10 +175,6 @@ github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 h1:C3w9PqII01/Oq github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822/go.mod h1:+n7T8mK8HuQTcFwEeznm/DIxMOiR9yIdICNftLE1DvQ= github.com/neelance/astrewrite v0.0.0-20160511093645-99348263ae86/go.mod h1:kHJEU3ofeGjhHklVoIGuVj85JJwZ6kWPaJwCIxgnFmo= github.com/neelance/sourcemap v0.0.0-20151028013722-8c68805598ab/go.mod h1:Qr6/a/Q4r9LP1IltGz7tA7iOK1WonHEYhu1HRBA7ZiM= -github.com/onsi/ginkgo/v2 v2.23.4 h1:ktYTpKJAVZnDT4VjxSbiBenUjmlL/5QkBEocaWXiQus= -github.com/onsi/ginkgo/v2 v2.23.4/go.mod h1:Bt66ApGPBFzHyR+JO10Zbt0Gsp4uWxu5mIOTusL46e8= -github.com/onsi/gomega v1.36.3 h1:hID7cr8t3Wp26+cYnfcjR6HpJ00fdogN6dqZ1t6IylU= -github.com/onsi/gomega v1.36.3/go.mod h1:8D9+Txp43QWKhM24yyOBEdpkzN8FvJyAwecBgsU4KU0= github.com/openzipkin/zipkin-go v0.1.1/go.mod h1:NtoC/o8u3JlF1lSlyPNswIbeQH9bJTmOf0Erfk+hxe8= github.com/pbnjay/memory v0.0.0-20210728143218-7b4eea64cf58 h1:onHthvaw9LFnH4t2DcNVpwGmV9E1BkGknEliJkfwQj0= github.com/pbnjay/memory v0.0.0-20210728143218-7b4eea64cf58/go.mod h1:DXv8WO4yhMYhSNPKjeNKa5WY9YCIEBRbNzFFPJbWO6Y= @@ -233,8 +223,6 @@ github.com/pion/webrtc/v4 v4.1.2/go.mod h1:xsCXiNAmMEjIdFxAYU0MbB3RwRieJsegSB2JZ github.com/pkg/errors v0.8.1/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINEl0= github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM= github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4= -github.com/prashantv/gostub v1.1.0 h1:BTyx3RfQjRHnUWaGF9oQos79AlQ5k8WNktv7VGvVH4g= -github.com/prashantv/gostub v1.1.0/go.mod h1:A5zLQHz7ieHGG7is6LLXLz7I8+3LZzsrV0P1IAHhP5U= github.com/prometheus/client_golang v0.8.0/go.mod h1:7SWBe2y4D6OKWSNQJUaRYU/AaXPKyh/dDVn+NZz0KFw= github.com/prometheus/client_golang v1.22.0 h1:rb93p9lokFEsctTys46VnV1kLCDpVZ0a/Y92Vm0Zc6Q= github.com/prometheus/client_golang v1.22.0/go.mod h1:R7ljNsLXhuQXYZYtw6GAE9AZg8Y7vEW5scdCXrWRXC0= @@ -249,12 +237,12 @@ github.com/prometheus/procfs v0.16.1 h1:hZ15bTNuirocR6u0JZ6BAHHmwS1p8B4P6MRqxtzM github.com/prometheus/procfs v0.16.1/go.mod h1:teAbpZRB1iIAJYREa1LsoWUXykVXA1KlTmWl8x/U+Is= github.com/quic-go/qpack v0.5.1 h1:giqksBPnT/HDtZ6VhtFKgoLOWmlyo9Ei6u9PqzIMbhI= github.com/quic-go/qpack v0.5.1/go.mod h1:+PC4XFrEskIVkcLzpEkbLqq1uCoxPhQuvK5rH1ZgaEg= -github.com/quic-go/quic-go v0.52.0 h1:/SlHrCRElyaU6MaEPKqKr9z83sBg2v4FLLvWM+Z47pA= -github.com/quic-go/quic-go v0.52.0/go.mod h1:MFlGGpcpJqRAfmYi6NC2cptDPSxRWTOGNuP4wqrWmzQ= -github.com/quic-go/webtransport-go v0.8.1-0.20241018022711-4ac2c9250e66 h1:4WFk6u3sOT6pLa1kQ50ZVdm8BQFgJNA117cepZxtLIg= -github.com/quic-go/webtransport-go v0.8.1-0.20241018022711-4ac2c9250e66/go.mod h1:Vp72IJajgeOL6ddqrAhmp7IM9zbTcgkQxD/YdxrVwMw= -github.com/rogpeppe/go-internal v1.10.0 h1:TMyTOH3F/DB16zRVcYyreMH6GnZZrwQVAoYjRBZyWFQ= -github.com/rogpeppe/go-internal v1.10.0/go.mod h1:UQnix2H7Ngw/k4C5ijL5+65zddjncjaFoBhdsK/akog= +github.com/quic-go/quic-go v0.54.0 h1:6s1YB9QotYI6Ospeiguknbp2Znb/jZYjZLRXn9kMQBg= +github.com/quic-go/quic-go v0.54.0/go.mod h1:e68ZEaCdyviluZmy44P6Iey98v/Wfz6HCjQEm+l8zTY= +github.com/quic-go/webtransport-go v0.9.0 h1:jgys+7/wm6JarGDrW+lD/r9BGqBAmqY/ssklE09bA70= +github.com/quic-go/webtransport-go v0.9.0/go.mod h1:4FUYIiUc75XSsF6HShcLeXXYZJ9AGwo/xh3L8M/P1ao= +github.com/rogpeppe/go-internal v1.13.1 h1:KvO1DLK/DRN07sQ1LQKScxyZJuNnedQ5/wKSR38lUII= +github.com/rogpeppe/go-internal v1.13.1/go.mod h1:uMEvuHeurkdAXX61udpOXGD/AzZDWNMNyH2VO9fmH0o= github.com/russross/blackfriday v1.5.2/go.mod h1:JO/DiYxRf+HjHt06OyowR9PTA263kcR/rfWxYHBV53g= github.com/sergi/go-diff v1.0.0/go.mod h1:0CfEIISq7TuYL3j771MWULgwwjU+GofnZX9QAmXWZgo= github.com/shurcooL/component v0.0.0-20170202220835-f88ec8f54cc4/go.mod h1:XhFIlyj5a1fBNx5aJTbKoIq0mNaPvOagO+HjB3EtxrY= @@ -303,8 +291,6 @@ github.com/yuin/goldmark v1.1.27/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9de github.com/yuin/goldmark v1.2.1/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74= github.com/yuin/goldmark v1.4.13/go.mod h1:6yULJ656Px+3vBD8DxQVa3kxgyrAnzto9xy5taEt/CY= go.opencensus.io v0.18.0/go.mod h1:vKdFvxhtzZ9onBp9VKHK8z/sRpBMnKAsufL7wlDrCOA= -go.uber.org/automaxprocs v1.6.0 h1:O3y2/QNTOdbF+e/dpXNNW7Rx2hZ4sTIPyybbxyNqTUs= -go.uber.org/automaxprocs v1.6.0/go.mod h1:ifeIMSnPZuznNm6jmdzmU3/bfk01Fe2fotchwEFJ8r8= go.uber.org/dig v1.19.0 h1:BACLhebsYdpQ7IROQ1AGPjrXcP5dF80U3gKoFzbaq/4= go.uber.org/dig v1.19.0/go.mod h1:Us0rSJiThwCv2GteUN0Q7OKvU7n5J4dxZ9JKUXozFdE= go.uber.org/fx v1.24.0 h1:wE8mruvpg2kiiL1Vqd0CC+tr0/24XIB10Iwp2lLWzkg= @@ -385,8 +371,8 @@ golang.org/x/sync v0.0.0-20201020160332-67f06af15bc9/go.mod h1:RxMgew5VJxzue5/jJ golang.org/x/sync v0.0.0-20210220032951-036812b2e83c/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= golang.org/x/sync v0.0.0-20220722155255-886fb9371eb4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= golang.org/x/sync v0.1.0/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= -golang.org/x/sync v0.15.0 h1:KWH3jNZsfyT6xfAfKiz6MRNmd46ByHDYaZ7KSkCtdW8= -golang.org/x/sync v0.15.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA= +golang.org/x/sync v0.16.0 h1:ycBJEhp9p4vXvUZNszeOq0kGTPghopOL8q0fq3vstxw= +golang.org/x/sync v0.16.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA= golang.org/x/sys v0.0.0-20180830151530-49385e6e1522/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY= golang.org/x/sys v0.0.0-20180909124046-d0be0721c37e/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY= golang.org/x/sys v0.0.0-20181029174526-d69651ed3497/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY= @@ -408,8 +394,8 @@ golang.org/x/sys v0.7.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.8.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.11.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= golang.org/x/sys v0.16.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA= -golang.org/x/sys v0.33.0 h1:q3i8TbbEz+JRD9ywIRlyRAQbM0qF7hu24q3teo2hbuw= -golang.org/x/sys v0.33.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k= +golang.org/x/sys v0.35.0 h1:vz1N37gP5bs89s7He8XuIYXpyY0+QlsKmzipCbUtyxI= +golang.org/x/sys v0.35.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k= golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo= golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8= golang.org/x/term v0.5.0/go.mod h1:jMB1sMXY+tzblOD4FWmEbocvup2/aLOaQEp7JmGp78k= diff --git a/networking/forwarder/lib/go.mod b/networking/forwarder/lib/go.mod new file mode 100644 index 00000000..9f10985e --- /dev/null +++ b/networking/forwarder/lib/go.mod @@ -0,0 +1,106 @@ +module lib + +go 1.24.5 + +require ( + github.com/ipfs/go-log/v2 v2.6.0 + github.com/stretchr/testify v1.10.0 + golang.org/x/sys v0.35.0 +) + +require ( + github.com/benbjohnson/clock v1.3.5 // indirect + github.com/beorn7/perks v1.0.1 // indirect + github.com/cespare/xxhash/v2 v2.3.0 // indirect + github.com/davidlazar/go-crypto v0.0.0-20200604182044-b73af7476f6c // indirect + github.com/decred/dcrd/dcrec/secp256k1/v4 v4.4.0 // indirect + github.com/flynn/noise v1.1.0 // indirect + github.com/francoispqt/gojay v1.2.13 // indirect + github.com/google/gopacket v1.1.19 // indirect + github.com/google/uuid v1.6.0 // indirect + github.com/gorilla/websocket v1.5.3 // indirect + github.com/huin/goupnp v1.3.0 // indirect + github.com/ipfs/go-cid v0.5.0 // indirect + github.com/jackpal/go-nat-pmp v1.0.2 // indirect + github.com/jbenet/go-temp-err-catcher v0.1.0 // indirect + github.com/klauspost/compress v1.18.0 // indirect + github.com/klauspost/cpuid/v2 v2.2.10 // indirect + github.com/koron/go-ssdp v0.0.6 // indirect + github.com/libp2p/go-buffer-pool v0.1.0 // indirect + github.com/libp2p/go-flow-metrics v0.2.0 // indirect + github.com/libp2p/go-libp2p-asn-util v0.4.1 // indirect + github.com/libp2p/go-msgio v0.3.0 // indirect + github.com/libp2p/go-netroute v0.2.2 // indirect + github.com/libp2p/go-reuseport v0.4.0 // indirect + github.com/libp2p/go-yamux/v5 v5.0.1 // indirect + github.com/marten-seemann/tcp v0.0.0-20210406111302-dfbc87cc63fd // indirect + github.com/mattn/go-isatty v0.0.20 // indirect + github.com/miekg/dns v1.1.66 // indirect + github.com/mikioh/tcpinfo v0.0.0-20190314235526-30a79bb1804b // indirect + github.com/mikioh/tcpopt v0.0.0-20190314235656-172688c1accc // indirect + github.com/minio/sha256-simd v1.0.1 // indirect + github.com/mr-tron/base58 v1.2.0 // indirect + github.com/multiformats/go-base32 v0.1.0 // indirect + github.com/multiformats/go-base36 v0.2.0 // indirect + github.com/multiformats/go-multiaddr v0.16.0 // indirect + github.com/multiformats/go-multiaddr-dns v0.4.1 // indirect + github.com/multiformats/go-multiaddr-fmt v0.1.0 // indirect + github.com/multiformats/go-multibase v0.2.0 // indirect + github.com/multiformats/go-multicodec v0.9.1 // indirect + github.com/multiformats/go-multihash v0.2.3 // indirect + github.com/multiformats/go-multistream v0.6.1 // indirect + github.com/multiformats/go-varint v0.0.7 // indirect + github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect + github.com/pbnjay/memory v0.0.0-20210728143218-7b4eea64cf58 // indirect + github.com/pion/datachannel v1.5.10 // indirect + github.com/pion/dtls/v2 v2.2.12 // indirect + github.com/pion/dtls/v3 v3.0.6 // indirect + github.com/pion/ice/v4 v4.0.10 // indirect + github.com/pion/interceptor v0.1.40 // indirect + github.com/pion/logging v0.2.3 // indirect + github.com/pion/mdns/v2 v2.0.7 // indirect + github.com/pion/randutil v0.1.0 // indirect + github.com/pion/rtcp v1.2.15 // indirect + github.com/pion/rtp v1.8.19 // indirect + github.com/pion/sctp v1.8.39 // indirect + github.com/pion/sdp/v3 v3.0.13 // indirect + github.com/pion/srtp/v3 v3.0.6 // indirect + github.com/pion/stun v0.6.1 // indirect + github.com/pion/stun/v3 v3.0.0 // indirect + github.com/pion/transport/v2 v2.2.10 // indirect + github.com/pion/transport/v3 v3.0.7 // indirect + github.com/pion/turn/v4 v4.0.2 // indirect + github.com/pion/webrtc/v4 v4.1.2 // indirect + github.com/prometheus/client_golang v1.22.0 // indirect + github.com/prometheus/client_model v0.6.2 // indirect + github.com/prometheus/common v0.64.0 // indirect + github.com/prometheus/procfs v0.16.1 // indirect + github.com/quic-go/qpack v0.5.1 // indirect + github.com/quic-go/quic-go v0.54.0 // indirect + github.com/quic-go/webtransport-go v0.9.0 // indirect + github.com/spaolacci/murmur3 v1.1.0 // indirect + github.com/wlynxg/anet v0.0.5 // indirect + go.uber.org/dig v1.19.0 // indirect + go.uber.org/fx v1.24.0 // indirect + go.uber.org/mock v0.5.2 // indirect + go.uber.org/multierr v1.11.0 // indirect + go.uber.org/zap v1.27.0 // indirect + golang.org/x/crypto v0.39.0 // indirect + golang.org/x/exp v0.0.0-20250606033433-dcc06ee1d476 // indirect + golang.org/x/mod v0.25.0 // indirect + golang.org/x/net v0.41.0 // indirect + golang.org/x/text v0.26.0 // indirect + golang.org/x/time v0.12.0 // indirect + golang.org/x/tools v0.34.0 // indirect + google.golang.org/protobuf v1.36.6 // indirect + lukechampine.com/blake3 v1.4.1 // indirect +) + +require ( + github.com/davecgh/go-spew v1.1.1 // indirect + github.com/libp2p/go-libp2p v0.43.0 + github.com/pdgendt/cobs v1.1.0 + github.com/pmezard/go-difflib v1.0.0 // indirect + golang.org/x/sync v0.16.0 + gopkg.in/yaml.v3 v3.0.1 // indirect +) diff --git a/networking/forwarder/lib/go.sum b/networking/forwarder/lib/go.sum new file mode 100644 index 00000000..b4e5ba17 --- /dev/null +++ b/networking/forwarder/lib/go.sum @@ -0,0 +1,443 @@ +cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +cloud.google.com/go v0.31.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= +cloud.google.com/go v0.37.0/go.mod h1:TS1dMSSfndXH133OKGwekG838Om/cQT0BUHV3HcBgoo= +dmitri.shuralyov.com/app/changes v0.0.0-20180602232624-0a106ad413e3/go.mod h1:Yl+fi1br7+Rr3LqpNJf1/uxUdtRUV+Tnj0o93V2B9MU= +dmitri.shuralyov.com/html/belt v0.0.0-20180602232347-f7d459c86be0/go.mod h1:JLBrvjyP0v+ecvNYvCpyZgu5/xkfAUhi6wJj28eUfSU= +dmitri.shuralyov.com/service/change v0.0.0-20181023043359-a85b471d5412/go.mod h1:a1inKt/atXimZ4Mv927x+r7UpyzRUf4emIoiiSC2TN4= +dmitri.shuralyov.com/state v0.0.0-20180228185332-28bcc343414c/go.mod h1:0PRwlb0D6DFvNNtx+9ybjezNCa8XF0xaYcETyp6rHWU= +git.apache.org/thrift.git v0.0.0-20180902110319-2566ecd5d999/go.mod h1:fPE2ZNJGynbRyZ4dJvy6G277gSllfV2HJqblrnkyeyg= +github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU= +github.com/anmitsu/go-shlex v0.0.0-20161002113705-648efa622239/go.mod h1:2FmKhYUyUczH0OGQWaF5ceTx0UBShxjsH6f8oGKYe2c= +github.com/benbjohnson/clock v1.3.5 h1:VvXlSJBzZpA/zum6Sj74hxwYI2DIxRWuNIoXAzHZz5o= +github.com/benbjohnson/clock v1.3.5/go.mod h1:J11/hYXuz8f4ySSvYwY0FKfm+ezbsZBKZxNJlLklBHA= +github.com/beorn7/perks v0.0.0-20180321164747-3a771d992973/go.mod h1:Dwedo/Wpr24TaqPxmxbtue+5NUziq4I4S80YR8gNf3Q= +github.com/beorn7/perks v1.0.1 h1:VlbKKnNfV8bJzeqoa4cOKqO6bYr3WgKZxO8Z16+hsOM= +github.com/beorn7/perks v1.0.1/go.mod h1:G2ZrVWU2WbWT9wwq4/hrbKbnv/1ERSJQ0ibhJ6rlkpw= +github.com/bradfitz/go-smtpd v0.0.0-20170404230938-deb6d6237625/go.mod h1:HYsPBTaaSFSlLx/70C2HPIMNZpVV8+vt/A+FMnYP11g= +github.com/buger/jsonparser v0.0.0-20181115193947-bf1c66bbce23/go.mod h1:bbYlZJ7hK1yFx9hf58LP0zeX7UjIGs20ufpu3evjr+s= +github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs= +github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs= +github.com/client9/misspell v0.3.4/go.mod h1:qj6jICC3Q7zFZvVWo7KLAzC3yx5G7kyvSDkc90ppPyw= +github.com/coreos/go-systemd v0.0.0-20181012123002-c6f51f82210d/go.mod h1:F5haX7vjVVG0kc13fIWeqUViNPyEJxv/OmvnBo0Yme4= +github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38= +github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c= +github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38= +github.com/davidlazar/go-crypto v0.0.0-20200604182044-b73af7476f6c h1:pFUpOrbxDR6AkioZ1ySsx5yxlDQZ8stG2b88gTPxgJU= +github.com/davidlazar/go-crypto v0.0.0-20200604182044-b73af7476f6c/go.mod h1:6UhI8N9EjYm1c2odKpFpAYeR8dsBeM7PtzQhRgxRr9U= +github.com/decred/dcrd/crypto/blake256 v1.1.0 h1:zPMNGQCm0g4QTY27fOCorQW7EryeQ/U0x++OzVrdms8= +github.com/decred/dcrd/crypto/blake256 v1.1.0/go.mod h1:2OfgNZ5wDpcsFmHmCK5gZTPcCXqlm2ArzUIkw9czNJo= +github.com/decred/dcrd/dcrec/secp256k1/v4 v4.4.0 h1:NMZiJj8QnKe1LgsbDayM4UoHwbvwDRwnI3hwNaAHRnc= +github.com/decred/dcrd/dcrec/secp256k1/v4 v4.4.0/go.mod h1:ZXNYxsqcloTdSy/rNShjYzMhyjf0LaoftYK0p+A3h40= +github.com/dustin/go-humanize v1.0.0/go.mod h1:HtrtbFcZ19U5GC7JDqmcUSB87Iq5E25KnS6fMYU6eOk= +github.com/flynn/go-shlex v0.0.0-20150515145356-3f9db97f8568/go.mod h1:xEzjJPgXI435gkrCt3MPfRiAkVrwSbHsst4LCFVfpJc= +github.com/flynn/noise v1.1.0 h1:KjPQoQCEFdZDiP03phOvGi11+SVVhBG2wOWAorLsstg= +github.com/flynn/noise v1.1.0/go.mod h1:xbMo+0i6+IGbYdJhF31t2eR1BIU0CYc12+BNAKwUTag= +github.com/francoispqt/gojay v1.2.13 h1:d2m3sFjloqoIUQU3TsHBgj6qg/BVGlTBeHDUmyJnXKk= +github.com/francoispqt/gojay v1.2.13/go.mod h1:ehT5mTG4ua4581f1++1WLG0vPdaA9HaiDsoyrBGkyDY= +github.com/fsnotify/fsnotify v1.4.7/go.mod h1:jwhsz4b93w/PPRr/qN1Yymfu8t87LnFCMoQvtojpjFo= +github.com/ghodss/yaml v1.0.0/go.mod h1:4dBDuWmgqj2HViK6kFavaiC9ZROes6MMH2rRYeMEF04= +github.com/gliderlabs/ssh v0.1.1/go.mod h1:U7qILu1NlMHj9FlMhZLlkCdDnU1DBEAqr0aevW3Awn0= +github.com/go-errors/errors v1.0.1/go.mod h1:f4zRHt4oKfwPJE5k8C9vpYG+aDHdBFUsgrm6/TyX73Q= +github.com/gogo/protobuf v1.1.1/go.mod h1:r8qH/GZQm5c6nD/R0oafs1akxWv10x8SbQlK7atdtwQ= +github.com/golang/glog v0.0.0-20160126235308-23def4e6c14b/go.mod h1:SBH7ygxi8pfUlaOkMMuAQtPIUF8ecWP5IEl/CR7VP2Q= +github.com/golang/lint v0.0.0-20180702182130-06c8688daad7/go.mod h1:tluoj9z5200jBnyusfRPU2LqT6J+DAorxEvtC7LHB+E= +github.com/golang/mock v1.1.1/go.mod h1:oTYuIxOrZwtPieC+H1uAHpcLFnEyAGVDL/k47Jfbm0A= +github.com/golang/mock v1.2.0/go.mod h1:oTYuIxOrZwtPieC+H1uAHpcLFnEyAGVDL/k47Jfbm0A= +github.com/golang/protobuf v1.2.0/go.mod h1:6lQm79b+lXiMfvg/cZm0SGofjICqVBUtrP5yJMmIC1U= +github.com/golang/protobuf v1.3.1/go.mod h1:6lQm79b+lXiMfvg/cZm0SGofjICqVBUtrP5yJMmIC1U= +github.com/google/btree v0.0.0-20180813153112-4030bb1f1f0c/go.mod h1:lNA+9X1NB3Zf8V7Ke586lFgjr2dZNuvo3lPJSGZ5JPQ= +github.com/google/go-cmp v0.2.0/go.mod h1:oXzfMopK8JAjlY9xF4vHSVASa0yLyX7SntLO5aqRK0M= +github.com/google/go-cmp v0.7.0 h1:wk8382ETsv4JYUZwIsn6YpYiWiBsYLSJiTsyBybVuN8= +github.com/google/go-cmp v0.7.0/go.mod h1:pXiqmnSA92OHEEa9HXL2W4E7lf9JzCmGVUdgjX3N/iU= +github.com/google/go-github v17.0.0+incompatible/go.mod h1:zLgOLi98H3fifZn+44m+umXrS52loVEgC2AApnigrVQ= +github.com/google/go-querystring v1.0.0/go.mod h1:odCYkC5MyYFN7vkCjXpyrEuKhc/BUO6wN/zVPAxq5ck= +github.com/google/gopacket v1.1.19 h1:ves8RnFZPGiFnTS0uPQStjwru6uO6h+nlr9j6fL7kF8= +github.com/google/gopacket v1.1.19/go.mod h1:iJ8V8n6KS+z2U1A8pUwu8bW5SyEMkXJB8Yo/Vo+TKTo= +github.com/google/martian v2.1.0+incompatible/go.mod h1:9I4somxYTbIHy5NJKHRl3wXiIaQGbYVAs8BPL6v8lEs= +github.com/google/pprof v0.0.0-20181206194817-3ea8567a2e57/go.mod h1:zfwlbNMJ+OItoe0UupaVj+oy1omPYYDuagoSzA8v9mc= +github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0= +github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo= +github.com/googleapis/gax-go v2.0.0+incompatible/go.mod h1:SFVmujtThgffbyetf+mdk2eWhX2bMyUtNHzFKcPA9HY= 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file descriptor in any children processes (prevents FD leaking), + // truncates this file on opening (lock-files shouldn't hold content FOR NOW!!!) + // + // SEE: https://man7.org/linux/man-pages/man2/openat.2.html + flockMutexOpenFlags int = syscall.O_RDWR | syscall.O_CREAT | syscall.O_CLOEXEC | syscall.O_TRUNC + + // 0x644 mode flags -> user has read-write permissions, others have read permission only + // SEE: https://man7.org/linux/man-pages/man2/openat.2.html + flockMutexModeFlags uint32 = syscall.S_IRUSR | syscall.S_IWUSR | syscall.S_IRGRP | syscall.S_IROTH + + // default poll-interval for spin-blocking lock + flockMutexPollInterval = 50 * time.Millisecond +) + +type LockType int + +const ( + ReadLock LockType = syscall.LOCK_SH + WriteLock LockType = syscall.LOCK_EX + LockMissing LockType = -1 +) + +type AcquireMode int + +const ( + OsBlocking AcquireMode = iota + SpinBlocking + NonBlocking +) + +type FlockMutex struct { + filePath string + fd int + lockHeld LockType +} + +func NewFlockMutex(filePath string) *FlockMutex { + return &FlockMutex{ + filePath: filePath, + fd: -1, + lockHeld: LockMissing, + } +} + +func (mu *FlockMutex) openFd() error { + if mu.fd != -1 { + return ErrFileDescriptorAlreadyOpen + } + // TODO: ensure_directory_exists(mu.filePath) + + // open file & TRY to change permissions to `modeFlags` flags + fd, err := unix.Open(mu.filePath, flockMutexOpenFlags, flockMutexModeFlags) + if err != nil { + return err + } else { + mu.fd = fd + _ = unix.Fchmod(fd, flockMutexModeFlags) // This locked is not owned by this UID + } + return nil +} + +func (mu *FlockMutex) closeFd() error { + if mu.fd == -1 { + return ErrFileDescriptorNotOpen + } + + if err := unix.Close(mu.fd); err != nil { + mu.fd = -1 + return err + } + + mu.fd = -1 + return nil +} + +func (mu *FlockMutex) acquire(lockType LockType, blocking bool) (bool, error) { + // enforce preconditions/sanity checks + if mu.fd == -1 { + return false, ErrFileDescriptorNotOpen + } + if mu.lockHeld != LockMissing { + return false, ErrLockAlreadyHeld + } + + // create flags for acquiring lock + var flags = int(lockType) + if !blocking { + flags |= syscall.LOCK_NB + } + + // continually try to acquire lock (since it may fail due to interrupts) + for { + if err := unix.Flock(mu.fd, flags); err != nil { + if errno, ok := err.(unix.Errno); ok { + // call interrupted by signal -> try again + if errno == unix.EINTR { + continue + } + + // file is locked & non-blocking is enabled -> return false to indicate + if errno == unix.EWOULDBLOCK { + return false, nil + } + } + + // unhandleable errors -> close FD & return error + _ = mu.closeFd() // TODO: how to merge Go errors ??? + return false, err + } + break + } + + // set lock-type held + mu.lockHeld = lockType + return true, nil +} + +func (mu *FlockMutex) release() error { + // enforce preconditions/sanity checks + if mu.fd == -1 { + return ErrFileDescriptorNotOpen + } + if mu.lockHeld == LockMissing { + return ErrLockNotHeld + } + + // continually try to release lock (since it may fail due to interrupts) + for { + if err := unix.Flock(mu.fd, syscall.LOCK_UN); err != nil { + if errno, ok := err.(unix.Errno); ok { + // call interrupted by signal -> try again + if errno == unix.EINTR { + continue + } + } + + // unhandleable errors -> close FD & return error + mu.lockHeld = LockMissing + _ = mu.closeFd() // TODO: how to merge Go errors ??? + return err + } + break + } + + mu.lockHeld = LockMissing + return nil +} + +func (mu *FlockMutex) Acquire(lockType LockType, acquireMode AcquireMode) (bool, error) { + // open file if missing + if mu.fd == -1 { + if err := mu.openFd(); err != nil { + return false, err + } + } + + // OS-blocking & non-blocking is direct passthrough to private function + switch acquireMode { + case OsBlocking: + return mu.acquire(lockType, true) + case NonBlocking: + return mu.acquire(lockType, false) + } + + // spin-blocking works by trying to acquire the lock in non-blocking mode, and retrying until success + for { + locked, err := mu.acquire(lockType, false) + if err != nil { + return false, err + } + if locked { + return true, err + } + time.Sleep(flockMutexPollInterval) + } +} + +func (mu *FlockMutex) Release(lockType LockType, acquireMode AcquireMode) error { + if err := mu.release(); err != nil { + _ = mu.closeFd() // TODO: how to merge Go errors ??? + return err + } + if err := mu.closeFd(); err != nil { + return err + } + return nil +} diff --git a/networking/forwarder/lib/ipc/flock_mutex_test.go b/networking/forwarder/lib/ipc/flock_mutex_test.go new file mode 100644 index 00000000..b0cb136f --- /dev/null +++ b/networking/forwarder/lib/ipc/flock_mutex_test.go @@ -0,0 +1,86 @@ +//go:build unix + +package ipc + +import ( + "os" + "testing" + + "github.com/stretchr/testify/assert" +) + +func check(t *testing.T, err error) { + if err != nil { + t.Fatalf("unexpected error: %v", err) + } +} + +func makeTempPath(t *testing.T, pattern string) string { + f, err := os.CreateTemp("", pattern) + check(t, err) + name := f.Name() + defer os.Remove(name) + return name +} + +func TestLockHeld(t *testing.T) { + path := makeTempPath(t, "testing_flock.lock") + defer os.Remove(path) + mu := NewFlockMutex(path) + + assert.Equal(t, LockMissing, mu.lockHeld) + + acquired, err := mu.Acquire(WriteLock, SpinBlocking) + check(t, err) + assert.True(t, acquired) + assert.Equal(t, WriteLock, mu.lockHeld) + check(t, mu.release()) + + assert.Equal(t, LockMissing, mu.lockHeld) + + acquired, err = mu.Acquire(ReadLock, SpinBlocking) + check(t, err) + assert.True(t, acquired) + assert.Equal(t, ReadLock, mu.lockHeld) + check(t, mu.release()) + + assert.Equal(t, LockMissing, mu.lockHeld) +} + +func TestNoReentrantLock(t *testing.T) { + path := makeTempPath(t, "testing_flock.lock") + defer os.Remove(path) + mu := NewFlockMutex(path) + + // no write-lock reentrancy + acquired, err := mu.Acquire(WriteLock, SpinBlocking) + check(t, err) + assert.True(t, acquired) + { + acquired, err = mu.Acquire(WriteLock, SpinBlocking) + assert.False(t, acquired) + assert.Equal(t, ErrLockAlreadyHeld, err) + } + { + acquired, err = mu.Acquire(ReadLock, SpinBlocking) + assert.False(t, acquired) + assert.Equal(t, ErrLockAlreadyHeld, err) + } + check(t, mu.release()) + + // no read-lock reentrancy + acquired, err = mu.Acquire(ReadLock, SpinBlocking) + check(t, err) + assert.True(t, acquired) + { + acquired, err = mu.Acquire(WriteLock, SpinBlocking) + assert.False(t, acquired) + assert.Equal(t, ErrLockAlreadyHeld, err) + } + { + acquired, err = mu.Acquire(ReadLock, SpinBlocking) + assert.False(t, acquired) + assert.Equal(t, ErrLockAlreadyHeld, err) + } + check(t, mu.release()) +} diff --git a/networking/forwarder/lib/ipc/pipe_duplex.go b/networking/forwarder/lib/ipc/pipe_duplex.go new file mode 100644 index 00000000..eeb0a396 --- /dev/null +++ b/networking/forwarder/lib/ipc/pipe_duplex.go @@ -0,0 +1,400 @@ +//go:build unix + +package ipc + +import ( + "bytes" + "context" + "errors" + "io/fs" + "lib" + "log" + "os" + "sync" + "syscall" + "time" + + "github.com/pdgendt/cobs" + "golang.org/x/sync/errgroup" + "golang.org/x/sys/unix" +) + +var ( + ErrInOutPipesAreSame = errors.New("the in-pipe and out-pipe are the same") + ErrExistingFileNotFifo = errors.New("the existing file is not a FIFO") +) + +const ( + pipeDuplexOpenReaderFlags = syscall.O_RDONLY | syscall.O_NONBLOCK + pipeDuplexOpenWriterFlags = syscall.O_WRONLY | syscall.O_NONBLOCK + pipeDuplexModeFlags = syscall.S_IRUSR | syscall.S_IWUSR | syscall.S_IRGRP | syscall.S_IROTH + pipeDuplexPollInterval = 50 * time.Millisecond + pipeDuplex_PIPE_BUF = 4096 +) + +// Signal messages range from 1 to 255 & indicate control flow for the bytestream of the pipe. +type SignalMessage byte + +const ( + // DISCARD_PREVIOUS tells the receiver to discard previous partial work. + DiscardPrevious SignalMessage = 0x01 +) + +type OnMessage = func(msg []byte) error + +// Creates a named-pipe communication duplex. Creates a named-pipe communication duplex. +// The reader end is responsible for creating the pipe. +// +// The layers are: +// 1. Raw binary data over pipes +// 2. Variable-length binary packets with COBS +// 3. JSON-like values with Message Pack +type PipeDuplex struct { + inPath string + outPath string + + rawOutMu sync.Mutex + rawOut chan []byte + + ctx context.Context + cancel context.CancelFunc + errg *errgroup.Group +} + +func NewPipeDuplex(inPath, outPath string, onMessage OnMessage) (*PipeDuplex, error) { + // they must be different files + if inPath == outPath { + return nil, ErrInOutPipesAreSame + } + // pipes should only ever be created, and only by the reader (one-way operations) + if err := ensureFifoExists(inPath); err != nil { + return nil, err + } + + ctx, cancel := context.WithCancel(context.Background()) + errg, ctx := errgroup.WithContext(ctx) + p := &PipeDuplex{ + inPath: inPath, + outPath: outPath, + + rawOut: make(chan []byte, 128), // TODO: decide on size of this w/ constant?? + + ctx: ctx, + cancel: cancel, + errg: errg, + } + // Reader + p.errg.Go(func() error { + return p.pipeBufferReader(onMessage) + }) + + // Writer + p.errg.Go(func() error { + return p.pipeBufferWriter() + }) + + return p, nil +} + +// Close stops all goroutines and waits for them to exit. +func (p *PipeDuplex) Close() error { + p.cancel() + + // this channel is exclusively written to via methods on this object handle, so it is its owner; + // owners must be the ones to close channels to avoid race conditions + defer func() { + // lock channel to avoid race conditions when closing + p.rawOutMu.Lock() + defer p.rawOutMu.Unlock() + + close(p.rawOut) + }() + + return p.errg.Wait() +} + +// SendMessage MessagePack-encodes a "value" and enqueues it to the writer. +func (p *PipeDuplex) SendMessage(msg []byte) error { + // lock channel to avoid race conditions when closing + p.rawOutMu.Lock() + defer p.rawOutMu.Unlock() + + // send message bytes over outRaw channel + select { + case p.rawOut <- msg: + // TODO: could this trigger a race condition if calling Close() immediately after SendMessage()??? + // should I lock p.rawOut w/ a mutex?? + return nil + case <-p.ctx.Done(): + return nil + } +} + +func (p *PipeDuplex) InPath() string { return p.inPath } +func (p *PipeDuplex) OutPath() string { return p.outPath } + +// ===== Private ===== + +func ensureFifoExists(path string) error { + // try to make a file if one doesn't exist already + // TODO: add equivalent of `ensure_parent_directory_exists(path)` here !!!!!! <- may cause bugs w/out it??? + if err := unix.Mkfifo(path, pipeDuplexModeFlags); err != nil { + if errno, ok := err.(unix.Errno); ok { + // misc error, do not handle + if errno != unix.EEXIST { + return err + } + + // ensure the file exists is FIFO + fi, err := os.Stat(path) + if err != nil { + return err // misc error, do not handle + } + if fi.Mode()&fs.ModeNamedPipe == 0 { + return ErrExistingFileNotFifo + } + return nil + } else { + return err // misc error, do not handle + } + } + return nil +} + +func (p *PipeDuplex) pipeBufferReader(onMessage OnMessage) error { + // open reader in nonblocking mode -> should not fail & immediately open; + // this marks when the writer process has "started" + fd, err := unix.Open(p.inPath, pipeDuplexOpenReaderFlags, pipeDuplexModeFlags) + if err != nil { + return err + } + defer unix.Close(fd) + + // continually pull from the pipe and interpret messages as such: + // - all messages are separated/framed by NULL bytes (zero) + // - messages with >=2 bytes are COBS-encoded messages, because + // the smallest COBS-encoded message is 2 bytes + // - 1-byte messages are therefore to be treated as control signals + var buf []byte // accumulation buffer + for { + select { // check for kill-signal + case <-p.ctx.Done(): + return nil + default: + } + + // read available data (and try again if nothing) + data := make([]byte, pipeDuplex_PIPE_BUF) + n, err := unix.Read(fd, data) + if err != nil { + errno, ok := err.(unix.Errno) + if !ok || errno != unix.EAGAIN { + return err + } + + // if there is a writer connected & the buffer is empty, this would block + // so we must consume this error gracefully and try again + time.Sleep(pipeDuplexPollInterval) + continue + } + if n == 0 { + time.Sleep(pipeDuplexPollInterval) + continue + } + + // extend buffer with new data + buf = append(buf, data[:n]...) + + // if there are no NULL bytes in the buffer, no new message has been formed + chunks := bytes.Split(buf, []byte{0x00}) + if len(chunks) == 1 { + continue + } + + // last chunk is always an unfinished message, so that becomes our new buffer; + // the rest should be decoded as either signals or COBS and put on queue + buf = chunks[len(chunks)-1] + for i := 0; i < len(chunks)-1; i++ { + chunk := chunks[i] + + // ignore empty messages (they mean nothing) + if len(chunk) == 0 { + continue + } + + // interpret 1-byte messages as signals (they indicate control-flow on messages) + if len(chunk) == 1 { + log.Printf("(reader): gotten control signal: %v", chunk[0]) + // TODO: do some kind of stuff here?? + continue + } + + // interpret >=2 byte messages as COBS-encoded data (decode them) + decoded, err := cobs.Decode(chunk) + if err != nil { + return err + } + + // call the callback to handle message + if err := onMessage(decoded); err != nil { + return err + } + } + } +} + +func (p *PipeDuplex) pipeBufferWriter() error { + log.Printf("(writer): started") + + // continually attempt to open FIFO for reading in nonblocking mode -> will error that: + // - ENOENT[2] No such file or directory: until a reader creates FIFO + // - ENXIO[6] No such device or address: until a reader opens FIFO + fd := -1 + for { + select { // check for kill-signal + case <-p.ctx.Done(): + return nil + default: + } + + tempFd, err := unix.Open(p.outPath, pipeDuplexOpenWriterFlags, pipeDuplexModeFlags) + if err != nil { + if errno, ok := err.(unix.Errno); ok { + // misc error, do not handle + if !(errno == unix.ENOENT || errno == unix.ENXIO) { + return err + } + + // try again if waiting for FIFO creation or reader-end opening + time.Sleep(pipeDuplexPollInterval) + continue + } else { + return err // misc error, do not handle + } + } + fd = tempFd + defer unix.Close(fd) + + // ensure the file exists is FIFO + mode, err := lib.FstatGetMode(fd) + if err != nil { + return err // misc error, do not handle + } + if mode&fs.ModeNamedPipe == 0 { + return ErrExistingFileNotFifo + } + + break // continue logic + } + + // read bytes from rawOut & write them to pipe + for { + select { + case buf, ok := <-p.rawOut: + if !ok { + return nil + } + if err := p.writeData(fd, buf); err != nil { + return err + } + case <-p.ctx.Done(): + return nil + } + + } +} + +func (p *PipeDuplex) writeData(fd int, buf []byte) error { + // COBS-encode the data & append NULL-byte to signify end-of-frame + buf, err := cobs.Encode(buf) + if err != nil { + return err + } + buf = append(buf, 0x00) + total := len(buf) + sent := 0 + + // begin transmission progress + for sent < total { + select { // check for kill-signal + case <-p.ctx.Done(): + return nil + default: + } + + // write & progress on happy path + written, err := unix.Write(fd, buf[sent:]) + if err == nil { + sent += written + continue + } + + // cast to OS error for propper handling + errno, ok := err.(unix.Errno) + if !ok { + return err // misc error, do not handle + } + + // non-blocking pipe is full, wait a bit and retry + if errno == syscall.EAGAIN { + time.Sleep(pipeDuplexPollInterval) + continue + } + + // reader disconnected -> handle failure-recovery by doing: + // 1. signal DISCARD_PREVIOUS to any reader + // 2. re-setting the progress & trying again + if errno == syscall.EPIPE { + if err := p.writeSignal(fd, DiscardPrevious); err != nil { + return err + } + sent = 0 + continue + } + + return err // misc error, do not handle + } + return nil +} + +func (p *PipeDuplex) writeSignal(fd int, sig SignalMessage) error { + signalMessageLength := 2 + + // Turn signal-byte into message by terminating with NULL-byte + buf := []byte{byte(sig), 0x00} + lib.Assert(len(buf) == signalMessageLength, "this must never NOT be the case") + + // attempt to write until successful + for { + select { // check for kill-signal + case <-p.ctx.Done(): + return nil + default: + } + + // small writes (e.g. 2 bytes) should be atomic as per Pipe semantics, + // meaning IF SUCCESSFUL: the number of bytes written MUST be exactly 2 + written, err := unix.Write(fd, buf) + if err == nil { + lib.Assert(written == signalMessageLength, "this must never NOT be the case") + break + } + + // cast to OS error for propper handling + errno, ok := err.(unix.Errno) + if !ok { + return err // misc error, do not handle + } + + // wait a bit and retry if: + // - non-blocking pipe is full + // - the pipe is broken because of reader disconnection + if errno == syscall.EAGAIN || errno == syscall.EPIPE { + time.Sleep(pipeDuplexPollInterval) + continue + } + + return err // misc error, do not handle + } + return nil +} diff --git a/networking/forwarder/lib/ipc/pipe_duplex_test.go b/networking/forwarder/lib/ipc/pipe_duplex_test.go new file mode 100644 index 00000000..7cd87b2d --- /dev/null +++ b/networking/forwarder/lib/ipc/pipe_duplex_test.go @@ -0,0 +1,85 @@ +//go:build unix + +package ipc + +import ( + "log" + "os" + "testing" + "time" +) + +func TestOneTwoThree(t *testing.T) { + // Avoid SIGPIPE killing the test if a writer outlives its reader. + // signal.Ignore(syscall.SIGPIPE) TODO: shoudn't sigpipe be handled by the error-code deep inside the duplex?? + + // Clean slate before/after. + onePath := "/tmp/one.pipe" + twoPath := "/tmp/two.pipe" + _ = os.Remove(onePath) + _ = os.Remove(twoPath) + defer os.Remove(onePath) + defer os.Remove(twoPath) + + owner, err := NewPipeDuplex( + onePath, // in + twoPath, // out + func(m []byte) error { log.Printf("wow, owner got: [%v]%v", len(m), m); return nil }, + ) + if err != nil { + t.Fatalf("owner New failed: %v", err) + } + + time.Sleep(1 * time.Second) + + guest1, err := NewPipeDuplex( + twoPath, // in + onePath, // out + func(m []byte) error { log.Printf("wow, guest1 got: [%v]%v", len(m), m); return nil }, + ) + if err != nil { + t.Fatalf("guest1 New failed: %v", err) + } + + if err := owner.SendMessage(make([]byte, 10)); err != nil { + t.Fatalf("owner SendMessage failed: %v", err) + } + + // batch send + if err := guest1.SendMessage(make([]byte, 200)); err != nil { + t.Fatalf("guest1 SendMessage failed: %v", err) + } + + time.Sleep(1 * time.Second) + + if err := guest1.Close(); err != nil { + t.Fatalf("guest1 Close failed: %v", err) + } + + if err := owner.SendMessage(make([]byte, 21)); err != nil { + t.Fatalf("owner SendMessage failed: %v", err) + } + + guest2, err := NewPipeDuplex( + twoPath, // in + onePath, // out + func(m []byte) error { log.Printf("wow, guest2 got: [%v]%v", len(m), m); return nil }, + ) + if err != nil { + t.Fatalf("guest2 New failed: %v", err) + } + + if err := guest2.SendMessage(make([]byte, 12)); err != nil { + t.Fatalf("guest2 SendMessage failed: %v", err) + } + + time.Sleep(1 * time.Second) + + if err := guest2.Close(); err != nil { + t.Fatalf("guest2 Close failed: %v", err) + } + if err := owner.Close(); err != nil { + t.Fatalf("owner Close failed: %v", err) + } + t.Fail() +} diff --git a/networking/forwarder/lib/libp2pext/dm/config.go b/networking/forwarder/lib/libp2pext/dm/config.go new file mode 100644 index 00000000..9fdc9d3e --- /dev/null +++ b/networking/forwarder/lib/libp2pext/dm/config.go @@ -0,0 +1,38 @@ +package dm + +import ( + "context" + + logging "github.com/ipfs/go-log/v2" + "github.com/libp2p/go-libp2p/core/host" + "github.com/libp2p/go-libp2p/core/peer" + "github.com/libp2p/go-libp2p/core/protocol" +) + +type Config struct { + Host host.Host + Protocol protocol.ID + MessageHandler MessageHandler + Logger *logging.ZapEventLogger +} + +type Option func(c *Config) error // TODO: add more options ?? + +func WithHandler(h MessageHandler) Option { + return func(c *Config) error { + c.MessageHandler = h + return nil + } +} +func WithHandlerFunction(onMessage func(ctx context.Context, from peer.ID, msg []byte) error) Option { + return func(c *Config) error { + c.MessageHandler = &MessageHandlerBundle{OnMessageF: onMessage} + return nil + } +} +func WithLogger(l *logging.ZapEventLogger) Option { + return func(c *Config) error { + c.Logger = l + return nil + } +} diff --git a/networking/forwarder/lib/libp2pext/dm/dm.go b/networking/forwarder/lib/libp2pext/dm/dm.go new file mode 100644 index 00000000..5cdba978 --- /dev/null +++ b/networking/forwarder/lib/libp2pext/dm/dm.go @@ -0,0 +1,57 @@ +package dm + +import ( + "context" + "errors" + + "github.com/libp2p/go-libp2p/core/host" + "github.com/libp2p/go-libp2p/core/peer" + "github.com/libp2p/go-libp2p/core/protocol" +) + +const ( + ServiceName = "libp2p.ext.dm/v1" + DmProtocol = protocol.ID("/dm/1.0.0") +) + +var ( + ErrMissingHandler = errors.New("the message handler is missing") +) + +type MessageHandler interface { + OnMessage(ctx context.Context, from peer.ID, msg []byte) error +} + +type MessageHandlerBundle struct { + OnMessageF func(ctx context.Context, from peer.ID, msg []byte) error +} + +func (m *MessageHandlerBundle) OnMessage(ctx context.Context, from peer.ID, msg []byte) error { + return m.OnMessageF(ctx, from, msg) +} + +type DirectMessenger interface { + Send(to peer.ID, msg []byte) error + Close() error +} + +func NewDirectMessenger(h host.Host, opts ...Option) (DirectMessenger, error) { + cfg := &Config{ + Host: h, + Protocol: DmProtocol, + Logger: logger, + } + + // apply all configs + for _, o := range opts { + if err := o(cfg); err != nil { + return nil, err + } + } + if cfg.MessageHandler == nil { + return nil, ErrMissingHandler + } + + // create DM from config + return newDirectMessenger(cfg) +} diff --git a/networking/forwarder/lib/libp2pext/dm/dm_test.go b/networking/forwarder/lib/libp2pext/dm/dm_test.go new file mode 100644 index 00000000..afa6cf02 --- /dev/null +++ b/networking/forwarder/lib/libp2pext/dm/dm_test.go @@ -0,0 +1,88 @@ +package dm + +import ( + "bytes" + "context" + "crypto/sha256" + "log" + "testing" + "time" + + "github.com/libp2p/go-libp2p/core/crypto" + "github.com/libp2p/go-libp2p/core/host" + "github.com/libp2p/go-libp2p/core/peer" + libp2pquic "github.com/libp2p/go-libp2p/p2p/transport/quic" + + "github.com/libp2p/go-libp2p" +) + +func genPriv(t *testing.T, seed [32]byte) crypto.PrivKey { + priv, _, err := crypto.GenerateEd25519Key(bytes.NewReader(seed[:])) + if err != nil { + t.Fatalf("failed generating key from seed %v: %v", seed, err) + } + return priv +} + +func createTestHost(t *testing.T, name string, opts ...Option) (host.Host, DirectMessenger) { + // generate key + seed := sha256.Sum256([]byte(name)) + id := genPriv(t, seed) + + // create host + h, err := libp2p.New( + libp2p.Identity(id), + libp2p.Transport(libp2pquic.NewTransport), + libp2p.ListenAddrStrings( + "/ip4/0.0.0.0/udp/0/quic-v1", + ), + ) + if err != nil { + t.Fatalf("failed creating test host '%v': %v", name, err) + } + + // configure direct messaging + dmOpts := []Option{WithHandler(&MessageHandlerBundle{ + OnMessageF: func(ctx context.Context, from peer.ID, msg []byte) error { + log.Printf("[%v]<-[%v]: [%v]%v", name, from, len(msg), msg) + return nil + }, + })} + dmOpts = append(dmOpts, opts...) + dm, err := NewDirectMessenger(h, dmOpts...) + if err != nil { + t.Fatalf("failed creating test DM manager for host '%v': %v", name, err) + } + + return h, dm +} + +func createConnection(t *testing.T, p1, p2 host.Host) { + ctx := context.Background() + if err := p1.Connect(ctx, p2.Peerstore().PeerInfo(p2.ID())); err != nil { + t.Fatalf("failed connecting '%v' to '%v': %v", p1.ID(), p2.ID(), err) + } +} + +func TestJsonEncoder(t *testing.T) { + peer1, dm1 := createTestHost(t, "peer 1") + defer dm1.Close() + defer peer1.Close() + + peer2, dm2 := createTestHost(t, "peer 2") + defer dm2.Close() + defer peer2.Close() + + createConnection(t, peer1, peer2) + + if err := dm1.Send(peer2.ID(), make([]byte, 10)); err != nil { + t.Fatalf("dm1 Send failed: %v", err) + } + + // big send + if err := dm2.Send(peer1.ID(), make([]byte, 10_000)); err != nil { + t.Fatalf("dm2 Send failed: %v", err) + } + time.Sleep(500 * time.Millisecond) + t.Fail() +} diff --git a/networking/forwarder/lib/libp2pext/dm/internal.go b/networking/forwarder/lib/libp2pext/dm/internal.go new file mode 100644 index 00000000..24b7dff3 --- /dev/null +++ b/networking/forwarder/lib/libp2pext/dm/internal.go @@ -0,0 +1,151 @@ +package dm + +import ( + "context" + "encoding/binary" + "io" + "lib" + "sync" + + logging "github.com/ipfs/go-log/v2" + "github.com/libp2p/go-libp2p/core/host" + "github.com/libp2p/go-libp2p/core/network" + "github.com/libp2p/go-libp2p/core/peer" + "github.com/libp2p/go-libp2p/core/protocol" + "github.com/libp2p/go-libp2p/p2p/protocol/circuitv2/proto" +) + +const ( + uint64NumBytes = 8 +) + +var ( + logger = logging.Logger(ServiceName) +) + +type directMessenger struct { + ctx context.Context + cancel func() + + h host.Host + pid protocol.ID + handler MessageHandler + log *logging.ZapEventLogger + + scope network.ResourceScopeSpan + notifiee network.Notifiee + + mx sync.Mutex + closed bool +} + +func newDirectMessenger(cfg *Config) (*directMessenger, error) { + ctx, cancel := context.WithCancel(context.Background()) + dm := &directMessenger{ + ctx: ctx, + cancel: cancel, + + h: cfg.Host, + pid: cfg.Protocol, + handler: cfg.MessageHandler, + log: cfg.Logger, + } + + // get a scope for memory reservations at service level + err := dm.h.Network().ResourceManager().ViewService(ServiceName, + func(s network.ServiceScope) error { + var err error + dm.scope, err = s.BeginSpan() + return err + }) + if err != nil { + return nil, err + } + + dm.h.SetStreamHandler(dm.pid, dm.handleStream) + dm.notifiee = &network.NotifyBundle{} // TODO: add handler funcions in the future if so needed?? + dm.h.Network().Notify(dm.notifiee) + + return dm, nil +} + +func (dm *directMessenger) Close() error { + dm.mx.Lock() + if !dm.closed { + dm.closed = true + dm.mx.Unlock() + + dm.h.RemoveStreamHandler(proto.ProtoIDv2Hop) + dm.h.Network().StopNotify(dm.notifiee) + defer dm.scope.Done() + dm.cancel() + return nil + } + dm.mx.Unlock() + return nil +} + +func (dm *directMessenger) Send(p peer.ID, msg []byte) error { + dm.log.Infof("outgoing DM stream to: %s", p) + + // create new stream + s, err := dm.h.NewStream(dm.ctx, p, dm.pid) + if err != nil { + return err + } + defer s.Close() + + // grab length if byte-buffer and encode it as big-endian + mLen := len(msg) + buf := make([]byte, uint64NumBytes, uint64NumBytes+mLen) // allocate enough capacity + binary.BigEndian.PutUint64(buf, uint64(mLen)) + buf = append(buf, msg...) + lib.Assert(len(buf) == uint64NumBytes+mLen, "literally what????") + + // write to stream & handle any potential errors + if _, err := s.Write(buf); err != nil { + dm.log.Debugf("error writing message to DM service stream: %s", err) + s.Reset() + return err + } + + _ = s.CloseWrite() // signal EOF to caller if half-close is supported + return nil +} + +func (dm *directMessenger) handleStream(s network.Stream) { + dm.log.Infof("incoming DM stream from: %s", s.Conn().RemotePeer()) + + defer s.Close() + + // attach scope to this service (for scoped capacity allocation reasons) + if err := s.Scope().SetService(ServiceName); err != nil { + dm.log.Debugf("error attaching stream to DM service: %s", err) + s.Reset() + return + } + + // read big-endian length bytes & decode + buf := make([]byte, uint64NumBytes) + if _, err := io.ReadFull(s, buf); err != nil { + dm.log.Debugf("error reading message length from DM service stream: %s", err) + s.Reset() + return + } + mLen := binary.BigEndian.Uint64(buf) + + // read rest of message & call OnMessage callback + buf = make([]byte, mLen) + if _, err := io.ReadFull(s, buf); err != nil { + dm.log.Debugf("error reading message body from DM service stream: %s", err) + s.Reset() + return + } + if err := dm.handler.OnMessage(dm.ctx, s.Conn().RemotePeer(), buf); err != nil { + dm.log.Debugf("error handling incoming message from DM service stream: %s", err) + s.Reset() + return + } + + _ = s.CloseWrite() // signal EOF to caller if half-close is supported +} diff --git a/networking/forwarder/lib/util.go b/networking/forwarder/lib/util.go new file mode 100644 index 00000000..879b9ba3 --- /dev/null +++ b/networking/forwarder/lib/util.go @@ -0,0 +1,52 @@ +package lib + +import ( + "log" + "os" + "syscall" + + "golang.org/x/sys/unix" +) + +func Assert(b bool, msg string) { + if !b { + log.Panic(msg) + } +} + +func FstatGetMode(fd int) (os.FileMode, error) { + // perform fstat syscall + var sys unix.Stat_t = unix.Stat_t{} + if err := unix.Fstat(fd, &sys); err != nil { + return 0, err + } + + // reconstruct FileMode from sys-struct; SEE: https://github.com/golang/go/blob/5a56d8848b4ffb79c5ccc11ec6fa01823a91aaf8/src/os/stat_linux.go#L17 + mode := os.FileMode(sys.Mode & 0777) + switch sys.Mode & syscall.S_IFMT { + case syscall.S_IFBLK: + mode |= os.ModeDevice + case syscall.S_IFCHR: + mode |= os.ModeDevice | os.ModeCharDevice + case syscall.S_IFDIR: + mode |= os.ModeDir + case syscall.S_IFIFO: + mode |= os.ModeNamedPipe + case syscall.S_IFLNK: + mode |= os.ModeSymlink + case syscall.S_IFREG: + // nothing to do + case syscall.S_IFSOCK: + mode |= os.ModeSocket + } + if sys.Mode&syscall.S_ISGID != 0 { + mode |= os.ModeSetgid + } + if sys.Mode&syscall.S_ISUID != 0 { + mode |= os.ModeSetuid + } + if sys.Mode&syscall.S_ISVTX != 0 { + mode |= os.ModeSticky + } + return mode, nil +} diff --git a/pyproject.toml b/pyproject.toml index 20f8b5b6..d43868ef 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -30,6 +30,7 @@ dependencies = [ "mlx-lm @ https://github.com/ml-explore/mlx-lm.git", "psutil>=7.0.0", "transformers>=4.55.2", + "cobs>=1.2.2", ] [project.scripts] diff --git a/scripts/pyproject.toml b/scripts/pyproject.toml index 8d10af64..54bf6702 100644 --- a/scripts/pyproject.toml +++ b/scripts/pyproject.toml @@ -5,10 +5,13 @@ description = "Scripts for the Exo project" readme = "README.md" requires-python = ">=3.13" dependencies = [ - "shared", "huggingface_hub>=0.33.4", + "exo" ] [build-system] requires = ["uv_build>=0.8.9,<0.9.0"] build-backend = "uv_build" + +[tool.uv.sources] +exo = { workspace = true } \ No newline at end of file diff --git a/scripts/src/exo_scripts/read_events.py b/scripts/src/exo_scripts/read_events.py index f8da5679..68fc9398 100644 --- a/scripts/src/exo_scripts/read_events.py +++ b/scripts/src/exo_scripts/read_events.py @@ -1,9 +1,10 @@ +# pyright: reportAny=false + import asyncio import curses import time import json import argparse -import textwrap import sys from logging import Logger from typing import List, Optional, Any, Sequence, Tuple @@ -27,13 +28,17 @@ WORKER_EVENT_TYPES = { 'RunnerStatusUpdated', 'RunnerDeleted' } + async def init_db() -> None: global event_log_manager event_log_manager = EventLogManager(EventLogConfig(), logger) await event_log_manager.initialize() + async def get_events_since(since: int) -> Sequence[EventFromEventLog[Event]]: - return await event_log_manager.global_events.get_events_since(since) # type: ignore[attr-defined, return-value] + assert event_log_manager is not None + return await event_log_manager.global_events.get_events_since(since) + async def load_all_events() -> List[EventFromEventLog[Event]]: events: List[EventFromEventLog[Event]] = [] @@ -46,6 +51,7 @@ async def load_all_events() -> List[EventFromEventLog[Event]]: since += len(new_events) return events + def compute_states(events: List[EventFromEventLog[Event]]) -> List[State]: states: List[State] = [State()] state = states[0] @@ -54,12 +60,15 @@ def compute_states(events: List[EventFromEventLog[Event]]) -> List[State]: states.append(state) return states + def print_event(event: EventFromEventLog[Event]) -> None: event_type_name = type(event.event).__name__ event_type = event_type_name.replace('_', ' ').title() - attributes = ', '.join(f"{key}={value!r}" for key, value in vars(event.event).items()) + attributes = ', '.join(f"{key}={value!r}" for key, + value in vars(event.event).items()) print(f"[{event.idx_in_log}] {event_type}: {attributes}") + async def non_tui_mode() -> None: await init_db() events = await load_all_events() @@ -67,7 +76,8 @@ async def non_tui_mode() -> None: final_state = states[-1] if worker_mode: - filtered_events = [e for e in events if type(e.event).__name__ in WORKER_EVENT_TYPES] + filtered_events = [e for e in events if type( + e.event).__name__ in WORKER_EVENT_TYPES] events = filtered_events # Recompute states? But states are cumulative, so perhaps just print filtered events and full state, or filter state too. state_dict = json.loads(final_state.model_dump_json()) @@ -88,7 +98,9 @@ async def non_tui_mode() -> None: for event in events: print_event(event) -async def update_events(wrapped_events: List[EventFromEventLog[Event]], states: List[State], filtered_indices: Optional[List[int]] = None) -> bool: + +async def update_events(wrapped_events: List[EventFromEventLog[Event]], states: List[State], + filtered_indices: Optional[List[int]] = None) -> bool: last_since = len(wrapped_events) new_wrapped = await get_events_since(last_since) if new_wrapped: @@ -105,6 +117,7 @@ async def update_events(wrapped_events: List[EventFromEventLog[Event]], states: return True return False + def draw_state(win: Any, state: State, height: int, width: int, worker_mode: bool, state_scroll: int) -> int: win.clear() state_dict = json.loads(state.model_dump_json()) @@ -142,11 +155,13 @@ def draw_state(win: Any, state: State, height: int, width: int, worker_mode: boo value_str = stripped[end_key + 3:] if value_str.startswith('"'): color = 2 - elif value_str.replace('.', '', 1).isdigit() or (value_str.startswith('-') and value_str[1:].replace('.', '', 1).isdigit()): + elif value_str.replace('.', '', 1).isdigit() or ( + value_str.startswith('-') and value_str[1:].replace('.', '', 1).isdigit()): color = 4 elif value_str in ['true', 'false', 'null']: color = 5 - elif value_str.startswith('{') or value_str.startswith('[') or value_str.startswith('}') or value_str.startswith(']'): + elif value_str.startswith('{') or value_str.startswith('[') or value_str.startswith( + '}') or value_str.startswith(']'): color = 0 else: color = 0 @@ -158,6 +173,7 @@ def draw_state(win: Any, state: State, height: int, width: int, worker_mode: boo win.refresh() return current_scroll + def get_event_pairs(event: EventFromEventLog[Event]) -> List[Tuple[str, int]]: pairs: List[Tuple[str, int]] = [] idx_str = f"[{event.idx_in_log}] " @@ -186,6 +202,7 @@ def get_event_pairs(event: EventFromEventLog[Event]) -> List[Tuple[str, int]]: pairs.append((v_str, color)) return pairs + def calculate_event_lines(pairs: List[Tuple[str, int]], win_width: int, subsequent_indent: int) -> int: lines = 1 x = 0 @@ -201,7 +218,9 @@ def calculate_event_lines(pairs: List[Tuple[str, int]], win_width: int, subseque x = subsequent_indent return lines -def render_event(win: Any, start_y: int, pairs: List[Tuple[str, int]], is_bold: bool, win_width: int, subsequent_indent: int) -> int: + +def render_event(win: Any, start_y: int, pairs: List[Tuple[str, int]], is_bold: bool, win_width: int, + subsequent_indent: int) -> int: y = start_y x = 0 for text, color in pairs: @@ -226,6 +245,7 @@ def render_event(win: Any, start_y: int, pairs: List[Tuple[str, int]], is_bold: y += 1 return y + def draw_events(win: Any, events_list: List[EventFromEventLog[Event]], current_events: int, height: int) -> None: win.clear() if len(events_list) == 0: @@ -236,7 +256,8 @@ def draw_events(win: Any, events_list: List[EventFromEventLog[Event]], current_e current_event = events_list[current_events] current_pairs = get_event_pairs(current_event) subsequent_indent = len(f"[{current_event.idx_in_log}] ") - lines_current = calculate_event_lines(current_pairs, win_width, subsequent_indent) + lines_current = calculate_event_lines( + current_pairs, win_width, subsequent_indent) if lines_current > height: render_event(win, 0, current_pairs, True, win_width, subsequent_indent) win.refresh() @@ -313,12 +334,15 @@ def draw_events(win: Any, events_list: List[EventFromEventLog[Event]], current_e win.refresh() + def draw_status(win: Any, realtime: bool, current: int, total_events: int) -> None: win.clear() mode = "Realtime" if realtime else "Timetravel" - win.addstr(0, 0, f"Mode: {mode} | Current event: {current} / {total_events} | Arrows: navigate events, [/]: scroll state, g: goto, r: toggle realtime, q: quit") + win.addstr(0, 0, + f"Mode: {mode} | Current event: {current} / {total_events} | Arrows: navigate events, [/]: scroll state, g: goto, r: toggle realtime, q: quit") win.refresh() + def get_input(stdscr: Any, prompt: str) -> str: curses.echo() stdscr.addstr(0, 0, prompt) @@ -327,6 +351,7 @@ def get_input(stdscr: Any, prompt: str) -> str: curses.noecho() return input_str + def get_key(win: Any) -> Any: ch = win.getch() if ch == -1: @@ -369,6 +394,7 @@ def get_key(win: Any) -> Any: return 'CTRL_DOWN' return ch + def tui(stdscr: Any) -> None: curses.start_color() curses.init_pair(1, curses.COLOR_BLUE, curses.COLOR_BLACK) @@ -390,8 +416,10 @@ def tui(stdscr: Any) -> None: current_filtered: int = -1 current: int = -1 if worker_mode: - filtered_indices = [i for i in range(len(wrapped_events)) if type(wrapped_events[i].event).__name__ in WORKER_EVENT_TYPES] - current_filtered = len(filtered_indices) - 1 if filtered_indices else -1 + filtered_indices = [i for i in range(len(wrapped_events)) if + type(wrapped_events[i].event).__name__ in WORKER_EVENT_TYPES] + current_filtered = len(filtered_indices) - \ + 1 if filtered_indices else -1 else: current = len(wrapped_events) - 1 if wrapped_events else -1 @@ -407,7 +435,8 @@ def tui(stdscr: Any) -> None: pane_width = width // 2 state_win = curses.newwin(pane_height, pane_width, 0, 0) - events_win = curses.newwin(pane_height, width - pane_width, 0, pane_width) + events_win = curses.newwin( + pane_height, width - pane_width, 0, pane_width) status_win = curses.newwin(status_height, width, pane_height, 0) if worker_mode: @@ -421,10 +450,12 @@ def tui(stdscr: Any) -> None: current_events = current state_idx = current_original + 1 if current_original >= 0 else 0 - state_scroll = draw_state(state_win, states[state_idx], pane_height, pane_width, worker_mode, state_scroll) + state_scroll = draw_state( + state_win, states[state_idx], pane_height, pane_width, worker_mode, state_scroll) draw_events(events_win, events_list, current_events, pane_height) total_events = len(wrapped_events) - 1 if wrapped_events else -1 - draw_status(status_win, realtime, current_original if worker_mode else current, total_events) + draw_status(status_win, realtime, + current_original if worker_mode else current, total_events) key = get_key(stdscr) if key != -1: @@ -439,13 +470,16 @@ def tui(stdscr: Any) -> None: else: current = max(0, current - 5) elif key == curses.KEY_DOWN: - if worker_mode and current_filtered < len(filtered_indices) - 1: # type: ignore[arg-type] + assert filtered_indices is not None + if worker_mode and current_filtered < len(filtered_indices) - 1: current_filtered += 1 elif not worker_mode and current < len(wrapped_events) - 1: current += 1 elif key == 'CTRL_DOWN': + assert filtered_indices is not None if worker_mode: - current_filtered = min(len(filtered_indices) - 1, current_filtered + 5) # type: ignore[arg-type] + current_filtered = min( + len(filtered_indices) - 1, current_filtered + 5) else: current = min(len(wrapped_events) - 1, current + 5) elif key == ord('['): @@ -457,10 +491,13 @@ def tui(stdscr: Any) -> None: elif key == ord('r'): realtime = not realtime if realtime: + assert filtered_indices is not None if worker_mode: - current_filtered = len(filtered_indices) - 1 if filtered_indices else -1 # type: ignore[arg-type] + current_filtered = len( + filtered_indices) - 1 if filtered_indices else -1 else: - current = len(wrapped_events) - 1 if wrapped_events else -1 + current = len(wrapped_events) - \ + 1 if wrapped_events else -1 state_scroll = 0 elif key == ord('g'): stdscr.timeout(-1) # block for input @@ -487,18 +524,23 @@ def tui(stdscr: Any) -> None: status_win.refresh() if realtime and time.time() - last_update > update_interval: - updated = asyncio.run(update_events(wrapped_events, states, filtered_indices if worker_mode else None)) + updated = asyncio.run(update_events( + wrapped_events, states, filtered_indices if worker_mode else None)) if updated: + assert filtered_indices is not None if worker_mode: - current_filtered = len(filtered_indices) - 1 # type: ignore[arg-type] + current_filtered = len(filtered_indices) - 1 else: current = len(wrapped_events) - 1 state_scroll = 0 last_update = time.time() + if __name__ == "__main__": - parser = argparse.ArgumentParser(description='Read and display events from the event log') - parser.add_argument('--worker', action='store_true', help='Only show worker-related events (task, streaming, instance, runner status)') + parser = argparse.ArgumentParser( + description='Read and display events from the event log') + parser.add_argument('--worker', action='store_true', + help='Only show worker-related events (task, streaming, instance, runner status)') args = parser.parse_args() worker_mode = args.worker @@ -513,4 +555,4 @@ if __name__ == "__main__": print("Error: Could not find terminal. Falling back to non-TUI mode.") asyncio.run(non_tui_mode()) else: - raise \ No newline at end of file + raise diff --git a/scripts/watch-pull-restart.py b/scripts/watch-pull-restart.py new file mode 100755 index 00000000..aad5c0b2 --- /dev/null +++ b/scripts/watch-pull-restart.py @@ -0,0 +1,284 @@ +#!/usr/bin/env python3 + +""" +watch-pull-restart.py — Unix-only + +Runs a command, periodically checks git upstream, pulls if upstream is ahead, +and gracefully restarts the command. Watcher logs go to STDERR; your app's +output goes straight to the console (STDOUT/STDERR). + +Assumptions: + - current branch tracks an upstream (i.e., @{u} exists) + - pulls must be fast-forward (remote-ahead workflow) + +Arguments: + - cmd: Command to run/manage (e.g. './run.sh' or 'python -m app'). + - restart-cmd: Optional hook to run after a successful pull (e.g., systemctl restart). + - sleep-secs: Poll interval while up-to-date. + - grace-secs: Seconds to wait after SIGTERM before SIGKILL. + - debounce-secs: Coalesce multiple pulls before restart. + +Usage: + ./watch-pull-restart.py --cmd "./run.sh" --sleep-secs 1 + ./watch-pull-restart.py --cmd "python -m app" --restart-cmd "systemctl --user restart myapp" + ./watch-pull-restart.py --restart-cmd "systemctl --user restart myapp" # no managed child; only trigger hook +""" +import argparse +import os +import signal +import subprocess +import sys +import time +from types import FrameType +from typing import Optional + + +# ---------- logging helpers (to STDERR) ---------- +def log(msg: str): + sys.stderr.write(msg.rstrip() + "\n") + sys.stderr.flush() + + +def sep(title: str = ""): + """Big visual separator for state transitions (to STDERR).""" + sys.stderr.write("\n\n") + if title: + sys.stderr.write(f"===== [watch] {title} =====\n") + else: + sys.stderr.write("===== [watch] =====\n") + sys.stderr.flush() + + +def run_capture(cmd: str, check: bool = True) -> subprocess.CompletedProcess[str]: + """Run and capture output; for git plumbing.""" + return subprocess.run( + cmd, + shell=True, + stdout=subprocess.PIPE, + stderr=subprocess.PIPE, + text=True, + check=check, + ) + + +# ---------- shell helpers ---------- +def is_up_to_date() -> bool: + subprocess.run("git fetch --quiet", + shell=True) # Quiet fetch; ignore network errors (we'll just try again next tick) + try: + current = run_capture("git rev-parse HEAD", check=True).stdout.strip() + upstream = run_capture("git rev-parse @{u}", check=True).stdout.strip() + return current == upstream + except subprocess.CalledProcessError: + return True # No upstream or other git error; treat as up-to-date to avoid thrash + + +def pull_ff_only() -> bool: + """Returns True if pull applied changes, False if already up-to-date.""" + try: + cp = run_capture("git pull --ff-only --no-rebase", check=True) + return "Already up to date" not in cp.stdout and cp.returncode == 0 # Git prints "Already up to date." on no-op; cheap heuristic + except subprocess.CalledProcessError as e: + log("[watch] git pull failed:") + if e.stdout: # pyright: ignore[reportAny] + log(e.stdout) # pyright: ignore[reportAny] + if e.stderr: # pyright: ignore[reportAny] + log(e.stderr) # pyright: ignore[reportAny] + return False + + +# ---------- managed processes ---------- +class ManagedProc: + def __init__(self, cmd: Optional[str], grace_secs: float): + self.cmd = cmd + self.grace = grace_secs + self.child: Optional[subprocess.Popen[bytes]] = None + + def start(self): + if not self.cmd: + return + if self.child and self.child.poll() is None: + return + sep("starting main cmd") + log(f"[watch] starting: {self.cmd}") + # New process group so we can signal the entire tree (shell + children) + self.child = subprocess.Popen( + self.cmd, + shell=True, # allow shell features in --cmd + stdout=None, # inherit parent's stdout (your app prints normally) + stderr=None, # inherit parent's stderr + stdin=None, + preexec_fn=os.setsid, # create new session (PGID == child PID) + ) + + def stop_gracefully(self): + if not self.child: + return + if self.child.poll() is not None: + self.child = None + return + + sep("stopping main cmd (SIGTERM)") + try: + os.killpg(self.child.pid, signal.SIGTERM) + except ProcessLookupError: + pass + + deadline = time.time() + self.grace + while time.time() < deadline: + if self.child.poll() is not None: + self.child = None + return + time.sleep(0.1) + + sep("main cmd unresponsive; SIGKILL") + try: + os.killpg(self.child.pid, signal.SIGKILL) + except ProcessLookupError: + pass + self.child = None + + def forward_signal(self, sig: int): + if not self.child or self.child.poll() is not None: + return + try: + os.killpg(self.child.pid, sig) + except ProcessLookupError: + pass + + +class OneShotHook: + """ + One-shot hook command (e.g., systemctl restart). + Runs to completion with inherited stdio so its output is visible. + """ + + def __init__(self, cmd: Optional[str], grace_secs: float): + self.cmd = cmd + self.grace = grace_secs + self.child: Optional[subprocess.Popen[bytes]] = None + + def run(self) -> int: + if not self.cmd: + return 0 + sep("running restart hook") + log(f"[watch] hook: {self.cmd}") + self.child = subprocess.Popen( + self.cmd, + shell=True, + stdout=None, # inherit stdio + stderr=None, + stdin=None, + preexec_fn=os.setsid, + ) + # Wait with grace/kill if needed (rare for hooks, but symmetric) + deadline = time.time() + self.grace + while True: + rc = self.child.poll() + if rc is not None: + self.child = None + return rc + if time.time() > deadline: + sep("hook exceeded grace; SIGKILL") + try: + os.killpg(self.child.pid, signal.SIGKILL) + except ProcessLookupError: + pass + self.child = None + return 137 # killed + time.sleep(0.1) + + def forward_signal(self, sig: int): + if not self.child or self.child.poll() is not None: + return + try: + os.killpg(self.child.pid, sig) + except ProcessLookupError: + pass + + +# ---------- main loop ---------- +def main(): + # CMD commands + ap = argparse.ArgumentParser(description="Auto-pull & restart on upstream changes (Unix).") + ap.add_argument("--cmd", help="Command to run/manage (e.g. './run.sh' or 'python -m app').") + ap.add_argument("--restart-cmd", help="Optional hook to run after a successful pull (e.g., systemctl restart).") + ap.add_argument("--sleep-secs", type=float, default=0.5, help="Poll interval while up-to-date.") + ap.add_argument("--grace-secs", type=float, default=5.0, help="Seconds to wait after SIGTERM before SIGKILL.") + ap.add_argument("--debounce-secs", type=float, default=0.5, help="Coalesce multiple pulls before restart.") + args = ap.parse_args() + + # get CMD command values + cmd = args.cmd # pyright: ignore[reportAny] + assert cmd is None or isinstance(cmd, str) + restart_cmd = args.restart_cmd # pyright: ignore[reportAny] + assert cmd is None or isinstance(restart_cmd, str) + sleep_secs = args.sleep_secs # pyright: ignore[reportAny] + assert sleep_secs is not None and isinstance(sleep_secs, float) + grace_secs = args.grace_secs # pyright: ignore[reportAny] + assert sleep_secs is not None and isinstance(grace_secs, float) + debounce_secs = args.debounce_secs # pyright: ignore[reportAny] + assert sleep_secs is not None and isinstance(debounce_secs, float) + + # start managed proc + proc = ManagedProc(cmd, grace_secs) + hook = OneShotHook(restart_cmd, grace_secs) + + # signal handling for graceful exit + exiting = {"flag": False} + + def _handle(sig_num: int, _frame: Optional[FrameType]): + sep(f"received signal {sig_num}; exiting") + exiting["flag"] = True + proc.forward_signal(sig_num) + hook.forward_signal(sig_num) + + signal.signal(signal.SIGINT, _handle) + signal.signal(signal.SIGTERM, _handle) + + # Initial start (if managing a process) + proc.start() + + pending_restart = False + last_change = 0.0 + while not exiting["flag"]: + try: + if not is_up_to_date(): + sep("upstream ahead; pulling") + changed = pull_ff_only() + if changed: + last_change = time.time() + pending_restart = True + + # handle debounce window + if pending_restart and (time.time() - last_change) >= debounce_secs: + # Optional hook first + if restart_cmd: + rc = hook.run() + if rc != 0: + sep(f"hook exited with {rc}") + # Then bounce managed process + if cmd: + proc.stop_gracefully() + proc.start() + pending_restart = False + sep("restart cycle complete") + + # keep the child alive if it crashed without a pull + if cmd and (proc.child is None or proc.child.poll() is not None): + sep("main cmd exited; restarting") + proc.start() + + time.sleep(sleep_secs) + except Exception as e: + sep("loop error") + log(f"[watch] {e}") + time.sleep(2.0) + + # graceful shutdown on exit + proc.stop_gracefully() + sep("bye") + + +if __name__ == "__main__": + main() diff --git a/src/exo/engines/mlx/auto_parallel.py b/src/exo/engines/mlx/auto_parallel.py index 2e2589fa..383cb8c2 100644 --- a/src/exo/engines/mlx/auto_parallel.py +++ b/src/exo/engines/mlx/auto_parallel.py @@ -1,7 +1,7 @@ from typing import Protocol, cast, override import mlx.core as mx -import mlx.nn as nn +import mlx.nn as nn # pyright: ignore[reportMissingTypeStubs] from exo.shared.types.worker.shards import PipelineShardMetadata diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index 60a21e30..955cbb88 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -5,14 +5,14 @@ import resource from asyncio import AbstractEventLoop from typing import Any, Callable -import mlx.core as mx -import mlx.nn as nn from mlx_lm.generate import stream_generate # type: ignore from mlx_lm.sample_utils import make_sampler from mlx_lm.tokenizer_utils import TokenizerWrapper, load_tokenizer # type: ignore from mlx_lm.utils import load_model # type: ignore from pydantic import RootModel +import mlx.core as mx +import mlx.nn as nn # pyright: ignore[reportMissingTypeStubs] from exo.engines.mlx.auto_parallel import auto_parallel from exo.shared.types.api import ChatCompletionMessage from exo.shared.types.common import Host @@ -117,8 +117,10 @@ async def apply_chat_template( formatted_messages = [] for message in messages_dicts: filtered_message: dict[str, Any] = { - k: v for k, v in message.items() if v is not None - } # type: ignore + k: v + for k, v in message.items() # pyright: ignore[reportAny] + if v is not None + } # Verify we have required fields if "role" not in filtered_message: diff --git a/src/exo/master/forwarder_supervisor.py b/src/exo/master/forwarder_supervisor.py index 50798c8a..a1fb6120 100644 --- a/src/exo/master/forwarder_supervisor.py +++ b/src/exo/master/forwarder_supervisor.py @@ -113,6 +113,7 @@ class ForwarderSupervisor: str(self._binary_path), "--events-db", str(EXO_WORKER_EVENT_DB), + # pair arguments f"{pairs}", stdout=None, stderr=None, diff --git a/src/exo/master/main.py b/src/exo/master/main.py index c0709db2..e7f982cb 100644 --- a/src/exo/master/main.py +++ b/src/exo/master/main.py @@ -14,6 +14,7 @@ from exo.shared.apply import apply from exo.shared.db.sqlite.config import EventLogConfig from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage from exo.shared.db.sqlite.event_log_manager import EventLogManager +from exo.shared.keypair import Keypair, get_node_id_keypair from exo.shared.types.common import CommandId, NodeId from exo.shared.types.events import ( Event, @@ -34,7 +35,6 @@ from exo.shared.types.events.commands import ( from exo.shared.types.state import State from exo.shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus, TaskType from exo.shared.types.worker.instances import Instance -from exo.shared.utils import Keypair, get_node_id_keypair class Master: @@ -263,8 +263,8 @@ async def async_main(): command_buffer, global_events, worker_events, - Path(os.environ["GO_BUILD_DIR"]) / "forwarder", - logger, + forwarder_binary_path=Path(os.environ["GO_BUILD_DIR"]) / "forwarder", + logger=logger, ) await master.run() diff --git a/src/exo/master/tests/test_forwarder_supervisor.py b/src/exo/master/tests/test_forwarder_supervisor.py index 00829696..1ac45bbd 100644 --- a/src/exo/master/tests/test_forwarder_supervisor.py +++ b/src/exo/master/tests/test_forwarder_supervisor.py @@ -393,6 +393,6 @@ class TestElectionCallbacks: callbacks = ElectionCallbacks(mock_supervisor, test_logger) await callbacks.on_became_replica() - mock_supervisor.notify_role_change.assert_called_once_with( + mock_supervisor.notify_role_change.assert_called_once_with( # type: ignore ForwarderRole.REPLICA - ) # type: ignore + ) diff --git a/src/exo/master/tests/test_master.py b/src/exo/master/tests/test_master.py index 293e454d..5e63ce52 100644 --- a/src/exo/master/tests/test_master.py +++ b/src/exo/master/tests/test_master.py @@ -10,6 +10,7 @@ from exo.master.main import Master from exo.shared.db.sqlite.config import EventLogConfig from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage from exo.shared.db.sqlite.event_log_manager import EventLogManager +from exo.shared.keypair import Keypair from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams from exo.shared.types.common import NodeId from exo.shared.types.events import Event, EventFromEventLog, Heartbeat, TaskCreated @@ -31,10 +32,13 @@ from exo.shared.types.profiling import ( SystemPerformanceProfile, ) from exo.shared.types.tasks import ChatCompletionTask, TaskStatus, TaskType -from exo.shared.types.worker.common import InstanceId -from exo.shared.types.worker.instances import Instance, InstanceStatus, ShardAssignments +from exo.shared.types.worker.instances import ( + Instance, + InstanceId, + InstanceStatus, + ShardAssignments, +) from exo.shared.types.worker.shards import PartitionStrategy, PipelineShardMetadata -from exo.shared.utils import Keypair def _create_forwarder_dummy_binary() -> Path: diff --git a/src/exo/shared/constants.py b/src/exo/shared/constants.py index fe1393c3..eb7b7ba9 100644 --- a/src/exo/shared/constants.py +++ b/src/exo/shared/constants.py @@ -16,6 +16,8 @@ EXO_NODE_ID_KEYPAIR = EXO_HOME / "node_id.keypair" EXO_WORKER_KEYRING_FILE = EXO_HOME / "worker_keyring" EXO_MASTER_KEYRING_FILE = EXO_HOME / "master_keyring" +EXO_IPC_DIR = EXO_HOME / "ipc" + # libp2p topics for event forwarding LIBP2P_WORKER_EVENTS_TOPIC = "worker_events" LIBP2P_GLOBAL_EVENTS_TOPIC = "global_events" diff --git a/src/exo/shared/db/sqlite/event_log_manager.py b/src/exo/shared/db/sqlite/event_log_manager.py index 9a1aa1d9..571d6c8c 100644 --- a/src/exo/shared/db/sqlite/event_log_manager.py +++ b/src/exo/shared/db/sqlite/event_log_manager.py @@ -7,6 +7,7 @@ from sqlalchemy.exc import OperationalError from exo.shared.constants import EXO_HOME from exo.shared.db.sqlite.config import EventLogConfig, EventLogType from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage +from exo.shared.utils.fs import ensure_directory_exists class EventLogManager: @@ -25,7 +26,7 @@ class EventLogManager: self._connectors: Dict[EventLogType, AsyncSQLiteEventStorage] = {} # Ensure base directory exists - EXO_HOME.mkdir(parents=True, exist_ok=True) + ensure_directory_exists(EXO_HOME) # TODO: This seems like it's a pattern to avoid an async __init__ function. But as we know, there's a better pattern for this - using a create() function, like in runner_supervisor. async def initialize(self, max_retries: int = 3) -> None: diff --git a/src/exo/shared/ipc/__init__.py b/src/exo/shared/ipc/__init__.py new file mode 100644 index 00000000..c6f0a7bd --- /dev/null +++ b/src/exo/shared/ipc/__init__.py @@ -0,0 +1,14 @@ +""" +A set of IPC primitives intended for cross-language use. +Includes things like file-locks, named-pipe duplexes, and so on. + +TODO: implement System V IPC primitives?? + 1. semaphores w/ SEM_UNDO flag ??? + 2. Message Queues => as a replacement for pipe duplexes??? + see: https://www.softprayog.in/programming/system-v-semaphores + https://tldp.org/LDP/lpg/node21.html + https://tldp.org/LDP/tlk/ipc/ipc.html + https://docs.oracle.com/cd/E19683-01/816-5042/auto32/index.html + https://www.softprayog.in/programming/posix-semaphores + +""" diff --git a/src/exo/shared/ipc/file_mutex/__init__.py b/src/exo/shared/ipc/file_mutex/__init__.py new file mode 100644 index 00000000..f8465963 --- /dev/null +++ b/src/exo/shared/ipc/file_mutex/__init__.py @@ -0,0 +1,4 @@ +""" +A file-lock based IPC mutex primitives. + +""" diff --git a/src/exo/shared/ipc/file_mutex/flock_mutex.py b/src/exo/shared/ipc/file_mutex/flock_mutex.py new file mode 100644 index 00000000..fda65d60 --- /dev/null +++ b/src/exo/shared/ipc/file_mutex/flock_mutex.py @@ -0,0 +1,147 @@ +""" +File-based mutex primitive implemented using UNIX-based `flock` syscall. + +""" + +import contextlib +import errno +import fcntl +import os +import stat +import time +from enum import Enum +from typing import Optional + +from exo.shared.utils.fs import StrPath, ensure_parent_directory_exists + +# open in read-write mode, creates file if it doesn't exist already, +# closes this file descriptor in any children processes (prevents FD leaking), +# truncates this file on opening (lock-files shouldn't hold content FOR NOW!!!) +# SEE: https://man7.org/linux/man-pages/man2/openat.2.html +OPEN_FLAGS = os.O_RDWR | os.O_CREAT | os.O_CLOEXEC | os.O_TRUNC + +# 0x644 mode flags -> user has read-write permissions, others have read permission only +# SEE: https://man7.org/linux/man-pages/man2/openat.2.html +MODE_FLAGS = stat.S_IRUSR | stat.S_IWUSR | stat.S_IRGRP | stat.S_IROTH + +# default poll-interval for spin-blocking lock +POLL_INTERVAL = 0.05 + + +class LockType(Enum): + READ = fcntl.LOCK_SH + WRITE = fcntl.LOCK_EX + + +class AcquireMode(Enum): + OS_BLOCKING = 0 + SPIN_BLOCKING = 1 + NON_BLOCKING = 2 + + +class FlockMutex: + def __init__(self, file_path: StrPath): + self._file_path = file_path + self._fd: Optional[int] = None + self.lock_held: Optional[LockType] = None + + def _open_fd(self): + assert self._fd is None + ensure_parent_directory_exists(self._file_path) + + # open file & TRY to change permissions to `MODE_FLAGS` flags + self._fd = os.open(self._file_path, OPEN_FLAGS, MODE_FLAGS) + with contextlib.suppress( + PermissionError + ): # This locked is not owned by this UID + os.chmod(self._fd, MODE_FLAGS) + + def _close_fd(self): + assert self._fd is not None + os.close(self._fd) + self._fd = None + + def _acquire(self, lock_type: LockType, blocking: bool) -> bool: + assert (self._fd is not None) and (self.lock_held is None) + + # create flags for acquiring lock + flags = lock_type.value + if not blocking: + flags |= fcntl.LOCK_NB + + # continually try to acquire lock (since it may fail due to interrupts) + while True: + try: + fcntl.flock(self._fd, flags) + break + except OSError as e: + if e.errno == errno.EINTR: # call interrupted by signal -> try again + continue + elif ( + e.errno == errno.EWOULDBLOCK + ): # file is locked & non-blocking is enabled -> return false to indicate + return False + + # unhandleable errors -> close FD & raise + self._close_fd() + if e.errno == errno.ENOSYS: # NotImplemented error + raise NotImplementedError( + "This system doesn't support flock" + ) from e + else: + raise + + # set lock-type held + self.lock_held = lock_type + return True + + def _release(self): + assert (self._fd is not None) and (self.lock_held is not None) + + # continually try to release lock (since it may fail due to interrupts) + while True: + try: + fcntl.flock(self._fd, fcntl.LOCK_UN) + break + except OSError as e: + if e.errno == errno.EINTR: # call interrupted by signal -> try again + continue + + # unhandleable errors -> close FD & raise + self._close_fd() + if e.errno == errno.ENOSYS: # NotImplemented error + raise NotImplementedError( + "This system doesn't support flock" + ) from e + else: + raise + + self.lock_held = None + + def acquire( + self, + lock_type: LockType = LockType.WRITE, + acquire_mode: AcquireMode = AcquireMode.SPIN_BLOCKING, + ) -> bool: + if self._fd is None: + self._open_fd() + + # OS-blocking & non-blocking is direct passthrough to private function + match acquire_mode: + case AcquireMode.OS_BLOCKING: + return self._acquire(lock_type, blocking=True) + case AcquireMode.NON_BLOCKING: + return self._acquire(lock_type, blocking=False) + case _: + pass + + # spin-blocking works by trying to acquire the lock in non-blocking mode, and retrying until success + while True: + locked = self._acquire(lock_type, blocking=False) + if locked: + return True + time.sleep(POLL_INTERVAL) + + def release(self): + self._release() + self._close_fd() diff --git a/src/exo/shared/ipc/pipe_duplex.py b/src/exo/shared/ipc/pipe_duplex.py new file mode 100644 index 00000000..3ba5a98e --- /dev/null +++ b/src/exo/shared/ipc/pipe_duplex.py @@ -0,0 +1,415 @@ +""" +SEE: + - https://pubs.opengroup.org/onlinepubs/007904875/functions/open.html + - https://man7.org/linux/man-pages/man2/openat.2.html + - https://man7.org/linux/man-pages/man3/mkfifo.3.html + - https://man7.org/linux/man-pages/man7/pipe.7.html + +TODO: add locking on reader/writer ends to prevent multiwriters?? +TODO: use signal bytes to ensure proper packet consistency + +stretch: implement packet IDs, retries, dual-stream confirmations, RPCs & so on + +TODO: for more hardening -> check if any of the syscalls used return signal interrupt errors (like in the locking case) + and interrupt on that happening -> this may not be an issue PER SE but might potentially create insanely bizzare bugs + if it happens that this behavior DOES occasionally happen for no apparent reason + +TODO: maybe consider padding all messages with 0s on both ends ?? so as to prevent ANY ambiguous boundaries ever!! +""" + +import errno +import logging +import multiprocessing +import os +import queue +import stat +import threading +import time +from enum import Enum +from multiprocessing.queues import Queue as MQueueT +from multiprocessing.synchronize import Event as MEventT +from threading import Event as TEventT +from typing import Callable + +from cobs import cobs # pyright: ignore[reportMissingTypeStubs] +from pytest import LogCaptureFixture + +from exo.shared.utils.fs import ( + StrPath, + delete_if_exists, + ensure_parent_directory_exists, +) + +OPEN_READER_FLAGS = os.O_RDONLY | os.O_NONBLOCK +OPEN_WRITER_FLAGS = os.O_WRONLY | os.O_NONBLOCK + +# 0x644 mode flags -> user has read-write permissions, others have read permission only +MODE_FLAGS = stat.S_IRUSR | stat.S_IWUSR | stat.S_IRGRP | stat.S_IROTH + +POLL_INTERVAL = 0.05 # TODO: maybe parametrize this in classes?? +PIPE_BUF = 4096 # size of atomic writes on (most) UNIX pipes + + +class SignalMessage(Enum): + """ + Signal messages range from 1 to 255 & indicate control flow for the bytestream of the pipe. + + """ + + DISCARD_PREVIOUS = b"\x01" + + +class PipeDuplex: + """ + Creates a named-pipe communication duplex. The reader end is responsible for creating the pipe. + + The layers are: + 1. Raw binary data over pipes + 2. Variable-length binary packets with COBS + 3. JSON-like values with Message Pack + """ + + def __init__( + self, + in_pipe: StrPath, + out_pipe: StrPath, + in_callback: Callable[[bytes], None], + ): + assert in_pipe != out_pipe # they must be different files + + # pipes should only ever be created, and only by the reader (one-way operations) + _ensure_fifo_exists(in_pipe) # ensures reader pipe exists + + # create readonly properties (useful for inspection) + self._in_pipe = in_pipe + self._out_pipe = out_pipe + + # init synchronisation variables + self._mkill = multiprocessing.Event() + self._tkill = threading.Event() + in_mq: MQueueT[bytes] = multiprocessing.Queue() + self._out_mq: MQueueT[bytes] = multiprocessing.Queue() + in_mstarted = multiprocessing.Event() + + # process for reading in binary messages from pipe + self._p_in = multiprocessing.Process( + target=_pipe_buffer_reader, + args=(in_pipe, in_mq, in_mstarted, self._mkill), + daemon=True, + ) + self._p_in.start() + + # thread for pulling down binary messages from message queue & calling the callback + self._t_in = threading.Thread( + target=_binary_object_dispatcher, + args=(in_mq, in_callback, self._tkill), + daemon=True, + ) + self._t_in.start() + + # process to write binary messages to pipe + out_mstarted = multiprocessing.Event() + self._p_out = multiprocessing.Process( + target=_pipe_buffer_writer, + args=(out_pipe, self._out_mq, out_mstarted, self._mkill), + daemon=True, + ) + self._p_out.start() + + # wait for processes to start properly + in_mstarted.wait() + out_mstarted.wait() + + def __del__(self): + # signal to these processes to die (if they haven't already) + self._mkill.set() + self._tkill.set() + + def send_message(self, msg: bytes): + self._out_mq.put_nowait(msg) + + @property + def in_pipe(self): + return self._in_pipe + + @property + def out_pipe(self): + return self._out_pipe + + +def _ensure_fifo_exists(path: StrPath): + # try to make a file if one doesn't exist already + ensure_parent_directory_exists(path) + try: + os.mkfifo(path, mode=MODE_FLAGS) + except OSError as e: + # misc error, do not handle + if e.errno != errno.EEXIST: + raise + + # ensure the file exists is FIFO + st = os.stat(path) + if stat.S_ISFIFO(st.st_mode): + return + + # this file is not FIFO + raise FileExistsError(f"The file '{path}' isn't a FIFO") from e + + +def _pipe_buffer_reader( + path: StrPath, mq: MQueueT[bytes], started: MEventT, kill: MEventT +): + # TODO: right now the `kill` control flow is somewhat haphazard -> ensure every loop-y or blocking part always + # checks for kill.is_set() and returns/cleans up early if so + + # open reader in nonblocking mode -> should not fail & immediately open; + # this marks when the writer process has "started" + fd = os.open(path, OPEN_READER_FLAGS) + started.set() + print("(reader):", "started") + + # continually pull from the pipe and interpret messages as such: + # - all messages are separated/framed by NULL bytes (zero) + # - messages with >=2 bytes are COBS-encoded messages, because + # the smallest COBS-encoded message is 2 bytes + # - 1-byte messages are therefore to be treated as control signals + # + # TODO: right now i just need to get this to work, but the scheme is fundamentally + # extensible for robustness, e.g. signal-bytes can be used to drive state-machines + # for ensuring message atomicity/transmission + # e.g. we can use single-bytes to discriminate COBS values to say "this is length of upcoming message" + # vs. this is the actual content of the message, and so on + # . + # BUT for now we can just use signal (0xff 0x00) to mean "discard previous message" or similar... + # . + # BUT in THEORY we very well could have something like + # (0x10 0x00)[header signal] + (...)[header data like length & so on] + # + (0x20 0x00)[body signal] + (...)[body data] + # + (0x30 0x00)[checksum signal] + (...)[checksum data] + # And requests to re-send messages that were lost, and so on, like this is a fully 2-layer duplex + # communication so we could turn this into a VERY powerful thing some time in the future, like + # a whole-ass reimplementation of TCP/PIPES lmaooooo + buffer = bytearray() + while not kill.is_set(): + try: + # read available data (and try again if nothing) + try: + data = os.read(fd, PIPE_BUF) + if data == b"": + time.sleep(POLL_INTERVAL) + continue + except OSError as e: + if e.errno != errno.EAGAIN: + raise + + # if there is a writer connected & the buffer is empty, this would block + # so we must consume this error gracefully and try again + time.sleep(POLL_INTERVAL) + continue + + # extend buffer with new data + buffer.extend(data) + + # if there are no NULL bytes in the buffer, no new message has been formed + chunks = buffer.split(sep=b"\x00") + if len(chunks) == 1: + continue + + # last chunk is always an unfinished message, so that becomes our new buffer; + # the rest should be decoded as either signals or COBS and put on queue + buffer = chunks.pop() + for chunk in chunks: + chunk = bytes(chunk) + + # ignore empty messages (they mean nothing) + if chunk == b"": + continue + + # interpret 1-byte messages as signals (they indicate control-flow on messages) + if len(chunk) == 1: + print("(reader):", f"gotten control signal: {chunk[0]}") + continue # TODO: right now they should be ignored, since I'm not sure what I want them to do + + # interpret >=2 byte messages as COBS-encoded data (decode them) + decoded = cobs.decode(chunk) # pyright: ignore[reportUnknownMemberType] + mq.put(decoded) + except BaseException as e: + # perform cleanup & log before re-raising + os.close(fd) + logging.error(msg=f"Error when reading from named pipe at '{path}': {e}") + raise + os.close(fd) + + +def _binary_object_dispatcher( + mq: MQueueT[bytes], callback: Callable[[bytes], None], kill: TEventT +): + while not kill.is_set(): + # try to get with timeout (to allow to read the kill-flag) + try: + message = mq.get(block=True, timeout=POLL_INTERVAL) + except queue.Empty: + continue + + # dispatch binary object with callback + callback(message) + + +def _pipe_buffer_writer( + path: StrPath, mq: MQueueT[bytes], started: MEventT, kill: MEventT +): + # TODO: right now the `kill` control flow is somewhat haphazard -> ensure every loop-y or blocking part always + # checks for kill.is_set() and returns/cleans up early if so + + # for now, started events for writer are rather vacuous: TODO: remove or make more usefull?? + started.set() + print("(writer):", "started") + + # continually attempt to open FIFO for reading in nonblocking mode -> will error that: + # - ENOENT[2] No such file or directory: until a reader creates FIFO + # - ENXIO[6] No such device or address: until a reader opens FIFO + fd = None + while not kill.is_set(): + try: + fd = os.open(path, os.O_WRONLY | os.O_NONBLOCK) + + # ensure the file exists is FIFO + st = os.fstat(fd) + print("mode:", st.st_mode & 0o170000) + if stat.S_ISFIFO(st.st_mode): + break + + # cleanup on error + os.close(fd) + raise FileExistsError(f"The file '{path}' isn't a FIFO") + except FileExistsError: + raise # propagate error + except OSError as e: + # misc error, do not handle + if not (e.errno == errno.ENOENT or e.errno == errno.ENXIO): + raise + + # try again if waiting for FIFO creation or reader-end opening + time.sleep(POLL_INTERVAL) + continue + assert fd is not None + + while not kill.is_set(): + try: + # try to get with timeout (to allow to read the kill-flag) + try: + data = mq.get(block=True, timeout=POLL_INTERVAL) + except queue.Empty: + continue + + # write all data (by continually re-trying until it is done) + _write_data(fd, data) + except BaseException as e: + # perform cleanup & log before re-raising + os.close(fd) + logging.error(msg=f"Error when writing to named pipe at '{path}': {e}") + raise + + os.close(fd) + + +def _write_data(fd: int, buf: bytes): + # COBS-encode the data & append NULL-byte to signify end-of-frame + buf = cobs.encode(buf) + b"\x00" # pyright: ignore[reportUnknownMemberType] + total = len(buf) + sent = 0 + + # begin transmission progress + while sent < total: + try: + # Write remaining bytes to the pipe + written = os.write(fd, buf[sent:]) + sent += written + except OSError as e: + # non-blocking pipe is full, wait a bit and retry + if e.errno == errno.EAGAIN: + time.sleep(POLL_INTERVAL) + continue + + # reader disconnected -> handle failure-recovery by doing: + # 1. signal DISCARD_PREVIOUS to any reader + # 2. re-setting the progress & trying again + if e.errno == errno.EPIPE: + _write_signal(fd, SignalMessage.DISCARD_PREVIOUS) + sent = 0 + continue + + raise # misc error, do not handle + + +def _write_signal(fd: int, signal: SignalMessage): + signal_message_length = 2 + + # Turn signal-byte into message by terminating with NULL-byte + buf = signal.value + b"\x00" + assert len(buf) == signal_message_length + + # attempt to write until successful + while True: + try: + # small writes (e.g. 2 bytes) should be atomic as per Pipe semantics, + # meaning IF SUCCESSFUL: the number of bytes written MUST be exactly 2 + written = os.write(fd, buf) + assert written == signal_message_length + break + except OSError as e: + # wait a bit and retry if: + # - non-blocking pipe is full + # - the pipe is broken because of reader disconnection + if e.errno == errno.EAGAIN or e.errno == errno.EPIPE: + time.sleep(POLL_INTERVAL) + continue + + raise # misc error, do not handle + + +def _test_one_two_three(): + one_path = "/tmp/one.pipe" + two_path = "/tmp/two.pipe" + delete_if_exists(one_path) + delete_if_exists(two_path) + + owner = PipeDuplex( + in_pipe=one_path, + out_pipe=two_path, + in_callback=lambda x: print(f"wow, owner got: [{len(x)}]{x}"), + ) + + guest = PipeDuplex( + in_pipe=two_path, + out_pipe=one_path, + in_callback=lambda x: print(f"wow, guest1 got: [{len(x)}]{x}"), + ) + + owner.send_message(bytes(0 for _ in range(10))) + + guest.send_message(bytes(0 for _ in range(200))) + + time.sleep(1) + + del guest + guest = PipeDuplex( + in_pipe=two_path, + out_pipe=one_path, + in_callback=lambda x: print(f"wow, guest2 got: [{len(x)}]{x}"), + ) + + guest.send_message(bytes(0 for _ in range(21))) + + owner.send_message(bytes(0 for _ in range(12))) + + time.sleep(1) + + delete_if_exists(one_path) + delete_if_exists(two_path) + + +def test_running_pipe_duplex(caplog: LogCaptureFixture): + caplog.set_level(logging.INFO) + + _test_one_two_three() + time.sleep(1) diff --git a/src/exo/shared/utils.py b/src/exo/shared/keypair.py similarity index 97% rename from src/exo/shared/utils.py rename to src/exo/shared/keypair.py index a819e7fb..a78c2cb4 100644 --- a/src/exo/shared/utils.py +++ b/src/exo/shared/keypair.py @@ -4,7 +4,7 @@ import hashlib import logging import os from pathlib import Path -from typing import Any, Type, final +from typing import final import base58 from cryptography.hazmat.primitives import serialization @@ -216,12 +216,6 @@ class Keypair: return self._public_key -def ensure_type[T](obj: Any, expected_type: Type[T]) -> T: # type: ignore - if not isinstance(obj, expected_type): - raise TypeError(f"Expected {expected_type}, got {type(obj)}") # type: ignore - return obj - - def get_node_id_keypair( path: str | bytes | os.PathLike[str] | os.PathLike[bytes] = EXO_NODE_ID_KEYPAIR, ) -> Keypair: diff --git a/src/exo/shared/tests/test_flock_mutex.py b/src/exo/shared/tests/test_flock_mutex.py new file mode 100644 index 00000000..42d68753 --- /dev/null +++ b/src/exo/shared/tests/test_flock_mutex.py @@ -0,0 +1,48 @@ +import pytest + +from exo.shared.ipc.file_mutex.flock_mutex import FlockMutex, LockType +from exo.shared.utils.fs import delete_if_exists, make_temp_path + + +def test_lock_held(): + path = make_temp_path("testing_flock.lock") + lock = FlockMutex(path) + + assert lock.lock_held is None + + assert lock.acquire(lock_type=LockType.WRITE) + assert lock.lock_held == LockType.WRITE + lock.release() + + assert lock.lock_held is None + + assert lock.acquire(lock_type=LockType.READ) + assert lock.lock_held == LockType.READ + lock.release() + + assert lock.lock_held is None + + delete_if_exists(path) + + +def test_no_reentrant_lock(): + path = make_temp_path("testing_flock.lock") + lock = FlockMutex(path) + + # no write-lock reentrancy + lock.acquire(lock_type=LockType.WRITE) + with pytest.raises(AssertionError): + lock.acquire(lock_type=LockType.WRITE) + with pytest.raises(AssertionError): + lock.acquire(lock_type=LockType.READ) + lock.release() + + # no read-lock reentrancy + lock.acquire(lock_type=LockType.READ) + with pytest.raises(AssertionError): + lock.acquire(lock_type=LockType.WRITE) + with pytest.raises(AssertionError): + lock.acquire(lock_type=LockType.READ) + lock.release() + + delete_if_exists(path) diff --git a/src/exo/shared/tests/test_node_id_persistence.py b/src/exo/shared/tests/test_node_id_persistence.py index 552311e7..46a81d55 100644 --- a/src/exo/shared/tests/test_node_id_persistence.py +++ b/src/exo/shared/tests/test_node_id_persistence.py @@ -14,7 +14,7 @@ from typing import Optional from pytest import LogCaptureFixture from exo.shared.constants import EXO_NODE_ID_KEYPAIR -from exo.shared.utils import get_node_id_keypair +from exo.shared.keypair import get_node_id_keypair NUM_CONCURRENT_PROCS = 10 diff --git a/src/exo/shared/types/events/_events.py b/src/exo/shared/types/events/_events.py index c59a2df1..dccb9f6f 100644 --- a/src/exo/shared/types/events/_events.py +++ b/src/exo/shared/types/events/_events.py @@ -297,8 +297,8 @@ def _check_event_type_consistency(): # grab type hints and extract the right values from it cls_hints = get_type_hints(cls) assert ( - "event_type" in cls_hints and get_origin(cls_hints["event_type"]) is Literal - ), ( # pyright: ignore[reportAny] + "event_type" in cls_hints and get_origin(cls_hints["event_type"]) is Literal # type: ignore + ), ( f"{get_error_reporting_message()}", f"The class {cls} is missing a {Literal}-annotated `event_type` field.", ) diff --git a/src/exo/shared/utils/__init__.py b/src/exo/shared/utils/__init__.py new file mode 100644 index 00000000..87131484 --- /dev/null +++ b/src/exo/shared/utils/__init__.py @@ -0,0 +1,18 @@ +from __future__ import annotations + +from typing import Any, Type + +from exo.shared.utils.phantom import PhantomData + + +def ensure_type[T](obj: Any, expected_type: Type[T]) -> T: # type: ignore + if not isinstance(obj, expected_type): + raise TypeError(f"Expected {expected_type}, got {type(obj)}") # type: ignore + return obj + + +def todo[T]( + msg: str = "This code has not been implemented yet.", + _phantom: PhantomData[T] = None, +) -> T: + raise NotImplementedError(msg) diff --git a/src/exo/shared/utils/fs.py b/src/exo/shared/utils/fs.py new file mode 100644 index 00000000..a72a73ba --- /dev/null +++ b/src/exo/shared/utils/fs.py @@ -0,0 +1,34 @@ +from __future__ import annotations + +import contextlib +import os +import pathlib +import tempfile +from typing import LiteralString + +type StrPath = str | os.PathLike[str] +type BytesPath = bytes | os.PathLike[bytes] +type StrOrBytesPath = str | bytes | os.PathLike[str] | os.PathLike[bytes] + + +def delete_if_exists(filename: StrOrBytesPath) -> None: + with contextlib.suppress(FileNotFoundError): + os.remove(filename) + + +def ensure_parent_directory_exists(filename: StrPath) -> None: + """ + Ensure the directory containing the file exists (create it if necessary). + """ + pathlib.Path(filename).parent.mkdir(parents=True, exist_ok=True) + + +def ensure_directory_exists(dirname: StrPath) -> None: + """ + Ensure the directory exists (create it if necessary). + """ + pathlib.Path(dirname).mkdir(parents=True, exist_ok=True) + + +def make_temp_path(name: LiteralString) -> str: + return os.path.join(tempfile.mkdtemp(), name) diff --git a/src/exo/shared/utils/phantom.py b/src/exo/shared/utils/phantom.py new file mode 100644 index 00000000..7311ea6e --- /dev/null +++ b/src/exo/shared/utils/phantom.py @@ -0,0 +1,14 @@ +from typing import Optional + + +class _PhantomData[T]: + """ + Internal machinery of the phantom data - it stores nothing. + """ + + +type PhantomData[T] = Optional[_PhantomData[T]] +""" +Allows you to use generics in functions without storing anything of that generic type. +Just use `None` and you'll be fine +""" diff --git a/src/exo/shared/utils/pydantic_ext.py b/src/exo/shared/utils/pydantic_ext.py new file mode 100644 index 00000000..e85591f7 --- /dev/null +++ b/src/exo/shared/utils/pydantic_ext.py @@ -0,0 +1,52 @@ +from pydantic import BaseModel +from pydantic.alias_generators import to_camel + + +class CamelCaseModel(BaseModel): + """ + A model whose fields are aliased to camel-case from snake-case. + """ + + class Config: + alias_generator = to_camel + allow_population_by_field_name = True + + +class Tagged[Tag: str, Content]( + CamelCaseModel +): # TODO: figure out how to make pydantic work with LiteralString + """ + Utility for helping with serializing unions as adjacently tagged with Pydantic. + + By default, Pydantic uses internally tagged union ser/de BUT to play nicely with + other cross-language ser/de tools, you need adjacently tagged unions, and Pydantic + doesn't support those out of the box. + + SEE: https://serde.rs/enum-representations.html#adjacently-tagged + + Example usage: + ```python + TaggedUnion = Annotated[Union[ + Tagged[Literal["Foo"], Foo], + Tagged[Literal["Bar"], Bar] + ], Field(discriminator="t")] + + Parser: TypeAdapter[TaggedUnion] = TypeAdapter(TaggedUnion) + + def validate_python(v: any) -> Foo | Bar: + v = Parser.validate_python(v) + match v.t: + case "Foo": return v.c + case "Bar": return v.c + ``` + """ + + t: Tag + """ + The tag corresponding to the type of the object in the union. + """ + + c: Content + """ + The actual content of the object of that type. + """ diff --git a/src/exo/shared/utils/reactive.py b/src/exo/shared/utils/reactive.py new file mode 100644 index 00000000..14c021d2 --- /dev/null +++ b/src/exo/shared/utils/reactive.py @@ -0,0 +1,32 @@ +""" +Utilities for reactive variables + +""" + +from typing import Protocol + + +class OnChange[T](Protocol): + def __call__(self, old_value: T, new_value: T) -> None: ... + + +class Reactive[T]: + def __init__(self, initial_value: T, on_change: OnChange[T]): + self._value = initial_value + self._on_change = on_change + + @property + def value(self): + return self._value + + @value.setter + def value(self, new_value: T): + old_value = self._value + self._value = new_value + + # don't notify when not changed + if old_value == new_value: + return + + # notify of changes + self._on_change(old_value=old_value, new_value=new_value) diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 621d0cc1..abd9af78 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -3,6 +3,7 @@ import logging from exo.shared.apply import apply from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from exo.shared.keypair import Keypair, get_node_id_keypair from exo.shared.types.common import NodeId from exo.shared.types.events import ( NodePerformanceMeasured, @@ -12,7 +13,6 @@ from exo.shared.types.worker.ops import ( ExecuteTaskOp, RunnerOp, ) -from exo.shared.utils import Keypair, get_node_id_keypair from exo.worker.download.impl_shard_downloader import exo_shard_downloader from exo.worker.plan import plan from exo.worker.utils.profile import start_polling_node_metrics diff --git a/src/exo/worker/runner/runner.py b/src/exo/worker/runner/runner.py index 25e1a025..440dcdef 100644 --- a/src/exo/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -6,7 +6,7 @@ from functools import partial from typing import Callable, cast import mlx.core as mx -import mlx.nn as nn +import mlx.nn as nn # pyright: ignore [reportMissingTypeStubs] from mlx_lm.generate import stream_generate # type: ignore from mlx_lm.tokenizer_utils import TokenizerWrapper diff --git a/src/exo/worker/tests/test_spinup_timeout.py b/src/exo/worker/tests/test_spinup_timeout.py index 8649fef9..501ca649 100644 --- a/src/exo/worker/tests/test_spinup_timeout.py +++ b/src/exo/worker/tests/test_spinup_timeout.py @@ -37,9 +37,9 @@ async def test_runner_up_op_timeout( # _execute_runner_up_op should throw a TimeoutError with a short timeout events: list[Event] = [] - async for event in worker._execute_runner_up_op( + async for event in worker._execute_runner_up_op( # type: ignore[misc] runner_up_op, initialize_timeout=0.2 - ): # type: ignore[misc] + ): events.append(event) assert isinstance(events[-1], RunnerStatusUpdated) diff --git a/uv.lock b/uv.lock index f8fb5d9f..bb4af869 100644 --- a/uv.lock +++ b/uv.lock @@ -130,15 +130,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/4a/45/ec96b29162a402fc4c1c5512d114d7b3787b9d1c2ec241d9568b4816ee23/base58-2.1.1-py3-none-any.whl", hash = "sha256:11a36f4d3ce51dfc1043f3218591ac4eb1ceb172919cebe05b52a5bcc8d245c2", size = 5621, upload-time = "2021-10-30T22:12:16.658Z" }, ] -[[package]] -name = "braq" -version = "0.0.12" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/54/3b/1b918c408e11ca33f9b9dcecc8e08eac7762887dd42b584f0efb6fe26c55/braq-0.0.12.tar.gz", hash = "sha256:51dae51b863cbba2cd37da163df06b7dc5124904d2c26b92bda54c1bde66d74b", size = 15272, upload-time = "2024-12-10T20:48:53.856Z" } -wheels = [ - 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{ url = "https://files.pythonhosted.org/packages/f9/03/da58e40386d8ebcdfa3617070a95ca1deb5a5e6aa3d4e15ea2045173d5ac/shared-0.0.32-py3-none-any.whl", hash = "sha256:f17962c0f0fe6a23015accc7cac029e1c24c4b14578094e1f7033a7a7ef16140", size = 29304, upload-time = "2024-12-10T20:49:19.763Z" }, -] - [[package]] name = "sniffio" version = "1.3.1" diff --git a/worker/pyproject.toml b/worker/pyproject.toml deleted file mode 100644 index dca88c33..00000000 --- a/worker/pyproject.toml +++ /dev/null @@ -1,18 +0,0 @@ -[project] -name = "worker" -version = "0.1.0" -description = "Worker for the Exo project" -readme = "README.md" -requires-python = ">=3.13" -dependencies = [ - "shared", - "huggingface_hub>=0.33.4", - "mlx>=0.26.3", - "mlx-lm @ https://github.com/ml-explore/mlx-lm.git", - "psutil>=7.0.0", - "transformers>=4.55.0", -] - -[build-system] -requires = ["uv_build>=0.8.9,<0.9.0"] -build-backend = "uv_build" From 5efe5562d7d5cecec888ab79c42a8c579db4fc59 Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Tue, 26 Aug 2025 11:08:09 +0100 Subject: [PATCH 158/224] feat: single entrypoint and logging rework --- mlx-lm-check | 1 - pyproject.toml | 5 +- src/exo/__main__.py | 4 + src/exo/main.py | 41 ++++++++- src/exo/master/api.py | 7 +- src/exo/master/election_callback.py | 9 +- src/exo/master/forwarder_supervisor.py | 23 ++--- src/exo/master/main.py | 65 +++++++------- .../master/tests/test_forwarder_supervisor.py | 23 +++-- src/exo/master/tests/test_master.py | 5 +- src/exo/shared/constants.py | 2 + src/exo/shared/db/sqlite/connector.py | 37 ++++---- src/exo/shared/db/sqlite/event_log_manager.py | 27 +++--- src/exo/shared/ipc/pipe_duplex.py | 14 +-- src/exo/shared/logging.py | 61 +++++++++++++ src/exo/shared/logging/common.py | 18 ---- src/exo/shared/models/model_meta.py | 5 +- src/exo/worker/download/huggingface_utils.py | 3 +- src/exo/worker/main.py | 56 ++++++------ src/exo/worker/runner/communication.py | 3 + src/exo/worker/runner/runner_supervisor.py | 45 +++++----- src/exo/worker/runner/utils.py | 6 +- .../worker/tests/test_handlers/conftest.py | 5 +- .../worker/tests/test_integration/conftest.py | 13 +-- .../tests/test_integration/test_inference.py | 20 ++--- .../test_inference_llama70B.py | 20 ++--- .../tests/test_plan/test_worker_plan.py | 3 +- .../worker/tests/test_runner_connection.py | 13 ++- .../tests/test_supervisor/test_memory.py | 4 +- .../worker/tests/test_supervisor/test_oom.py | 3 +- .../tests/test_supervisor/test_supervisor.py | 11 +-- .../test_supervisor/test_supervisor_sad.py | 9 +- src/exo/worker/utils/profile.py | 11 +-- src/exo/worker/utils/system_info.py | 11 ++- src/exo/worker/worker.py | 14 ++- uv.lock | 85 +++++++++++-------- 36 files changed, 390 insertions(+), 292 deletions(-) delete mode 160000 mlx-lm-check create mode 100644 src/exo/__main__.py create mode 100644 src/exo/shared/logging.py delete mode 100644 src/exo/shared/logging/common.py diff --git a/mlx-lm-check b/mlx-lm-check deleted file mode 160000 index d5bdab1a..00000000 --- a/mlx-lm-check +++ /dev/null @@ -1 +0,0 @@ -Subproject commit d5bdab1a22b053d75194ce4d225df9fc1635a400 diff --git a/pyproject.toml b/pyproject.toml index d43868ef..788405ff 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -27,16 +27,17 @@ dependencies = [ "greenlet>=3.2.4", "huggingface-hub>=0.33.4", "mlx==0.26.3", - "mlx-lm @ https://github.com/ml-explore/mlx-lm.git", + "mlx-lm==0.26.4", "psutil>=7.0.0", "transformers>=4.55.2", "cobs>=1.2.2", + "loguru>=0.7.3", ] [project.scripts] exo-master = "exo.master.main:main" exo-worker = "exo.worker.main:main" -#exo = "exo.main:main" +exo = "exo.main:main" # dependencies only required for development [dependency-groups] diff --git a/src/exo/__main__.py b/src/exo/__main__.py new file mode 100644 index 00000000..6cfe06a5 --- /dev/null +++ b/src/exo/__main__.py @@ -0,0 +1,4 @@ +from exo.main import main + +if __name__ == "__main__": + main() diff --git a/src/exo/main.py b/src/exo/main.py index 46b4ca54..bbcc08c9 100644 --- a/src/exo/main.py +++ b/src/exo/main.py @@ -1,2 +1,41 @@ +import argparse +import multiprocessing as mp + +from loguru import logger + +from exo.master.main import main as master_main +from exo.shared.constants import EXO_LOG +from exo.shared.logging import logger_cleanup, logger_setup +from exo.worker.main import main as worker_main + + def main(): - print("Hello world!") + parser = argparse.ArgumentParser(prog="exo") + parser.add_argument( + "-v", "--verbose", action="store_const", const=1, dest="verbosity", default=0 + ) + parser.add_argument( + "-vv", + "--very-verbose", + action="store_const", + const=2, + dest="verbosity", + default=0, + ) + args = parser.parse_args() + if type(args.verbosity) is not int: # type: ignore + raise TypeError("Verbosity was parsed incorrectly") + logger_setup(EXO_LOG, args.verbosity) + logger.info("starting exo") + + # This is for future PyInstaller compatibility + mp.set_start_method("spawn", force=True) + + worker = mp.Process(target=worker_main, args=(EXO_LOG, args.verbosity)) + master = mp.Process(target=master_main, args=(EXO_LOG, args.verbosity)) + worker.start() + master.start() + worker.join() + master.join() + + logger_cleanup() diff --git a/src/exo/master/api.py b/src/exo/master/api.py index a347f7d4..f37418a4 100644 --- a/src/exo/master/api.py +++ b/src/exo/master/api.py @@ -9,6 +9,7 @@ from fastapi import FastAPI, HTTPException from fastapi.middleware.cors import CORSMiddleware from fastapi.responses import StreamingResponse from fastapi.staticfiles import StaticFiles +from loguru import logger from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage from exo.shared.models.model_cards import MODEL_CARDS @@ -184,7 +185,7 @@ class API: chunk_response: ChatCompletionResponse = chunk_to_response( event.chunk ) - print(chunk_response) + logger.debug(chunk_response) yield f"data: {chunk_response.model_dump_json()}\n\n" if event.chunk.finish_reason is not None: @@ -197,7 +198,9 @@ class API: return async def _trigger_notify_user_to_download_model(self, model_id: str) -> None: - print("TODO: we should send a notification to the user to download the model") + logger.warning( + "TODO: we should send a notification to the user to download the model" + ) async def chat_completions( self, payload: ChatCompletionTaskParams diff --git a/src/exo/master/election_callback.py b/src/exo/master/election_callback.py index 92569f3b..0d2ad65c 100644 --- a/src/exo/master/election_callback.py +++ b/src/exo/master/election_callback.py @@ -1,4 +1,4 @@ -from logging import Logger +from loguru import logger from exo.master.forwarder_supervisor import ForwarderRole, ForwarderSupervisor @@ -9,16 +9,15 @@ class ElectionCallbacks: No event system involvement - just direct forwarder control. """ - def __init__(self, forwarder_supervisor: ForwarderSupervisor, logger: Logger): + def __init__(self, forwarder_supervisor: ForwarderSupervisor): self._forwarder_supervisor = forwarder_supervisor - self._logger = logger async def on_became_master(self) -> None: """Called when this node is elected as master""" - self._logger.info("Node elected as master") + logger.info("Node elected as master") await self._forwarder_supervisor.notify_role_change(ForwarderRole.MASTER) async def on_became_replica(self) -> None: """Called when this node becomes a replica""" - self._logger.info("Node demoted to replica") + logger.info("Node demoted to replica") await self._forwarder_supervisor.notify_role_change(ForwarderRole.REPLICA) diff --git a/src/exo/master/forwarder_supervisor.py b/src/exo/master/forwarder_supervisor.py index a1fb6120..1ff87d5d 100644 --- a/src/exo/master/forwarder_supervisor.py +++ b/src/exo/master/forwarder_supervisor.py @@ -2,9 +2,10 @@ import asyncio import contextlib import os from enum import Enum -from logging import Logger from pathlib import Path +from loguru import logger + from exo.shared.constants import ( EXO_GLOBAL_EVENT_DB, EXO_WORKER_EVENT_DB, @@ -40,12 +41,10 @@ class ForwarderSupervisor: self, node_id: NodeId, forwarder_binary_path: Path, - logger: Logger, health_check_interval: float = 5.0, ): self.node_id = node_id self._binary_path = forwarder_binary_path - self._logger = logger self._health_check_interval = health_check_interval self._current_role: ForwarderRole | None = None self._process: asyncio.subprocess.Process | None = None @@ -57,10 +56,11 @@ class ForwarderSupervisor: This is the main public interface. """ if self._current_role == new_role: - self._logger.debug(f"Role unchanged: {new_role}") + logger.debug(f"Role unchanged: {new_role}") return - - self._logger.info(f"Role changing from {self._current_role} to {new_role}") + logger.bind(user_facing=True).info( + f"Node changing from {self._current_role} to {new_role}" + ) self._current_role = new_role await self._restart_with_role(new_role) @@ -119,8 +119,7 @@ class ForwarderSupervisor: stderr=None, env=env_vars, ) - - self._logger.info(f"Starting forwarder with forwarding pairs: {pairs}") + logger.info(f"Starting forwarder with forwarding pairs: {pairs}") # Start health monitoring self._health_check_task = asyncio.create_task(self._monitor_health()) @@ -141,7 +140,9 @@ class ForwarderSupervisor: self._process.terminate() await asyncio.wait_for(self._process.wait(), timeout=5.0) except asyncio.TimeoutError: - self._logger.warning("Forwarder didn't terminate, killing") + logger.bind(user_facing=True).warning( + "Forwarder didn't terminate, killing" + ) self._process.kill() await self._process.wait() except ProcessLookupError: @@ -158,7 +159,9 @@ class ForwarderSupervisor: self._process.wait(), timeout=self._health_check_interval ) # Process exited - self._logger.error(f"Forwarder exited with code {retcode}") + logger.bind(user_facing=True).error( + f"Forwarder died with code {retcode}" + ) # Auto-restart await asyncio.sleep(0.2) # Brief delay before restart diff --git a/src/exo/master/main.py b/src/exo/master/main.py index e7f982cb..18d77c4a 100644 --- a/src/exo/master/main.py +++ b/src/exo/master/main.py @@ -1,20 +1,21 @@ import asyncio -import logging import os import threading -import traceback from pathlib import Path -from typing import List + +from loguru import logger from exo.master.api import start_fastapi_server from exo.master.election_callback import ElectionCallbacks from exo.master.forwarder_supervisor import ForwarderRole, ForwarderSupervisor from exo.master.placement import get_instance_placements, get_transition_events from exo.shared.apply import apply +from exo.shared.constants import EXO_MASTER_LOG from exo.shared.db.sqlite.config import EventLogConfig from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage from exo.shared.db.sqlite.event_log_manager import EventLogManager from exo.shared.keypair import Keypair, get_node_id_keypair +from exo.shared.logging import logger_cleanup, logger_setup from exo.shared.types.common import CommandId, NodeId from exo.shared.types.events import ( Event, @@ -46,7 +47,6 @@ class Master: global_events: AsyncSQLiteEventStorage, worker_events: AsyncSQLiteEventStorage, forwarder_binary_path: Path, - logger: logging.Logger, ): self.state = State() self.node_id_keypair = node_id_keypair @@ -56,10 +56,10 @@ class Master: self.worker_events = worker_events self.command_task_mapping: dict[CommandId, TaskId] = {} self.forwarder_supervisor = ForwarderSupervisor( - self.node_id, forwarder_binary_path=forwarder_binary_path, logger=logger + self.node_id, + forwarder_binary_path=forwarder_binary_path, ) - self.election_callbacks = ElectionCallbacks(self.forwarder_supervisor, logger) - self.logger = logger + self.election_callbacks = ElectionCallbacks(self.forwarder_supervisor) @property def event_log_for_reads(self) -> AsyncSQLiteEventStorage: @@ -85,7 +85,10 @@ class Master: ): # for now we do one command at a time next_command = self.command_buffer.pop(0) - self.logger.info(f"got command: {next_command}") + + logger.bind(user_facing=True).info(f"Executing command: {next_command}") + logger.info(f"Got command: {next_command}") + # TODO: validate the command match next_command: case ChatCompletionCommand(): @@ -152,13 +155,17 @@ class Master: if len(events) == 0: await asyncio.sleep(0.01) return - self.logger.debug(f"got events: {events}") + + if len(events) == 1: + logger.debug(f"Master received event: {events[0]}") + else: + logger.debug(f"Master received events: {events}") # 3. for each event, apply it to the state for event_from_log in events: - self.logger.debug(f"applying event: {event_from_log}") + logger.trace(f"Applying event: {event_from_log}") self.state = apply(self.state, event_from_log) - self.logger.debug(f"state: {self.state.model_dump_json()}") + logger.trace(f"State: {self.state.model_dump_json()}") # TODO: This can be done in a better place. But for now, we use this to check if any running instances have been broken. write_events: list[Event] = [] @@ -216,46 +223,33 @@ class Master: try: await self._run_event_loop_body() except Exception as e: - self.logger.error(f"Error in _run_event_loop_body: {e}") - traceback.print_exc() + logger.opt(exception=e).error(f"Error in _run_event_loop_body: {e}") await asyncio.sleep(0.1) async def async_main(): - logger = logging.getLogger("master_logger") - logger.setLevel(logging.INFO) - if not logger.handlers: - handler = logging.StreamHandler() - handler.setFormatter( - logging.Formatter("%(asctime)s - %(levelname)s - %(message)s") - ) - logger.addHandler(handler) - node_id_keypair = get_node_id_keypair() node_id = NodeId(node_id_keypair.to_peer_id().to_base58()) - event_log_manager = EventLogManager(EventLogConfig(), logger=logger) + event_log_manager = EventLogManager(EventLogConfig()) await event_log_manager.initialize() global_events: AsyncSQLiteEventStorage = event_log_manager.global_events worker_events: AsyncSQLiteEventStorage = event_log_manager.worker_events - command_buffer: List[Command] = [] + command_buffer: list[Command] = [] + logger.info("Starting EXO Master") logger.info(f"Starting Master with node_id: {node_id}") + api_port = int(os.environ.get("API_PORT", 8000)) + api_thread = threading.Thread( target=start_fastapi_server, - args=( - command_buffer, - global_events, - lambda: master.state, - "0.0.0.0", - int(os.environ.get("API_PORT", 8000)), - ), + args=(command_buffer, global_events, lambda: master.state, "0.0.0.0", api_port), daemon=True, ) api_thread.start() - logger.info("Running FastAPI server in a separate thread. Listening on port 8000.") + logger.bind(user_facing=True).info(f"Dashboard started on port {api_port}.") master = Master( node_id_keypair, @@ -263,13 +257,14 @@ async def async_main(): command_buffer, global_events, worker_events, - forwarder_binary_path=Path(os.environ["GO_BUILD_DIR"]) / "forwarder", - logger=logger, + Path(os.environ["GO_BUILD_DIR"]) / "forwarder", ) await master.run() + logger_cleanup() # pyright: ignore[reportUnreachable] -def main(): +def main(logfile: Path = EXO_MASTER_LOG, verbosity: int = 1): + logger_setup(logfile, verbosity) asyncio.run(async_main()) diff --git a/src/exo/master/tests/test_forwarder_supervisor.py b/src/exo/master/tests/test_forwarder_supervisor.py index 1ac45bbd..dabdf5cb 100644 --- a/src/exo/master/tests/test_forwarder_supervisor.py +++ b/src/exo/master/tests/test_forwarder_supervisor.py @@ -1,5 +1,5 @@ """ -Comprehensive unit tests for Forwardersupervisor. +Comprehensive unit tests for ForwarderSupervisor. Tests basic functionality, process management, and edge cases. """ @@ -25,6 +25,7 @@ from exo.shared.constants import ( LIBP2P_GLOBAL_EVENTS_TOPIC, LIBP2P_WORKER_EVENTS_TOPIC, ) +from exo.shared.logging import logger_test_install from exo.shared.types.common import NodeId # Mock forwarder script content @@ -191,10 +192,11 @@ class TestForwardersupervisorBasic: ], ) -> None: """Test starting forwarder in replica mode.""" + logger_test_install(test_logger) # Set environment os.environ.update(mock_env_vars) - supervisor = ForwarderSupervisor(NodeId(), mock_forwarder_script, test_logger) + supervisor = ForwarderSupervisor(NodeId(), mock_forwarder_script) await supervisor.start_as_replica() # Track the process for cleanup @@ -236,9 +238,10 @@ class TestForwardersupervisorBasic: ], ) -> None: """Test changing role from replica to master.""" + logger_test_install(test_logger) os.environ.update(mock_env_vars) - supervisor = ForwarderSupervisor(NodeId(), mock_forwarder_script, test_logger) + supervisor = ForwarderSupervisor(NodeId(), mock_forwarder_script) await supervisor.start_as_replica() if supervisor.process: @@ -282,9 +285,10 @@ class TestForwardersupervisorBasic: ], ) -> None: """Test that setting the same role twice doesn't restart the process.""" + logger_test_install(test_logger) os.environ.update(mock_env_vars) - supervisor = ForwarderSupervisor(NodeId(), mock_forwarder_script, test_logger) + supervisor = ForwarderSupervisor(NodeId(), mock_forwarder_script) await supervisor.start_as_replica() original_pid = supervisor.process_pid @@ -312,6 +316,7 @@ class TestForwardersupervisorBasic: ], ) -> None: """Test that Forwardersupervisor restarts the process if it crashes.""" + logger_test_install(test_logger) # Configure mock to exit after 1 second mock_env_vars["MOCK_EXIT_AFTER"] = "1" mock_env_vars["MOCK_EXIT_CODE"] = "1" @@ -320,7 +325,6 @@ class TestForwardersupervisorBasic: supervisor = ForwarderSupervisor( NodeId(), mock_forwarder_script, - test_logger, health_check_interval=0.5, # Faster health checks for testing ) await supervisor.start_as_replica() @@ -361,9 +365,10 @@ class TestForwardersupervisorBasic: self, test_logger: logging.Logger, temp_dir: Path ) -> None: """Test behavior when forwarder binary doesn't exist.""" + logger_test_install(test_logger) nonexistent_path = temp_dir / "nonexistent_forwarder" - supervisor = ForwarderSupervisor(NodeId(), nonexistent_path, test_logger) + supervisor = ForwarderSupervisor(NodeId(), nonexistent_path) # Should raise FileNotFoundError with pytest.raises(FileNotFoundError): @@ -376,10 +381,11 @@ class TestElectionCallbacks: @pytest.mark.asyncio async def test_on_became_master(self, test_logger: logging.Logger) -> None: """Test callback when becoming master.""" + logger_test_install(test_logger) mock_supervisor = MagicMock(spec=ForwarderSupervisor) mock_supervisor.notify_role_change = AsyncMock() - callbacks = ElectionCallbacks(mock_supervisor, test_logger) + callbacks = ElectionCallbacks(mock_supervisor) await callbacks.on_became_master() mock_supervisor.notify_role_change.assert_called_once_with(ForwarderRole.MASTER) # type: ignore @@ -387,10 +393,11 @@ class TestElectionCallbacks: @pytest.mark.asyncio async def test_on_became_replica(self, test_logger: logging.Logger) -> None: """Test callback when becoming replica.""" + logger_test_install(test_logger) mock_supervisor = MagicMock(spec=ForwarderSupervisor) mock_supervisor.notify_role_change = AsyncMock() - callbacks = ElectionCallbacks(mock_supervisor, test_logger) + callbacks = ElectionCallbacks(mock_supervisor) await callbacks.on_became_replica() mock_supervisor.notify_role_change.assert_called_once_with( # type: ignore diff --git a/src/exo/master/tests/test_master.py b/src/exo/master/tests/test_master.py index 5e63ce52..cc0c02ad 100644 --- a/src/exo/master/tests/test_master.py +++ b/src/exo/master/tests/test_master.py @@ -11,6 +11,7 @@ from exo.shared.db.sqlite.config import EventLogConfig from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage from exo.shared.db.sqlite.event_log_manager import EventLogManager from exo.shared.keypair import Keypair +from exo.shared.logging import logger_test_install from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams from exo.shared.types.common import NodeId from exo.shared.types.events import Event, EventFromEventLog, Heartbeat, TaskCreated @@ -53,7 +54,8 @@ def _create_forwarder_dummy_binary() -> Path: @pytest.mark.asyncio async def test_master(): logger = Logger(name="test_master_logger") - event_log_manager = EventLogManager(EventLogConfig(), logger=logger) + logger_test_install(logger) + event_log_manager = EventLogManager(EventLogConfig()) await event_log_manager.initialize() global_events: AsyncSQLiteEventStorage = event_log_manager.global_events await global_events.delete_all_events() @@ -85,7 +87,6 @@ async def test_master(): command_buffer=command_buffer, global_events=global_events, forwarder_binary_path=forwarder_binary_path, - logger=logger, worker_events=global_events, ) asyncio.create_task(master.run()) diff --git a/src/exo/shared/constants.py b/src/exo/shared/constants.py index eb7b7ba9..2be7d1f2 100644 --- a/src/exo/shared/constants.py +++ b/src/exo/shared/constants.py @@ -10,6 +10,8 @@ EXO_MASTER_STATE = EXO_HOME / "master_state.json" EXO_WORKER_STATE = EXO_HOME / "worker_state.json" EXO_MASTER_LOG = EXO_HOME / "master.log" EXO_WORKER_LOG = EXO_HOME / "worker.log" +EXO_LOG = EXO_HOME / "exo.log" +EXO_TEST_LOG = EXO_HOME / "exo_test.log" EXO_NODE_ID_KEYPAIR = EXO_HOME / "node_id.keypair" diff --git a/src/exo/shared/db/sqlite/connector.py b/src/exo/shared/db/sqlite/connector.py index 7a6d0767..5cb514b8 100644 --- a/src/exo/shared/db/sqlite/connector.py +++ b/src/exo/shared/db/sqlite/connector.py @@ -4,10 +4,10 @@ import json import random from asyncio import Queue, Task from collections.abc import Sequence -from logging import Logger, getLogger from pathlib import Path from typing import Any, cast +from loguru import logger from sqlalchemy import text from sqlalchemy.exc import OperationalError from sqlalchemy.ext.asyncio import AsyncConnection, AsyncSession, create_async_engine @@ -41,15 +41,12 @@ class AsyncSQLiteEventStorage: batch_timeout_ms: int, debounce_ms: int, max_age_ms: int, - logger: Logger | None = None, ): self._db_path = Path(db_path) self._batch_size = batch_size self._batch_timeout_s = batch_timeout_ms / 1000.0 self._debounce_s = debounce_ms / 1000.0 self._max_age_s = max_age_ms / 1000.0 - self._logger = logger or getLogger(__name__) - self._write_queue: Queue[tuple[Event, NodeId]] = Queue() self._batch_writer_task: Task[None] | None = None self._engine = None @@ -65,7 +62,7 @@ class AsyncSQLiteEventStorage: # Start batch writer self._batch_writer_task = asyncio.create_task(self._batch_writer()) - self._logger.info(f"Started SQLite event storage: {self._db_path}") + logger.info(f"Started SQLite event storage: {self._db_path}") async def append_events(self, events: Sequence[Event], origin: NodeId) -> None: """Append events to the log (fire-and-forget). The writes are batched and committed @@ -162,7 +159,7 @@ class AsyncSQLiteEventStorage: if self._engine is not None: await self._engine.dispose() - self._logger.info("Closed SQLite event storage") + logger.info("Closed SQLite event storage") async def delete_all_events(self) -> None: """Delete all events from the database.""" @@ -239,10 +236,10 @@ class AsyncSQLiteEventStorage: ) ) - self._logger.info("Events table and indexes created successfully") + logger.info("Events table and indexes created successfully") except OperationalError as e: # Even with IF NOT EXISTS, log any unexpected errors - self._logger.error(f"Error creating table: {e}") + logger.error(f"Error creating table: {e}") # Re-check if table exists now result = await conn.execute( text( @@ -252,11 +249,11 @@ class AsyncSQLiteEventStorage: if result.fetchone() is None: raise RuntimeError(f"Failed to create events table: {e}") from e else: - self._logger.info( + logger.info( "Events table exists (likely created by another process)" ) else: - self._logger.debug("Events table already exists") + logger.debug("Events table already exists") # Enable WAL mode and other optimizations with retry logic await self._execute_pragma_with_retry( @@ -338,20 +335,18 @@ class AsyncSQLiteEventStorage: await session.commit() if len([ev for ev in batch if not isinstance(ev[0], Heartbeat)]) > 0: - self._logger.debug(f"Committed batch of {len(batch)} events") + logger.debug(f"Committed batch of {len(batch)} events") except OperationalError as e: if "database is locked" in str(e): - self._logger.warning( - f"Database locked during batch commit, will retry: {e}" - ) + logger.warning(f"Database locked during batch commit, will retry: {e}") # Retry with exponential backoff await self._commit_batch_with_retry(batch) else: - self._logger.error(f"Failed to commit batch: {e}") + logger.error(f"Failed to commit batch: {e}") raise except Exception as e: - self._logger.error(f"Failed to commit batch: {e}") + logger.error(f"Failed to commit batch: {e}") raise async def _execute_pragma_with_retry( @@ -372,13 +367,13 @@ class AsyncSQLiteEventStorage: float, base_delay * (2**retry_count) + random.uniform(0, 0.1), ) - self._logger.warning( + logger.warning( f"Database locked on '{pragma}', retry {retry_count + 1}/{max_retries} after {delay:.2f}s" ) await asyncio.sleep(delay) retry_count += 1 else: - self._logger.error( + logger.error( f"Failed to execute '{pragma}' after {retry_count + 1} attempts: {e}" ) raise @@ -407,7 +402,7 @@ class AsyncSQLiteEventStorage: await session.commit() if len([ev for ev in batch if not isinstance(ev[0], Heartbeat)]) > 0: - self._logger.debug( + logger.debug( f"Committed batch of {len(batch)} events after {retry_count} retries" ) return @@ -417,13 +412,13 @@ class AsyncSQLiteEventStorage: delay = cast( float, base_delay * (2**retry_count) + random.uniform(0, 0.1) ) - self._logger.warning( + logger.warning( f"Database locked on batch commit, retry {retry_count + 1}/{max_retries} after {delay:.2f}s" ) await asyncio.sleep(delay) retry_count += 1 else: - self._logger.error( + logger.error( f"Failed to commit batch after {retry_count + 1} attempts: {e}" ) raise diff --git a/src/exo/shared/db/sqlite/event_log_manager.py b/src/exo/shared/db/sqlite/event_log_manager.py index 571d6c8c..00144ffc 100644 --- a/src/exo/shared/db/sqlite/event_log_manager.py +++ b/src/exo/shared/db/sqlite/event_log_manager.py @@ -1,7 +1,7 @@ import asyncio -from logging import Logger from typing import Dict, Optional, cast +from loguru import logger from sqlalchemy.exc import OperationalError from exo.shared.constants import EXO_HOME @@ -20,9 +20,8 @@ class EventLogManager: - Master (replica): writes to worker_events, tails global_events """ - def __init__(self, config: EventLogConfig, logger: Logger): + def __init__(self, config: EventLogConfig): self._config = config - self._logger = logger self._connectors: Dict[EventLogType, AsyncSQLiteEventStorage] = {} # Ensure base directory exists @@ -45,20 +44,20 @@ class EventLogManager: if "database is locked" in str(e) and retry_count < max_retries - 1: retry_count += 1 delay = cast(float, 0.5 * (2**retry_count)) - self._logger.warning( + logger.warning( f"Database locked while initializing {log_type.value}, retry {retry_count}/{max_retries} after {delay}s" ) await asyncio.sleep(delay) else: - self._logger.error( - f"Failed to initialize {log_type.value} after {retry_count + 1} attempts: {e}" + logger.opt(exception=e).error( + f"Failed to initialize {log_type.value} after {retry_count + 1} attempts" ) raise RuntimeError( f"Could not initialize {log_type.value} database after {retry_count + 1} attempts" ) from e except Exception as e: - self._logger.error( - f"Unexpected error initializing {log_type.value}: {e}" + logger.opt(exception=e).error( + f"Unexpected error initializing {log_type.value}" ) raise @@ -66,8 +65,7 @@ class EventLogManager: raise RuntimeError( f"Could not initialize {log_type.value} database after {max_retries} attempts" ) from last_error - - self._logger.info("Initialized all event log connectors") + logger.bind(user_facing=True).info("Initialized all event log connectors") async def get_connector(self, log_type: EventLogType) -> AsyncSQLiteEventStorage: """Get or create a connector for the specified log type""" @@ -81,18 +79,19 @@ class EventLogManager: batch_timeout_ms=self._config.batch_timeout_ms, debounce_ms=self._config.debounce_ms, max_age_ms=self._config.max_age_ms, - logger=self._logger, ) # Start the connector (creates tables if needed) await connector.start() self._connectors[log_type] = connector - self._logger.info( + logger.bind(user_facing=True).info( f"Initialized {log_type.value} connector at {db_path}" ) except Exception as e: - self._logger.error(f"Failed to create {log_type.value} connector: {e}") + logger.bind(user_facing=True).opt(exception=e).error( + f"Failed to create {log_type.value} connector" + ) raise return self._connectors[log_type] @@ -119,5 +118,5 @@ class EventLogManager: """Close all open connectors""" for log_type, connector in self._connectors.items(): await connector.close() - self._logger.info(f"Closed {log_type.value} connector") + logger.bind(user_facing=True).info(f"Closed {log_type.value} connector") self._connectors.clear() diff --git a/src/exo/shared/ipc/pipe_duplex.py b/src/exo/shared/ipc/pipe_duplex.py index 3ba5a98e..0f1f3178 100644 --- a/src/exo/shared/ipc/pipe_duplex.py +++ b/src/exo/shared/ipc/pipe_duplex.py @@ -69,10 +69,10 @@ class PipeDuplex: """ def __init__( - self, - in_pipe: StrPath, - out_pipe: StrPath, - in_callback: Callable[[bytes], None], + self, + in_pipe: StrPath, + out_pipe: StrPath, + in_callback: Callable[[bytes], None], ): assert in_pipe != out_pipe # they must be different files @@ -156,7 +156,7 @@ def _ensure_fifo_exists(path: StrPath): def _pipe_buffer_reader( - path: StrPath, mq: MQueueT[bytes], started: MEventT, kill: MEventT + path: StrPath, mq: MQueueT[bytes], started: MEventT, kill: MEventT ): # TODO: right now the `kill` control flow is somewhat haphazard -> ensure every loop-y or blocking part always # checks for kill.is_set() and returns/cleans up early if so @@ -241,7 +241,7 @@ def _pipe_buffer_reader( def _binary_object_dispatcher( - mq: MQueueT[bytes], callback: Callable[[bytes], None], kill: TEventT + mq: MQueueT[bytes], callback: Callable[[bytes], None], kill: TEventT ): while not kill.is_set(): # try to get with timeout (to allow to read the kill-flag) @@ -255,7 +255,7 @@ def _binary_object_dispatcher( def _pipe_buffer_writer( - path: StrPath, mq: MQueueT[bytes], started: MEventT, kill: MEventT + path: StrPath, mq: MQueueT[bytes], started: MEventT, kill: MEventT ): # TODO: right now the `kill` control flow is somewhat haphazard -> ensure every loop-y or blocking part always # checks for kill.is_set() and returns/cleans up early if so diff --git a/src/exo/shared/logging.py b/src/exo/shared/logging.py new file mode 100644 index 00000000..4946f1ad --- /dev/null +++ b/src/exo/shared/logging.py @@ -0,0 +1,61 @@ +from __future__ import annotations + +import sys +from logging import Logger +from pathlib import Path + +import loguru +from loguru import logger + +from exo.shared.constants import EXO_TEST_LOG + + +def is_user_facing(record: loguru.Record) -> bool: + return ("user_facing" in record["extra"]) and record["extra"]["user_facing"] + + +def logger_setup(log_file: Path, verbosity: int = 0): + """Set up logging for this process - formatting, file handles, verbosity and output""" + logger.remove() + if verbosity == 0: + _ = logger.add( # type: ignore + sys.__stderr__, # type: ignore + format="[ {time:hh:mmA} | {level: <8}] {message}", + level="INFO", + colorize=True, + enqueue=True, + filter=is_user_facing, + ) + elif verbosity == 1: + _ = logger.add( # type: ignore + sys.__stderr__, # type: ignore + format="[ {time:hh:mmA} | {level: <8}] {message}", + level="INFO", + colorize=True, + enqueue=True, + ) + else: + _ = logger.add( # type: ignore + sys.__stderr__, # type: ignore + format="[ {time:HH:mm:ss.SSS} | {level: <8} | {name}:{function}:{line} ] {message}", + level="DEBUG", + colorize=True, + ) + _ = logger.add( + log_file, + format="[ {time:YYYY-MM-DD HH:mm:ss.SSS} | {level: <8} | {name}:{function}:{line} ] {message}", + level="DEBUG", + enqueue=True, + ) + + +def logger_cleanup(): + """Flush all queues before shutting down so any in-flight logs are written to disk""" + logger.complete() + + +def logger_test_install(py_logger: Logger): + """Installs a default python logger into the Loguru environment by capturing all its handlers - intended to be used for pytest compatibility, not within the main codebase""" + logger_setup(EXO_TEST_LOG, 3) + for handler in py_logger.handlers: + logger.add(handler) diff --git a/src/exo/shared/logging/common.py b/src/exo/shared/logging/common.py deleted file mode 100644 index 52e01f49..00000000 --- a/src/exo/shared/logging/common.py +++ /dev/null @@ -1,18 +0,0 @@ -from collections.abc import Set -from enum import Enum -from typing import Generic, TypeVar - -from pydantic import BaseModel - -LogEntryTypeT = TypeVar("LogEntryTypeT", bound=str) - - -class LogEntryType(str, Enum): - telemetry = "telemetry" - metrics = "metrics" - cluster = "cluster" - - -class LogEntry(BaseModel, Generic[LogEntryTypeT]): - entry_destination: Set[LogEntryType] - entry_type: LogEntryTypeT diff --git a/src/exo/shared/models/model_meta.py b/src/exo/shared/models/model_meta.py index 31260eae..de54536f 100644 --- a/src/exo/shared/models/model_meta.py +++ b/src/exo/shared/models/model_meta.py @@ -3,6 +3,7 @@ from typing import Annotated, Dict, Optional import aiofiles import aiofiles.os as aios from huggingface_hub import model_info +from loguru import logger from pydantic import BaseModel, Field from exo.shared.types.models import ModelMetadata @@ -56,7 +57,7 @@ async def get_config_data(model_id: str) -> ConfigData: "main", "config.json", target_dir, - lambda curr_bytes, total_bytes: print( + lambda curr_bytes, total_bytes: logger.info( f"Downloading config.json for {model_id}: {curr_bytes}/{total_bytes}" ), ) @@ -73,7 +74,7 @@ async def get_safetensors_size(model_id: str) -> int: "main", "model.safetensors.index.json", target_dir, - lambda curr_bytes, total_bytes: print( + lambda curr_bytes, total_bytes: logger.info( f"Downloading model.safetensors.index.json for {model_id}: {curr_bytes}/{total_bytes}" ), ) diff --git a/src/exo/worker/download/huggingface_utils.py b/src/exo/worker/download/huggingface_utils.py index 837d5bc3..2e3df1b8 100644 --- a/src/exo/worker/download/huggingface_utils.py +++ b/src/exo/worker/download/huggingface_utils.py @@ -5,6 +5,7 @@ from typing import Callable, Dict, Generator, Iterable, List, Optional, TypeVar, import aiofiles import aiofiles.os as aios +from loguru import logger from exo.shared.types.worker.shards import ShardMetadata @@ -112,5 +113,5 @@ def get_allow_patterns(weight_map: Dict[str, str], shard: ShardMetadata) -> List shard_specific_patterns.add(sorted_file_names[-1]) else: shard_specific_patterns = set(["*.safetensors"]) - print(f"get_allow_patterns {shard=} {shard_specific_patterns=}") + logger.info(f"get_allow_patterns {shard=} {shard_specific_patterns=}") return list(default_patterns | shard_specific_patterns) diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index abd9af78..2db7eedb 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -1,9 +1,13 @@ import asyncio -import logging +from pathlib import Path + +from loguru import logger from exo.shared.apply import apply +from exo.shared.constants import EXO_WORKER_LOG from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager from exo.shared.keypair import Keypair, get_node_id_keypair +from exo.shared.logging import logger_setup, logger_cleanup from exo.shared.types.common import NodeId from exo.shared.types.events import ( NodePerformanceMeasured, @@ -19,46 +23,45 @@ from exo.worker.utils.profile import start_polling_node_metrics from exo.worker.worker import Worker -async def run(worker_state: Worker, logger: logging.Logger): - assert worker_state.global_events is not None +async def run(worker: Worker): + assert worker.global_events is not None while True: # 1. get latest events - events = await worker_state.global_events.get_events_since( - worker_state.state.last_event_applied_idx + events = await worker.global_events.get_events_since( + worker.state.last_event_applied_idx ) # 2. for each event, apply it to the state and run sagas for event_from_log in events: - worker_state.state = apply(worker_state.state, event_from_log) + worker.state = apply(worker.state, event_from_log) # 3. based on the updated state, we plan & execute an operation. op: RunnerOp | None = plan( - worker_state.assigned_runners, - worker_state.node_id, - worker_state.state.instances, - worker_state.state.runners, - worker_state.state.tasks, + worker.assigned_runners, + worker.node_id, + worker.state.instances, + worker.state.runners, + worker.state.tasks, ) - if op is not None: - worker_state.logger.info(f"!!! plan result: {op}") # run the op, synchronously blocking for now if op is not None: logger.info(f"Executing op {op}") + logger.bind(user_facing=True).debug(f"Worker executing op: {op}") try: - async for event in worker_state.execute_op(op): - await worker_state.event_publisher(event) + async for event in worker.execute_op(op): + await worker.event_publisher(event) except Exception as e: if isinstance(op, ExecuteTaskOp): - generator = worker_state.fail_task( + generator = worker.fail_task( e, runner_id=op.runner_id, task_id=op.task.task_id ) else: - generator = worker_state.fail_runner(e, runner_id=op.runner_id) + generator = worker.fail_runner(e, runner_id=op.runner_id) async for event in generator: - await worker_state.event_publisher(event) + await worker.event_publisher(event) await asyncio.sleep(0.01) @@ -66,16 +69,8 @@ async def run(worker_state: Worker, logger: logging.Logger): async def async_main(): node_id_keypair: Keypair = get_node_id_keypair() node_id = NodeId(node_id_keypair.to_peer_id().to_base58()) - logger: logging.Logger = logging.getLogger("worker_logger") - logger.setLevel(logging.DEBUG) - if not logger.handlers: - handler = logging.StreamHandler() - handler.setFormatter( - logging.Formatter("%(asctime)s - %(levelname)s - %(message)s") - ) - logger.addHandler(handler) - event_log_manager = EventLogManager(EventLogConfig(), logger) + event_log_manager = EventLogManager(EventLogConfig()) await event_log_manager.initialize() shard_downloader = exo_shard_downloader() @@ -96,16 +91,17 @@ async def async_main(): worker = Worker( node_id, - logger, shard_downloader, event_log_manager.worker_events, event_log_manager.global_events, ) - await run(worker, logger) + await run(worker) + logger_cleanup() -def main(): +def main(logfile: Path = EXO_WORKER_LOG, verbosity: int = 1): + logger_setup(logfile, verbosity) asyncio.run(async_main()) diff --git a/src/exo/worker/runner/communication.py b/src/exo/worker/runner/communication.py index 544bf4e8..0b889aa4 100644 --- a/src/exo/worker/runner/communication.py +++ b/src/exo/worker/runner/communication.py @@ -2,6 +2,8 @@ import asyncio import sys import traceback +from loguru import logger + from exo.shared.types.worker.commands_runner import ( ErrorResponse, PrintResponse, @@ -96,3 +98,4 @@ def runner_write_error(error: Exception) -> None: traceback=traceback.format_exc(), ) runner_write_response(error_response) + logger.opt(exception=error).exception("Critical Runner error") diff --git a/src/exo/worker/runner/runner_supervisor.py b/src/exo/worker/runner/runner_supervisor.py index bb9106d9..87cfd7d7 100644 --- a/src/exo/worker/runner/runner_supervisor.py +++ b/src/exo/worker/runner/runner_supervisor.py @@ -2,11 +2,11 @@ import asyncio import contextlib import traceback from collections.abc import AsyncGenerator -from logging import Logger from types import CoroutineType from typing import Any, Callable, Optional import psutil +from loguru import logger from exo.shared.types.common import CommandId, Host from exo.shared.types.events.chunks import GenerationChunk, TokenChunk @@ -44,13 +44,10 @@ class RunnerSupervisor: model_shard_meta: ShardMetadata, hosts: list[Host], runner_process: asyncio.subprocess.Process, - logger: Logger, read_queue: asyncio.Queue[RunnerResponse], write_queue: asyncio.Queue[RunnerMessage], stderr_queue: asyncio.Queue[str], ): - self.logger = logger - self.model_shard_meta = model_shard_meta self.hosts = hosts self.runner_process = runner_process @@ -68,7 +65,6 @@ class RunnerSupervisor: cls, model_shard_meta: ShardMetadata, hosts: list[Host], - logger: Logger, initialize_timeout: Optional[float] = None, ) -> "RunnerSupervisor": """ @@ -91,13 +87,12 @@ class RunnerSupervisor: model_shard_meta=model_shard_meta, hosts=hosts, runner_process=runner_process, - logger=logger, read_queue=read_queue, write_queue=write_queue, stderr_queue=stderr_queue, ) - self.logger.info(f"initializing mlx instance with {model_shard_meta=}") + logger.info(f"Initializing mlx instance with {model_shard_meta=}") await self.write_queue.put( SetupMessage( model_shard_meta=model_shard_meta, @@ -111,7 +106,7 @@ class RunnerSupervisor: response = await self._read_with_error_check(initialize_timeout) assert isinstance(response, InitializedResponse) - self.logger.info(f"Runner initialized in {response.time_taken} seconds") + logger.info(f"Runner initialized in {response.time_taken} seconds") return self @@ -143,7 +138,7 @@ class RunnerSupervisor: if self.read_task in done: await self.read_task # Re-raises any exception from read_task - self.logger.error( + logger.error( "Unreachable code run. We should have raised an error on the read_task being done." ) @@ -183,14 +178,16 @@ class RunnerSupervisor: prefil_timeout = get_prefil_timeout(self.model_shard_meta) token_timeout = get_token_generate_timeout(self.model_shard_meta) timeout = prefil_timeout - self.logger.info(f"starting chat completion with timeout {timeout}") + logger.bind(user_facing=True).info( + f"Starting chat completion with timeout {timeout}" + ) while True: try: response = await self._read_with_error_check(timeout) except asyncio.TimeoutError as e: - self.logger.info( - f"timed out from timeout duration {timeout} - {'prefil' if timeout == prefil_timeout else 'decoding stage'}" + logger.bind(user_facing=True).info( + f"Generation timed out during {'prefil' if timeout == prefil_timeout else 'decoding stage'}" ) raise e @@ -235,7 +232,8 @@ class RunnerSupervisor: match response: case PrintResponse(): - self.logger.info(f"runner printed: {response.text}") + # TODO: THIS IS A REALLY IMPORTANT LOG MESSAGE, AND SHOULD BE MADE PRETTIER + logger.bind(user_facing=True).info(f"{response.text}") case ErrorResponse(): ## Failure case #1: a crash happens Python, so it's neatly handled by passing an ErrorResponse with the details await self.read_queue.put(response) @@ -255,7 +253,7 @@ class RunnerSupervisor: await await_task(self.write_task) # Kill the process and all its children - await kill_process_tree(self.runner_process, self.logger) + await kill_process_tree(self.runner_process) # Wait to make sure that the model has been unloaded from memory async def wait_for_memory_release() -> None: @@ -266,8 +264,8 @@ class RunnerSupervisor: if available_memory_bytes >= required_memory_bytes: break if asyncio.get_event_loop().time() - start_time > 30.0: - self.logger.warning( - "Timeout waiting for memory release after 30 seconds" + logger.warning( + "Runner memory not released after 30 seconds - exiting" ) break await asyncio.sleep(0.1) @@ -276,8 +274,8 @@ class RunnerSupervisor: def __del__(self) -> None: if self.runner_process.returncode is None: - print( - "Warning: RunnerSupervisor was not stopped cleanly before garbage collection. Force killing process tree." + logger.warning( + "RunnerSupervisor was not stopped cleanly before garbage collection. Force killing process tree." ) # Can't use async in __del__, so use psutil directly try: @@ -321,10 +319,9 @@ class RunnerSupervisor: except asyncio.QueueEmpty: break - # print('STDERR OUTPUT IS') - # print(stderr_output) - - self.logger.error(f"Error {self.runner_process.returncode}: {stderr_output}") + logger.bind(user_facing=True).error( + f"Runner Error {self.runner_process.returncode}: {stderr_output}" + ) return RunnerError( error_type="MLXCrash", error_message=stderr_output, @@ -341,7 +338,7 @@ class RunnerSupervisor: line = line_bytes.decode("utf-8").strip() await self.stderr_queue.put(line) - self.logger.warning(f"Runner stderr read: {line}") + logger.warning(f"Runner stderr read: {line}") except Exception as e: - self.logger.warning(f"Error reading runner stderr: {e}") + logger.warning(f"Error reading runner stderr: {e}") break diff --git a/src/exo/worker/runner/utils.py b/src/exo/worker/runner/utils.py index c5c480ca..328d1a07 100644 --- a/src/exo/worker/runner/utils.py +++ b/src/exo/worker/runner/utils.py @@ -1,17 +1,15 @@ import asyncio import contextlib import sys -from logging import Logger import psutil +from loguru import logger from exo.shared.constants import LB_DISK_GBPS, LB_MEMBW_GBPS, LB_TFLOPS from exo.shared.types.worker.shards import ShardMetadata -async def kill_process_tree( - runner_process: asyncio.subprocess.Process, logger: Logger -) -> None: +async def kill_process_tree(runner_process: asyncio.subprocess.Process) -> None: """Kill the process and all its children forcefully.""" if runner_process.returncode is not None: return # Process already dead diff --git a/src/exo/worker/tests/test_handlers/conftest.py b/src/exo/worker/tests/test_handlers/conftest.py index 7707754a..ccd1b75b 100644 --- a/src/exo/worker/tests/test_handlers/conftest.py +++ b/src/exo/worker/tests/test_handlers/conftest.py @@ -4,6 +4,7 @@ from typing import Callable import pytest from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from exo.shared.logging import logger_test_install from exo.shared.types.common import NodeId from exo.shared.types.worker.common import InstanceId from exo.shared.types.worker.instances import Instance @@ -24,13 +25,13 @@ def user_message(): @pytest.fixture async def worker(logger: Logger): - event_log_manager = EventLogManager(EventLogConfig(), logger) + logger_test_install(logger) + event_log_manager = EventLogManager(EventLogConfig()) shard_downloader = NoopShardDownloader() await event_log_manager.initialize() return Worker( NODE_A, - logger, shard_downloader, worker_events=event_log_manager.global_events, global_events=event_log_manager.global_events, diff --git a/src/exo/worker/tests/test_integration/conftest.py b/src/exo/worker/tests/test_integration/conftest.py index 2f1888ec..b4e0ee7f 100644 --- a/src/exo/worker/tests/test_integration/conftest.py +++ b/src/exo/worker/tests/test_integration/conftest.py @@ -6,18 +6,13 @@ import pytest from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from exo.shared.logging import logger_test_install from exo.shared.types.common import NodeId from exo.worker.download.shard_downloader import NoopShardDownloader from exo.worker.main import run from exo.worker.worker import Worker -@pytest.fixture -def user_message(): - """Override this fixture in tests to customize the message""" - return "What is the capital of Japan?" - - @pytest.fixture def worker_running( logger: Logger, @@ -25,7 +20,8 @@ def worker_running( async def _worker_running( node_id: NodeId, ) -> tuple[Worker, AsyncSQLiteEventStorage]: - event_log_manager = EventLogManager(EventLogConfig(), logger) + logger_test_install(logger) + event_log_manager = EventLogManager(EventLogConfig()) await event_log_manager.initialize() global_events = event_log_manager.global_events @@ -34,12 +30,11 @@ def worker_running( shard_downloader = NoopShardDownloader() worker = Worker( node_id, - logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events, ) - asyncio.create_task(run(worker, logger)) + asyncio.create_task(run(worker)) return worker, global_events diff --git a/src/exo/worker/tests/test_integration/test_inference.py b/src/exo/worker/tests/test_integration/test_inference.py index 8262af4a..53e40abe 100644 --- a/src/exo/worker/tests/test_integration/test_inference.py +++ b/src/exo/worker/tests/test_integration/test_inference.py @@ -2,9 +2,9 @@ import asyncio from logging import Logger from typing import Awaitable, Callable -# TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from exo.shared.logging import logger_test_install from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams from exo.shared.types.common import CommandId, Host, NodeId from exo.shared.types.events import ( @@ -96,7 +96,8 @@ async def test_2_runner_inference( hosts: Callable[[int], list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], ): - event_log_manager = EventLogManager(EventLogConfig(), logger) + logger_test_install(logger) + event_log_manager = EventLogManager(EventLogConfig()) await event_log_manager.initialize() shard_downloader = NoopShardDownloader() @@ -105,21 +106,19 @@ async def test_2_runner_inference( worker1 = Worker( NODE_A, - logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events, ) - asyncio.create_task(run(worker1, logger)) + asyncio.create_task(run(worker1)) worker2 = Worker( NODE_B, - logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events, ) - asyncio.create_task(run(worker2, logger)) + asyncio.create_task(run(worker2)) ## Instance model_id = ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit") @@ -182,7 +181,8 @@ async def test_2_runner_multi_message( pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]], ): - event_log_manager = EventLogManager(EventLogConfig(), logger) + logger_test_install(logger) + event_log_manager = EventLogManager(EventLogConfig()) await event_log_manager.initialize() shard_downloader = NoopShardDownloader() @@ -191,21 +191,19 @@ async def test_2_runner_multi_message( worker1 = Worker( NODE_A, - logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events, ) - asyncio.create_task(run(worker1, logger)) + asyncio.create_task(run(worker1)) worker2 = Worker( NODE_B, - logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events, ) - asyncio.create_task(run(worker2, logger)) + asyncio.create_task(run(worker2)) ## Instance model_id = ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit") diff --git a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py index b38ab16d..b98d9c5f 100644 --- a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py +++ b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py @@ -5,8 +5,8 @@ from typing import Callable import pytest -# TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from exo.shared.logging import logger_test_install from exo.shared.models.model_meta import get_model_meta from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams from exo.shared.types.common import Host @@ -90,7 +90,8 @@ async def test_2_runner_inference( hosts: Callable[[int], list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], ): - event_log_manager = EventLogManager(EventLogConfig(), logger) + logger_test_install(logger) + event_log_manager = EventLogManager(EventLogConfig()) await event_log_manager.initialize() shard_downloader = NoopShardDownloader() @@ -99,21 +100,19 @@ async def test_2_runner_inference( worker1 = Worker( NODE_A, - logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events, ) - asyncio.create_task(run(worker1, logger)) + asyncio.create_task(run(worker1)) worker2 = Worker( NODE_B, - logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events, ) - asyncio.create_task(run(worker2, logger)) + asyncio.create_task(run(worker2)) ## Instance model_id = ModelId(MODEL_ID) @@ -199,7 +198,8 @@ async def test_parallel_inference( hosts: Callable[[int], list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], ): - event_log_manager = EventLogManager(EventLogConfig(), logger) + logger_test_install(logger) + event_log_manager = EventLogManager(EventLogConfig()) await event_log_manager.initialize() shard_downloader = NoopShardDownloader() @@ -208,21 +208,19 @@ async def test_parallel_inference( worker1 = Worker( NODE_A, - logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events, ) - asyncio.create_task(run(worker1, logger)) + asyncio.create_task(run(worker1)) worker2 = Worker( NODE_B, - logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events, ) - asyncio.create_task(run(worker2, logger)) + asyncio.create_task(run(worker2)) ## Instance model_id = ModelId(MODEL_ID) diff --git a/src/exo/worker/tests/test_plan/test_worker_plan.py b/src/exo/worker/tests/test_plan/test_worker_plan.py index dd304bd1..bbb59fc1 100644 --- a/src/exo/worker/tests/test_plan/test_worker_plan.py +++ b/src/exo/worker/tests/test_plan/test_worker_plan.py @@ -4,6 +4,7 @@ import logging import pytest +from exo.shared.logging import logger_test_install from exo.shared.types.api import ChatCompletionMessage from exo.shared.types.state import State from exo.shared.types.tasks import ( @@ -507,13 +508,13 @@ def test_worker_plan(case: PlanTestCase) -> None: node_id = NODE_A logger = logging.getLogger("test_worker_plan") + logger_test_install(logger) shard_downloader = NoopShardDownloader() worker = Worker( node_id=node_id, shard_downloader=shard_downloader, worker_events=None, global_events=None, - logger=logger, ) runner_config: InProcessRunner diff --git a/src/exo/worker/tests/test_runner_connection.py b/src/exo/worker/tests/test_runner_connection.py index 196c2401..a561de85 100644 --- a/src/exo/worker/tests/test_runner_connection.py +++ b/src/exo/worker/tests/test_runner_connection.py @@ -6,6 +6,7 @@ from typing import Callable import pytest from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from exo.shared.logging import logger_test_install from exo.shared.types.common import Host from exo.shared.types.events import InstanceCreated, InstanceDeleted from exo.shared.types.models import ModelId @@ -39,12 +40,13 @@ async def check_runner_connection( pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]], ) -> bool: + logger_test_install(logger) # Track all tasks and workers for cleanup tasks: list[asyncio.Task[None]] = [] workers: list[Worker] = [] try: - event_log_manager = EventLogManager(EventLogConfig(), logger) + event_log_manager = EventLogManager(EventLogConfig()) await event_log_manager.initialize() shard_downloader = NoopShardDownloader() @@ -53,24 +55,22 @@ async def check_runner_connection( worker1 = Worker( NODE_A, - logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events, ) workers.append(worker1) - task1 = asyncio.create_task(run(worker1, logger)) + task1 = asyncio.create_task(run(worker1)) tasks.append(task1) worker2 = Worker( NODE_B, - logger=logger, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events, ) workers.append(worker2) - task2 = asyncio.create_task(run(worker2, logger)) + task2 = asyncio.create_task(run(worker2)) tasks.append(task2) model_id = ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit") @@ -162,6 +162,7 @@ async def check_runner_connection( # hosts: Callable[[int], list[Host]], # chat_completion_task: Callable[[InstanceId, str], Task], # ) -> None: +# logger_test_install(logger) # total_runs = 100 # successes = 0 @@ -176,7 +177,6 @@ async def check_runner_connection( # try: # result = loop.run_until_complete(check_runner_connection( -# logger=logger, # pipeline_shard_meta=pipeline_shard_meta, # hosts=hosts, # chat_completion_task=chat_completion_task, @@ -190,7 +190,6 @@ async def check_runner_connection( # task.cancel() # try: # result = loop.run_until_complete(check_runner_connection( -# logger=logger, # pipeline_shard_meta=pipeline_shard_meta, # hosts=hosts, # chat_completion_task=chat_completion_task, diff --git a/src/exo/worker/tests/test_supervisor/test_memory.py b/src/exo/worker/tests/test_supervisor/test_memory.py index 58b3238a..c7c494ba 100644 --- a/src/exo/worker/tests/test_supervisor/test_memory.py +++ b/src/exo/worker/tests/test_supervisor/test_memory.py @@ -5,6 +5,7 @@ from typing import Callable import psutil import pytest +from exo.shared.logging import logger_test_install from exo.shared.models.model_meta import get_model_meta from exo.shared.types.common import Host from exo.shared.types.models import ModelMetadata @@ -36,13 +37,12 @@ async def test_supervisor_inference_exception( chat_completion_task: Callable[[InstanceId, TaskId], Task], logger: Logger, ): - """Test that asking for the capital of France returns 'Paris' in the response""" + logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) supervisor = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), - logger=logger, ) process: Process = supervisor.runner_process diff --git a/src/exo/worker/tests/test_supervisor/test_oom.py b/src/exo/worker/tests/test_supervisor/test_oom.py index afade315..9b1b4778 100644 --- a/src/exo/worker/tests/test_supervisor/test_oom.py +++ b/src/exo/worker/tests/test_supervisor/test_oom.py @@ -3,6 +3,7 @@ from typing import Callable import pytest +from exo.shared.logging import logger_test_install from exo.shared.types.common import Host from exo.shared.types.tasks import ( Task, @@ -30,13 +31,13 @@ async def test_supervisor_catches_oom( chat_completion_task: Callable[[InstanceId, TaskId], Task], logger: Logger, ): + logger_test_install(logger) """Test that asking for the capital of France returns 'Paris' in the response""" model_shard_meta = pipeline_shard_meta(1, 0) supervisor = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), - logger=logger, ) task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) diff --git a/src/exo/worker/tests/test_supervisor/test_supervisor.py b/src/exo/worker/tests/test_supervisor/test_supervisor.py index 3452044c..17756c18 100644 --- a/src/exo/worker/tests/test_supervisor/test_supervisor.py +++ b/src/exo/worker/tests/test_supervisor/test_supervisor.py @@ -4,6 +4,7 @@ from typing import Callable import pytest +from exo.shared.logging import logger_test_install from exo.shared.openai_compat import FinishReason from exo.shared.types.common import Host from exo.shared.types.events.chunks import TokenChunk @@ -32,6 +33,7 @@ async def test_supervisor_single_node_response( logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" + logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) instance_id = InstanceId() @@ -40,7 +42,6 @@ async def test_supervisor_single_node_response( supervisor = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), - logger=logger, ) try: @@ -73,13 +74,13 @@ async def test_supervisor_two_node_response( logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" + logger_test_install(logger) instance_id = InstanceId() async def create_supervisor(shard_idx: int) -> RunnerSupervisor: supervisor = await RunnerSupervisor.create( model_shard_meta=pipeline_shard_meta(2, shard_idx), hosts=hosts(2, offset=15), - logger=logger, ) return supervisor @@ -138,13 +139,13 @@ async def test_supervisor_early_stopping( logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" + logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) instance_id = InstanceId() supervisor = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), - logger=logger, ) task = chat_completion_task(instance_id, TaskId()) @@ -192,12 +193,12 @@ async def test_supervisor_handles_terminated_runner( logger: Logger, ): """Test that the supervisor handles a terminated runner""" + logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) supervisor = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), - logger=logger, ) # Terminate the runner @@ -217,12 +218,12 @@ async def test_supervisor_handles_killed_runner( logger: Logger, ): """Test that the supervisor handles a killed runner""" + logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) supervisor = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), - logger=logger, ) assert supervisor.healthy diff --git a/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py b/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py index bfaf1580..959e41b2 100644 --- a/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py +++ b/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py @@ -4,6 +4,7 @@ from typing import Callable import pytest +from exo.shared.logging import logger_test_install from exo.shared.types.common import Host from exo.shared.types.tasks import Task, TaskId from exo.shared.types.worker.common import InstanceId, RunnerError @@ -19,6 +20,7 @@ async def test_supervisor_instantiation_exception( logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" + logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) model_shard_meta.immediate_exception = True @@ -26,7 +28,6 @@ async def test_supervisor_instantiation_exception( _ = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), - logger=logger, ) @@ -37,6 +38,7 @@ async def test_supervisor_instantiation_timeout( logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" + logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) model_shard_meta.should_timeout = 10 # timeout after 10s @@ -44,7 +46,6 @@ async def test_supervisor_instantiation_timeout( _ = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), - logger=logger, ) @@ -56,12 +57,12 @@ async def test_supervisor_inference_exception( logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" + logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) supervisor = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), - logger=logger, ) task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) @@ -79,12 +80,12 @@ async def test_supervisor_inference_timeout( logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" + logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) supervisor = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, hosts=hosts(1, offset=10), - logger=logger, ) task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) diff --git a/src/exo/worker/utils/profile.py b/src/exo/worker/utils/profile.py index be4a17ea..ab4d3e33 100644 --- a/src/exo/worker/utils/profile.py +++ b/src/exo/worker/utils/profile.py @@ -3,6 +3,8 @@ import os import platform from typing import Any, Callable, Coroutine +from loguru import logger + from exo.shared.types.profiling import ( MemoryPerformanceProfile, NodePerformanceProfile, @@ -20,10 +22,6 @@ from exo.worker.utils.system_info import ( get_network_interface_info_async, ) -# from exo.infra.event_log import EventLog -# from exo.app.config import ResourceMonitorConfig -# from exo.utils.mlx.mlx_utils import profile_flops_fp16 - async def get_metrics_async() -> Metrics: """Return detailed Metrics on macOS or a minimal fallback elsewhere. @@ -66,7 +64,6 @@ async def start_polling_node_metrics( ) # Run heavy FLOPs profiling only if enough time has elapsed - override_memory_env = os.getenv("OVERRIDE_MEMORY") override_memory: int | None = ( int(override_memory_env) * 2**30 if override_memory_env else None @@ -121,11 +118,11 @@ async def start_polling_node_metrics( except asyncio.TimeoutError: # One of the operations took too long; skip this iteration but keep the loop alive. - print( + logger.warning( "[resource_monitor] Operation timed out after 30s, skipping this cycle." ) except Exception as e: # Catch-all to ensure the monitor keeps running. - print(f"[resource_monitor] Encountered error: {e}") + logger.opt(exception=e).error("Resource Monitor encountered error") finally: await asyncio.sleep(poll_interval_s) diff --git a/src/exo/worker/utils/system_info.py b/src/exo/worker/utils/system_info.py index 1aa69325..0c818241 100644 --- a/src/exo/worker/utils/system_info.py +++ b/src/exo/worker/utils/system_info.py @@ -3,6 +3,7 @@ import re import sys from typing import Dict, List, Optional +from loguru import logger from pydantic import BaseModel, Field from exo.shared.types.profiling import NetworkInterfaceInfo @@ -22,7 +23,7 @@ async def get_mac_friendly_name_async() -> str | None: Returns the name as a string, or None if an error occurs or not on macOS. """ if sys.platform != "darwin": # 'darwin' is the platform name for macOS - print("This function is designed for macOS only.") + logger.warning("Mac friendly name is designed for macOS only.") return None try: @@ -204,6 +205,14 @@ async def get_mac_system_info_async() -> SystemInfo: memory_val = 0 network_interfaces_info_list: List[NetworkInterfaceInfo] = [] + if sys.platform != "darwin": + return SystemInfo( + model_id=model_id_val, + chip_id=chip_id_val, + memory=memory_val, + network_interfaces=network_interfaces_info_list, + ) + try: process = await asyncio.create_subprocess_exec( "system_profiler", diff --git a/src/exo/worker/worker.py b/src/exo/worker/worker.py index 0c66dc76..a05b2aae 100644 --- a/src/exo/worker/worker.py +++ b/src/exo/worker/worker.py @@ -1,10 +1,11 @@ import asyncio -import logging import time from asyncio import Queue from functools import partial from typing import AsyncGenerator, Optional +from loguru import logger + from exo.shared.db.sqlite import 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create mode 100755 remote_git.sh create mode 100644 src/exo/worker/tests/test_mlx.py diff --git a/remote_git.sh b/remote_git.sh new file mode 100755 index 00000000..c224fe0e --- /dev/null +++ b/remote_git.sh @@ -0,0 +1,91 @@ +#!/usr/bin/env bash +set -euo pipefail + +############################################################################### +# Args & prerequisites +############################################################################### +if [[ $# -lt 2 ]]; then + echo "Usage: $0 [git_args...]" >&2 + echo "Examples:" >&2 + echo " $0 mypassword pull" >&2 + echo " $0 mypassword checkout main" >&2 + echo " $0 mypassword status" >&2 + echo " $0 mypassword fetch --all" >&2 + exit 1 +fi + +PASSWORD=$1 +shift # Remove password from args +GIT_CMD="$*" # Remaining args form the git command +HOSTS_FILE=${HOSTS_FILE:-hosts.json} + +for prog in jq sshpass; do + command -v "$prog" >/dev/null || + { echo "Error: $prog not installed."; exit 1; } +done + +############################################################################### +# Load hosts.json (works on macOS Bash 3.2 and Bash 4+) +############################################################################### +if builtin command -v mapfile >/dev/null 2>&1; then + mapfile -t HOSTS < <(jq -r '.[]' "$HOSTS_FILE") +else + HOSTS=() + while IFS= read -r h; do HOSTS+=("$h"); done < <(jq -r '.[]' "$HOSTS_FILE") +fi +[[ ${#HOSTS[@]} -gt 0 ]] || { echo "No hosts found in $HOSTS_FILE"; exit 1; } + +############################################################################### +# Helper – run a remote command and capture rc/stderr/stdout +############################################################################### +ssh_opts=(-o StrictHostKeyChecking=no + -o NumberOfPasswordPrompts=1 # allow sshpass to answer exactly once + -o LogLevel=ERROR) + +run_remote () { # $1 host $2 command + local host=$1 cmd=$2 rc + if sshpass -p "$PASSWORD" ssh "${ssh_opts[@]}" "$host" "$cmd"; then + rc=0 + else + rc=$? + fi + return $rc +} + +############################################################################### +# Run git command locally +############################################################################### +echo "=== Running 'git $GIT_CMD' locally ===" +if (cd ~/exo && git $GIT_CMD); then + echo "✓ Local git command succeeded" +else + echo "❌ Local git command failed" + exit 1 +fi + +############################################################################### +# Run git command on remote hosts (parallel) +############################################################################### +echo "" +echo "=== Running 'git $GIT_CMD' on ${#HOSTS[@]} remote host(s) ===" +fail=0 +for h in "${HOSTS[@]}"; do + ( + echo "→ Running on $h..." + if run_remote "$h" "cd ~/exo && git $GIT_CMD"; then + echo " ✓ $h: success" + else + echo " ❌ $h: failed" + exit 1 + fi + ) || fail=1 & +done +wait + +echo "" +if (( fail == 0 )); then + echo "🎉 Git command executed successfully on all hosts!" +else + echo "⚠️ Some hosts failed—see above." + exit 1 +fi \ No newline at end of file diff --git a/run.sh b/run.sh index 4daf8186..82e29cf1 100755 --- a/run.sh +++ b/run.sh @@ -28,7 +28,6 @@ done if [ "$CLEAN" = true ]; then echo "Cleaning databases..." rm -f ~/.exo/*db* - rm -f ~/.exo_replica/*db* fi # Configure MLX @@ -36,14 +35,14 @@ fi # First command (worker) - changes based on replica flag if [ "$REPLICA" = true ]; then - osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export EXO_HOME=.exo_replica; uv run exo-worker'\"" + osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export EXO_HOME=.exo; uv run exo-worker'\"" else osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c uv run exo-worker\"" fi # Second command (master) - changes based on replica flag if [ "$REPLICA" = true ]; then - osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export RUST_LOG=true EXO_RUN_AS_REPLICA=1 EXO_HOME=.exo_replica API_PORT=8001; uv run exo-master'\"" + osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export RUST_LOG=true EXO_RUN_AS_REPLICA=1 EXO_HOME=.exo API_PORT=8001; uv run exo-master'\"" else osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export RUST_LOG=true; uv run exo-master'\"" -fi +fi \ No newline at end of file diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index 955cbb88..6ac3dc6e 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -1,5 +1,6 @@ import asyncio import concurrent.futures +import contextlib import os import resource from asyncio import AbstractEventLoop @@ -39,6 +40,43 @@ class HostList(RootModel[list[str]]): return cls(root=[str(host) for host in hosts]) +def mlx_setup( + model_size_mb: int, + cache_frac_of_mrwss: float = 0.65, # main workhorse + wired_frac_of_mrwss: float = 0.00, # start with no wiring +) -> None: + info = mx.metal.device_info() + mrwss = int(info["max_recommended_working_set_size"]) # bytes + memsize = int(info["memory_size"]) # bytes + + runner_print(f"model size mb {model_size_mb}") + runner_print(f"{mrwss=}") + runner_print(f"{memsize=}") + + model_bytes = int(model_size_mb * 1024**2) + kv_bytes = int(0.02 * model_bytes) + + # Cache: keep most of weights+KV “on ice”, but don’t starve the OS. + target_cache = int(1.10 * (model_bytes + kv_bytes)) # +10% slack + target_cache = min(target_cache, int(cache_frac_of_mrwss * mrwss)) + target_cache = min(target_cache, memsize) + runner_print(f"{target_cache=}") + + mx.set_cache_limit(max(target_cache, 0)) + return + + # Optional hard cap (keeps total MLX usage under control) + with contextlib.suppress(Exception): + mx.set_memory_limit(int(0.85 * mrwss)) + + # Wiring: off by default; if you re‑enable, wire at most a small fraction. + if wired_frac_of_mrwss > 0.0: + target_wired = min(int(wired_frac_of_mrwss * mrwss), int(0.5 * model_bytes)) + target_wired = min(target_wired, target_cache) # don’t wire more than cache + with contextlib.suppress(Exception): # older macOS won’t have this + mx.set_wired_limit(max(target_wired, 0)) + + def mlx_distributed_init(rank: int, hosts: list[Host]) -> mx.distributed.Group: # type: ignore """ Initialize the MLX distributed (runs in thread pool) diff --git a/src/exo/shared/models/model_cards.py b/src/exo/shared/models/model_cards.py index 1bf4822e..ff0669ec 100644 --- a/src/exo/shared/models/model_cards.py +++ b/src/exo/shared/models/model_cards.py @@ -42,6 +42,19 @@ MODEL_CARDS: dict[str, ModelCard] = { n_layers=61, ), ), + "deepseek-v3.1": ModelCard( + short_id="deepseek-v3.1", + model_id="mlx-community/DeepSeek-V3.1-8bit", + name="DeepSeek V3.1 (8-bit)", + description="""DeepSeek V3.1 is a large language model trained on the DeepSeek V3.1 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/DeepSeek-V3.1-8bit", + pretty_name="DeepSeek V3.1 (8-bit)", + storage_size_kilobytes=754706307, + n_layers=61, + ), + ), # deepseek r1 "deepseek-r1-0528:4bit": ModelCard( short_id="deepseek-r1-0528:4bit", diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 2db7eedb..a44280a1 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -7,7 +7,7 @@ from exo.shared.apply import apply from exo.shared.constants import EXO_WORKER_LOG from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager from exo.shared.keypair import Keypair, get_node_id_keypair -from exo.shared.logging import logger_setup, logger_cleanup +from exo.shared.logging import logger_cleanup, logger_setup from exo.shared.types.common import NodeId from exo.shared.types.events import ( NodePerformanceMeasured, diff --git a/src/exo/worker/runner/runner.py b/src/exo/worker/runner/runner.py index 440dcdef..307de378 100644 --- a/src/exo/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -14,6 +14,7 @@ from exo.engines.mlx.utils_mlx import ( apply_chat_template, initialize_mlx, mlx_force_oom, + mlx_setup, warmup_inference, ) from exo.shared.openai_compat import FinishReason @@ -34,6 +35,7 @@ from exo.worker.runner.communication import ( runner_write_error, runner_write_response, ) +from exo.worker.runner.utils import get_weights_size_kb async def _mlx_generate( @@ -110,6 +112,8 @@ async def main(): model_shard_meta = setup_message.model_shard_meta hosts = setup_message.hosts + mlx_setup(int(get_weights_size_kb(model_shard_meta) // 2**10)) + # For testing - these are fake break conditions if model_shard_meta.immediate_exception: raise Exception("Fake exception - runner failed to spin up.") diff --git a/src/exo/worker/tests/test_integration/integration_utils.py b/src/exo/worker/tests/test_integration/integration_utils.py index 1112dbd2..0654ad77 100644 --- a/src/exo/worker/tests/test_integration/integration_utils.py +++ b/src/exo/worker/tests/test_integration/integration_utils.py @@ -9,11 +9,12 @@ from exo.shared.types.tasks import TaskId, TaskStatus async def read_streaming_response( global_events: AsyncSQLiteEventStorage, filter_task: Optional[TaskId] = None -) -> Tuple[bool, bool, str]: +) -> Tuple[bool, bool, str, int]: # Read off all events - these should be our GenerationChunk events seen_task_started, seen_task_finished = 0, 0 response_string = "" finish_reason: str | None = None + token_count = 0 if not filter_task: idx = await global_events.get_last_idx() @@ -50,8 +51,9 @@ async def read_streaming_response( if event.task_status == TaskStatus.COMPLETE: seen_task_finished += 1 - if isinstance(event, ChunkGenerated): - assert isinstance(event.chunk, TokenChunk) + if isinstance(event, ChunkGenerated) and isinstance( + event.chunk, TokenChunk + ): response_string += event.chunk.text if event.chunk.finish_reason: finish_reason = event.chunk.finish_reason @@ -60,7 +62,7 @@ async def read_streaming_response( print(f"event log: {await global_events.get_events_since(0)}") - return seen_task_started == 1, seen_task_finished == 1, response_string + return seen_task_started == 1, seen_task_finished == 1, response_string, token_count T = TypeVar("T") diff --git a/src/exo/worker/tests/test_integration/test_inference.py b/src/exo/worker/tests/test_integration/test_inference.py index 53e40abe..3d430f41 100644 --- a/src/exo/worker/tests/test_integration/test_inference.py +++ b/src/exo/worker/tests/test_integration/test_inference.py @@ -72,6 +72,7 @@ async def test_runner_inference( seen_task_started, seen_task_finished, response_string, + _, ) = await read_streaming_response(global_events) assert seen_task_started @@ -152,6 +153,7 @@ async def test_2_runner_inference( seen_task_started, seen_task_finished, response_string, + _, ) = await read_streaming_response(global_events) assert seen_task_started @@ -264,6 +266,7 @@ async def test_2_runner_multi_message( seen_task_started, seen_task_finished, response_string, + _, ) = await read_streaming_response(global_events) assert seen_task_started diff --git a/src/exo/worker/tests/test_mlx.py b/src/exo/worker/tests/test_mlx.py new file mode 100644 index 00000000..a9f50b2a --- /dev/null +++ b/src/exo/worker/tests/test_mlx.py @@ -0,0 +1,203 @@ +# type: ignore + +import contextlib +import os +import time +from pathlib import Path + +import mlx.core as mx +import pytest +from mlx_lm.generate import stream_generate +from mlx_lm.sample_utils import make_sampler +from mlx_lm.tokenizer_utils import load_tokenizer +from mlx_lm.utils import load_model + +MODEL_ID = "mlx-community/Llama-3.3-70B-Instruct-4bit" +MODEL_PATH = Path( + os.path.expanduser("~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/") +) + + +def _get_model_size_gb(path: str) -> float: + """Calculate total size of directory recursively in GB.""" + total_size = 0 + for dirpath, _, filenames in os.walk(path): + for filename in filenames: + filepath = os.path.join(dirpath, filename) + if os.path.isfile(filepath): + total_size += os.path.getsize(filepath) + return total_size / (1024**3) # Convert bytes to GB + + +@pytest.mark.skipif( + not (os.path.exists(MODEL_PATH) and _get_model_size_gb(MODEL_PATH) > 30), + reason=f"This test only runs when model {MODEL_ID} is downloaded", +) +def test_mlx_profiling(): + """ + Test MLX generation directly to profile: + - Time to first token (TTFT) + - Prefill tokens per second (TPS) + - Generation tokens per second (TPS) + For two consecutive prompts using the 70B Llama model. + """ + + # How much memory to keep "wired" (resident) and how much freed memory MLX should keep cached + info = mx.metal.device_info() # returns limits & sizes + # Start conservatively: e.g., 70–90% of recommended working set + target_bytes = int(0.8 * info["max_recommended_working_set_size"]) + + # Keep more freed buffers around for instant reuse + mx.set_cache_limit(target_bytes) + + # On macOS 15+ you can wire resident memory to avoid OS paging/compression + with contextlib.suppress(Exception): + mx.set_wired_limit(target_bytes) + + print(f"\n=== Loading Model {MODEL_ID} ===") + load_start = time.time() + + # Load model and tokenizer + model, _ = load_model(MODEL_PATH, lazy=True, strict=False) + tokenizer = load_tokenizer(MODEL_PATH) + + # Evaluate model parameters to load them into memory + mx.eval(model.parameters()) + + # Create sampler with temperature 0.7 + sampler = make_sampler(temp=0.7) + + load_time = time.time() - load_start + print(f"Model loaded in {load_time:.2f}s") + + # Define test prompts + prompts = [ + "Write me a haiku about a robot.", + "Please write a haiku about a flower.", + "Please write a haiku about headlights.", + ] + + # Prepare messages in chat format + test_messages = [[{"role": "user", "content": prompt}] for prompt in prompts] + + results = [] + + for i, (messages, prompt_text) in enumerate( + zip(test_messages, prompts, strict=False), 1 + ): + print(f"\n=== Prompt {i}: '{prompt_text}' ===") + + # Apply chat template + formatted_prompt = tokenizer.apply_chat_template( + messages, tokenize=False, add_generation_prompt=True + ) + + # Tokenize to count prompt tokens + prompt_tokens = tokenizer.encode(formatted_prompt) + num_prompt_tokens = len(prompt_tokens) + + print(f"Prompt tokens: {num_prompt_tokens}") + + # Start timing + start_time = time.time() + first_token_time = None + tokens_generated = 0 + generated_text = "" + + # Stream generate tokens + for generation in stream_generate( + model=model, + tokenizer=tokenizer, + prompt=formatted_prompt, + max_tokens=100, + sampler=sampler, + ): + if first_token_time is None: + first_token_time = time.time() + ttft = first_token_time - start_time + print(f"Time to first token: {ttft:.3f}s") + + tokens_generated += 1 + generated_text += generation.text + + # Stop if we hit the finish reason + if generation.finish_reason: + break + + total_time = time.time() - start_time + generation_time = total_time - ttft if first_token_time else total_time + + # Calculate metrics + prefill_tps = num_prompt_tokens / ttft if ttft > 0 else 0 + generation_tps = ( + tokens_generated / generation_time if generation_time > 0 else 0 + ) + + # Store results + result = { + "prompt": prompt_text, + "ttft": ttft, + "total_time": total_time, + "generation_time": generation_time, + "prompt_tokens": num_prompt_tokens, + "tokens_generated": tokens_generated, + "prefill_tps": prefill_tps, + "generation_tps": generation_tps, + "generated_text": generated_text, + } + results.append(result) + + # Print results for this prompt + print(f"Total completion time: {total_time:.3f}s") + print(f"Tokens generated: {tokens_generated}") + print(f"Response length: {len(generated_text)} chars") + print( + f"Prefill TPS: {prefill_tps:.1f} tokens/sec ({num_prompt_tokens} prompt tokens / {ttft:.3f}s)" + ) + print( + f"Generation TPS: {generation_tps:.1f} tokens/sec ({tokens_generated} tokens / {generation_time:.3f}s)" + ) + print(f"Generated text preview: {generated_text[:100]}...") + + # Small delay between prompts + if i < len(prompts): + time.sleep(3.0) + + # Compare results + print("\n=== Comparison ===") + if len(results) == 2: + r1, r2 = results[0], results[1] + + print(f"Second prompt TTFT: {r2['ttft'] / r1['ttft']:.2f}x the first") + print( + f"Second prompt prefill TPS: {r2['prefill_tps'] / r1['prefill_tps']:.2f}x the first" + ) + print( + f"Second prompt generation TPS: {r2['generation_tps'] / r1['generation_tps']:.2f}x the first" + ) + + # Performance expectations + print("\n=== Performance Summary ===") + print("First prompt:") + print(f" TTFT: {r1['ttft']:.3f}s") + print(f" Prefill: {r1['prefill_tps']:.1f} tok/s") + print(f" Generation: {r1['generation_tps']:.1f} tok/s") + + print("Second prompt (warmed up):") + print(f" TTFT: {r2['ttft']:.3f}s") + print(f" Prefill: {r2['prefill_tps']:.1f} tok/s") + print(f" Generation: {r2['generation_tps']:.1f} tok/s") + + # Basic assertions + for result in results: + assert result["ttft"] > 0, "TTFT must be positive" + assert result["tokens_generated"] > 0, "Must generate at least one token" + assert len(result["generated_text"]) > 0, "Must generate some text" + assert result["prefill_tps"] > 0, "Prefill TPS must be positive" + assert result["generation_tps"] > 0, "Generation TPS must be positive" + + print("\n✅ All tests passed!") + + +if __name__ == "__main__": + test_mlx_profiling() diff --git a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py index b98d9c5f..6e9ace7f 100644 --- a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py +++ b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py @@ -1,5 +1,6 @@ import asyncio import os +import time from logging import Logger from typing import Callable @@ -11,8 +12,10 @@ from exo.shared.models.model_meta import get_model_meta from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams from exo.shared.types.common import Host from exo.shared.types.events import ( + ChunkGenerated, InstanceCreated, InstanceDeleted, + RunnerStatusUpdated, TaskCreated, ) from exo.shared.types.models import ModelId, ModelMetadata @@ -29,6 +32,7 @@ from exo.shared.types.worker.instances import ( InstanceStatus, ShardAssignments, ) +from exo.shared.types.worker.runners import LoadedRunnerStatus from exo.shared.types.worker.shards import PipelineShardMetadata from exo.worker.download.shard_downloader import NoopShardDownloader from exo.worker.main import run @@ -46,6 +50,7 @@ from exo.worker.tests.constants import ( ) from exo.worker.tests.test_integration.integration_utils import ( read_streaming_response, + until_event_with_timeout, ) from exo.worker.worker import Worker @@ -68,6 +73,242 @@ def _get_model_size_gb(path: str) -> float: return total_size / (1024**3) # Convert bytes to GB +@pytest.mark.skipif( + not ( + os.path.exists( + os.path.expanduser( + "~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/" + ) + ) + and _get_model_size_gb( + os.path.expanduser( + "~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/" + ) + ) + > 30 + ), + reason="This test only runs when model mlx-community/Llama-3.3-70B-Instruct-4bit is downloaded", +) +async def test_ttft( + logger: Logger, + pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], + hosts: Callable[[int], list[Host]], +): + logger_test_install(logger) + event_log_manager = EventLogManager(EventLogConfig()) + await event_log_manager.initialize() + shard_downloader = NoopShardDownloader() + + global_events = event_log_manager.global_events + await global_events.delete_all_events() + + worker1 = Worker( + NODE_A, + shard_downloader=shard_downloader, + worker_events=global_events, + global_events=global_events, + ) + asyncio.create_task(run(worker1)) + + ## Instance + model_id = ModelId(MODEL_ID) + + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard={RUNNER_1_ID: pipeline_shard_meta(1, 0)}, + node_to_runner={NODE_A: RUNNER_1_ID}, + ) + + instance = Instance( + instance_id=INSTANCE_1_ID, + instance_type=InstanceStatus.ACTIVE, + shard_assignments=shard_assignments, + hosts=hosts(1), + ) + + # Create instance first + await global_events.append_events( + [InstanceCreated(instance=instance)], origin=MASTER_NODE_ID + ) + + await until_event_with_timeout( + global_events, + event_type=RunnerStatusUpdated, + condition=lambda x: isinstance(x.runner_status, LoadedRunnerStatus), + ) + logger.info("model loaded.") + + # First inference + task1_params = ChatCompletionTaskParams( + model="gpt-4", + messages=[ + ChatCompletionMessage( + role="user", content="Please write a haiku about a flower." + ) + ], + stream=True, + max_tokens=100, + ) + task1 = ChatCompletionTask( + task_id=TASK_1_ID, + command_id=COMMAND_1_ID, + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_status=TaskStatus.PENDING, + task_params=task1_params, + ) + + print("Starting first inference...") + # Record the current event index before creating the task + idx_before_task1 = await global_events.get_last_idx() + + task_created_time_1 = time.time() + await global_events.append_events( + [TaskCreated(task_id=task1.task_id, task=task1)], origin=MASTER_NODE_ID + ) + + # Wait for first chunk to measure time to first token + first_chunk_seen_1 = False + time_to_first_token_1: None | float = None + while not first_chunk_seen_1: + events = await global_events.get_events_since(idx_before_task1) + for wrapped_event in events: + if isinstance(wrapped_event.event, ChunkGenerated) and hasattr( + wrapped_event.event, "chunk" + ): + first_chunk_time_1 = time.time() + time_to_first_token_1 = first_chunk_time_1 - task_created_time_1 + first_chunk_seen_1 = True + break + if not first_chunk_seen_1: + await asyncio.sleep(0.01) + + _, seen_task_finished_1, response_string_1, _ = await read_streaming_response( + global_events + ) + # # total_time_1 = time.time() - task_created_time_1 + + assert seen_task_finished_1 + + # Wait for first task to complete + await asyncio.sleep(3.0) + + # Second inference + task2_params = ChatCompletionTaskParams( + model="gpt-4", + messages=[ + ChatCompletionMessage( + role="user", content="Write me a haiku about a robot." + ) + ], + stream=True, + max_tokens=150, + ) + task2 = ChatCompletionTask( + task_id=TASK_2_ID, + command_id=COMMAND_2_ID, + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_status=TaskStatus.PENDING, + task_params=task2_params, + ) + + print("Starting second inference...") + # Record the current event index before creating the second task + idx_before_task2 = await global_events.get_last_idx() + + task_created_time_2 = time.time() + await global_events.append_events( + [TaskCreated(task_id=task2.task_id, task=task2)], origin=MASTER_NODE_ID + ) + + # Wait for first chunk of second task to measure time to first token + first_chunk_seen_2 = False + time_to_first_token_2: float | None = None + while not first_chunk_seen_2: + events = await global_events.get_events_since(idx_before_task2) + for wrapped_event in events: + if isinstance(wrapped_event.event, ChunkGenerated) and hasattr( + wrapped_event.event, "chunk" + ): + first_chunk_time_2 = time.time() + time_to_first_token_2 = first_chunk_time_2 - task_created_time_2 + first_chunk_seen_2 = True + break + if not first_chunk_seen_2: + await asyncio.sleep(0.01) + + _, seen_task_finished_2, response_string_2, _ = await read_streaming_response( + global_events, filter_task=TASK_2_ID + ) + # # total_time_2 = time.time() - task_created_time_2 + + assert seen_task_finished_2 + assert time_to_first_token_1 + assert time_to_first_token_2 + + # Calculate TPS metrics + # Prompt is approximately 45 tokens according to user + # prompt_tokens = 45 + + # # Prefill TPS = prompt tokens / time to first token + # prefill_tps_1 = prompt_tokens / time_to_first_token_1 if time_to_first_token_1 > 0 else 0 + # prefill_tps_2 = prompt_tokens / time_to_first_token_2 if time_to_first_token_2 > 0 else 0 + + # # Generation TPS = generated tokens / generation time + # # Generation time = total time - time to first token + # generation_time_1 = total_time_1 - time_to_first_token_1 + # generation_time_2 = total_time_2 - time_to_first_token_2 + # generation_tps_1 = token_count_1 / generation_time_1 if generation_time_1 > 0 else 0 + # generation_tps_2 = token_count_2 / generation_time_2 if generation_time_2 > 0 else 0 + + # # Display time to first token profiling results + # print("\n=== Time to First Token Profiling ===") + # print(f"First inference ('{task1.task_params.messages[0].content}'):") + # print(f" Time to first token: {time_to_first_token_1:.3f}s") + # print(f" Total completion time: {total_time_1:.3f}s") + # print(f" Tokens generated: {token_count_1}") + # print(f" Response length: {len(response_string_1)} chars") + # print(f" Prefill TPS: {prefill_tps_1:.1f} tokens/sec ({prompt_tokens} prompt tokens / {time_to_first_token_1:.3f}s)") + # print(f" Generation TPS: {generation_tps_1:.1f} tokens/sec ({token_count_1} tokens / {generation_time_1:.3f}s)") + + # print(f"\nSecond inference ('{task2.task_params.messages[0].content}'):") + # print(f" Time to first token: {time_to_first_token_2:.3f}s") + # print(f" Total completion time: {total_time_2:.3f}s") + # print(f" Tokens generated: {token_count_2}") + # print(f" Response length: {len(response_string_2)} chars") + # print(f" Prefill TPS: {prefill_tps_2:.1f} tokens/sec ({prompt_tokens} prompt tokens / {time_to_first_token_2:.3f}s)") + # print(f" Generation TPS: {generation_tps_2:.1f} tokens/sec ({token_count_2} tokens / {generation_time_2:.3f}s)") + + # print("\nComparison:") + # print(f" Second inference time to first token: {time_to_first_token_2/time_to_first_token_1:.2f}x the first") + # print(f" Second inference prefill TPS: {prefill_tps_2/prefill_tps_1:.2f}x the first") + # print(f" Second inference generation TPS: {generation_tps_2/generation_tps_1:.2f}x the first") + + # Basic assertions to ensure responses make sense + assert len(response_string_1) > 0 + assert len(response_string_2) > 0 + assert time_to_first_token_1 and time_to_first_token_1 > 0 + assert time_to_first_token_2 and time_to_first_token_2 > 0 + + # Cleanup + idx = await global_events.get_last_idx() + await asyncio.sleep(1.0) + events = await global_events.get_events_since(idx) + assert len(events) == 0 + + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance.instance_id, + ), + ], + origin=MASTER_NODE_ID, + ) + + await asyncio.sleep(2.0) + + @pytest.mark.skipif( not ( os.path.exists( @@ -153,6 +394,7 @@ async def test_2_runner_inference( seen_task_started, seen_task_finished, response_string, + _, ) = await read_streaming_response(global_events) assert seen_task_started @@ -292,6 +534,7 @@ async def test_parallel_inference( seen_task_started_1, seen_task_finished_1, response_string_1, + _, ) = await read_streaming_response(global_events) incomplete_task = ( @@ -303,6 +546,7 @@ async def test_parallel_inference( seen_task_started_2, seen_task_finished_2, response_string_2, + _, ) = await read_streaming_response(global_events, filter_task=incomplete_task) assert seen_task_started_1 From 1b8b456ced1937b2c9140da8c07772b457304a7a Mon Sep 17 00:00:00 2001 From: Matt Beton Date: Tue, 26 Aug 2025 09:15:08 -0700 Subject: [PATCH 160/224] full mlx caching implementation --- pyproject.toml | 1 + run.sh | 14 +- scripts/src/exo_scripts/read_events.py | 909 +++++++++--------- src/exo/engines/mlx/utils_mlx.py | 11 +- src/exo/shared/logging.py | 4 +- src/exo/worker/runner/communication.py | 11 +- src/exo/worker/runner/runner.py | 2 +- src/exo/worker/runner/runner_supervisor.py | 37 +- src/exo/worker/runner/utils.py | 1 + .../test_integration/integration_utils.py | 1 + .../test_inference_llama70B.py | 70 +- uv.lock | 68 ++ 12 files changed, 580 insertions(+), 549 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 788405ff..52e708e2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -32,6 +32,7 @@ dependencies = [ "transformers>=4.55.2", "cobs>=1.2.2", "loguru>=0.7.3", + "textual>=5.3.0", ] [project.scripts] diff --git a/run.sh b/run.sh index 82e29cf1..8f329855 100755 --- a/run.sh +++ b/run.sh @@ -33,16 +33,16 @@ fi # Configure MLX # ./configure_mlx.sh -# First command (worker) - changes based on replica flag -if [ "$REPLICA" = true ]; then - osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export EXO_HOME=.exo; uv run exo-worker'\"" -else - osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c uv run exo-worker\"" -fi - # Second command (master) - changes based on replica flag if [ "$REPLICA" = true ]; then osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export RUST_LOG=true EXO_RUN_AS_REPLICA=1 EXO_HOME=.exo API_PORT=8001; uv run exo-master'\"" else osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export RUST_LOG=true; uv run exo-master'\"" +fi + +# First command (worker) - changes based on replica flag +if [ "$REPLICA" = true ]; then + osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export EXO_HOME=.exo; uv run exo-worker'\"" +else + osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c uv run exo-worker\"" fi \ No newline at end of file diff --git a/scripts/src/exo_scripts/read_events.py b/scripts/src/exo_scripts/read_events.py index 68fc9398..59493b26 100644 --- a/scripts/src/exo_scripts/read_events.py +++ b/scripts/src/exo_scripts/read_events.py @@ -1,26 +1,36 @@ -# pyright: reportAny=false - import asyncio -import curses -import time import json import argparse import sys -from logging import Logger +import time +from dataclasses import is_dataclass, asdict +from logging import getLogger from typing import List, Optional, Any, Sequence, Tuple +# Your existing imports — unchanged from exo.shared.types.state import State from exo.shared.apply import apply from exo.shared.db.sqlite.event_log_manager import EventLogManager, EventLogConfig from exo.shared.types.events.components import EventFromEventLog from exo.shared.types.events import Event -# Globals -logger: Logger = Logger('helper_log') -event_log_manager: Optional[EventLogManager] = None -worker_mode: bool = False +# --- Third-party UI (new) --- +from rich.syntax import Syntax +from rich.text import Text +from rich.panel import Panel +from rich.console import RenderableType -# Worker-related event types +from textual.app import App, ComposeResult +from textual.containers import Horizontal, Vertical +from textual.widgets import Static, ListView, ListItem, Input, Footer, Label +from textual.reactive import reactive +from textual import on +from textual.binding import Binding +from textual.message import Message + +logger = getLogger("helper_log") + +# Worker-related event types (same set) WORKER_EVENT_TYPES = { 'TaskCreated', 'TaskStateUpdated', 'TaskFailed', 'TaskDeleted', 'ChunkGenerated', @@ -29,17 +39,19 @@ WORKER_EVENT_TYPES = { } +# ---------- Data / DB helpers (mostly your original logic) ---------- + +event_log_manager: Optional[EventLogManager] = None + async def init_db() -> None: global event_log_manager - event_log_manager = EventLogManager(EventLogConfig(), logger) + event_log_manager = EventLogManager(EventLogConfig()) await event_log_manager.initialize() - async def get_events_since(since: int) -> Sequence[EventFromEventLog[Event]]: - assert event_log_manager is not None + # type: ignore[attr-defined, return-value] return await event_log_manager.global_events.get_events_since(since) - async def load_all_events() -> List[EventFromEventLog[Event]]: events: List[EventFromEventLog[Event]] = [] since = 0 @@ -51,7 +63,6 @@ async def load_all_events() -> List[EventFromEventLog[Event]]: since += len(new_events) return events - def compute_states(events: List[EventFromEventLog[Event]]) -> List[State]: states: List[State] = [State()] state = states[0] @@ -60,34 +71,95 @@ def compute_states(events: List[EventFromEventLog[Event]]) -> List[State]: states.append(state) return states +def filter_worker_state(state: State) -> dict: + state_dict = json.loads(state.model_dump_json()) + return { + 'node_status': state_dict.get('node_status', {}), + 'instances': state_dict.get('instances', {}), + 'runners': state_dict.get('runners', {}), + 'tasks': state_dict.get('tasks', {}), + 'last_event_applied_idx': state_dict.get('last_event_applied_idx', 0) + } -def print_event(event: EventFromEventLog[Event]) -> None: - event_type_name = type(event.event).__name__ - event_type = event_type_name.replace('_', ' ').title() - attributes = ', '.join(f"{key}={value!r}" for key, - value in vars(event.event).items()) - print(f"[{event.idx_in_log}] {event_type}: {attributes}") +def event_type_name(e: EventFromEventLog[Event]) -> str: + return type(e.event).__name__ + +def is_worker_event(e: EventFromEventLog[Event]) -> bool: + return event_type_name(e) in WORKER_EVENT_TYPES + +def safe_json(obj: Any) -> str: + """Serialize unknown objects to JSON-ish string safely.""" + def to_serializable(x: Any): + try: + if is_dataclass(x): + return asdict(x) + except Exception: + pass + if isinstance(x, (str, int, float, bool)) or x is None: + return x + if isinstance(x, dict): + return {str(k): to_serializable(v) for k, v in x.items()} + if isinstance(x, (list, tuple, set)): + return [to_serializable(v) for v in x] + try: + json.dumps(x) # type: ignore + return x + except Exception: + return repr(x) + try: + return json.dumps(to_serializable(obj), indent=2, ensure_ascii=False) + except Exception: + # Last resort + return repr(obj) + +def summarize_event_line(e: EventFromEventLog[Event], max_len: int = 160) -> Text: + etype = event_type_name(e) + attrs = vars(e.event) + prefix = Text(f"[{e.idx_in_log}] ", style="bold dim") + t = Text(etype, style="bold cyan") + t = prefix + t + Text(": ", style="dim") + first = True + for k, v in attrs.items(): + if not first: + t.append(", ", style="dim") + first = False + t.append(str(k), style="magenta") + t.append("=") + # Coarse coloring by type + if isinstance(v, str): + t.append(repr(v), style="green") + elif isinstance(v, (int, float)): + t.append(repr(v), style="yellow") + elif isinstance(v, bool): + t.append(repr(v), style="cyan") + else: + t.append(repr(v), style="") + if len(t.plain) > max_len: + t.truncate(max_len - 1) + t.append("…", style="dim") + return t + +def event_detail_renderable(e: EventFromEventLog[Event]) -> RenderableType: + payload = { + "idx_in_log": e.idx_in_log, + "event_type": event_type_name(e), + "attributes": vars(e.event) + } + return Syntax(safe_json(payload), "json", word_wrap=True) -async def non_tui_mode() -> None: +# ---------- Non-TUI (stdout) mode, like your current script ---------- + +async def run_non_tui(worker_mode: bool) -> None: await init_db() events = await load_all_events() states = compute_states(events) final_state = states[-1] if worker_mode: - filtered_events = [e for e in events if type( - e.event).__name__ in WORKER_EVENT_TYPES] + filtered_events = [e for e in events if is_worker_event(e)] events = filtered_events - # Recompute states? But states are cumulative, so perhaps just print filtered events and full state, or filter state too. - state_dict = json.loads(final_state.model_dump_json()) - filtered_state = { - 'node_status': state_dict.get('node_status', {}), - 'instances': state_dict.get('instances', {}), - 'runners': state_dict.get('runners', {}), - 'tasks': state_dict.get('tasks', {}), - 'last_event_applied_idx': state_dict.get('last_event_applied_idx', 0) - } + filtered_state = filter_worker_state(final_state) print("Final State (filtered):") print(json.dumps(filtered_state, indent=2)) else: @@ -95,464 +167,345 @@ async def non_tui_mode() -> None: print(final_state.model_dump_json(indent=2)) print("\nEvents:") - for event in events: - print_event(event) + for e in events: + etype = event_type_name(e) + attrs = ', '.join(f"{k}={value!r}" for k, value in vars(e.event).items()) + print(f"[{e.idx_in_log}] {etype}: {attrs}") -async def update_events(wrapped_events: List[EventFromEventLog[Event]], states: List[State], - filtered_indices: Optional[List[int]] = None) -> bool: - last_since = len(wrapped_events) - new_wrapped = await get_events_since(last_since) - if new_wrapped: - last_len = len(wrapped_events) - for nw in new_wrapped: - state = states[-1] - new_state = apply(state, nw) - states.append(new_state) - wrapped_events.extend(new_wrapped) - if filtered_indices is not None: - for k in range(last_len, len(wrapped_events)): - if type(wrapped_events[k].event).__name__ in WORKER_EVENT_TYPES: - filtered_indices.append(k) - return True - return False - - -def draw_state(win: Any, state: State, height: int, width: int, worker_mode: bool, state_scroll: int) -> int: - win.clear() - state_dict = json.loads(state.model_dump_json()) - if worker_mode: - filtered_state = { - 'node_status': state_dict.get('node_status', {}), - 'instances': state_dict.get('instances', {}), - 'runners': state_dict.get('runners', {}), - 'tasks': state_dict.get('tasks', {}), - 'last_event_applied_idx': state_dict.get('last_event_applied_idx', 0) - } - state_pretty = json.dumps(filtered_state, indent=2) - else: - state_pretty = json.dumps(state_dict, indent=2) - lines = state_pretty.split('\n') - max_scroll = max(0, len(lines) - height) - current_scroll = min(state_scroll, max_scroll) - for i in range(height): - line_idx = current_scroll + i - if line_idx >= len(lines): - break - line = lines[line_idx] - y = i - x = 0 - leading_spaces = len(line) - len(line.lstrip()) - win.addstr(y, x, ' ' * leading_spaces) - x += leading_spaces - stripped = line.lstrip() - if stripped.startswith('"'): - end_key = stripped.find('": ') - if end_key != -1: - key_str = stripped[:end_key + 3] # include ": - win.addstr(y, x, key_str, curses.color_pair(3)) - x += len(key_str) - value_str = stripped[end_key + 3:] - if value_str.startswith('"'): - color = 2 - elif value_str.replace('.', '', 1).isdigit() or ( - value_str.startswith('-') and value_str[1:].replace('.', '', 1).isdigit()): - color = 4 - elif value_str in ['true', 'false', 'null']: - color = 5 - elif value_str.startswith('{') or value_str.startswith('[') or value_str.startswith( - '}') or value_str.startswith(']'): - color = 0 - else: - color = 0 - win.addstr(y, x, value_str, curses.color_pair(color)) - else: - win.addstr(y, x, stripped) - else: - win.addstr(y, x, stripped) - win.refresh() - return current_scroll - - -def get_event_pairs(event: EventFromEventLog[Event]) -> List[Tuple[str, int]]: - pairs: List[Tuple[str, int]] = [] - idx_str = f"[{event.idx_in_log}] " - pairs.append((idx_str, 5)) - event_type_name = type(event.event).__name__ - event_type = event_type_name.replace('_', ' ').title() - pairs.append((event_type, 1)) - pairs.append((": ", 0)) - attrs = vars(event.event) - first = True - for key, value in attrs.items(): - if not first: - pairs.append((", ", 0)) - first = False - pairs.append((key, 3)) - pairs.append(("=", 0)) - v_str = repr(value) - if isinstance(value, str): - color = 2 - elif isinstance(value, (int, float)): - color = 4 - elif isinstance(value, bool): - color = 5 - else: - color = 6 - pairs.append((v_str, color)) - return pairs - - -def calculate_event_lines(pairs: List[Tuple[str, int]], win_width: int, subsequent_indent: int) -> int: - lines = 1 - x = 0 - for text, _ in pairs: - i = 0 - while i < len(text): - remaining = win_width - x - part_len = min(len(text) - i, remaining) - i += part_len - x += part_len - if i < len(text): - lines += 1 - x = subsequent_indent - return lines - - -def render_event(win: Any, start_y: int, pairs: List[Tuple[str, int]], is_bold: bool, win_width: int, - subsequent_indent: int) -> int: - y = start_y - x = 0 - for text, color in pairs: - attr = curses.color_pair(color) | (curses.A_BOLD if is_bold else 0) - i = 0 - while i < len(text): - remaining = win_width - x - part_len = min(len(text) - i, remaining) - part = text[i:i + part_len] - try: - win.addstr(y, x, part, attr) - except curses.error: - pass - i += part_len - x += part_len - if i < len(text): - y += 1 - if y >= win.getmaxyx()[0]: - return y - x = subsequent_indent - if x > 0: - y += 1 - return y - - -def draw_events(win: Any, events_list: List[EventFromEventLog[Event]], current_events: int, height: int) -> None: - win.clear() - if len(events_list) == 0: - win.addstr(0, 0, "No events") - win.refresh() - return - win_width = win.getmaxyx()[1] - current_event = events_list[current_events] - current_pairs = get_event_pairs(current_event) - subsequent_indent = len(f"[{current_event.idx_in_log}] ") - lines_current = calculate_event_lines( - current_pairs, win_width, subsequent_indent) - if lines_current > height: - render_event(win, 0, current_pairs, True, win_width, subsequent_indent) - win.refresh() - return - - target_above = (height - lines_current) // 2 - target_below = height - lines_current - target_above - - # Collect previous events - prev_events: List[int] = [] - remaining = target_above - i = current_events - 1 - while i >= 0 and remaining > 0: - event = events_list[i] - pairs = get_event_pairs(event) - indent = len(f"[{event.idx_in_log}] ") - lines = calculate_event_lines(pairs, win_width, indent) - if lines <= remaining: - remaining -= lines - prev_events.append(i) - i -= 1 - else: - break - prev_events.reverse() - - # Collect next events - next_events: List[int] = [] - remaining = target_below - j = current_events + 1 - while j < len(events_list) and remaining > 0: - event = events_list[j] - pairs = get_event_pairs(event) - indent = len(f"[{event.idx_in_log}] ") - lines = calculate_event_lines(pairs, win_width, indent) - if lines <= remaining: - remaining -= lines - next_events.append(j) - j += 1 - else: - break - - # Calculate total lines - total_lines = lines_current - for idx in prev_events: - event = events_list[idx] - pairs = get_event_pairs(event) - indent = len(f"[{event.idx_in_log}] ") - total_lines += calculate_event_lines(pairs, win_width, indent) - for idx in next_events: - event = events_list[idx] - pairs = get_event_pairs(event) - indent = len(f"[{event.idx_in_log}] ") - total_lines += calculate_event_lines(pairs, win_width, indent) - - padding = (height - total_lines) // 2 if total_lines < height else 0 - - y = padding - # Draw prev - for idx in prev_events: - event = events_list[idx] - pairs = get_event_pairs(event) - indent = len(f"[{event.idx_in_log}] ") - y = render_event(win, y, pairs, False, win_width, indent) - - # Draw current - y = render_event(win, y, current_pairs, True, win_width, subsequent_indent) - - # Draw next - for idx in next_events: - event = events_list[idx] - pairs = get_event_pairs(event) - indent = len(f"[{event.idx_in_log}] ") - y = render_event(win, y, pairs, False, win_width, indent) - - win.refresh() - - -def draw_status(win: Any, realtime: bool, current: int, total_events: int) -> None: - win.clear() - mode = "Realtime" if realtime else "Timetravel" - win.addstr(0, 0, - f"Mode: {mode} | Current event: {current} / {total_events} | Arrows: navigate events, [/]: scroll state, g: goto, r: toggle realtime, q: quit") - win.refresh() - - -def get_input(stdscr: Any, prompt: str) -> str: - curses.echo() - stdscr.addstr(0, 0, prompt) - stdscr.refresh() - input_str = stdscr.getstr(0, len(prompt), 20).decode('utf-8') - curses.noecho() - return input_str - - -def get_key(win: Any) -> Any: - ch = win.getch() - if ch == -1: - return -1 - if ch == 27: - ch2 = win.getch() - if ch2 == -1: - return 27 - if ch2 == 91: - ch3 = win.getch() - if ch3 == -1: - return -1 - if ch3 == 65: - return curses.KEY_UP - if ch3 == 66: - return curses.KEY_DOWN - if ch3 == 53: - ch4 = win.getch() - if ch4 == 126: - return curses.KEY_PPAGE - if ch3 == 54: - ch4 = win.getch() - if ch4 == 126: - return curses.KEY_NPAGE - if ch3 == 49: - ch4 = win.getch() - if ch4 == -1: - return -1 - if ch4 == 59: - ch5 = win.getch() - if ch5 == -1: - return -1 - if ch5 == 53: - ch6 = win.getch() - if ch6 == -1: - return -1 - if ch6 == 65: - return 'CTRL_UP' - if ch6 == 66: - return 'CTRL_DOWN' - return ch - - -def tui(stdscr: Any) -> None: - curses.start_color() - curses.init_pair(1, curses.COLOR_BLUE, curses.COLOR_BLACK) - curses.init_pair(2, curses.COLOR_GREEN, curses.COLOR_BLACK) - curses.init_pair(3, curses.COLOR_MAGENTA, curses.COLOR_BLACK) - curses.init_pair(4, curses.COLOR_YELLOW, curses.COLOR_BLACK) - curses.init_pair(5, curses.COLOR_CYAN, curses.COLOR_BLACK) - curses.init_pair(6, curses.COLOR_WHITE, curses.COLOR_BLACK) - curses.use_default_colors() - stdscr.timeout(100) - curses.curs_set(0) - - wrapped_events: List[EventFromEventLog[Event]] = [] - states: List[State] = [State()] - asyncio.run(init_db()) - asyncio.run(update_events(wrapped_events, states)) # Initial load - - filtered_indices: Optional[List[int]] = None - current_filtered: int = -1 - current: int = -1 - if worker_mode: - filtered_indices = [i for i in range(len(wrapped_events)) if - type(wrapped_events[i].event).__name__ in WORKER_EVENT_TYPES] - current_filtered = len(filtered_indices) - \ - 1 if filtered_indices else -1 - else: - current = len(wrapped_events) - 1 if wrapped_events else -1 - - realtime: bool = False - last_update: float = time.time() - update_interval: float = 1.0 - state_scroll: int = 0 - - while True: - height, width = stdscr.getmaxyx() - status_height = 1 - pane_height = height - status_height - pane_width = width // 2 - - state_win = curses.newwin(pane_height, pane_width, 0, 0) - events_win = curses.newwin( - pane_height, width - pane_width, 0, pane_width) - status_win = curses.newwin(status_height, width, pane_height, 0) +# ---------- Textual TUI ---------- +class StateView(Static): + """Left pane: shows state JSON, with optional worker filter.""" + def update_state(self, state: State, worker_mode: bool, index_in_log_for_status: Optional[int]) -> None: if worker_mode: - assert filtered_indices is not None - current_original = filtered_indices[current_filtered] if current_filtered >= 0 else -1 - events_list = [wrapped_events[i] for i in filtered_indices] - current_events = current_filtered + data = filter_worker_state(state) + json_str = json.dumps(data, indent=2, ensure_ascii=False) else: - current_original = current - events_list = wrapped_events - current_events = current + json_str = state.model_dump_json(indent=2) + syntax = Syntax(json_str, "json", word_wrap=True) + title = f"State after event #{index_in_log_for_status}" if index_in_log_for_status is not None else "Initial State" + self.update(Panel(syntax, title=title, border_style="cyan")) - state_idx = current_original + 1 if current_original >= 0 else 0 - state_scroll = draw_state( - state_win, states[state_idx], pane_height, pane_width, worker_mode, state_scroll) - draw_events(events_win, events_list, current_events, pane_height) - total_events = len(wrapped_events) - 1 if wrapped_events else -1 - draw_status(status_win, realtime, - current_original if worker_mode else current, total_events) +class EventListItem(ListItem): + def __init__(self, e: EventFromEventLog[Event]) -> None: + super().__init__(Static(summarize_event_line(e))) + self._event = e - key = get_key(stdscr) - if key != -1: - if key == curses.KEY_UP: - if worker_mode and current_filtered > 0: - current_filtered -= 1 - elif not worker_mode and current > 0: - current -= 1 - elif key == 'CTRL_UP': - if worker_mode: - current_filtered = max(0, current_filtered - 5) - else: - current = max(0, current - 5) - elif key == curses.KEY_DOWN: - assert filtered_indices is not None - if worker_mode and current_filtered < len(filtered_indices) - 1: - current_filtered += 1 - elif not worker_mode and current < len(wrapped_events) - 1: - current += 1 - elif key == 'CTRL_DOWN': - assert filtered_indices is not None - if worker_mode: - current_filtered = min( - len(filtered_indices) - 1, current_filtered + 5) - else: - current = min(len(wrapped_events) - 1, current + 5) - elif key == ord('['): - state_scroll = max(0, state_scroll - pane_height // 2) - elif key == ord(']'): - state_scroll += pane_height // 2 # clamped in draw_state - elif key == ord('q'): + @property + def wrapped_event(self) -> EventFromEventLog[Event]: + return self._event + +class EventDetail(Static): + """Right-bottom: details of the selected event.""" + def show_event(self, e: Optional[EventFromEventLog[Event]]) -> None: + if e is None: + self.update(Panel(Text("No event selected.", style="dim"), title="Event Details")) + else: + self.update(Panel(event_detail_renderable(e), title=f"Event #{e.idx_in_log} • {event_type_name(e)}", border_style="magenta")) + +class StatusBar(Static): + def set_status(self, realtime: bool, total_events: int, current_idx_in_log: Optional[int]) -> None: + mode = "Realtime" if realtime else "Timetravel" + parts = [ + f"[{mode}]", + f"Events: {total_events}", + ] + if current_idx_in_log is not None: + parts.append(f"Current: #{current_idx_in_log}") + parts.append("Keys: ↑/↓ Select • PgUp/PgDn Scroll • Ctrl+↑/↓ ±5 • [/] State PgUp/PgDn • g Goto • r Realtime • q Quit") + self.update(Text(" ".join(parts), style="dim")) + + +class GotoPrompt(Static): + """Simple inline goto prompt (appears above Footer).""" + class Submitted(Message): + def __init__(self, value: Optional[int]) -> None: + super().__init__() + self.value = value + + def compose(self) -> ComposeResult: + yield Label("Go to event id (idx_in_log):", id="goto-label") + yield Input(placeholder="e.g., 123", id="goto-input") + + def on_mount(self) -> None: + self.query_one(Input).focus() + + @on(Input.Submitted) + def _submitted(self, event: Input.Submitted) -> None: + text = (event.value or "").strip() + try: + value = int(text) + except ValueError: + value = None + self.post_message(self.Submitted(value)) + + +class EventLogApp(App): + CSS = """ + Screen { + layout: vertical; + } + #main { + height: 1fr; + } + #left { + width: 60%; + } + #right { + width: 40%; + } + #events { + height: 3fr; + } + #detail { + height: 2fr; + border: tall; + } + #status { + height: 1; + padding: 0 1; + } + #goto { + dock: bottom; + height: 3; + padding: 1 2; + background: $panel; + border: round $accent; + } + """ + + BINDINGS = [ + Binding("q", "quit", "Quit"), + Binding("r", "toggle_realtime", "Realtime"), + Binding("[", "state_page_up", "State PgUp"), + Binding("]", "state_page_down", "State PgDn"), + Binding("g", "prompt_goto", "Goto"), + Binding("ctrl+up", "jump_up", "Jump Up"), + Binding("ctrl+down", "jump_down", "Jump Down"), + ] + + # Reactive state + realtime: reactive[bool] = reactive(False) + worker_mode: bool + + # Data + wrapped_events: List[EventFromEventLog[Event]] + states: List[State] + filtered_indices: Optional[List[int]] # maps filtered idx -> original idx + update_interval: float = 1.0 + _poll_timer = None + + def __init__(self, worker_mode: bool) -> None: + super().__init__() + self.worker_mode = worker_mode + self.wrapped_events = [] + self.states = [State()] + self.filtered_indices = None + + async def on_mount(self) -> None: + await init_db() + await self._initial_load() + # periodic polling for new events + self._poll_timer = self.set_interval(self.update_interval, self._tick_poll) + # Put list selection at end (last event) by default + self._select_last() + + async def _initial_load(self) -> None: + self.wrapped_events = await load_all_events() + self.states = compute_states(self.wrapped_events) + + # Build filtered view if needed + if self.worker_mode: + self.filtered_indices = [i for i, e in enumerate(self.wrapped_events) if is_worker_event(e)] + else: + self.filtered_indices = None + + # Populate the ListView + lv = self.query_one("#events", ListView) + lv.clear() + events_to_show = self._view_events() + for e in events_to_show: + lv.append(EventListItem(e)) + + # Update left state & details + self._refresh_views() + + def compose(self) -> ComposeResult: + # Layout: [Header optional] -> main Horizontal -> Status bar + Footer + with Horizontal(id="main"): + with Vertical(id="left"): + yield StateView(id="state") + with Vertical(id="right"): + yield ListView(id="events") + yield EventDetail(id="detail") + yield StatusBar(id="status") + yield Footer() + + def _current_original_index(self) -> int: + lv = self.query_one("#events", ListView) + idx = lv.index + if idx is None or idx < 0: + return -1 + if self.filtered_indices is not None: + if idx >= len(self.filtered_indices): + return -1 + return self.filtered_indices[idx] + return idx + + def _view_events(self) -> List[EventFromEventLog[Event]]: + if self.filtered_indices is not None: + return [self.wrapped_events[i] for i in self.filtered_indices] + return self.wrapped_events + + def _select_last(self) -> None: + lv = self.query_one("#events", ListView) + n = len(lv.children) + if n: + lv.index = n - 1 + + def _refresh_views(self) -> None: + # Update State pane and Detail pane and Status bar + original_idx = self._current_original_index() + state_idx = (original_idx + 1) if original_idx >= 0 else 0 + state = self.states[state_idx] + state_view = self.query_one("#state", StateView) + idx_in_log = None + if original_idx >= 0: + idx_in_log = self.wrapped_events[original_idx].idx_in_log + state_view.update_state(state, self.worker_mode, idx_in_log) + + # Detail pane + detail = self.query_one("#detail", EventDetail) + current_event = self.wrapped_events[original_idx] if original_idx >= 0 else None + detail.show_event(current_event) + + # Status bar + status = self.query_one("#status", StatusBar) + total_events = len(self.wrapped_events) + status.set_status(self.realtime, total_events, current_event.idx_in_log if current_event else None) + + async def _poll_once(self) -> bool: + """Fetch and append new events; return True if updated.""" + last_since = len(self.wrapped_events) + new_wrapped = await get_events_since(last_since) + if not new_wrapped: + return False + + # Extend states incrementally (avoid recomputing all) + for nw in new_wrapped: + state = self.states[-1] + self.states.append(apply(state, nw)) + + start_len = len(self.wrapped_events) + self.wrapped_events.extend(new_wrapped) + + # Update filtered mapping and UI list + lv = self.query_one("#events", ListView) + if self.worker_mode: + if self.filtered_indices is None: + self.filtered_indices = [] + for k in range(start_len, len(self.wrapped_events)): + if is_worker_event(self.wrapped_events[k]): + self.filtered_indices.append(k) + lv.append(EventListItem(self.wrapped_events[k])) + else: + for k in range(start_len, len(self.wrapped_events)): + lv.append(EventListItem(self.wrapped_events[k])) + + # Auto-follow the tail in realtime mode + if self.realtime: + self._select_last() + + # Refresh panes + self._refresh_views() + return True + + def _tick_poll(self) -> None: + # called by timer; schedule the async poll + asyncio.create_task(self._poll_once()) + + # ------ Actions / key handlers ------ + def action_quit(self) -> None: + self.exit() + + def action_toggle_realtime(self) -> None: + self.realtime = not self.realtime + if self.realtime: + self._select_last() + self._refresh_views() + + def action_state_page_up(self) -> None: + state_view = self.query_one("#state", StateView) + state_view.scroll_page_up() + + def action_state_page_down(self) -> None: + state_view = self.query_one("#state", StateView) + state_view.scroll_page_down() + + def action_jump_up(self) -> None: + lv = self.query_one("#events", ListView) + if lv.children: + lv.index = max(0, (lv.index or 0) - 5) + self._refresh_views() + + def action_jump_down(self) -> None: + lv = self.query_one("#events", ListView) + if lv.children: + lv.index = min(len(lv.children) - 1, (lv.index or 0) + 5) + self._refresh_views() + + def action_prompt_goto(self) -> None: + # mount a small prompt near bottom + if self.query("#goto"): + return + prompt = GotoPrompt(id="goto") + self.mount(prompt) + + @on(GotoPrompt.Submitted) + def _on_goto_submitted(self, msg: GotoPrompt.Submitted) -> None: + # Remove prompt + for node in self.query("#goto"): + node.remove() + + if msg.value is None: + return + + target = msg.value + # find in current view's idx_in_log + events_to_show = self._view_events() + lv = self.query_one("#events", ListView) + for i, e in enumerate(events_to_show): + if e.idx_in_log == target: + lv.index = i + self._refresh_views() break - elif key == ord('r'): - realtime = not realtime - if realtime: - assert filtered_indices is not None - if worker_mode: - current_filtered = len( - filtered_indices) - 1 if filtered_indices else -1 - else: - current = len(wrapped_events) - \ - 1 if wrapped_events else -1 - state_scroll = 0 - elif key == ord('g'): - stdscr.timeout(-1) # block for input - input_str = get_input(status_win, "Go to event: ") - try: - goto = int(input_str) - if worker_mode: - assert filtered_indices is not None - for i, orig in enumerate(filtered_indices): - if wrapped_events[orig].idx_in_log == goto: - current_filtered = i - state_scroll = 0 - break - else: - for i in range(len(wrapped_events)): - if wrapped_events[i].idx_in_log == goto: - current = i - state_scroll = 0 - break - except ValueError: - pass - stdscr.timeout(100) - status_win.clear() - status_win.refresh() - if realtime and time.time() - last_update > update_interval: - updated = asyncio.run(update_events( - wrapped_events, states, filtered_indices if worker_mode else None)) - if updated: - assert filtered_indices is not None - if worker_mode: - current_filtered = len(filtered_indices) - 1 - else: - current = len(wrapped_events) - 1 - state_scroll = 0 - last_update = time.time() + @on(ListView.Highlighted, "#events") + @on(ListView.Selected, "#events") + def _on_event_selected(self, *_: Any) -> None: + # Update panes when selection changes + self._refresh_views() -if __name__ == "__main__": - parser = argparse.ArgumentParser( - description='Read and display events from the event log') +# ---------- Entrypoint ---------- + +def main() -> None: + parser = argparse.ArgumentParser(description='Read and display events from the event log (Textual UI)') parser.add_argument('--worker', action='store_true', help='Only show worker-related events (task, streaming, instance, runner status)') + parser.add_argument('--no-ui', action='store_true', + help='Print to stdout (non-interactive), like the original non-TUI mode') args = parser.parse_args() - worker_mode = args.worker + # Non-interactive fallback if no TTY or user requests it + if args.no_ui or not sys.stdout.isatty(): + asyncio.run(run_non_tui(worker_mode=args.worker)) + return - if not sys.stdout.isatty(): - asyncio.run(non_tui_mode()) - else: - try: - curses.wrapper(tui) - except curses.error as e: - if "could not find terminal" in str(e): - print("Error: Could not find terminal. Falling back to non-TUI mode.") - asyncio.run(non_tui_mode()) - else: - raise + # TUI mode + app = EventLogApp(worker_mode=args.worker) + app.run() + +if __name__ == "__main__": + main() diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index 6ac3dc6e..daf1636b 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -60,19 +60,16 @@ def mlx_setup( target_cache = int(1.10 * (model_bytes + kv_bytes)) # +10% slack target_cache = min(target_cache, int(cache_frac_of_mrwss * mrwss)) target_cache = min(target_cache, memsize) + runner_print(f"{target_cache=}") - mx.set_cache_limit(max(target_cache, 0)) - return - - # Optional hard cap (keeps total MLX usage under control) - with contextlib.suppress(Exception): - mx.set_memory_limit(int(0.85 * mrwss)) # Wiring: off by default; if you re‑enable, wire at most a small fraction. if wired_frac_of_mrwss > 0.0: - target_wired = min(int(wired_frac_of_mrwss * mrwss), int(0.5 * model_bytes)) + target_wired = int(wired_frac_of_mrwss * mrwss) target_wired = min(target_wired, target_cache) # don’t wire more than cache + + runner_print(f"{target_wired=}") with contextlib.suppress(Exception): # older macOS won’t have this mx.set_wired_limit(max(target_wired, 0)) diff --git a/src/exo/shared/logging.py b/src/exo/shared/logging.py index 4946f1ad..2798ffbe 100644 --- a/src/exo/shared/logging.py +++ b/src/exo/shared/logging.py @@ -20,7 +20,7 @@ def logger_setup(log_file: Path, verbosity: int = 0): if verbosity == 0: _ = logger.add( # type: ignore sys.__stderr__, # type: ignore - format="[ {time:hh:mmA} | {level: <8}] {message}", + format="[ {time:hh:mm:ss.SSSSA} | {level: <8}] {message}", level="INFO", colorize=True, enqueue=True, @@ -29,7 +29,7 @@ def logger_setup(log_file: Path, verbosity: int = 0): elif verbosity == 1: _ = logger.add( # type: ignore sys.__stderr__, # type: ignore - format="[ {time:hh:mmA} | {level: <8}] {message}", + format="[ {time:hh:mm:ss.SSSSA} | {level: <8}] {message}", level="INFO", colorize=True, enqueue=True, diff --git a/src/exo/worker/runner/communication.py b/src/exo/worker/runner/communication.py index 0b889aa4..d02ffb02 100644 --- a/src/exo/worker/runner/communication.py +++ b/src/exo/worker/runner/communication.py @@ -58,16 +58,17 @@ def runner_write_response(obj: RunnerResponse) -> None: async def supervisor_read_response( proc: asyncio.subprocess.Process, -) -> RunnerResponse | None: +) -> RunnerResponse: assert proc.stdout is not None, ( "proc.stdout should not be None when created with stdout=PIPE" ) - line_bytes: bytes = await asyncio.wait_for(proc.stdout.readline(), timeout=180) + # TODO: We could put a timeout on this if we decide to send heartbeats from the runner. + # This lets us handle cases where the process dies at some point not during an inference. + line_bytes: bytes = await proc.stdout.readline() + if not line_bytes: + raise EOFError('No more data to read when reading response from runner.') line: str = line_bytes.decode("utf-8").strip() - if not line: - return None - try: return RunnerResponseTypeAdapter.validate_json(line) except Exception as err: diff --git a/src/exo/worker/runner/runner.py b/src/exo/worker/runner/runner.py index 307de378..287f1e2a 100644 --- a/src/exo/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -112,7 +112,7 @@ async def main(): model_shard_meta = setup_message.model_shard_meta hosts = setup_message.hosts - mlx_setup(int(get_weights_size_kb(model_shard_meta) // 2**10)) + mlx_setup(int(get_weights_size_kb(model_shard_meta) // 2**10), cache_frac_of_mrwss=0.8, wired_frac_of_mrwss=0.8) # For testing - these are fake break conditions if model_shard_meta.immediate_exception: diff --git a/src/exo/worker/runner/runner_supervisor.py b/src/exo/worker/runner/runner_supervisor.py index 87cfd7d7..665f00c4 100644 --- a/src/exo/worker/runner/runner_supervisor.py +++ b/src/exo/worker/runner/runner_supervisor.py @@ -114,6 +114,13 @@ class RunnerSupervisor: """ Read from the queue with a timeout, but also check if the read_task has failed. """ + try: + assert not self.read_task.done() + except AssertionError as e_assert: + e = self.read_task.exception() + assert e is not None + raise e from e_assert + queue_task = asyncio.create_task(self.read_queue.get()) done, pending = await asyncio.wait( @@ -137,13 +144,14 @@ class RunnerSupervisor: return response if self.read_task in done: - await self.read_task # Re-raises any exception from read_task - logger.error( - "Unreachable code run. We should have raised an error on the read_task being done." - ) - + try: + await self.read_task # Re-raises any exception from read_task + except Exception: + raise # bubble up exception + raise RunnerError("RunnerStopped", "Runner read loop terminated unexpectedly before any response.", "") + # if we haven't read from the queue, we have timed out. - await self.astop() + await self.astop() # TODO: This could be handled by the called or _read_with_error_check - as we don't want a false Timeout to bring the whole runner down. raise asyncio.TimeoutError() async def stream_response( @@ -186,7 +194,7 @@ class RunnerSupervisor: try: response = await self._read_with_error_check(timeout) except asyncio.TimeoutError as e: - logger.bind(user_facing=True).info( + logger.bind(user_facing=True).error( f"Generation timed out during {'prefil' if timeout == prefil_timeout else 'decoding stage'}" ) raise e @@ -219,16 +227,17 @@ class RunnerSupervisor: async def _read_coro(self): while True: - response: RunnerResponse | None = await supervisor_read_response( - self.runner_process - ) - if response is None: - # Runner process died unexpectedly (C++ crash) + try: + response: RunnerResponse = await supervisor_read_response( + self.runner_process + ) + except EOFError: e = await self._raise_crashed() if e: - raise e from EOFError + # Runner process died unexpectedly (C++ crash) + raise e from EOFError # TODO: Do we just want to create an error and put it on the read_queue here? else: - break + continue match response: case PrintResponse(): diff --git a/src/exo/worker/runner/utils.py b/src/exo/worker/runner/utils.py index 328d1a07..e3ddae62 100644 --- a/src/exo/worker/runner/utils.py +++ b/src/exo/worker/runner/utils.py @@ -68,6 +68,7 @@ def get_init_timeout(model_shard_meta: ShardMetadata) -> float: def get_prefil_timeout(model_shard_meta: ShardMetadata) -> float: + return 30.0 # TODO: Proper prefil timeout calculation, but this requires knowing the number of tokens in the prompt. weights_size_gb = get_weights_size_kb(model_shard_meta) / (1024 * 1024) tokens = 1000 # constant for now - the prompt is only tokenized in the device... diff --git a/src/exo/worker/tests/test_integration/integration_utils.py b/src/exo/worker/tests/test_integration/integration_utils.py index 0654ad77..9d088a70 100644 --- a/src/exo/worker/tests/test_integration/integration_utils.py +++ b/src/exo/worker/tests/test_integration/integration_utils.py @@ -55,6 +55,7 @@ async def read_streaming_response( event.chunk, TokenChunk ): response_string += event.chunk.text + token_count += 1 if event.chunk.finish_reason: finish_reason = event.chunk.finish_reason diff --git a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py index 6e9ace7f..c71aafc8 100644 --- a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py +++ b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py @@ -183,15 +183,15 @@ async def test_ttft( if not first_chunk_seen_1: await asyncio.sleep(0.01) - _, seen_task_finished_1, response_string_1, _ = await read_streaming_response( + _, seen_task_finished_1, response_string_1, token_count_1 = await read_streaming_response( global_events ) - # # total_time_1 = time.time() - task_created_time_1 + total_time_1 = time.time() - task_created_time_1 assert seen_task_finished_1 # Wait for first task to complete - await asyncio.sleep(3.0) + await asyncio.sleep(5.0) # Second inference task2_params = ChatCompletionTaskParams( @@ -238,10 +238,10 @@ async def test_ttft( if not first_chunk_seen_2: await asyncio.sleep(0.01) - _, seen_task_finished_2, response_string_2, _ = await read_streaming_response( + _, seen_task_finished_2, response_string_2, token_count_2 = await read_streaming_response( global_events, filter_task=TASK_2_ID ) - # # total_time_2 = time.time() - task_created_time_2 + total_time_2 = time.time() - task_created_time_2 assert seen_task_finished_2 assert time_to_first_token_1 @@ -249,41 +249,41 @@ async def test_ttft( # Calculate TPS metrics # Prompt is approximately 45 tokens according to user - # prompt_tokens = 45 + prompt_tokens = 45 - # # Prefill TPS = prompt tokens / time to first token - # prefill_tps_1 = prompt_tokens / time_to_first_token_1 if time_to_first_token_1 > 0 else 0 - # prefill_tps_2 = prompt_tokens / time_to_first_token_2 if time_to_first_token_2 > 0 else 0 + # Prefill TPS = prompt tokens / time to first token + prefill_tps_1 = prompt_tokens / time_to_first_token_1 if time_to_first_token_1 > 0 else 0 + prefill_tps_2 = prompt_tokens / time_to_first_token_2 if time_to_first_token_2 > 0 else 0 - # # Generation TPS = generated tokens / generation time - # # Generation time = total time - time to first token - # generation_time_1 = total_time_1 - time_to_first_token_1 - # generation_time_2 = total_time_2 - time_to_first_token_2 - # generation_tps_1 = token_count_1 / generation_time_1 if generation_time_1 > 0 else 0 - # generation_tps_2 = token_count_2 / generation_time_2 if generation_time_2 > 0 else 0 + # Generation TPS = generated tokens / generation time + # Generation time = total time - time to first token + generation_time_1 = total_time_1 - time_to_first_token_1 + generation_time_2 = total_time_2 - time_to_first_token_2 + generation_tps_1 = token_count_1 / generation_time_1 if generation_time_1 > 0 else 0 + generation_tps_2 = token_count_2 / generation_time_2 if generation_time_2 > 0 else 0 - # # Display time to first token profiling results - # print("\n=== Time to First Token Profiling ===") - # print(f"First inference ('{task1.task_params.messages[0].content}'):") - # print(f" Time to first token: {time_to_first_token_1:.3f}s") - # print(f" Total completion time: {total_time_1:.3f}s") - # print(f" Tokens generated: {token_count_1}") - # print(f" Response length: {len(response_string_1)} chars") - # print(f" Prefill TPS: {prefill_tps_1:.1f} tokens/sec ({prompt_tokens} prompt tokens / {time_to_first_token_1:.3f}s)") - # print(f" Generation TPS: {generation_tps_1:.1f} tokens/sec ({token_count_1} tokens / {generation_time_1:.3f}s)") + # Display time to first token profiling results + print("\n=== Time to First Token Profiling ===") + print(f"First inference ('{task1.task_params.messages[0].content}'):") + print(f" Time to first token: {time_to_first_token_1:.3f}s") + print(f" Total completion time: {total_time_1:.3f}s") + print(f" Tokens generated: {token_count_1}") + print(f" Response length: {len(response_string_1)} chars") + print(f" Prefill TPS: {prefill_tps_1:.1f} tokens/sec ({prompt_tokens} prompt tokens / {time_to_first_token_1:.3f}s)") + print(f" Generation TPS: {generation_tps_1:.1f} tokens/sec ({token_count_1} tokens / {generation_time_1:.3f}s)") - # print(f"\nSecond inference ('{task2.task_params.messages[0].content}'):") - # print(f" Time to first token: {time_to_first_token_2:.3f}s") - # print(f" Total completion time: {total_time_2:.3f}s") - # print(f" Tokens generated: {token_count_2}") - # print(f" Response length: {len(response_string_2)} chars") - # print(f" Prefill TPS: {prefill_tps_2:.1f} tokens/sec ({prompt_tokens} prompt tokens / {time_to_first_token_2:.3f}s)") - # print(f" Generation TPS: {generation_tps_2:.1f} tokens/sec ({token_count_2} tokens / {generation_time_2:.3f}s)") + print(f"\nSecond inference ('{task2.task_params.messages[0].content}'):") + print(f" Time to first token: {time_to_first_token_2:.3f}s") + print(f" Total completion time: {total_time_2:.3f}s") + print(f" Tokens generated: {token_count_2}") + print(f" Response length: {len(response_string_2)} chars") + print(f" Prefill TPS: {prefill_tps_2:.1f} tokens/sec ({prompt_tokens} prompt tokens / {time_to_first_token_2:.3f}s)") + print(f" Generation TPS: {generation_tps_2:.1f} tokens/sec ({token_count_2} tokens / {generation_time_2:.3f}s)") - # print("\nComparison:") - # print(f" Second inference time to first token: {time_to_first_token_2/time_to_first_token_1:.2f}x the first") - # print(f" Second inference prefill TPS: {prefill_tps_2/prefill_tps_1:.2f}x the first") - # print(f" Second inference generation TPS: {generation_tps_2/generation_tps_1:.2f}x the first") + print("\nComparison:") + print(f" Second inference time to first token: {time_to_first_token_2/time_to_first_token_1:.2f}x the first") + print(f" Second inference prefill TPS: {prefill_tps_2/prefill_tps_1:.2f}x the first") + print(f" Second inference generation TPS: {generation_tps_2/generation_tps_1:.2f}x the first") # Basic assertions to ensure responses make sense assert len(response_string_1) > 0 diff --git a/uv.lock b/uv.lock index 9abbbc8c..888d683e 100644 --- a/uv.lock +++ b/uv.lock @@ -269,6 +269,7 @@ dependencies = [ { name = "rustworkx", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "sqlalchemy", extra = ["asyncio"], marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = 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+- .../test_integration/test_instantiation.py | 40 --- .../test_instantiation_sad.py | 2 +- .../worker/tests/test_supervisor/test_long.py | 169 ++++++++++++ 17 files changed, 753 insertions(+), 228 deletions(-) create mode 100644 src/exo/shared/types/worker/communication.py delete mode 100644 src/exo/worker/runner/communication.py create mode 100644 src/exo/worker/tests/test_supervisor/test_long.py diff --git a/pyproject.toml b/pyproject.toml index 52e708e2..ba64ebba 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -87,6 +87,15 @@ reportUnnecessaryTypeIgnoreComment = "error" pythonVersion = "3.13" pythonPlatform = "Darwin" +exclude = ["**/.venv", "**/venv", "**/__pycache__", "**/exo_scripts"] +stubPath = "typings" + +[[tool.basedpyright.executionEnvironments]] +root = "src" + +[[tool.basedpyright.executionEnvironments]] +root = "." + ### # uv configuration ### diff --git a/src/exo/engines/mlx/__init__.py b/src/exo/engines/mlx/__init__.py index e69de29b..3672ffac 100644 --- a/src/exo/engines/mlx/__init__.py +++ b/src/exo/engines/mlx/__init__.py @@ -0,0 +1,31 @@ +from typing import Optional + +from mlx_lm.models.cache import KVCache + +import mlx.core as mx +import mlx.nn as nn # type: ignore + +# These are wrapper functions to fix the fact that mlx is not strongly typed in the same way that EXO is. +# For example - MLX has no guarantee of the interface that nn.Module will expose. But we need a guarantee that it has a __call__() function + +class Model(nn.Module): + layers: list[nn.Module] + + def __call__(self, x: mx.array, cache: Optional[list[KVCache]]) -> mx.array: ... + + +class Detokenizer: + def reset(self) -> None: ... + def add_token(self, token: int) -> None: ... + def finalize(self) -> None: ... + + @property + def last_segment(self) -> str: ... + + +class TokenizerWrapper: + bos_token: Optional[str] + eos_token_ids: list[int] + detokenizer: Detokenizer + + def encode(self, text: str, add_special_tokens: bool = True) -> list[int]: ... \ No newline at end of file diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index daf1636b..e8df5a8d 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -4,27 +4,30 @@ import contextlib import os import resource from asyncio import AbstractEventLoop -from typing import Any, Callable +from typing import Any, Callable, Optional, cast -from mlx_lm.generate import stream_generate # type: ignore +from mlx_lm.models.cache import KVCache from mlx_lm.sample_utils import make_sampler -from mlx_lm.tokenizer_utils import TokenizerWrapper, load_tokenizer # type: ignore +from mlx_lm.tokenizer_utils import TokenizerWrapper as _TokenizerWrapper +from mlx_lm.tokenizer_utils import load_tokenizer # type: ignore from mlx_lm.utils import load_model # type: ignore from pydantic import RootModel import mlx.core as mx import mlx.nn as nn # pyright: ignore[reportMissingTypeStubs] -from exo.engines.mlx.auto_parallel import auto_parallel -from exo.shared.types.api import ChatCompletionMessage +from exo.engines.mlx import Model, TokenizerWrapper +from exo.engines.mlx.auto_parallel import IdentityLayer, auto_parallel from exo.shared.types.common import Host from exo.shared.types.tasks import ChatCompletionTaskParams +from exo.shared.types.worker.communication import runner_print from exo.shared.types.worker.shards import ShardMetadata from exo.worker.download.download_utils import build_model_path -from exo.worker.runner.communication import runner_print # Needed for 8 bit model resource.setrlimit(resource.RLIMIT_NOFILE, (2048, 4096)) +mlx_rank: None | int = None +mlx_world_size: None | int = None def mx_barrier(): mx.eval( # type: ignore @@ -33,6 +36,18 @@ def mx_barrier(): ) ) +def broadcast_from_zero(value: int) -> int: + if mlx_rank is None: + return value + + if mlx_rank == 0: + a = mx.array([value], dtype=mx.int32) + else: + a = mx.array([0], dtype=mx.int32) + + m = mx.distributed.all_sum(a, stream=mx.Device(mx.DeviceType.cpu)) + mx.eval(m) # type: ignore + return int(m.item()) # type: ignore class HostList(RootModel[list[str]]): @classmethod @@ -78,6 +93,7 @@ def mlx_distributed_init(rank: int, hosts: list[Host]) -> mx.distributed.Group: """ Initialize the MLX distributed (runs in thread pool) """ + global mlx_rank, mlx_world_size runner_print(f"Starting initialization for rank {rank}") # Setup distributed environment @@ -94,6 +110,8 @@ def mlx_distributed_init(rank: int, hosts: list[Host]) -> mx.distributed.Group: os.environ["MLX_RING_VERBOSE"] = "1" group = mx.distributed.init(backend="ring", strict=True) + mlx_rank = group.rank() + mlx_world_size = group.rank() runner_print(f"Rank {rank} mlx distributed initialization complete") return group @@ -102,7 +120,7 @@ def mlx_distributed_init(rank: int, hosts: list[Host]) -> mx.distributed.Group: def initialize_mlx( model_shard_meta: ShardMetadata, hosts: list[Host], -) -> tuple[nn.Module, TokenizerWrapper, Callable[[mx.array], mx.array]]: +) -> tuple[Model, TokenizerWrapper, Callable[[mx.array], mx.array]]: """ Initialize the MLX model, tokenizer, and sampler. Runs in the MLX thread. """ @@ -112,6 +130,7 @@ def initialize_mlx( sampler: Callable[[mx.array], mx.array] = make_sampler(temp=0.7) model, tokenizer = shard_and_load(model_shard_meta) + model = cast(Model, model) return model, tokenizer, sampler @@ -123,18 +142,19 @@ def shard_and_load( runner_print(f"loading model from {model_path}") - model, _ = load_model(model_path, lazy=True, strict=False) # type: ignore + model, config = load_model(model_path, lazy=True, strict=False) # type: ignore + runner_print(f'{config=}') assert isinstance(model, nn.Module) tokenizer = load_tokenizer(model_path) - assert isinstance(tokenizer, TokenizerWrapper) + assert isinstance(tokenizer, _TokenizerWrapper) model = auto_parallel(model, model_shard_meta) mx.eval(model.parameters()) # type: ignore # Synchronize processes before generation to avoid timeout mx_barrier() - return model, tokenizer + return model, tokenizer # type: ignore async def apply_chat_template( @@ -179,47 +199,37 @@ async def apply_chat_template( return prompt +class NullKVCache(KVCache): + """ + A KVCache that pretends to exist but holds zero tokens. + It satisfies .state/.meta_state and never allocates real keys/values. + """ + def __init__(self, dtype: mx.Dtype = mx.float16): + super().__init__() + # zero-length K/V so shapes/dtypes are defined but empty + self.keys = mx.zeros((1, 1, 0, 1), dtype=dtype) # pyright: ignore[reportUnknownMemberType] + self.values = mx.zeros((1, 1, 0, 1), dtype=dtype) # pyright: ignore[reportUnknownMemberType] + self.offset = 0 -async def warmup_inference( - mlx_executor: concurrent.futures.ThreadPoolExecutor, - model: nn.Module, - tokenizer: TokenizerWrapper, - sampler: Callable[[mx.array], mx.array], -) -> int: - loop = asyncio.get_running_loop() + @property + def state(self) -> tuple[mx.array, mx.array]: + # matches what mx.save_safetensors / mx.eval expect + return self.keys, self.values - warmup_prompt = await apply_chat_template( - mlx_executor=mlx_executor, - tokenizer=tokenizer, - chat_task_data=ChatCompletionTaskParams( - model="warmup", - messages=[ - ChatCompletionMessage( - role="user", - content="Prompt to warm up the inference engine. Repeat this.", - ) - ], - ), - ) - - tokens_generated = 0 - - def _generate_warmup(): - nonlocal tokens_generated - for _ in stream_generate( - model=model, - tokenizer=tokenizer, - prompt=warmup_prompt, - max_tokens=50, - sampler=sampler, - ): - tokens_generated += 1 - - await loop.run_in_executor(mlx_executor, _generate_warmup) - mx_barrier() - - return tokens_generated + @state.setter + def state(self, v: tuple[mx.array, mx.array]) -> None: + raise NotImplementedError('We should not be setting a NullKVCache.') +async def make_kv_cache( + model: Model, + max_kv_size: Optional[int] = None, +) -> list[KVCache]: + assert hasattr(model, 'layers') + + return [ + NullKVCache() if isinstance(layer, IdentityLayer) else KVCache() + for layer in model.layers + ] def mlx_force_oom(size: int = 40000) -> None: """ diff --git a/src/exo/shared/models/model_cards.py b/src/exo/shared/models/model_cards.py index ff0669ec..4b47559a 100644 --- a/src/exo/shared/models/model_cards.py +++ b/src/exo/shared/models/model_cards.py @@ -55,6 +55,19 @@ MODEL_CARDS: dict[str, ModelCard] = { n_layers=61, ), ), + "deepseek-v3.1:4bit": ModelCard( + short_id="deepseek-v3.1:4bit", + model_id="mlx-community/DeepSeek-V3.1-4bit", + name="DeepSeek V3.1 (4-bit)", + description="""DeepSeek V3.1 is a large language model trained on the DeepSeek V3.1 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id="mlx-community/DeepSeek-V3.1-4bit", + pretty_name="DeepSeek V3.1 (4-bit)", + storage_size_kilobytes=754706307 // 2, # TODO !!!!! + n_layers=61, + ), + ), # deepseek r1 "deepseek-r1-0528:4bit": ModelCard( short_id="deepseek-r1-0528:4bit", diff --git a/src/exo/shared/types/worker/commands_runner.py b/src/exo/shared/types/worker/commands_runner.py index be3b27c5..512e81cc 100644 --- a/src/exo/shared/types/worker/commands_runner.py +++ b/src/exo/shared/types/worker/commands_runner.py @@ -52,6 +52,7 @@ RunnerMessageTypeAdapter: TypeAdapter[RunnerMessage] = TypeAdapter(RunnerMessage class RunnerResponseType(str, Enum): InitializedResponse = "initialized_response" + TokenizedResponse = "tokenized_response" GenerationResponse = "generation_response" FinishedResponse = "finished_response" PrintResponse = "print_response" @@ -72,6 +73,13 @@ class InitializedResponse(BaseRunnerResponse[RunnerResponseType.InitializedRespo time_taken: float +class TokenizedResponse(BaseRunnerResponse[RunnerResponseType.TokenizedResponse]): + type: Literal[RunnerResponseType.TokenizedResponse] = Field( + default=RunnerResponseType.TokenizedResponse, frozen=True + ) + prompt_tokens: int + + class GenerationResponse(BaseRunnerResponse[RunnerResponseType.GenerationResponse]): type: Literal[RunnerResponseType.GenerationResponse] = Field( default=RunnerResponseType.GenerationResponse, frozen=True @@ -106,6 +114,7 @@ class ErrorResponse(BaseRunnerResponse[RunnerResponseType.ErrorResponse]): RunnerResponse = Annotated[ InitializedResponse + | TokenizedResponse | GenerationResponse | PrintResponse | FinishedResponse diff --git a/src/exo/shared/types/worker/communication.py b/src/exo/shared/types/worker/communication.py new file mode 100644 index 00000000..a1ea6c4e --- /dev/null +++ b/src/exo/shared/types/worker/communication.py @@ -0,0 +1,160 @@ +import asyncio +import json +import struct +import sys +import traceback +from typing import Any, BinaryIO, Dict, Tuple, Union, cast + +from loguru import logger + +from exo.shared.types.worker.commands_runner import ( + ErrorResponse, + PrintResponse, + RunnerMessage, + RunnerMessageTypeAdapter, + RunnerResponse, + RunnerResponseType, + RunnerResponseTypeAdapter, +) + +### Utils - SAFE LENGTH READ/WRITE + +MAGIC = b"EXO1" +HDR_FMT = "!I" # 4-byte big-endian length + + +async def write_frame(stream: Union[asyncio.StreamWriter, Any], obj: Union[Dict[str, Any], bytes]) -> None: + """Write a length-prefixed frame to a stream.""" + payload = obj if isinstance(obj, bytes) else json.dumps(obj).encode("utf-8") + header = MAGIC + struct.pack(HDR_FMT, len(payload)) + stream.write(header + payload) + if hasattr(stream, 'drain'): + await stream.drain() + + +async def read_frame(stream: Union[asyncio.StreamReader, Any]) -> Dict[str, Any]: + """Read a length-prefixed frame from a stream.""" + # Read 8 bytes: 4-byte magic + 4-byte length + header: bytes = await stream.readexactly(8) + if header[:4] != MAGIC: + # Fallback to legacy newline mode for backward compatibility + # Reconstruct the partial line and read the rest + remaining: bytes = await stream.readline() + line = header + remaining + return cast(Dict[str, Any], json.loads(line.strip().decode('utf-8'))) + + (length,) = cast(Tuple[int], struct.unpack(HDR_FMT, header[4:])) + data: bytes = await stream.readexactly(length) + return cast(Dict[str, Any], json.loads(data.decode('utf-8'))) + + +def write_frame_sync(stream: BinaryIO, obj: Union[Dict[str, Any], bytes]) -> None: + """Synchronous version of write_frame for use in runner.""" + payload = obj if isinstance(obj, bytes) else json.dumps(obj).encode("utf-8") + header = MAGIC + struct.pack(HDR_FMT, len(payload)) + stream.write(header + payload) + stream.flush() + + +def read_frame_sync(stream: BinaryIO) -> Dict[str, Any]: + """Synchronous version of read_frame for use in runner.""" + # Read 8 bytes: 4-byte magic + 4-byte length + header: bytes = stream.read(8) + if not header or len(header) < 8: + raise EOFError("No more data to read") + + if header[:4] != MAGIC: + # Fallback to legacy newline mode for backward compatibility + # Reconstruct the partial line and read the rest + remaining: bytes = stream.readline() + if not remaining: + raise EOFError("No more data to read") + line = header + remaining + return cast(Dict[str, Any], json.loads(line.strip().decode('utf-8'))) + + (length,) = cast(Tuple[int], struct.unpack(HDR_FMT, header[4:])) + data: bytes = stream.read(length) + if len(data) < length: + raise EOFError(f"Expected {length} bytes, got {len(data)}") + return cast(Dict[str, Any], json.loads(data.decode('utf-8'))) + + + +### Utils - MESSAGE TO RUNNER + +async def supervisor_write_message( + proc: asyncio.subprocess.Process, message: RunnerMessage +) -> None: + assert proc.stdin is not None, ( + "proc.stdin should not be None when created with stdin=PIPE" + ) + + # Use model_dump_json to get proper JSON encoding for Pydantic types like IPv4Address + await write_frame(proc.stdin, message.model_dump_json().encode('utf-8')) + + +async def runner_read_message() -> RunnerMessage: + loop = asyncio.get_running_loop() + + # Use executor to avoid blocking the event loop + data: Dict[str, Any] = await loop.run_in_executor(None, read_frame_sync, sys.stdin.buffer) + + try: + return RunnerMessageTypeAdapter.validate_python(data) + except Exception as e: + raise ValueError(f"Error validating message: {data}") from e + + +### Utils - RESPONSE FROM RUNNER + +def runner_write_response(obj: RunnerResponse) -> None: + try: + # Use model_dump_json to get proper JSON encoding + write_frame_sync(sys.stdout.buffer, obj.model_dump_json().encode('utf-8')) + except BrokenPipeError: + # Supervisor has closed the pipe, silently exit + sys.exit(0) + + +async def supervisor_read_response( + proc: asyncio.subprocess.Process, +) -> RunnerResponse: + assert proc.stdout is not None, ( + "proc.stdout should not be None when created with stdout=PIPE" + ) + + data: Dict[str, Any] + try: + data = await read_frame(proc.stdout) + return RunnerResponseTypeAdapter.validate_python(data) + except EOFError: + raise EOFError('No more data to read when reading response from runner.') from None + except Exception as err: + raise ValueError(f"Error validating response: {err}") from err + + +### Utils - Runner Prints + + +def runner_print(text: str) -> None: + obj = PrintResponse( + type=RunnerResponseType.PrintResponse, + text=text, + ) + + runner_write_response(obj) + + +def runner_write_error(error: Exception) -> None: + # Skip writing error if it's a BrokenPipeError - supervisor is already gone + if isinstance(error, BrokenPipeError): + sys.exit(0) + + error_response: ErrorResponse = ErrorResponse( + type=RunnerResponseType.ErrorResponse, + error_type=type(error).__name__, + error_message=str(error), + traceback=traceback.format_exc(), + ) + runner_write_response(error_response) + logger.opt(exception=error).exception("Critical Runner error") diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index a44280a1..edb58f2c 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -47,8 +47,8 @@ async def run(worker: Worker): # run the op, synchronously blocking for now if op is not None: - logger.info(f"Executing op {op}") - logger.bind(user_facing=True).debug(f"Worker executing op: {op}") + logger.info(f"Executing op {str(op)[:500]}") + logger.bind(user_facing=True).debug(f"Worker executing op: {str(op)[:500]}") try: async for event in worker.execute_op(op): await worker.event_publisher(event) diff --git a/src/exo/worker/runner/communication.py b/src/exo/worker/runner/communication.py deleted file mode 100644 index d02ffb02..00000000 --- a/src/exo/worker/runner/communication.py +++ /dev/null @@ -1,102 +0,0 @@ -import asyncio -import sys -import traceback - -from loguru import logger - -from exo.shared.types.worker.commands_runner import ( - ErrorResponse, - PrintResponse, - RunnerMessage, - RunnerMessageTypeAdapter, - RunnerResponse, - RunnerResponseType, - RunnerResponseTypeAdapter, -) - -### Utils - MESSAGE TO RUNNER - - -async def supervisor_write_message( - proc: asyncio.subprocess.Process, message: RunnerMessage -) -> None: - assert proc.stdin is not None, ( - "proc.stdin should not be None when created with stdin=PIPE" - ) - - encoded: bytes = message.model_dump_json().encode("utf-8") + b"\n" - proc.stdin.write(encoded) - await proc.stdin.drain() - - -async def runner_read_message() -> RunnerMessage: - loop = asyncio.get_running_loop() - - line: bytes = await loop.run_in_executor(None, sys.stdin.buffer.readline) - if not line: # This seems to be what triggers when we don't clean up the runner neatly and leave the process dangling. - raise EOFError("No more data to read when reading runner message") - line = line.strip() - - try: - return RunnerMessageTypeAdapter.validate_json(line) - except Exception as e: - raise ValueError(f"Error validating message: {line}") from e - - -### Utils - RESPONSE FROM RUNNER - - -def runner_write_response(obj: RunnerResponse) -> None: - try: - encoded: bytes = obj.model_dump_json().encode("utf-8") + b"\n" - _ = sys.stdout.buffer.write(encoded) - _ = sys.stdout.buffer.flush() - except BrokenPipeError: - # Supervisor has closed the pipe, silently exit - sys.exit(0) - - -async def supervisor_read_response( - proc: asyncio.subprocess.Process, -) -> RunnerResponse: - assert proc.stdout is not None, ( - "proc.stdout should not be None when created with stdout=PIPE" - ) - # TODO: We could put a timeout on this if we decide to send heartbeats from the runner. - # This lets us handle cases where the process dies at some point not during an inference. - line_bytes: bytes = await proc.stdout.readline() - if not line_bytes: - raise EOFError('No more data to read when reading response from runner.') - line: str = line_bytes.decode("utf-8").strip() - - try: - return RunnerResponseTypeAdapter.validate_json(line) - except Exception as err: - raise ValueError(f"Error validating response: {line}") from err - - -### Utils - Runner Prints - - -def runner_print(text: str) -> None: - obj = PrintResponse( - type=RunnerResponseType.PrintResponse, - text=text, - ) - - runner_write_response(obj) - - -def runner_write_error(error: Exception) -> None: - # Skip writing error if it's a BrokenPipeError - supervisor is already gone - if isinstance(error, BrokenPipeError): - sys.exit(0) - - error_response: ErrorResponse = ErrorResponse( - type=RunnerResponseType.ErrorResponse, - error_type=type(error).__name__, - error_message=str(error), - traceback=traceback.format_exc(), - ) - runner_write_response(error_response) - logger.opt(exception=error).exception("Critical Runner error") diff --git a/src/exo/worker/runner/runner.py b/src/exo/worker/runner/runner.py index 287f1e2a..9d118512 100644 --- a/src/exo/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -3,21 +3,25 @@ import concurrent.futures import time from collections.abc import AsyncGenerator from functools import partial -from typing import Callable, cast +from typing import Callable, Generator, Optional, Tuple import mlx.core as mx -import mlx.nn as nn # pyright: ignore [reportMissingTypeStubs] -from mlx_lm.generate import stream_generate # type: ignore -from mlx_lm.tokenizer_utils import TokenizerWrapper +from mlx.core import array +from mlx_lm.generate import stream_generate as mlx_stream_generate +from mlx_lm.models import cache +from mlx_lm.models.cache import KVCache +from exo.engines.mlx import Model, TokenizerWrapper from exo.engines.mlx.utils_mlx import ( apply_chat_template, + broadcast_from_zero, initialize_mlx, + make_kv_cache, mlx_force_oom, mlx_setup, - warmup_inference, + mx_barrier, ) -from exo.shared.openai_compat import FinishReason +from exo.shared.types.api import ChatCompletionMessage from exo.shared.types.tasks import ChatCompletionTaskParams from exo.shared.types.worker.commands_runner import ( ChatTaskMessage, @@ -25,22 +29,216 @@ from exo.shared.types.worker.commands_runner import ( FinishedResponse, GenerationResponse, InitializedResponse, - RunnerMessage, SetupMessage, + TokenizedResponse, ) -from exo.shared.utils import ensure_type -from exo.worker.runner.communication import ( +from exo.shared.types.worker.communication import ( runner_print, runner_read_message, runner_write_error, runner_write_response, ) +from exo.shared.utils import ensure_type from exo.worker.runner.utils import get_weights_size_kb +generation_stream = mx.new_stream(mx.default_device()) + +def generate_step( + prompt: mx.array, + model: Model, + *, + max_tokens: int = 256, + sampler: Callable[[mx.array], mx.array], + max_kv_size: Optional[int] = None, + prompt_cache: Optional[list[KVCache]] = None, + prefill_step_size: int = 2048, +) -> Generator[Tuple[mx.array, mx.array], None, None]: + """ + A generator producing token ids based on the given prompt from the model. + + Args: + prompt (mx.array): The input prompt. + model (Model): The model to use for generation. + max_tokens (int): The maximum number of tokens. Use``-1`` for an infinite + generator. Default: ``256``. + sampler (Callable[mx.array, mx.array], optional): A sampler for sampling a + token from a vector of log probabilities. Default: ``None``. + max_kv_size (int, optional): Maximum size of the key-value cache. Old + entries (except the first 4 tokens) will be overwritten. + prompt_cache (List[Any], optional): A pre-computed prompt cache. Note, if + provided, the cache will be updated in place. + prefill_step_size (int): Step size for processing the prompt. + + Yields: + Tuple[mx.array, mx.array]: One token and a vector of log probabilities. + """ + tokens = None + + # Create the KV cache for generation + if prompt_cache is None: + prompt_cache = cache.make_prompt_cache( + model, + max_kv_size=max_kv_size, + ) + + def _step(input_tokens: mx.array): + nonlocal tokens + + with mx.stream(generation_stream): + logits = model( + input_tokens[None], + cache=prompt_cache, + ) + + logits = logits[:, -1, :] + + logprobs = logits - mx.logsumexp(logits, keepdims=True) # pyright: ignore[reportUnknownMemberType] + sampled = sampler(logprobs) + return sampled, logprobs.squeeze(0) + + with mx.stream(generation_stream): + total_prompt_tokens = len(prompt) + prompt_processed_tokens = 0 + + while total_prompt_tokens - prompt_processed_tokens > prefill_step_size: + runner_print(f'Prefilling {min(prefill_step_size, len(prompt))} tokens. Remaining tokens: {len(prompt)}. Peak memory: {mx.get_peak_memory() // 2**30} GB') + logits = model( + prompt[:prefill_step_size][None], + cache=prompt_cache + ) + + start_time = time.time() + mx.eval([c.state for c in prompt_cache] + [logits]) # type: ignore + eval_time = time.time() - start_time + prompt_processed_tokens += prefill_step_size + + prompt = prompt[prefill_step_size:] + + mx.clear_cache() + if eval_time > 7.0: + prefill_step_size = prefill_step_size // 2 + prefill_step_size = broadcast_from_zero(prefill_step_size) + prefill_step_size = max(1, prefill_step_size) + + + runner_print('finished prefil.') + y, logprobs = _step(input_tokens=prompt) + + mx.async_eval(y, logprobs) # type: ignore + n = 0 + next_y: array | None = None + next_logprobs: array | None = None + while True: + if n != max_tokens and n > 0: # Only call _step after first iteration + next_y, next_logprobs = _step(y) + mx.async_eval(next_y, next_logprobs) # type: ignore + if n == 0: + mx.eval(y) # type: ignore + if n == max_tokens: + break + yield y, logprobs # y is always defined here, no need for cast + if n % 256 == 0: + mx.clear_cache() + if next_y is not None and next_logprobs is not None: + y, logprobs = next_y, next_logprobs + n += 1 + + + +def stream_generate( + model: Model, + tokenizer: TokenizerWrapper, + prompt: str, + max_tokens: int, + sampler: Callable[[mx.array], mx.array], + prompt_cache: Optional[list[KVCache]] = None, + prefill_step_size: int = 2048, +) -> Generator[GenerationResponse, None, None]: + + # Try to infer if special tokens are needed + add_special_tokens = tokenizer.bos_token is None or not prompt.startswith( + tokenizer.bos_token + ) + prompt_array: mx.array = mx.array(tokenizer.encode(prompt, add_special_tokens=add_special_tokens)) + runner_write_response(TokenizedResponse(prompt_tokens=len(prompt_array))) + + detokenizer = tokenizer.detokenizer + + token_generator: Generator[Tuple[array, array], None, None] = generate_step( + prompt_array, + model, + max_tokens=max_tokens, + sampler=sampler, + prompt_cache=prompt_cache, + prefill_step_size=prefill_step_size, + ) + + token = None + detokenizer.reset() + for token, _ in token_generator: + if token in tokenizer.eos_token_ids: + break + + detokenizer.add_token(int(token)) + + # TODO: We could put more metrics on this GenerationResponse if we wish + yield GenerationResponse( + text=detokenizer.last_segment, + token=int(token), + finish_reason=None, + ) + + assert token is not None + detokenizer.finalize() + yield GenerationResponse( + text=detokenizer.last_segment, + token=int(token), + finish_reason="stop" if token in tokenizer.eos_token_ids else "length", + ) + +async def warmup_inference( + mlx_executor: concurrent.futures.ThreadPoolExecutor, + model: Model, + tokenizer: TokenizerWrapper, + sampler: Callable[[mx.array], mx.array], +) -> int: + loop = asyncio.get_running_loop() + + warmup_prompt = await apply_chat_template( + mlx_executor=mlx_executor, + tokenizer=tokenizer, + chat_task_data=ChatCompletionTaskParams( + model="warmup", + messages=[ + ChatCompletionMessage( + role="user", + content="Prompt to warm up the inference engine. Repeat this.", + ) + ], + ), + ) + + tokens_generated = 0 + + def _generate_warmup(): + nonlocal tokens_generated + for _ in mlx_stream_generate( + model=model, + tokenizer=tokenizer, + prompt=warmup_prompt, + max_tokens=50, + sampler=sampler, + ): + tokens_generated += 1 + + await loop.run_in_executor(mlx_executor, _generate_warmup) + mx_barrier() + + return tokens_generated async def _mlx_generate( mlx_executor: concurrent.futures.ThreadPoolExecutor, - model: nn.Module, + model: Model, tokenizer: TokenizerWrapper, sampler: Callable[[mx.array], mx.array], task: ChatCompletionTaskParams, @@ -49,7 +247,7 @@ async def _mlx_generate( queue: asyncio.Queue[GenerationResponse | Exception | object] = asyncio.Queue() sentinel = object() - def _generate_tokens(prompt: str, max_tokens: int) -> None: + def _generate_tokens(prompt: str, max_tokens: int, cache: list[KVCache]) -> None: try: for generation_response in stream_generate( model=model, @@ -57,15 +255,10 @@ async def _mlx_generate( prompt=prompt, max_tokens=max_tokens, sampler=sampler, + prompt_cache=cache, + prefill_step_size=1024, ): - response = GenerationResponse( - text=generation_response.text, - token=generation_response.token, - finish_reason=cast( - FinishReason | None, generation_response.finish_reason - ), # has to be considered as a FinishReason instead of a str. - ) - _ = loop.call_soon_threadsafe(queue.put_nowait, response) + _ = loop.call_soon_threadsafe(queue.put_nowait, generation_response) except Exception as e: _ = loop.call_soon_threadsafe(queue.put_nowait, e) finally: @@ -80,8 +273,16 @@ async def _mlx_generate( chat_task_data=task, ) + cache_future = loop.run_in_executor( + mlx_executor, + lambda: asyncio.run(make_kv_cache( + model=model, + )) + ) + cache = await cache_future + max_tokens = task.max_tokens or 1000 - generation_fn = partial(_generate_tokens, prompt, max_tokens) + generation_fn = partial(_generate_tokens, prompt, max_tokens, cache) future = loop.run_in_executor(mlx_executor, generation_fn) @@ -142,10 +343,10 @@ async def main(): ) while True: - message: RunnerMessage = await runner_read_message() + message = await runner_read_message() match message: case ChatTaskMessage(task_data=task): - runner_print(f"received chat request: {task}") + runner_print(f"received chat request: {str(task)[:500]}") # Ensure we have a chat-completion task subtype # TODO: this is a hack, why are we only looking at the first message? should have a tokenizer prompt = task.messages[0] diff --git a/src/exo/worker/runner/runner_supervisor.py b/src/exo/worker/runner/runner_supervisor.py index 665f00c4..20a5fc09 100644 --- a/src/exo/worker/runner/runner_supervisor.py +++ b/src/exo/worker/runner/runner_supervisor.py @@ -21,13 +21,14 @@ from exo.shared.types.worker.commands_runner import ( RunnerMessage, RunnerResponse, SetupMessage, + TokenizedResponse, ) from exo.shared.types.worker.common import RunnerError -from exo.shared.types.worker.shards import ShardMetadata -from exo.worker.runner.communication import ( +from exo.shared.types.worker.communication import ( supervisor_read_response, supervisor_write_message, ) +from exo.shared.types.worker.shards import ShardMetadata from exo.worker.runner.utils import ( get_init_timeout, get_prefil_timeout, @@ -136,6 +137,7 @@ class RunnerSupervisor: if queue_task in done: response = await queue_task if isinstance(response, ErrorResponse): + await self.astop() raise RunnerError( response.error_type, response.error_message, @@ -178,12 +180,38 @@ class RunnerSupervisor: ), ) - # This is simpler for now: we say 'request started' as soon as we've told runner to start, without waiting for an ack. - # If we need more reliability, the runner can have a new 'ready' message type. + while True: + try: + response = await self._read_with_error_check(5.0) + except asyncio.TimeoutError as e: + logger.bind(user_facing=True).error( + "Generation timed out during tokenization" + ) + raise e + except asyncio.LimitOverrunError as e: + raise RunnerError( + "IPCMessageTooLarge", + "The serialized prompt/response exceeded the IPC line limit. Switch to length-prefixed framing or reduce prompt size.", + "" + ) from e + + + match response: + case TokenizedResponse(): + prompt_tokens = response.prompt_tokens + break + case ErrorResponse(): + await self.astop() + raise RunnerError( + response.error_type, response.error_message, response.traceback + ) + case _: + raise ValueError(f"Unexpected response type found: {response}") + if request_started_callback is not None: await request_started_callback() - prefil_timeout = get_prefil_timeout(self.model_shard_meta) + prefil_timeout = get_prefil_timeout(self.model_shard_meta, prompt_tokens=prompt_tokens) token_timeout = get_token_generate_timeout(self.model_shard_meta) timeout = prefil_timeout logger.bind(user_facing=True).info( diff --git a/src/exo/worker/runner/utils.py b/src/exo/worker/runner/utils.py index e3ddae62..1d68f377 100644 --- a/src/exo/worker/runner/utils.py +++ b/src/exo/worker/runner/utils.py @@ -67,14 +67,33 @@ def get_init_timeout(model_shard_meta: ShardMetadata) -> float: return weights_size_kb / kbps_read + 2.0 -def get_prefil_timeout(model_shard_meta: ShardMetadata) -> float: - return 30.0 # TODO: Proper prefil timeout calculation, but this requires knowing the number of tokens in the prompt. - weights_size_gb = get_weights_size_kb(model_shard_meta) / (1024 * 1024) - tokens = 1000 # constant for now - the prompt is only tokenized in the device... - prompt_gflops = tokens * weights_size_gb * 2 +def _prefill_flops_for_shard(model_shard_meta: ShardMetadata, s: int) -> float: + p = get_weights_size_kb(model_shard_meta) * 1024 + flops = 2.0 * p * s # parameter-dependent GEMMs + # flops += _attention_flops(meta, S) # optional S^2 term + return flops + +def get_prefil_timeout( + model_shard_meta: ShardMetadata, + prompt_tokens: int, + *, + effective_tflops: float = LB_TFLOPS, + safety_mult: float = 1.6, + base_pad_s: float = 5.0 +) -> float: + """ + Returns a conservative timeout (seconds) for the prefill stage. + """ + total_flops = _prefill_flops_for_shard(model_shard_meta, prompt_tokens) + + # Convert to seconds using sustained throughput + time_seconds = total_flops / (effective_tflops * 1e12) + + # Prefill across pipeline stages is largely sequential; summing FLOPs already accounts for it. + # Add a base pad (launch/IO) and a safety multiplier for variance. + return base_pad_s + safety_mult * time_seconds - return LB_TFLOPS / (1024 * prompt_gflops) * 3 + 10.0 def get_token_generate_timeout(model_shard_meta: ShardMetadata) -> float: diff --git a/src/exo/worker/tests/test_integration/integration_utils.py b/src/exo/worker/tests/test_integration/integration_utils.py index 9d088a70..c0fea3ed 100644 --- a/src/exo/worker/tests/test_integration/integration_utils.py +++ b/src/exo/worker/tests/test_integration/integration_utils.py @@ -74,9 +74,12 @@ async def until_event_with_timeout( event_type: type[T], multiplicity: int = 1, condition: Callable[[T], bool] = lambda x: True, + timeout: float = 30.0, ) -> None: idx = await global_events.get_last_idx() times_seen = 0 + start_time = asyncio.get_event_loop().time() + while True: events = await global_events.get_events_since(idx) if events: @@ -89,4 +92,11 @@ async def until_event_with_timeout( return idx = events[-1].idx_in_log + current_time = asyncio.get_event_loop().time() + if current_time - start_time > timeout: + raise asyncio.TimeoutError( + f"Timeout waiting for {multiplicity} events of type {event_type.__name__} " + f"(found {times_seen} in {timeout}s)" + ) + await asyncio.sleep(0.01) diff --git a/src/exo/worker/tests/test_integration/test_inference.py b/src/exo/worker/tests/test_integration/test_inference.py index 3d430f41..23399b6d 100644 --- a/src/exo/worker/tests/test_integration/test_inference.py +++ b/src/exo/worker/tests/test_integration/test_inference.py @@ -2,6 +2,8 @@ import asyncio from logging import Logger from typing import Awaitable, Callable +import pytest + from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager from exo.shared.logging import logger_test_install @@ -44,6 +46,11 @@ from exo.worker.tests.test_integration.integration_utils import ( from exo.worker.worker import Worker +@pytest.fixture +def user_message(): + """Override this fixture in tests to customize the message""" + return "What's the capital of Japan?" + async def test_runner_inference( worker_running: Callable[ [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] diff --git a/src/exo/worker/tests/test_integration/test_inference_sad.py b/src/exo/worker/tests/test_integration/test_inference_sad.py index d5aa4688..e42c92a7 100644 --- a/src/exo/worker/tests/test_integration/test_inference_sad.py +++ b/src/exo/worker/tests/test_integration/test_inference_sad.py @@ -78,7 +78,7 @@ async def test_stream_response_failed_always( origin=MASTER_NODE_ID, ) - await until_event_with_timeout(global_events, InstanceDeleted) + await until_event_with_timeout(global_events, InstanceDeleted, timeout=10.0) events = await global_events.get_events_since(0) @@ -168,6 +168,7 @@ async def test_stream_response_failed_once( 1, condition=lambda x: isinstance(x.chunk, TokenChunk) and x.chunk.finish_reason is not None, + timeout=30.0, ) # TODO: The ideal with this test is if we had some tooling to scroll through the state, and say @@ -256,7 +257,7 @@ async def test_stream_response_timeout( origin=MASTER_NODE_ID, ) - await until_event_with_timeout(global_events, TaskFailed, multiplicity=3) + await until_event_with_timeout(global_events, TaskFailed, multiplicity=3, timeout=30.0) events = await global_events.get_events_since(0) print(events) diff --git a/src/exo/worker/tests/test_integration/test_instantiation.py b/src/exo/worker/tests/test_integration/test_instantiation.py index dc0773b2..8671777e 100644 --- a/src/exo/worker/tests/test_integration/test_instantiation.py +++ b/src/exo/worker/tests/test_integration/test_instantiation.py @@ -1,4 +1,3 @@ -import asyncio from typing import Awaitable, Callable # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py @@ -29,45 +28,6 @@ from exo.worker.tests.constants import ( from exo.worker.tests.test_integration.integration_utils import until_event_with_timeout -async def test_runner_spinup_exception( - worker_running: Callable[ - [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] - ], - instance: Callable[[InstanceId, NodeId, RunnerId], Instance], -): - _, global_events = await worker_running(NODE_A) - - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE - instance_value.shard_assignments.runner_to_shard[ - RUNNER_1_ID - ].immediate_exception = True - - await global_events.append_events( - [InstanceCreated(instance=instance_value)], origin=MASTER_NODE_ID - ) - - await asyncio.sleep(5.0) - - # Ensure the correct events have been emitted - events = await global_events.get_events_since(0) - - assert ( - len( - [ - x - for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) - and x.event.runner_status.error_message is not None - and "fake exception" in x.event.runner_status.error_message.lower() - ] - ) - == 3 - ) - assert any([isinstance(x.event, InstanceDeleted) for x in events]) - - async def test_runner_spinup_timeout( worker_running: Callable[ [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] diff --git a/src/exo/worker/tests/test_integration/test_instantiation_sad.py b/src/exo/worker/tests/test_integration/test_instantiation_sad.py index beb73acf..c4329162 100644 --- a/src/exo/worker/tests/test_integration/test_instantiation_sad.py +++ b/src/exo/worker/tests/test_integration/test_instantiation_sad.py @@ -47,7 +47,7 @@ async def test_runner_spinup_exception( [InstanceCreated(instance=instance_value)], origin=MASTER_NODE_ID ) - await asyncio.sleep(5.0) + await asyncio.sleep(10.0) # Ensure the correct events have been emitted events = await global_events.get_events_since(0) diff --git a/src/exo/worker/tests/test_supervisor/test_long.py b/src/exo/worker/tests/test_supervisor/test_long.py new file mode 100644 index 00000000..51381ba5 --- /dev/null +++ b/src/exo/worker/tests/test_supervisor/test_long.py @@ -0,0 +1,169 @@ +import asyncio +from logging import Logger +from typing import Callable + +import pytest + +from exo.shared.logging import logger_test_install +from exo.shared.models.model_cards import MODEL_CARDS +from exo.shared.openai_compat import FinishReason +from exo.shared.types.common import Host +from exo.shared.types.events.chunks import TokenChunk +from exo.shared.types.tasks import ( + Task, + TaskId, +) +from exo.shared.types.worker.common import InstanceId +from exo.shared.types.worker.shards import PipelineShardMetadata +from exo.worker.runner.runner_supervisor import RunnerSupervisor + + +@pytest.fixture +def user_message(): + """Override the default message to ask about France's capital""" + return "What is the capital of France?" + +@pytest.fixture +def lorem_ipsum() -> str: + return """ +Lorem ipsum dolor sit amet, consectetur adipiscing elit. Phasellus rhoncus felis in velit tempus tristique. Nullam ipsum lectus, tristique a eros quis, ullamcorper accumsan lorem. Aliquam ut auctor elit, finibus porttitor neque. In cursus augue facilisis ante ullamcorper, at sollicitudin quam aliquam. Etiam ac lacinia lacus, et aliquet nunc. Phasellus nisi ex, feugiat quis dolor non, mollis consequat nulla. Suspendisse gravida, sem non lobortis viverra, turpis lacus elementum orci, in tristique augue tortor nec mauris. Curabitur aliquet lorem in rhoncus mollis. Aliquam pulvinar elit odio, ac feugiat magna luctus nec. Pellentesque non risus egestas, pellentesque arcu tincidunt, gravida risus. Etiam ut lorem ac lorem pharetra efficitur. Donec augue arcu, varius nec lorem vitae, suscipit semper tellus. Aliquam dignissim quis augue id fermentum. Proin aliquet pellentesque est, eget tincidunt odio ullamcorper vel. Suspendisse potenti. +Aenean imperdiet justo sit amet erat aliquet tristique. Sed tempus, turpis a cursus lobortis, ante sem imperdiet est, eu dapibus sapien velit eget elit. Donec feugiat sed risus sed scelerisque. Donec posuere tempor orci, sit amet pellentesque est efficitur non. Vivamus sodales pretium purus, sed rutrum enim auctor ut. Cras pharetra vitae libero et hendrerit. Sed nec tempus odio. Proin blandit facilisis scelerisque. Nulla in mattis mi. Etiam bibendum efficitur aliquam. Proin ut risus aliquet, rhoncus lectus non, rhoncus arcu. Nam nibh felis, ultrices a elit sed, ultricies sollicitudin tellus. Interdum et malesuada fames ac ante ipsum primis in faucibus. Maecenas faucibus magna ut purus imperdiet faucibus. Nam fermentum nulla fermentum magna aliquam, vel lacinia neque euismod. Donec tincidunt sed neque non facilisis. +Proin id lorem cursus, vehicula ante non, lacinia metus. Nam egestas dui a iaculis convallis. Ut suscipit justo est, nec pharetra ante accumsan ac. Pellentesque nec nisi ipsum. Duis non arcu neque. Curabitur non luctus purus. Phasellus pulvinar commodo lacus sit amet auctor. Ut ut mattis metus, eu auctor arcu. Etiam a suscipit est. Morbi orci mauris, suscipit tempus fermentum vel, luctus faucibus lectus. Aliquam a euismod arcu. Suspendisse porttitor eget libero vitae laoreet. +Fusce congue lorem mi, a mollis felis efficitur quis. Quisque lobortis scelerisque arcu, a varius sapien. Nulla eget orci non urna imperdiet tincidunt. Nunc mi massa, consectetur id lorem consectetur, molestie dignissim sem. Suspendisse et augue magna. Mauris id tempus velit, cursus suscipit tortor. Duis non mi non nisi fringilla maximus in et erat. +Proin consequat sapien eget tellus aliquam ultrices. Nunc hendrerit semper massa, pulvinar sodales ipsum condimentum eu. Proin vel ligula venenatis, lobortis lectus eu, vehicula justo. Mauris eu arcu at orci vehicula feugiat non eu metus. Duis ut vestibulum quam. Maecenas dolor elit, egestas ut purus sit amet, convallis lobortis massa. Ut volutpat augue ac ante consectetur dignissim. Maecenas vitae felis elementum, semper augue eu, auctor dolor. Ut pulvinar convallis tortor non volutpat. Curabitur vulputate sem sodales sapien pretium ultrices. Sed luctus libero vitae urna eleifend tincidunt. Proin pulvinar imperdiet cursus. Suspendisse ullamcorper laoreet leo dapibus tincidunt. Pellentesque molestie elementum felis. +Integer vitae congue nulla. Vestibulum ante ipsum primis in faucibus orci luctus et ultrices posuere cubilia curae; Vestibulum elit velit, malesuada quis ipsum et, imperdiet varius velit. Nam tristique viverra maximus. Curabitur eget semper lectus. Sed vitae lorem sit amet mi lacinia posuere ac a risus. Pellentesque et magna nisl. In hac habitasse platea dictumst. Aenean suscipit, nibh vitae sollicitudin commodo, risus mi commodo neque, nec venenatis velit augue sed massa. Nam tempus, arcu id eleifend auctor, est dui viverra odio, vel convallis arcu dolor id quam. Ut malesuada ligula vel interdum eleifend. In posuere ultrices tincidunt. Sed non enim sit amet lectus sagittis mattis eu at sapien. Pellentesque eu urna mollis, vehicula dolor eget, lobortis nisl. Suspendisse ex nisi, iaculis non sapien ac, fringilla rutrum dolor. Quisque pretium mauris nec ante gravida, sed laoreet neque viverra. +Donec mattis orci sit amet tincidunt maximus. Vestibulum ante ipsum primis in faucibus orci luctus et ultrices posuere cubilia curae; Curabitur tristique venenatis lectus, vel pulvinar sem. Sed vel dolor lacinia, aliquet nisi ac, bibendum libero. Nullam vulputate euismod augue ac imperdiet. Proin at fermentum sapien. Nam et fringilla lorem. Aenean sed lacus sed tellus sodales mattis ut rutrum ex. Nulla ligula diam, interdum quis faucibus sit amet, laoreet vel massa. Fusce mauris massa, tempor quis tempus nec, dictum a ligula. Ut at dapibus sapien. Nullam sem lorem, sollicitudin non dui a, consequat molestie mauris. Quisque sem nulla, vehicula nec vulputate ac, viverra in massa. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur pretium venenatis nisi non bibendum. Nam vitae ligula auctor, rutrum lectus eget, feugiat augue. +Ut nunc risus, vehicula at metus non, consequat suscipit risus. Mauris eget sem in neque tincidunt iaculis. Pellentesque lacus leo, molestie ut pharetra sit amet, porta nec neque. Aliquam eu bibendum odio. Proin tempus bibendum ornare. Morbi non risus vitae ante tempor porta quis sed augue. Nullam hendrerit nulla in eleifend tincidunt. Integer suscipit ligula at nunc blandit vehicula. Nam porttitor leo in turpis suscipit malesuada. Etiam sodales nunc nisi, pharetra malesuada nibh varius in. Cras quis pellentesque augue, vitae convallis velit. In et dui lorem. Integer semper eros eget augue posuere, ac elementum tellus convallis. Praesent blandit tempus ultrices. Suspendisse nec dui vitae neque varius eleifend. Sed pretium metus leo, id viverra tellus scelerisque in. +Aenean sodales urna vitae lobortis cursus. Sed vitae pellentesque erat, fermentum pellentesque urna. Suspendisse potenti. Sed porttitor placerat turpis non vestibulum. Duis in nisi non purus venenatis tempus non eu nisi. Sed bibendum sapien vitae ultricies condimentum. Integer vel mattis lectus, consequat congue ex. Cras convallis odio volutpat nulla vehicula efficitur. Pellentesque eget justo neque. Morbi mattis vitae magna et suscipit. Etiam orci sapien, tincidunt non tellus eget, laoreet vestibulum massa. Pellentesque habitant morbi tristique senectus et netus et malesuada fames ac turpis egestas. Mauris nec nisi enim. Donec risus odio, lobortis in odio malesuada, laoreet rutrum urna. Nunc sit amet euismod quam. +Fusce rhoncus ullamcorper nunc, ut pellentesque nisi dictum sed. Fusce sem mi, bibendum ut dictum at, porta in libero. Pellentesque placerat mollis sapien, sed eleifend lorem consequat in. Phasellus vel tempor ligula. Pellentesque tincidunt suscipit tortor vel blandit. Maecenas purus mi, mattis ac aliquam vel, rutrum eu nulla. Proin rhoncus nec sem a congue. Pellentesque sit amet sapien quam. Sed hendrerit neque id venenatis dignissim. +Vestibulum laoreet eu felis nec aliquam. Praesent gravida ornare odio nec porttitor. Donec ut tellus eros. Proin fringilla urna augue, vitae ornare leo varius non. Curabitur consectetur, purus in iaculis finibus, lectus lacus porttitor dolor, nec eleifend tellus massa eget tellus. Mauris sit amet convallis risus, a fermentum lorem. Suspendisse potenti. Curabitur vulputate finibus maximus. Interdum et malesuada fames ac ante ipsum primis in faucibus. In vel erat pellentesque, rhoncus magna vel, scelerisque mauris. +Nulla facilisi. Morbi mattis felis nec accumsan varius. Vestibulum in sodales arcu. Vivamus egestas, ante nec dapibus vestibulum, tellus ipsum rhoncus mi, at fermentum sapien justo nec turpis. Quisque rhoncus, urna sit amet imperdiet cursus, tortor lacus ultricies sapien, eu bibendum ligula enim id mi. Sed sem leo, pharetra in pulvinar sed, faucibus sed dui. Morbi tempus erat nec neque placerat tincidunt. +Quisque ut lorem sodales magna faucibus mattis. Aenean dui neque, gravida ut fringilla non, fermentum sit amet dolor. Mauris a sapien lacinia, elementum dolor in, sagittis metus. Donec viverra magna non lorem rutrum, at eleifend lacus volutpat. Nunc sit amet dolor tempor, blandit sapien a, consectetur magna. Suspendisse maximus nunc nec imperdiet aliquet. Nunc aliquam interdum purus quis pretium. Mauris molestie feugiat pellentesque. Nunc maximus, est sed consequat malesuada, risus turpis consequat velit, ac feugiat nunc magna vitae ligula. Vestibulum tincidunt massa ante, vitae pellentesque tortor rutrum sed. Aliquam vel est libero. Suspendisse et convallis orci. Cras sed lorem consectetur, blandit massa sit amet, semper neque. Vestibulum et mi euismod, imperdiet justo non, facilisis libero. +Sed at lacus ac tortor dictum tempus. Integer commodo purus lacus, ut pretium est tempor ac. Ut vulputate nulla magna, ac facilisis velit commodo in. Interdum et malesuada fames ac ante ipsum primis in faucibus. Donec pellentesque congue nibh nec eleifend. Ut ante turpis, sodales sed aliquet quis, tempus eu dui. Proin et eros non risus porttitor pharetra. +Mauris a urna id justo gravida ultrices. Mauris commodo sed ipsum a dictum. In posuere luctus scelerisque. Morbi sit amet gravida ipsum. Quisque vel dui sit amet ex lobortis eleifend non vel neque. Fusce sit amet imperdiet felis, eu tempor diam. Pellentesque sit amet turpis in libero tristique posuere. Pellentesque habitant morbi tristique senectus et netus et malesuada fames ac turpis egestas. Mauris quis est suscipit, tristique odio elementum, molestie nibh. Maecenas ex dui, pulvinar quis pellentesque sed, imperdiet nec mauris. Pellentesque ultrices at mauris eget fringilla. Donec bibendum rhoncus felis, ut pretium nulla eleifend commodo. +Ut euismod erat accumsan tincidunt sagittis. Proin eget massa ex. Suspendisse at faucibus enim, vitae posuere mi. Cras nec ex finibus, porttitor purus quis, efficitur libero. Nulla sagittis ornare iaculis. Donec venenatis dui ut libero aliquam lobortis. Vestibulum imperdiet lorem urna, eget gravida orci sollicitudin ut. Quisque ultrices tortor at quam laoreet aliquet. Pellentesque tincidunt consequat pharetra. Cras a lacinia erat. Mauris sed neque lobortis ipsum facilisis hendrerit. +Cras at orci odio. Curabitur eros metus, consequat non placerat et, tincidunt at turpis. Morbi quis viverra metus. Vestibulum molestie, ex at suscipit finibus, ex magna pellentesque nisi, eu ullamcorper nisl sapien eu quam. Phasellus volutpat lacinia enim, nec fermentum augue tincidunt ut. Duis rutrum purus eu nulla elementum, a faucibus odio fringilla. Sed cursus risus neque, dictum luctus tortor tempus eu. +Mauris non arcu eu nunc faucibus tincidunt id quis dolor. Quisque ac fringilla libero. Sed non ligula ut nunc auctor consequat vitae eget metus. Ut suscipit leo quam, vitae ultrices urna feugiat eu. Vestibulum volutpat nisl quis nunc pretium, vel viverra orci fringilla. Proin erat nibh, laoreet nec nisi sit amet, volutpat efficitur nunc. Cras id tortor quis lectus imperdiet rutrum non id purus. Proin efficitur ligula non dapibus consectetur. Nam quis quam eget dui facilisis scelerisque. Praesent non bibendum risus. Etiam imperdiet nisi id consectetur porta. In pretium nulla ut leo ultricies rhoncus. +Curabitur non vehicula purus. Cras et justo risus. Duis et rutrum urna. Aliquam condimentum purus nec ante dignissim rhoncus. Vestibulum commodo pharetra eros, ac euismod orci rutrum vel. Integer sed cursus erat, euismod accumsan libero. Nullam ut odio sit amet nibh tempor congue. Pellentesque porttitor aliquam ipsum, sit amet facilisis quam fringilla ac. Aliquam scelerisque tempor nisl in tempor. Sed vestibulum, tellus sit amet mattis pellentesque, eros diam convallis felis, id pellentesque massa leo quis dolor. Integer dignissim orci lorem, vel porttitor felis blandit et. Nam ultrices enim sed elementum accumsan. Fusce rutrum, quam et feugiat maximus, lorem leo porttitor ex, a eleifend risus odio consectetur lacus. In hac habitasse platea dictumst. Aenean pharetra erat tellus, at tempus urna iaculis ut. Ut ac mi eu lorem volutpat egestas. +Vestibulum ante ipsum primis in faucibus orci luctus et ultrices posuere cubilia curae; Praesent porttitor tempor ligula. Quisque mollis arcu in metus ornare pellentesque. Aenean ultrices mollis quam quis sodales. Maecenas a cursus elit, id gravida tortor. Donec vel purus magna. Aliquam elementum est sed convallis fermentum. Nam nec eros arcu. Pellentesque sed eros a lacus sagittis maximus. Integer et tellus id libero dapibus convallis. Maecenas viverra, purus facilisis porttitor tincidunt, tellus lacus elementum dui, sed porttitor sem justo a lorem. Curabitur ipsum odio, efficitur quis efficitur at, tempus aliquet nisi. Aliquam ultrices tortor in arcu vulputate, vel iaculis lorem facilisis. Cras eleifend laoreet feugiat. Integer placerat blandit sem, mattis elementum purus pellentesque quis. Etiam vel arcu ut mi commodo placerat non id tortor. +""" + +@pytest.mark.asyncio +async def test_supervisor_long_prompt_response( + pipeline_shard_meta: Callable[..., PipelineShardMetadata], + hosts: Callable[..., list[Host]], + chat_completion_task: Callable[[InstanceId, TaskId], Task], + lorem_ipsum: str, + logger: Logger, +): + """Test that asking for the capital of France returns 'Paris' in the response""" + logger_test_install(logger) + + model_meta = MODEL_CARDS['llama-3.2-1b'].metadata + model_shard_meta = PipelineShardMetadata( + model_meta=model_meta, + device_rank=0, + world_size=1, + n_layers=model_meta.n_layers, + start_layer=0, + end_layer=model_meta.n_layers, + ) + instance_id = InstanceId() + + print(f"{model_shard_meta=}") + + supervisor = await RunnerSupervisor.create( + model_shard_meta=model_shard_meta, + hosts=hosts(1, offset=10), + ) + + try: + full_response = "" + + task = chat_completion_task(instance_id, TaskId()) + task.task_params.messages[0].content = lorem_ipsum * 3 + + + async for chunk in supervisor.stream_response( + task=task + ): + if isinstance(chunk, TokenChunk): + full_response += chunk.text + + assert len(full_response) > 100 + + finally: + await supervisor.astop() + + +@pytest.mark.asyncio +async def test_supervisor_two_node_long_prompt_response( + pipeline_shard_meta: Callable[..., PipelineShardMetadata], + hosts: Callable[..., list[Host]], + chat_completion_task: Callable[[InstanceId, TaskId], Task], + lorem_ipsum: str, + logger: Logger, +): + """Test two-node long prompt inference""" + logger_test_install(logger) + instance_id = InstanceId() + + async def create_supervisor(shard_idx: int) -> RunnerSupervisor: + model_meta = MODEL_CARDS['llama-3.2-1b'].metadata + model_shard_meta = PipelineShardMetadata( + model_meta=model_meta, + device_rank=shard_idx, + world_size=2, + n_layers=model_meta.n_layers, + start_layer=0 if shard_idx == 0 else model_meta.n_layers // 2, + end_layer=model_meta.n_layers // 2 if shard_idx == 0 else model_meta.n_layers, + ) + supervisor = await RunnerSupervisor.create( + model_shard_meta=model_shard_meta, + hosts=hosts(2, offset=15), + ) + return supervisor + + create_supervisor_0 = asyncio.create_task(create_supervisor(0)) + create_supervisor_1 = asyncio.create_task(create_supervisor(1)) + supervisor_0, supervisor_1 = await asyncio.gather( + create_supervisor_0, create_supervisor_1 + ) + + await asyncio.sleep(0.1) + + try: + full_response_0 = "" + full_response_1 = "" + stop_reason_0: FinishReason | None = None + stop_reason_1: FinishReason | None = None + + task = chat_completion_task(instance_id, TaskId()) + task.task_params.messages[0].content = lorem_ipsum * 3 + + async def collect_response_0(): + nonlocal full_response_0, stop_reason_0 + async for chunk in supervisor_0.stream_response(task=task): + if isinstance(chunk, TokenChunk): + full_response_0 += chunk.text + if chunk.finish_reason: + stop_reason_0 = chunk.finish_reason + + async def collect_response_1(): + nonlocal full_response_1, stop_reason_1 + async for chunk in supervisor_1.stream_response(task=task): + if isinstance(chunk, TokenChunk): + full_response_1 += chunk.text + if chunk.finish_reason: + stop_reason_1 = chunk.finish_reason + + # Run both stream responses simultaneously + _ = await asyncio.gather(collect_response_0(), collect_response_1()) + + assert len(full_response_0) > 100 + assert len(full_response_1) > 100 + + finally: + await supervisor_0.astop() + await supervisor_1.astop() + From 35c4311587fb1be4bd365e2df1a5847e5a7b95cf Mon Sep 17 00:00:00 2001 From: Matt Beton Date: Fri, 29 Aug 2025 09:34:17 -0700 Subject: [PATCH 162/224] Dashboard Status & Bugfixes --- .gitignore | 2 +- dashboard/index.html | 64 +++++- remote_git.sh | 11 - src/exo/worker/plan.py | 2 +- src/exo/worker/runner/runner.py | 30 +-- .../test_handlers/test_handlers_happy.py | 7 +- src/exo/worker/tests/test_mlx.py | 203 ------------------ .../test_inference_llama70B.py | 6 +- src/exo/worker/worker.py | 5 + 9 files changed, 93 insertions(+), 237 deletions(-) delete mode 100644 src/exo/worker/tests/test_mlx.py diff --git a/.gitignore b/.gitignore index 200f8908..936e5433 100644 --- a/.gitignore +++ b/.gitignore @@ -2,7 +2,7 @@ __pycache__ *.so -hosts_*.json +hosts*.json # go cache is project local but not tracked .go_cache diff --git a/dashboard/index.html b/dashboard/index.html index 51e0be97..433746fe 100644 --- a/dashboard/index.html +++ b/dashboard/index.html @@ -407,6 +407,26 @@ background-color: #f59e0b; color: var(--exo-black); } + /* New runner-status aware pills */ + .instance-status.starting { + background-color: #3b82f6; /* blue */ + color: var(--exo-black); + } + + .instance-status.loaded { + background-color: #2dd4bf; /* teal */ + color: var(--exo-black); + } + + .instance-status.running { + background-color: #4ade80; /* green */ + color: var(--exo-black); + } + + .instance-status.failed { + background-color: #ef4444; /* red */ + color: white; + } .instance-delete-button { background-color: #ef4444; @@ -984,6 +1004,39 @@ return { isDownloading, progress, downloadingRunners: downloadingRunners.length }; } + // Derive a display status for an instance from its runners. + // Priority: FAILED > DOWNLOADING > STARTING > RUNNING > LOADED > INACTIVE + function deriveInstanceStatus(instance, runners = {}) { + const runnerIds = Object.keys(instance.shard_assignments?.runner_to_shard || {}); + const statuses = runnerIds + .map(rid => runners[rid]?.runner_status) + .filter(s => typeof s === 'string'); + + const has = (s) => statuses.includes(s); + const every = (pred) => statuses.length > 0 && statuses.every(pred); + + if (statuses.length === 0) { + const inactive = instance.instance_type === 'INACTIVE'; + return { statusText: inactive ? 'INACTIVE' : 'LOADED', statusClass: inactive ? 'inactive' : 'loaded' }; + } + + if (has('Failed')) return { statusText: 'FAILED', statusClass: 'failed' }; + if (has('Downloading')) return { statusText: 'DOWNLOADING', statusClass: 'downloading' }; + if (has('Starting')) return { statusText: 'LOADING', statusClass: 'starting' }; + if (has('Running')) return { statusText: 'RUNNING', statusClass: 'running' }; + + const allInactive = every(s => s === 'Inactive'); + const loadedOrInactiveOnly = every(s => s === 'Loaded' || s === 'Inactive'); + const anyLoaded = statuses.some(s => s === 'Loaded'); + if (loadedOrInactiveOnly && anyLoaded) { + return { statusText: 'LOADED', statusClass: 'loaded' }; + } + if (allInactive) { + return { statusText: 'INACTIVE', statusClass: 'inactive' }; + } + return { statusText: 'LOADED', statusClass: 'loaded' }; + } + function renderInstances(instances, runners = {}) { const instancesArray = Object.values(instances); @@ -1004,10 +1057,13 @@ // Calculate download status for this instance const downloadStatus = calculateInstanceDownloadStatus(instance, runners); - - // Determine status display - prioritize downloading over original status - const statusText = downloadStatus.isDownloading ? 'DOWNLOADING' : instance.instance_type; - const statusClass = downloadStatus.isDownloading ? 'downloading' : instance.instance_type.toLowerCase(); + + let statusText, statusClass; + if (downloadStatus.isDownloading) { + ({ statusText, statusClass } = { statusText: 'DOWNLOADING', statusClass: 'downloading' }); + } else { + ({ statusText, statusClass } = deriveInstanceStatus(instance, runners)); + } // Generate download progress HTML const downloadProgressHTML = downloadStatus.isDownloading diff --git a/remote_git.sh b/remote_git.sh index c224fe0e..5c9c003d 100755 --- a/remote_git.sh +++ b/remote_git.sh @@ -52,17 +52,6 @@ run_remote () { # $1 host $2 command return $rc } -############################################################################### -# Run git command locally -############################################################################### -echo "=== Running 'git $GIT_CMD' locally ===" -if (cd ~/exo && git $GIT_CMD); then - echo "✓ Local git command succeeded" -else - echo "❌ Local git command failed" - exit 1 -fi - ############################################################################### # Run git command on remote hosts (parallel) ############################################################################### diff --git a/src/exo/worker/plan.py b/src/exo/worker/plan.py index 1e97e1cf..da142434 100644 --- a/src/exo/worker/plan.py +++ b/src/exo/worker/plan.py @@ -199,7 +199,7 @@ def spin_up_runners( if ( runner_id in state_runners and state_runners[runner_id].runner_status - != RunnerStatusType.Inactive + not in [RunnerStatusType.Inactive, RunnerStatusType.Starting] ): ready_to_spin = False diff --git a/src/exo/worker/runner/runner.py b/src/exo/worker/runner/runner.py index 9d118512..ab513c76 100644 --- a/src/exo/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -52,7 +52,7 @@ def generate_step( max_kv_size: Optional[int] = None, prompt_cache: Optional[list[KVCache]] = None, prefill_step_size: int = 2048, -) -> Generator[Tuple[mx.array, mx.array], None, None]: +) -> Generator[Tuple[int, mx.array], None, None]: """ A generator producing token ids based on the given prompt from the model. @@ -70,7 +70,7 @@ def generate_step( prefill_step_size (int): Step size for processing the prompt. Yields: - Tuple[mx.array, mx.array]: One token and a vector of log probabilities. + Tuple[int, mx.array]: One token and a vector of log probabilities. """ tokens = None @@ -128,19 +128,22 @@ def generate_step( n = 0 next_y: array | None = None next_logprobs: array | None = None + + mx.async_eval(y, logprobs) # type: ignore + n = 0 while True: - if n != max_tokens and n > 0: # Only call _step after first iteration + if n != max_tokens: + assert y is not None next_y, next_logprobs = _step(y) mx.async_eval(next_y, next_logprobs) # type: ignore if n == 0: mx.eval(y) # type: ignore if n == max_tokens: break - yield y, logprobs # y is always defined here, no need for cast + yield int(y.item()), logprobs # type: ignore if n % 256 == 0: mx.clear_cache() - if next_y is not None and next_logprobs is not None: - y, logprobs = next_y, next_logprobs + y, logprobs = next_y, next_logprobs n += 1 @@ -153,6 +156,7 @@ def stream_generate( sampler: Callable[[mx.array], mx.array], prompt_cache: Optional[list[KVCache]] = None, prefill_step_size: int = 2048, + warmup: bool = False, ) -> Generator[GenerationResponse, None, None]: # Try to infer if special tokens are needed @@ -160,11 +164,12 @@ def stream_generate( tokenizer.bos_token ) prompt_array: mx.array = mx.array(tokenizer.encode(prompt, add_special_tokens=add_special_tokens)) - runner_write_response(TokenizedResponse(prompt_tokens=len(prompt_array))) + if not warmup: + runner_write_response(TokenizedResponse(prompt_tokens=len(prompt_array))) detokenizer = tokenizer.detokenizer - token_generator: Generator[Tuple[array, array], None, None] = generate_step( + token_generator: Generator[Tuple[int, array], None, None] = generate_step( prompt_array, model, max_tokens=max_tokens, @@ -179,12 +184,12 @@ def stream_generate( if token in tokenizer.eos_token_ids: break - detokenizer.add_token(int(token)) + detokenizer.add_token(token) # TODO: We could put more metrics on this GenerationResponse if we wish yield GenerationResponse( text=detokenizer.last_segment, - token=int(token), + token=token, finish_reason=None, ) @@ -192,7 +197,7 @@ def stream_generate( detokenizer.finalize() yield GenerationResponse( text=detokenizer.last_segment, - token=int(token), + token=token, finish_reason="stop" if token in tokenizer.eos_token_ids else "length", ) @@ -222,12 +227,13 @@ async def warmup_inference( def _generate_warmup(): nonlocal tokens_generated - for _ in mlx_stream_generate( + for _ in stream_generate( model=model, tokenizer=tokenizer, prompt=warmup_prompt, max_tokens=50, sampler=sampler, + warmup=True, ): tokens_generated += 1 diff --git a/src/exo/worker/tests/test_handlers/test_handlers_happy.py b/src/exo/worker/tests/test_handlers/test_handlers_happy.py index a58ecd37..eaf8b078 100644 --- a/src/exo/worker/tests/test_handlers/test_handlers_happy.py +++ b/src/exo/worker/tests/test_handlers/test_handlers_happy.py @@ -25,6 +25,7 @@ from exo.shared.types.worker.runners import ( InactiveRunnerStatus, LoadedRunnerStatus, RunningRunnerStatus, + StartingRunnerStatus, ) from exo.worker.main import Worker from exo.worker.tests.constants import ( @@ -85,9 +86,11 @@ async def test_runner_up_op( events = await read_events_op(worker, runner_up_op) - assert len(events) == 1 + assert len(events) == 2 assert isinstance(events[0], RunnerStatusUpdated) - assert isinstance(events[0].runner_status, LoadedRunnerStatus) + assert isinstance(events[0].runner_status, StartingRunnerStatus) + assert isinstance(events[1], RunnerStatusUpdated) + assert isinstance(events[1].runner_status, LoadedRunnerStatus) # Is the runner actually running? supervisor = next(iter(worker.assigned_runners.values())).runner diff --git a/src/exo/worker/tests/test_mlx.py b/src/exo/worker/tests/test_mlx.py deleted file mode 100644 index a9f50b2a..00000000 --- a/src/exo/worker/tests/test_mlx.py +++ /dev/null @@ -1,203 +0,0 @@ -# type: ignore - -import contextlib -import os -import time -from pathlib import Path - -import mlx.core as mx -import pytest -from mlx_lm.generate import stream_generate -from mlx_lm.sample_utils import make_sampler -from mlx_lm.tokenizer_utils import load_tokenizer -from mlx_lm.utils import load_model - -MODEL_ID = "mlx-community/Llama-3.3-70B-Instruct-4bit" -MODEL_PATH = Path( - os.path.expanduser("~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/") -) - - -def _get_model_size_gb(path: str) -> float: - """Calculate total size of directory recursively in GB.""" - total_size = 0 - for dirpath, _, filenames in os.walk(path): - for filename in filenames: - filepath = os.path.join(dirpath, filename) - if os.path.isfile(filepath): - total_size += os.path.getsize(filepath) - return total_size / (1024**3) # Convert bytes to GB - - -@pytest.mark.skipif( - not (os.path.exists(MODEL_PATH) and _get_model_size_gb(MODEL_PATH) > 30), - reason=f"This test only runs when model {MODEL_ID} is downloaded", -) -def test_mlx_profiling(): - """ - Test MLX generation directly to profile: - - Time to first token (TTFT) - - Prefill tokens per second (TPS) - - Generation tokens per second (TPS) - For two consecutive prompts using the 70B Llama model. - """ - - # How much memory to keep "wired" (resident) and how much freed memory MLX should keep cached - info = mx.metal.device_info() # returns limits & sizes - # Start conservatively: e.g., 70–90% of recommended working set - target_bytes = int(0.8 * info["max_recommended_working_set_size"]) - - # Keep more freed buffers around for instant reuse - mx.set_cache_limit(target_bytes) - - # On macOS 15+ you can wire resident memory to avoid OS paging/compression - with contextlib.suppress(Exception): - mx.set_wired_limit(target_bytes) - - print(f"\n=== Loading Model {MODEL_ID} ===") - load_start = time.time() - - # Load model and tokenizer - model, _ = load_model(MODEL_PATH, lazy=True, strict=False) - tokenizer = load_tokenizer(MODEL_PATH) - - # Evaluate model parameters to load them into memory - mx.eval(model.parameters()) - - # Create sampler with temperature 0.7 - sampler = make_sampler(temp=0.7) - - load_time = time.time() - load_start - print(f"Model loaded in {load_time:.2f}s") - - # Define test prompts - prompts = [ - "Write me a haiku about a robot.", - "Please write a haiku about a flower.", - "Please write a haiku about headlights.", - ] - - # Prepare messages in chat format - test_messages = [[{"role": "user", "content": prompt}] for prompt in prompts] - - results = [] - - for i, (messages, prompt_text) in enumerate( - zip(test_messages, prompts, strict=False), 1 - ): - print(f"\n=== Prompt {i}: '{prompt_text}' ===") - - # Apply chat template - formatted_prompt = tokenizer.apply_chat_template( - messages, tokenize=False, add_generation_prompt=True - ) - - # Tokenize to count prompt tokens - prompt_tokens = tokenizer.encode(formatted_prompt) - num_prompt_tokens = len(prompt_tokens) - - print(f"Prompt tokens: {num_prompt_tokens}") - - # Start timing - start_time = time.time() - first_token_time = None - tokens_generated = 0 - generated_text = "" - - # Stream generate tokens - for generation in stream_generate( - model=model, - tokenizer=tokenizer, - prompt=formatted_prompt, - max_tokens=100, - sampler=sampler, - ): - if first_token_time is None: - first_token_time = time.time() - ttft = first_token_time - start_time - print(f"Time to first token: {ttft:.3f}s") - - tokens_generated += 1 - generated_text += generation.text - - # Stop if we hit the finish reason - if generation.finish_reason: - break - - total_time = time.time() - start_time - generation_time = total_time - ttft if first_token_time else total_time - - # Calculate metrics - prefill_tps = num_prompt_tokens / ttft if ttft > 0 else 0 - generation_tps = ( - tokens_generated / generation_time if generation_time > 0 else 0 - ) - - # Store results - result = { - "prompt": prompt_text, - "ttft": ttft, - "total_time": total_time, - "generation_time": generation_time, - "prompt_tokens": num_prompt_tokens, - "tokens_generated": tokens_generated, - "prefill_tps": prefill_tps, - "generation_tps": generation_tps, - "generated_text": generated_text, - } - results.append(result) - - # Print results for this prompt - print(f"Total completion time: {total_time:.3f}s") - print(f"Tokens generated: {tokens_generated}") - print(f"Response length: {len(generated_text)} chars") - print( - f"Prefill TPS: {prefill_tps:.1f} tokens/sec ({num_prompt_tokens} prompt tokens / {ttft:.3f}s)" - ) - print( - f"Generation TPS: {generation_tps:.1f} tokens/sec ({tokens_generated} tokens / {generation_time:.3f}s)" - ) - print(f"Generated text preview: {generated_text[:100]}...") - - # Small delay between prompts - if i < len(prompts): - time.sleep(3.0) - - # Compare results - print("\n=== Comparison ===") - if len(results) == 2: - r1, r2 = results[0], results[1] - - print(f"Second prompt TTFT: {r2['ttft'] / r1['ttft']:.2f}x the first") - print( - f"Second prompt prefill TPS: {r2['prefill_tps'] / r1['prefill_tps']:.2f}x the first" - ) - print( - f"Second prompt generation TPS: {r2['generation_tps'] / r1['generation_tps']:.2f}x the first" - ) - - # Performance expectations - print("\n=== Performance Summary ===") - print("First prompt:") - print(f" TTFT: {r1['ttft']:.3f}s") - print(f" Prefill: {r1['prefill_tps']:.1f} tok/s") - print(f" Generation: {r1['generation_tps']:.1f} tok/s") - - print("Second prompt (warmed up):") - print(f" TTFT: {r2['ttft']:.3f}s") - print(f" Prefill: {r2['prefill_tps']:.1f} tok/s") - print(f" Generation: {r2['generation_tps']:.1f} tok/s") - - # Basic assertions - for result in results: - assert result["ttft"] > 0, "TTFT must be positive" - assert result["tokens_generated"] > 0, "Must generate at least one token" - assert len(result["generated_text"]) > 0, "Must generate some text" - assert result["prefill_tps"] > 0, "Prefill TPS must be positive" - assert result["generation_tps"] > 0, "Generation TPS must be positive" - - print("\n✅ All tests passed!") - - -if __name__ == "__main__": - test_mlx_profiling() diff --git a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py index c71aafc8..f36818c9 100644 --- a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py +++ b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py @@ -74,7 +74,7 @@ def _get_model_size_gb(path: str) -> float: @pytest.mark.skipif( - not ( + True or not ( os.path.exists( os.path.expanduser( "~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/" @@ -310,7 +310,7 @@ async def test_ttft( @pytest.mark.skipif( - not ( + True or not ( os.path.exists( os.path.expanduser( "~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/" @@ -419,7 +419,7 @@ async def test_2_runner_inference( @pytest.mark.skipif( - not ( + True or not ( os.path.exists( os.path.expanduser( "~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/" diff --git a/src/exo/worker/worker.py b/src/exo/worker/worker.py index a05b2aae..7b7fa689 100644 --- a/src/exo/worker/worker.py +++ b/src/exo/worker/worker.py @@ -42,6 +42,7 @@ from exo.shared.types.worker.runners import ( InactiveRunnerStatus, LoadedRunnerStatus, RunningRunnerStatus, + StartingRunnerStatus, ) from exo.shared.types.worker.shards import ShardMetadata from exo.worker.common import AssignedRunner @@ -229,6 +230,10 @@ class Worker: ) -> AsyncGenerator[Event, None]: assigned_runner = self.assigned_runners[op.runner_id] + # Emit "Starting" status right away so UI can show loading state + assigned_runner.status = StartingRunnerStatus() + yield assigned_runner.status_update_event() + assigned_runner.runner = await RunnerSupervisor.create( model_shard_meta=assigned_runner.shard_metadata, hosts=assigned_runner.hosts, From 7040c9508fb23d47fba5be4390dc651cec39660f Mon Sep 17 00:00:00 2001 From: Matt Beton Date: Wed, 17 Sep 2025 09:31:49 +0100 Subject: [PATCH 163/224] Multiprocessing Runner --- .gitignore | 5 +- src/exo/engines/mlx/utils_mlx.py | 2 +- src/exo/shared/global_conn.py | 64 +++ src/exo/shared/types/worker/communication.py | 140 +----- src/exo/worker/plan.py | 2 +- src/exo/worker/runner/bootstrap.py | 28 ++ src/exo/worker/runner/generate.py | 301 ++++++++++++ src/exo/worker/runner/runner.py | 333 ++----------- src/exo/worker/runner/runner_supervisor.py | 253 ++++------ .../worker/tests/test_handlers/conftest.py | 2 +- .../test_handlers/test_handlers_happy.py | 2 +- .../worker/tests/test_integration/conftest.py | 41 -- .../test_integration/integration_utils.py | 43 ++ .../tests/test_integration/test_creation.py | 0 .../tests/test_integration/test_inference.py | 114 +++-- .../test_integration/test_inference_sad.py | 405 ++++++++-------- .../test_integration/test_instantiation.py | 73 ++- .../test_instantiation_sad.py | 130 +++--- .../test_inference_llama70B.py | 437 +++++++++--------- .../worker/tests/test_runner_connection.py | 2 +- .../tests/test_supervisor/test_memory.py | 2 +- .../tests/test_supervisor/test_supervisor.py | 8 +- .../test_supervisor/test_supervisor_sad.py | 5 + src/exo/worker/worker.py | 25 +- 24 files changed, 1187 insertions(+), 1230 deletions(-) create mode 100644 src/exo/shared/global_conn.py create mode 100644 src/exo/worker/runner/bootstrap.py create mode 100644 src/exo/worker/runner/generate.py delete mode 100644 src/exo/worker/tests/test_integration/conftest.py delete mode 100644 src/exo/worker/tests/test_integration/test_creation.py diff --git a/.gitignore b/.gitignore index 936e5433..310df30d 100644 --- a/.gitignore +++ b/.gitignore @@ -23,4 +23,7 @@ dist/ */.DS_Store # Says this symlink should be git-ignored https://github.com/juspay/just-flake -just-flake.just \ No newline at end of file +just-flake.just + +# for the gitingest enthusiasts +digest.txt \ No newline at end of file diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index e8df5a8d..72b99584 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -136,7 +136,7 @@ def initialize_mlx( def shard_and_load( - model_shard_meta: ShardMetadata, + model_shard_meta: ShardMetadata, ) -> tuple[nn.Module, TokenizerWrapper]: model_path = build_model_path(model_shard_meta.model_meta.model_id) diff --git a/src/exo/shared/global_conn.py b/src/exo/shared/global_conn.py new file mode 100644 index 00000000..5def2999 --- /dev/null +++ b/src/exo/shared/global_conn.py @@ -0,0 +1,64 @@ +# src/exo/shared/global_conn.py + +import asyncio +import threading +from multiprocessing.connection import Connection +from typing import Optional + +from exo.shared.types.worker.commands_runner import ( + RunnerMessage, + RunnerResponse, +) + + +class AsyncConnection[SendT, RecvT]: + """ + Async/sync wrapper around multiprocessing.Connection with thread-safe send. + Use: + - await send(...) from asyncio code + - send_sync(...) from executor/background threads + """ + def __init__(self, conn: Connection): + self._conn = conn + self._send_lock = threading.Lock() + self._recv_lock = threading.Lock() + + # ---- sending ---- + async def send(self, obj: SendT) -> None: + loop = asyncio.get_running_loop() + await loop.run_in_executor(None, self._send_blocking, obj) + + def send_sync(self, obj: SendT) -> None: + self._send_blocking(obj) + + def _send_blocking(self, obj: SendT) -> None: + # Single critical section for the whole pickle frame + with self._send_lock: + self._conn.send(obj) + + # ---- receiving ---- + async def recv(self) -> RecvT: + loop = asyncio.get_running_loop() + return await loop.run_in_executor(None, self._recv_blocking) + + def _recv_blocking(self) -> RecvT: + # Not strictly needed in your parent, but safe if misused elsewhere + with self._recv_lock: + return self._conn.recv() # type: ignore[no-any-return] + + async def poll(self, timeout: float | None = None) -> bool: + return await asyncio.to_thread(self._conn.poll, timeout) + + def close(self) -> None: + self._conn.close() + +_conn: Optional[AsyncConnection[RunnerResponse, RunnerMessage]] = None + +def set_conn(c: AsyncConnection[RunnerResponse, RunnerMessage]) -> None: + global _conn + _conn = c + +def get_conn() -> AsyncConnection[RunnerResponse, RunnerMessage]: + if _conn is None: + raise RuntimeError("Global conn has not been set yet") + return _conn diff --git a/src/exo/shared/types/worker/communication.py b/src/exo/shared/types/worker/communication.py index a1ea6c4e..3afe8e69 100644 --- a/src/exo/shared/types/worker/communication.py +++ b/src/exo/shared/types/worker/communication.py @@ -1,138 +1,17 @@ import asyncio -import json -import struct -import sys import traceback -from typing import Any, BinaryIO, Dict, Tuple, Union, cast from loguru import logger +from exo.shared.global_conn import AsyncConnection, get_conn from exo.shared.types.worker.commands_runner import ( ErrorResponse, PrintResponse, RunnerMessage, - RunnerMessageTypeAdapter, RunnerResponse, RunnerResponseType, - RunnerResponseTypeAdapter, ) -### Utils - SAFE LENGTH READ/WRITE - -MAGIC = b"EXO1" -HDR_FMT = "!I" # 4-byte big-endian length - - -async def write_frame(stream: Union[asyncio.StreamWriter, Any], obj: Union[Dict[str, Any], bytes]) -> None: - """Write a length-prefixed frame to a stream.""" - payload = obj if isinstance(obj, bytes) else json.dumps(obj).encode("utf-8") - header = MAGIC + struct.pack(HDR_FMT, len(payload)) - stream.write(header + payload) - if hasattr(stream, 'drain'): - await stream.drain() - - -async def read_frame(stream: Union[asyncio.StreamReader, Any]) -> Dict[str, Any]: - """Read a length-prefixed frame from a stream.""" - # Read 8 bytes: 4-byte magic + 4-byte length - header: bytes = await stream.readexactly(8) - if header[:4] != MAGIC: - # Fallback to legacy newline mode for backward compatibility - # Reconstruct the partial line and read the rest - remaining: bytes = await stream.readline() - line = header + remaining - return cast(Dict[str, Any], json.loads(line.strip().decode('utf-8'))) - - (length,) = cast(Tuple[int], struct.unpack(HDR_FMT, header[4:])) - data: bytes = await stream.readexactly(length) - return cast(Dict[str, Any], json.loads(data.decode('utf-8'))) - - -def write_frame_sync(stream: BinaryIO, obj: Union[Dict[str, Any], bytes]) -> None: - """Synchronous version of write_frame for use in runner.""" - payload = obj if isinstance(obj, bytes) else json.dumps(obj).encode("utf-8") - header = MAGIC + struct.pack(HDR_FMT, len(payload)) - stream.write(header + payload) - stream.flush() - - -def read_frame_sync(stream: BinaryIO) -> Dict[str, Any]: - """Synchronous version of read_frame for use in runner.""" - # Read 8 bytes: 4-byte magic + 4-byte length - header: bytes = stream.read(8) - if not header or len(header) < 8: - raise EOFError("No more data to read") - - if header[:4] != MAGIC: - # Fallback to legacy newline mode for backward compatibility - # Reconstruct the partial line and read the rest - remaining: bytes = stream.readline() - if not remaining: - raise EOFError("No more data to read") - line = header + remaining - return cast(Dict[str, Any], json.loads(line.strip().decode('utf-8'))) - - (length,) = cast(Tuple[int], struct.unpack(HDR_FMT, header[4:])) - data: bytes = stream.read(length) - if len(data) < length: - raise EOFError(f"Expected {length} bytes, got {len(data)}") - return cast(Dict[str, Any], json.loads(data.decode('utf-8'))) - - - -### Utils - MESSAGE TO RUNNER - -async def supervisor_write_message( - proc: asyncio.subprocess.Process, message: RunnerMessage -) -> None: - assert proc.stdin is not None, ( - "proc.stdin should not be None when created with stdin=PIPE" - ) - - # Use model_dump_json to get proper JSON encoding for Pydantic types like IPv4Address - await write_frame(proc.stdin, message.model_dump_json().encode('utf-8')) - - -async def runner_read_message() -> RunnerMessage: - loop = asyncio.get_running_loop() - - # Use executor to avoid blocking the event loop - data: Dict[str, Any] = await loop.run_in_executor(None, read_frame_sync, sys.stdin.buffer) - - try: - return RunnerMessageTypeAdapter.validate_python(data) - except Exception as e: - raise ValueError(f"Error validating message: {data}") from e - - -### Utils - RESPONSE FROM RUNNER - -def runner_write_response(obj: RunnerResponse) -> None: - try: - # Use model_dump_json to get proper JSON encoding - write_frame_sync(sys.stdout.buffer, obj.model_dump_json().encode('utf-8')) - except BrokenPipeError: - # Supervisor has closed the pipe, silently exit - sys.exit(0) - - -async def supervisor_read_response( - proc: asyncio.subprocess.Process, -) -> RunnerResponse: - assert proc.stdout is not None, ( - "proc.stdout should not be None when created with stdout=PIPE" - ) - - data: Dict[str, Any] - try: - data = await read_frame(proc.stdout) - return RunnerResponseTypeAdapter.validate_python(data) - except EOFError: - raise EOFError('No more data to read when reading response from runner.') from None - except Exception as err: - raise ValueError(f"Error validating response: {err}") from err - - ### Utils - Runner Prints @@ -142,19 +21,24 @@ def runner_print(text: str) -> None: text=text, ) - runner_write_response(obj) + conn: AsyncConnection[RunnerResponse, RunnerMessage] = get_conn() + conn.send_sync(obj) def runner_write_error(error: Exception) -> None: - # Skip writing error if it's a BrokenPipeError - supervisor is already gone - if isinstance(error, BrokenPipeError): - sys.exit(0) - error_response: ErrorResponse = ErrorResponse( type=RunnerResponseType.ErrorResponse, error_type=type(error).__name__, error_message=str(error), traceback=traceback.format_exc(), ) - runner_write_response(error_response) + + conn = get_conn() + asyncio.create_task(conn.send(error_response)) logger.opt(exception=error).exception("Critical Runner error") + + + +## TODO: To make this cleaner, it seems like we should have only one writer. +# This is fine in runner_supervisor but there's a risk in runner.py that we overlap things +# We can guarantee this by enqueueing messages and have a writing thread. \ No newline at end of file diff --git a/src/exo/worker/plan.py b/src/exo/worker/plan.py index da142434..250f8fd3 100644 --- a/src/exo/worker/plan.py +++ b/src/exo/worker/plan.py @@ -58,7 +58,7 @@ def failed_runners( for runner_id, assigned_runner in assigned_runners.items(): if ( assigned_runner.runner is not None - and not assigned_runner.runner.healthy + and not assigned_runner.runner.runner_process.is_alive() and not isinstance(assigned_runner.status, FailedRunnerStatus) ): return RunnerFailedOp(runner_id=runner_id) diff --git a/src/exo/worker/runner/bootstrap.py b/src/exo/worker/runner/bootstrap.py new file mode 100644 index 00000000..24d96bf3 --- /dev/null +++ b/src/exo/worker/runner/bootstrap.py @@ -0,0 +1,28 @@ +import asyncio +import faulthandler +import os +import sys +from multiprocessing.connection import Connection + + +def _redirect_stderr_to_file(path: str) -> None: + # Replace fd 2 (stderr) with a file descriptor pointing to `path` + fd = os.open(path, os.O_WRONLY | os.O_CREAT | os.O_TRUNC, 0o644) + os.dup2(fd, 2) + os.close(fd) + # Rebind sys.stderr so Python's own writes go to the new fd as well (line-buffered) + sys.stderr = os.fdopen(2, "w", buffering=1, closefd=False) + +def entrypoint(raw_conn: Connection, err_path: str) -> None: + """ + Minimal entrypoint for the spawned child process. + + It redirects fd=2 (stderr) to a pipe provided by the parent, *then* imports + the heavy runner module so that any C/C++ or MLX logs/crashes land in that pipe. + """ + _redirect_stderr_to_file(err_path) + faulthandler.enable(file=sys.stderr, all_threads=True) + + # Import the heavy runner only after stderr is redirected + from exo.worker.runner.runner import main + asyncio.run(main(raw_conn)) diff --git a/src/exo/worker/runner/generate.py b/src/exo/worker/runner/generate.py new file mode 100644 index 00000000..b415fb54 --- /dev/null +++ b/src/exo/worker/runner/generate.py @@ -0,0 +1,301 @@ +import asyncio +import concurrent.futures +import time +from collections.abc import AsyncGenerator +from functools import partial +from typing import Callable, Generator, Optional, Tuple + +import mlx.core as mx +from mlx.core import array +from mlx_lm.models import cache +from mlx_lm.models.cache import KVCache + +from exo.engines.mlx import Model, TokenizerWrapper +from exo.engines.mlx.utils_mlx import ( + apply_chat_template, + broadcast_from_zero, + make_kv_cache, + mx_barrier, +) +from exo.shared.types.api import ChatCompletionMessage +from exo.shared.types.tasks import ChatCompletionTaskParams +from exo.shared.types.worker.commands_runner import ( + GenerationResponse, + RunnerMessage, + RunnerResponse, + TokenizedResponse, +) +from exo.shared.types.worker.communication import ( + AsyncConnection, + runner_print, +) + +generation_stream = mx.new_stream(mx.default_device()) + +def generate_step( + prompt: mx.array, + model: Model, + *, + max_tokens: int = 256, + sampler: Callable[[mx.array], mx.array], + max_kv_size: Optional[int] = None, + prompt_cache: Optional[list[KVCache]] = None, + prefill_step_size: int = 2048, +) -> Generator[Tuple[int, mx.array], None, None]: + """ + A generator producing token ids based on the given prompt from the model. + + Args: + prompt (mx.array): The input prompt. + model (Model): The model to use for generation. + max_tokens (int): The maximum number of tokens. Use``-1`` for an infinite + generator. Default: ``256``. + sampler (Callable[mx.array, mx.array], optional): A sampler for sampling a + token from a vector of log probabilities. Default: ``None``. + max_kv_size (int, optional): Maximum size of the key-value cache. Old + entries (except the first 4 tokens) will be overwritten. + prompt_cache (List[Any], optional): A pre-computed prompt cache. Note, if + provided, the cache will be updated in place. + prefill_step_size (int): Step size for processing the prompt. + + Yields: + Tuple[int, mx.array]: One token and a vector of log probabilities. + """ + tokens = None + + # Create the KV cache for generation + if prompt_cache is None: + prompt_cache = cache.make_prompt_cache( + model, + max_kv_size=max_kv_size, + ) + + def _step(input_tokens: mx.array): + nonlocal tokens + + with mx.stream(generation_stream): + logits = model( + input_tokens[None], + cache=prompt_cache, + ) + + logits = logits[:, -1, :] + + logprobs = logits - mx.logsumexp(logits, keepdims=True) # pyright: ignore[reportUnknownMemberType] + sampled = sampler(logprobs) + return sampled, logprobs.squeeze(0) + + with mx.stream(generation_stream): + total_prompt_tokens = len(prompt) + prompt_processed_tokens = 0 + + while total_prompt_tokens - prompt_processed_tokens > prefill_step_size: + runner_print(f'Prefilling {min(prefill_step_size, len(prompt))} tokens. Remaining tokens: {len(prompt)}. Peak memory: {mx.get_peak_memory() // 2**30} GB') + logits = model( + prompt[:prefill_step_size][None], + cache=prompt_cache + ) + + start_time = time.time() + mx.eval([c.state for c in prompt_cache] + [logits]) # type: ignore + eval_time = time.time() - start_time + prompt_processed_tokens += prefill_step_size + + prompt = prompt[prefill_step_size:] + + mx.clear_cache() + if eval_time > 7.0: + prefill_step_size = prefill_step_size // 2 + prefill_step_size = broadcast_from_zero(prefill_step_size) + prefill_step_size = max(1, prefill_step_size) + + + runner_print('finished prefil.') + y, logprobs = _step(input_tokens=prompt) + + mx.async_eval(y, logprobs) # type: ignore + n = 0 + next_y: array | None = None + next_logprobs: array | None = None + + mx.async_eval(y, logprobs) # type: ignore + n = 0 + while True: + if n != max_tokens: + assert y is not None + next_y, next_logprobs = _step(y) + mx.async_eval(next_y, next_logprobs) # type: ignore + if n == 0: + mx.eval(y) # type: ignore + if n == max_tokens: + break + yield int(y.item()), logprobs # type: ignore + if n % 256 == 0: + mx.clear_cache() + y, logprobs = next_y, next_logprobs + n += 1 + + + +def stream_generate( + model: Model, + tokenizer: TokenizerWrapper, + prompt: str, + max_tokens: int, + sampler: Callable[[mx.array], mx.array], + conn: AsyncConnection[RunnerResponse, RunnerMessage] | None, + prompt_cache: Optional[list[KVCache]] = None, + prefill_step_size: int = 2048, +) -> Generator[GenerationResponse, None, None]: + + # Try to infer if special tokens are needed + add_special_tokens = tokenizer.bos_token is None or not prompt.startswith( + tokenizer.bos_token + ) + prompt_array: mx.array = mx.array(tokenizer.encode(prompt, add_special_tokens=add_special_tokens)) + if conn is not None: + conn.send_sync(TokenizedResponse(prompt_tokens=len(prompt_array))) + + detokenizer = tokenizer.detokenizer + + token_generator: Generator[Tuple[int, array], None, None] = generate_step( + prompt_array, + model, + max_tokens=max_tokens, + sampler=sampler, + prompt_cache=prompt_cache, + prefill_step_size=prefill_step_size, + ) + + token = None + detokenizer.reset() + for token, _ in token_generator: + if token in tokenizer.eos_token_ids: + break + + detokenizer.add_token(token) + + # TODO: We could put more metrics on this GenerationResponse if we wish + yield GenerationResponse( + text=detokenizer.last_segment, + token=token, + finish_reason=None, + ) + + assert token is not None + detokenizer.finalize() + yield GenerationResponse( + text=detokenizer.last_segment, + token=token, + finish_reason="stop" if token in tokenizer.eos_token_ids else "length", + ) + +async def warmup_inference( + mlx_executor: concurrent.futures.ThreadPoolExecutor, + model: Model, + tokenizer: TokenizerWrapper, + sampler: Callable[[mx.array], mx.array], +) -> int: + loop = asyncio.get_running_loop() + + warmup_prompt = await apply_chat_template( + mlx_executor=mlx_executor, + tokenizer=tokenizer, + chat_task_data=ChatCompletionTaskParams( + model="warmup", + messages=[ + ChatCompletionMessage( + role="user", + content="Prompt to warm up the inference engine. Repeat this.", + ) + ], + ), + ) + + tokens_generated = 0 + + def _generate_warmup(): + nonlocal tokens_generated + for _ in stream_generate( + model=model, + tokenizer=tokenizer, + prompt=warmup_prompt, + max_tokens=50, + sampler=sampler, + conn=None + ): + tokens_generated += 1 + + await loop.run_in_executor(mlx_executor, _generate_warmup) + mx_barrier() + + return tokens_generated + +async def mlx_generate( + mlx_executor: concurrent.futures.ThreadPoolExecutor, + model: Model, + tokenizer: TokenizerWrapper, + sampler: Callable[[mx.array], mx.array], + task: ChatCompletionTaskParams, + conn: AsyncConnection[RunnerResponse, RunnerMessage], +) -> AsyncGenerator[GenerationResponse]: + loop = asyncio.get_running_loop() + queue: asyncio.Queue[GenerationResponse | Exception | object] = asyncio.Queue() + sentinel = object() + + def _generate_tokens(prompt: str, max_tokens: int, cache: list[KVCache]) -> None: + try: + for generation_response in stream_generate( + model=model, + tokenizer=tokenizer, + prompt=prompt, + max_tokens=max_tokens, + sampler=sampler, + prompt_cache=cache, + prefill_step_size=1024, + conn=conn, + ): + _ = loop.call_soon_threadsafe(queue.put_nowait, generation_response) + except Exception as e: + _ = loop.call_soon_threadsafe(queue.put_nowait, e) + finally: + _ = loop.call_soon_threadsafe(queue.put_nowait, sentinel) + + # Currently we support chat-completion tasks only. + runner_print(f"task_params: {task}") + + prompt = await apply_chat_template( + mlx_executor=mlx_executor, + tokenizer=tokenizer, + chat_task_data=task, + ) + + cache_future = loop.run_in_executor( + mlx_executor, + lambda: asyncio.run(make_kv_cache( + model=model, + )) + ) + cache = await cache_future + + max_tokens = task.max_tokens or 1000 + generation_fn = partial(_generate_tokens, prompt, max_tokens, cache) + + future = loop.run_in_executor(mlx_executor, generation_fn) + + while True: + item = await queue.get() + queue.task_done() + + if item is sentinel: + break + + if isinstance(item, Exception): + raise item + + assert isinstance(item, GenerationResponse) # constrain datatype + runner_print(item.text) + yield item + + # Wait for the executor thread to complete + await future \ No newline at end of file diff --git a/src/exo/worker/runner/runner.py b/src/exo/worker/runner/runner.py index ab513c76..44874a0d 100644 --- a/src/exo/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -1,331 +1,58 @@ import asyncio import concurrent.futures import time -from collections.abc import AsyncGenerator from functools import partial -from typing import Callable, Generator, Optional, Tuple +from multiprocessing.connection import Connection -import mlx.core as mx -from mlx.core import array -from mlx_lm.generate import stream_generate as mlx_stream_generate -from mlx_lm.models import cache -from mlx_lm.models.cache import KVCache - -from exo.engines.mlx import Model, TokenizerWrapper from exo.engines.mlx.utils_mlx import ( - apply_chat_template, - broadcast_from_zero, initialize_mlx, - make_kv_cache, mlx_force_oom, mlx_setup, - mx_barrier, ) -from exo.shared.types.api import ChatCompletionMessage -from exo.shared.types.tasks import ChatCompletionTaskParams +from exo.shared.global_conn import set_conn from exo.shared.types.worker.commands_runner import ( ChatTaskMessage, ExitMessage, FinishedResponse, - GenerationResponse, InitializedResponse, + RunnerMessage, + RunnerResponse, SetupMessage, - TokenizedResponse, ) from exo.shared.types.worker.communication import ( + AsyncConnection, runner_print, - runner_read_message, runner_write_error, - runner_write_response, ) +from exo.shared.types.worker.shards import ShardMetadata from exo.shared.utils import ensure_type +from exo.worker.runner.generate import mlx_generate, warmup_inference from exo.worker.runner.utils import get_weights_size_kb -generation_stream = mx.new_stream(mx.default_device()) -def generate_step( - prompt: mx.array, - model: Model, - *, - max_tokens: int = 256, - sampler: Callable[[mx.array], mx.array], - max_kv_size: Optional[int] = None, - prompt_cache: Optional[list[KVCache]] = None, - prefill_step_size: int = 2048, -) -> Generator[Tuple[int, mx.array], None, None]: - """ - A generator producing token ids based on the given prompt from the model. +async def main( + raw_conn: Connection +): + conn = AsyncConnection[RunnerResponse, RunnerMessage](raw_conn) + set_conn(conn) - Args: - prompt (mx.array): The input prompt. - model (Model): The model to use for generation. - max_tokens (int): The maximum number of tokens. Use``-1`` for an infinite - generator. Default: ``256``. - sampler (Callable[mx.array, mx.array], optional): A sampler for sampling a - token from a vector of log probabilities. Default: ``None``. - max_kv_size (int, optional): Maximum size of the key-value cache. Old - entries (except the first 4 tokens) will be overwritten. - prompt_cache (List[Any], optional): A pre-computed prompt cache. Note, if - provided, the cache will be updated in place. - prefill_step_size (int): Step size for processing the prompt. - - Yields: - Tuple[int, mx.array]: One token and a vector of log probabilities. - """ - tokens = None - - # Create the KV cache for generation - if prompt_cache is None: - prompt_cache = cache.make_prompt_cache( - model, - max_kv_size=max_kv_size, - ) - - def _step(input_tokens: mx.array): - nonlocal tokens - - with mx.stream(generation_stream): - logits = model( - input_tokens[None], - cache=prompt_cache, - ) - - logits = logits[:, -1, :] - - logprobs = logits - mx.logsumexp(logits, keepdims=True) # pyright: ignore[reportUnknownMemberType] - sampled = sampler(logprobs) - return sampled, logprobs.squeeze(0) - - with mx.stream(generation_stream): - total_prompt_tokens = len(prompt) - prompt_processed_tokens = 0 - - while total_prompt_tokens - prompt_processed_tokens > prefill_step_size: - runner_print(f'Prefilling {min(prefill_step_size, len(prompt))} tokens. Remaining tokens: {len(prompt)}. Peak memory: {mx.get_peak_memory() // 2**30} GB') - logits = model( - prompt[:prefill_step_size][None], - cache=prompt_cache - ) - - start_time = time.time() - mx.eval([c.state for c in prompt_cache] + [logits]) # type: ignore - eval_time = time.time() - start_time - prompt_processed_tokens += prefill_step_size - - prompt = prompt[prefill_step_size:] - - mx.clear_cache() - if eval_time > 7.0: - prefill_step_size = prefill_step_size // 2 - prefill_step_size = broadcast_from_zero(prefill_step_size) - prefill_step_size = max(1, prefill_step_size) - - - runner_print('finished prefil.') - y, logprobs = _step(input_tokens=prompt) - - mx.async_eval(y, logprobs) # type: ignore - n = 0 - next_y: array | None = None - next_logprobs: array | None = None - - mx.async_eval(y, logprobs) # type: ignore - n = 0 - while True: - if n != max_tokens: - assert y is not None - next_y, next_logprobs = _step(y) - mx.async_eval(next_y, next_logprobs) # type: ignore - if n == 0: - mx.eval(y) # type: ignore - if n == max_tokens: - break - yield int(y.item()), logprobs # type: ignore - if n % 256 == 0: - mx.clear_cache() - y, logprobs = next_y, next_logprobs - n += 1 - - - -def stream_generate( - model: Model, - tokenizer: TokenizerWrapper, - prompt: str, - max_tokens: int, - sampler: Callable[[mx.array], mx.array], - prompt_cache: Optional[list[KVCache]] = None, - prefill_step_size: int = 2048, - warmup: bool = False, -) -> Generator[GenerationResponse, None, None]: - - # Try to infer if special tokens are needed - add_special_tokens = tokenizer.bos_token is None or not prompt.startswith( - tokenizer.bos_token - ) - prompt_array: mx.array = mx.array(tokenizer.encode(prompt, add_special_tokens=add_special_tokens)) - if not warmup: - runner_write_response(TokenizedResponse(prompt_tokens=len(prompt_array))) - - detokenizer = tokenizer.detokenizer - - token_generator: Generator[Tuple[int, array], None, None] = generate_step( - prompt_array, - model, - max_tokens=max_tokens, - sampler=sampler, - prompt_cache=prompt_cache, - prefill_step_size=prefill_step_size, - ) - - token = None - detokenizer.reset() - for token, _ in token_generator: - if token in tokenizer.eos_token_ids: - break - - detokenizer.add_token(token) - - # TODO: We could put more metrics on this GenerationResponse if we wish - yield GenerationResponse( - text=detokenizer.last_segment, - token=token, - finish_reason=None, - ) - - assert token is not None - detokenizer.finalize() - yield GenerationResponse( - text=detokenizer.last_segment, - token=token, - finish_reason="stop" if token in tokenizer.eos_token_ids else "length", - ) - -async def warmup_inference( - mlx_executor: concurrent.futures.ThreadPoolExecutor, - model: Model, - tokenizer: TokenizerWrapper, - sampler: Callable[[mx.array], mx.array], -) -> int: - loop = asyncio.get_running_loop() - - warmup_prompt = await apply_chat_template( - mlx_executor=mlx_executor, - tokenizer=tokenizer, - chat_task_data=ChatCompletionTaskParams( - model="warmup", - messages=[ - ChatCompletionMessage( - role="user", - content="Prompt to warm up the inference engine. Repeat this.", - ) - ], - ), - ) - - tokens_generated = 0 - - def _generate_warmup(): - nonlocal tokens_generated - for _ in stream_generate( - model=model, - tokenizer=tokenizer, - prompt=warmup_prompt, - max_tokens=50, - sampler=sampler, - warmup=True, - ): - tokens_generated += 1 - - await loop.run_in_executor(mlx_executor, _generate_warmup) - mx_barrier() - - return tokens_generated - -async def _mlx_generate( - mlx_executor: concurrent.futures.ThreadPoolExecutor, - model: Model, - tokenizer: TokenizerWrapper, - sampler: Callable[[mx.array], mx.array], - task: ChatCompletionTaskParams, -) -> AsyncGenerator[GenerationResponse]: - loop = asyncio.get_running_loop() - queue: asyncio.Queue[GenerationResponse | Exception | object] = asyncio.Queue() - sentinel = object() - - def _generate_tokens(prompt: str, max_tokens: int, cache: list[KVCache]) -> None: - try: - for generation_response in stream_generate( - model=model, - tokenizer=tokenizer, - prompt=prompt, - max_tokens=max_tokens, - sampler=sampler, - prompt_cache=cache, - prefill_step_size=1024, - ): - _ = loop.call_soon_threadsafe(queue.put_nowait, generation_response) - except Exception as e: - _ = loop.call_soon_threadsafe(queue.put_nowait, e) - finally: - _ = loop.call_soon_threadsafe(queue.put_nowait, sentinel) - - # Currently we support chat-completion tasks only. - runner_print(f"task_params: {task}") - - prompt = await apply_chat_template( - mlx_executor=mlx_executor, - tokenizer=tokenizer, - chat_task_data=task, - ) - - cache_future = loop.run_in_executor( - mlx_executor, - lambda: asyncio.run(make_kv_cache( - model=model, - )) - ) - cache = await cache_future - - max_tokens = task.max_tokens or 1000 - generation_fn = partial(_generate_tokens, prompt, max_tokens, cache) - - future = loop.run_in_executor(mlx_executor, generation_fn) - - while True: - item = await queue.get() - queue.task_done() - - if item is sentinel: - break - - if isinstance(item, Exception): - raise item - - assert isinstance(item, GenerationResponse) # constrain datatype - runner_print(item.text) - yield item - - # Wait for the executor thread to complete - await future - - -async def main(): try: runner_print("hello from the runner") - # Get setup info from worker - init_message = await runner_read_message() + init_message = await conn.recv() setup_message = ensure_type(init_message, SetupMessage) - model_shard_meta = setup_message.model_shard_meta + model_shard_meta: ShardMetadata = setup_message.model_shard_meta hosts = setup_message.hosts - mlx_setup(int(get_weights_size_kb(model_shard_meta) // 2**10), cache_frac_of_mrwss=0.8, wired_frac_of_mrwss=0.8) - - # For testing - these are fake break conditions - if model_shard_meta.immediate_exception: + if getattr(model_shard_meta, "immediate_exception", False): raise Exception("Fake exception - runner failed to spin up.") - if model_shard_meta.should_timeout: - await asyncio.sleep(model_shard_meta.should_timeout) + if timeout := getattr(model_shard_meta, "should_timeout", 0): + await asyncio.sleep(timeout) + + mlx_setup( + int(get_weights_size_kb(model_shard_meta) // 2**10), + cache_frac_of_mrwss=0.8, + wired_frac_of_mrwss=0.8 + ) setup_start_time = time.time() @@ -344,12 +71,12 @@ async def main(): sampler=sampler, ) runner_print(f"Warmed up by generating {toks} tokens") - runner_write_response( + await conn.send( InitializedResponse(time_taken=time.time() - setup_start_time) ) while True: - message = await runner_read_message() + message = await conn.recv() match message: case ChatTaskMessage(task_data=task): runner_print(f"received chat request: {str(task)[:500]}") @@ -376,16 +103,17 @@ async def main(): await asyncio.sleep(100) # Generate responses using the actual MLX generation - async for generation_response in _mlx_generate( + async for generation_response in mlx_generate( mlx_executor=mlx_executor, model=model, tokenizer=tokenizer, sampler=sampler, task=task, + conn=conn, ): - runner_write_response(generation_response) + await conn.send(generation_response) - runner_write_response(FinishedResponse()) + await conn.send(FinishedResponse()) case ExitMessage(): break case _: @@ -394,6 +122,3 @@ async def main(): except Exception as e: runner_write_error(e) - -if __name__ == "__main__": - asyncio.run(main()) diff --git a/src/exo/worker/runner/runner_supervisor.py b/src/exo/worker/runner/runner_supervisor.py index 20a5fc09..d9cc638a 100644 --- a/src/exo/worker/runner/runner_supervisor.py +++ b/src/exo/worker/runner/runner_supervisor.py @@ -1,9 +1,13 @@ import asyncio import contextlib +import multiprocessing as mp +import os +import signal +import tempfile import traceback -from collections.abc import AsyncGenerator -from types import CoroutineType -from typing import Any, Callable, Optional +from multiprocessing import Process +from multiprocessing.connection import Connection +from typing import Any, AsyncGenerator, Callable, Coroutine, Optional import psutil from loguru import logger @@ -25,17 +29,15 @@ from exo.shared.types.worker.commands_runner import ( ) from exo.shared.types.worker.common import RunnerError from exo.shared.types.worker.communication import ( - supervisor_read_response, - supervisor_write_message, + AsyncConnection, ) from exo.shared.types.worker.shards import ShardMetadata +from exo.worker.runner.bootstrap import entrypoint from exo.worker.runner.utils import ( get_init_timeout, get_prefil_timeout, - get_runner_command, get_token_generate_timeout, get_weights_size_kb, - kill_process_tree, ) @@ -44,22 +46,22 @@ class RunnerSupervisor: self, model_shard_meta: ShardMetadata, hosts: list[Host], - runner_process: asyncio.subprocess.Process, + runner_process: Process, + conn: Connection, read_queue: asyncio.Queue[RunnerResponse], - write_queue: asyncio.Queue[RunnerMessage], - stderr_queue: asyncio.Queue[str], + err_path: str, ): self.model_shard_meta = model_shard_meta self.hosts = hosts self.runner_process = runner_process - self.read_queue = read_queue - self.write_queue = write_queue - self.stderr_queue = stderr_queue + self.conn = AsyncConnection[RunnerMessage, RunnerResponse](conn) + self._raw_conn = conn + self.read_queue = read_queue self.read_task = asyncio.create_task(self._read_coro()) - self.write_task = asyncio.create_task(self._write_coro()) - self.stderr_task = asyncio.create_task(self._watch_stderr()) + + self.err_path = err_path @classmethod async def create( @@ -72,29 +74,33 @@ class RunnerSupervisor: Create and initialize a RunnerSupervisor instance. The .create() classmethod pattern is used to ensure the constructor is asynchronous. """ - cmd: list[str] = get_runner_command() - runner_process = await asyncio.create_subprocess_exec( - *cmd, - stdin=asyncio.subprocess.PIPE, - stdout=asyncio.subprocess.PIPE, - stderr=asyncio.subprocess.PIPE, - ) + ctx = mp.get_context('spawn') + parent_conn, child_conn = ctx.Pipe(duplex=True) + + with tempfile.NamedTemporaryFile(prefix="child_stderr_", suffix=".log", delete=False) as tmp: + err_path = tmp.name - read_queue: asyncio.Queue[RunnerResponse] = asyncio.Queue() - write_queue: asyncio.Queue[RunnerMessage] = asyncio.Queue() - stderr_queue: asyncio.Queue[str] = asyncio.Queue() + runner_process = Process( + target=entrypoint, + args=(child_conn, err_path), + daemon=False + ) + runner_process.start() + child_conn.close() + + read_queue = asyncio.Queue[RunnerResponse]() self = cls( model_shard_meta=model_shard_meta, hosts=hosts, runner_process=runner_process, read_queue=read_queue, - write_queue=write_queue, - stderr_queue=stderr_queue, + conn=parent_conn, + err_path=err_path ) logger.info(f"Initializing mlx instance with {model_shard_meta=}") - await self.write_queue.put( + await self.conn.send( SetupMessage( model_shard_meta=model_shard_meta, hosts=hosts, @@ -104,23 +110,24 @@ class RunnerSupervisor: if not initialize_timeout: initialize_timeout = get_init_timeout(model_shard_meta) - response = await self._read_with_error_check(initialize_timeout) + response = await self._read_with_error_check(timeout=initialize_timeout) assert isinstance(response, InitializedResponse) logger.info(f"Runner initialized in {response.time_taken} seconds") return self - async def _read_with_error_check(self, timeout: float) -> RunnerResponse: + async def _read_with_error_check(self, timeout: float) -> RunnerResponse | None: """ Read from the queue with a timeout, but also check if the read_task has failed. """ - try: - assert not self.read_task.done() - except AssertionError as e_assert: + if self.read_task.done(): e = self.read_task.exception() - assert e is not None - raise e from e_assert + await self.astop() + if e is not None: + raise e + else: + return None queue_task = asyncio.create_task(self.read_queue.get()) @@ -135,78 +142,65 @@ class RunnerSupervisor: task.cancel() if queue_task in done: - response = await queue_task - if isinstance(response, ErrorResponse): - await self.astop() - raise RunnerError( - response.error_type, - response.error_message, - response.traceback or "", - ) - return response + return await queue_task if self.read_task in done: - try: - await self.read_task # Re-raises any exception from read_task - except Exception: - raise # bubble up exception + await self.astop() + await self.read_task # Re-raises any exception from read_task + + # This should never get hit. raise RunnerError("RunnerStopped", "Runner read loop terminated unexpectedly before any response.", "") # if we haven't read from the queue, we have timed out. await self.astop() # TODO: This could be handled by the called or _read_with_error_check - as we don't want a false Timeout to bring the whole runner down. raise asyncio.TimeoutError() + async def _read_coro(self): + while True: + try: + response: RunnerResponse = await self.conn.recv() + except EOFError as e_eof: + e = await self._raise_crashed() + if e is not None: + raise e from e_eof + break + + match response: + case PrintResponse(): + # TODO: THIS IS A REALLY IMPORTANT LOG MESSAGE, AND SHOULD BE MADE PRETTIER + logger.bind(user_facing=True).info(f"{response.text}") + case ErrorResponse(): + raise RunnerError(response.error_type, response.error_message, response.traceback) + case _: + await self.read_queue.put(response) + async def stream_response( self, task: Task, - request_started_callback: Callable[..., CoroutineType[Any, Any, None]] + request_started_callback: Callable[..., Coroutine[Any, Any, None]] | None = None, - ) -> AsyncGenerator[GenerationChunk]: + ) -> AsyncGenerator[GenerationChunk, None]: """ Streams a chat request from the model. The request is pushed to the runner, and if the shard is the terminal shard, the response is streamed back to the worker. request_started_callback is called once the request is pushed to the runner, used to publish InferencePrepareCompleted and InferenceTriggerCompleted events. """ - if not self.healthy: + if not self.runner_process.is_alive(): raise RuntimeError("Runner process was found to be dead") task_params = task.task_params assert isinstance( task_params, ChatCompletionTaskParams ) # this is messy for now. - await self.write_queue.put( + await self.conn.send( ChatTaskMessage( task_data=task_params, ), ) - while True: - try: - response = await self._read_with_error_check(5.0) - except asyncio.TimeoutError as e: - logger.bind(user_facing=True).error( - "Generation timed out during tokenization" - ) - raise e - except asyncio.LimitOverrunError as e: - raise RunnerError( - "IPCMessageTooLarge", - "The serialized prompt/response exceeded the IPC line limit. Switch to length-prefixed framing or reduce prompt size.", - "" - ) from e - - - match response: - case TokenizedResponse(): - prompt_tokens = response.prompt_tokens - break - case ErrorResponse(): - await self.astop() - raise RunnerError( - response.error_type, response.error_message, response.traceback - ) - case _: - raise ValueError(f"Unexpected response type found: {response}") + response = await self._read_with_error_check(5.0) + assert isinstance(response, TokenizedResponse) + prompt_tokens = response.prompt_tokens if request_started_callback is not None: await request_started_callback() @@ -240,42 +234,9 @@ class RunnerSupervisor: timeout = token_timeout case FinishedResponse(): break - case ErrorResponse(): - await self.astop() - raise RunnerError( - response.error_type, response.error_message, response.traceback - ) case _: raise ValueError(f"Unexpected response type found: {response}") - async def _write_coro(self): - while True: - message = await self.write_queue.get() - await supervisor_write_message(self.runner_process, message) - - async def _read_coro(self): - while True: - try: - response: RunnerResponse = await supervisor_read_response( - self.runner_process - ) - except EOFError: - e = await self._raise_crashed() - if e: - # Runner process died unexpectedly (C++ crash) - raise e from EOFError # TODO: Do we just want to create an error and put it on the read_queue here? - else: - continue - - match response: - case PrintResponse(): - # TODO: THIS IS A REALLY IMPORTANT LOG MESSAGE, AND SHOULD BE MADE PRETTIER - logger.bind(user_facing=True).info(f"{response.text}") - case ErrorResponse(): - ## Failure case #1: a crash happens Python, so it's neatly handled by passing an ErrorResponse with the details - await self.read_queue.put(response) - case _: - await self.read_queue.put(response) async def astop(self) -> None: # Cancel the stderr monitoring task @@ -285,12 +246,12 @@ class RunnerSupervisor: with contextlib.suppress(asyncio.CancelledError): await task - await await_task(self.stderr_task) await await_task(self.read_task) - await await_task(self.write_task) - # Kill the process and all its children - await kill_process_tree(self.runner_process) + self.runner_process.kill() + + with contextlib.suppress(Exception): + self._raw_conn.close() # Wait to make sure that the model has been unloaded from memory async def wait_for_memory_release() -> None: @@ -310,7 +271,7 @@ class RunnerSupervisor: await wait_for_memory_release() def __del__(self) -> None: - if self.runner_process.returncode is None: + if self.runner_process.is_alive(): logger.warning( "RunnerSupervisor was not stopped cleanly before garbage collection. Force killing process tree." ) @@ -331,51 +292,35 @@ class RunnerSupervisor: with contextlib.suppress(ProcessLookupError): self.runner_process.kill() - @property - def healthy(self) -> bool: - return ( - self.runner_process.returncode is None - and self.runner_process.stdin is not None - and not self.runner_process.stdin.is_closing() - and self.runner_process.stdout is not None - ) - - ## Failure case #2: a crash happens in MLX / C++ (eg segfault) that leads to error flushed to stderr and process dies async def _raise_crashed(self) -> Exception | None: - if self.runner_process.returncode == 0: + await asyncio.sleep(0.1) + + rc = self.runner_process.exitcode + if rc == 0: return None - await self.astop() + try: + with open(self.err_path, "r", errors="replace") as f: + captured = f.read() + finally: + with contextlib.suppress(OSError): + os.unlink(self.err_path) - # Accumulate all stderr messages from the queue - stderr_output = "" - while not self.stderr_queue.empty(): + # 2) Describe cause (signal vs exitcode) + cause = f"exitcode={rc}" + if isinstance(rc, int) and rc < 0: + sig = -rc try: - line = self.stderr_queue.get_nowait() - stderr_output += f"{line}\n" - except asyncio.QueueEmpty: - break + cause = f"signal={sig} ({signal.strsignal(sig)})" + except Exception: + cause = f"signal={sig}" logger.bind(user_facing=True).error( - f"Runner Error {self.runner_process.returncode}: {stderr_output}" + f"Runner terminated ({cause}).\n{captured}" ) + return RunnerError( - error_type="MLXCrash", - error_message=stderr_output, + error_type='RunnerCrash', + error_message=f"Runner terminated ({cause}).\n{captured}", traceback=traceback.format_exc(), ) - - async def _watch_stderr(self) -> None: - assert self.runner_process.stderr is not None - while True: - try: - line_bytes = await self.runner_process.stderr.readline() - if not line_bytes: - break - line = line_bytes.decode("utf-8").strip() - - await self.stderr_queue.put(line) - logger.warning(f"Runner stderr read: {line}") - except Exception as e: - logger.warning(f"Error reading runner stderr: {e}") - break diff --git a/src/exo/worker/tests/test_handlers/conftest.py b/src/exo/worker/tests/test_handlers/conftest.py index ccd1b75b..b05fb23a 100644 --- a/src/exo/worker/tests/test_handlers/conftest.py +++ b/src/exo/worker/tests/test_handlers/conftest.py @@ -77,6 +77,6 @@ async def worker_with_running_runner( # Is the runner actually running? supervisor = next(iter(worker.assigned_runners.values())).runner assert supervisor is not None - assert supervisor.healthy + assert supervisor.runner_process.is_alive() return worker, instance_obj diff --git a/src/exo/worker/tests/test_handlers/test_handlers_happy.py b/src/exo/worker/tests/test_handlers/test_handlers_happy.py index eaf8b078..7accd983 100644 --- a/src/exo/worker/tests/test_handlers/test_handlers_happy.py +++ b/src/exo/worker/tests/test_handlers/test_handlers_happy.py @@ -95,7 +95,7 @@ async def test_runner_up_op( # Is the runner actually running? supervisor = next(iter(worker.assigned_runners.values())).runner assert supervisor is not None - assert supervisor.healthy + assert supervisor.runner_process.is_alive() full_response = "" diff --git a/src/exo/worker/tests/test_integration/conftest.py b/src/exo/worker/tests/test_integration/conftest.py deleted file mode 100644 index b4e0ee7f..00000000 --- a/src/exo/worker/tests/test_integration/conftest.py +++ /dev/null @@ -1,41 +0,0 @@ -import asyncio -from logging import Logger -from typing import Awaitable, Callable - -import pytest - -from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage -from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from exo.shared.logging import logger_test_install -from exo.shared.types.common import NodeId -from exo.worker.download.shard_downloader import NoopShardDownloader -from exo.worker.main import run -from exo.worker.worker import Worker - - -@pytest.fixture -def worker_running( - logger: Logger, -) -> Callable[[NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]]]: - async def _worker_running( - node_id: NodeId, - ) -> tuple[Worker, AsyncSQLiteEventStorage]: - logger_test_install(logger) - event_log_manager = EventLogManager(EventLogConfig()) - await event_log_manager.initialize() - - global_events = event_log_manager.global_events - await global_events.delete_all_events() - - shard_downloader = NoopShardDownloader() - worker = Worker( - node_id, - shard_downloader=shard_downloader, - worker_events=global_events, - global_events=global_events, - ) - asyncio.create_task(run(worker)) - - return worker, global_events - - return _worker_running diff --git a/src/exo/worker/tests/test_integration/integration_utils.py b/src/exo/worker/tests/test_integration/integration_utils.py index c0fea3ed..50154020 100644 --- a/src/exo/worker/tests/test_integration/integration_utils.py +++ b/src/exo/worker/tests/test_integration/integration_utils.py @@ -1,12 +1,55 @@ import asyncio +import contextlib +from contextlib import asynccontextmanager +from logging import Logger from typing import Callable, Optional, Tuple, TypeVar from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage +from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager +from exo.shared.logging import logger_test_install +from exo.shared.types.common import NodeId from exo.shared.types.events import ChunkGenerated, TaskStateUpdated from exo.shared.types.events.chunks import TokenChunk from exo.shared.types.tasks import TaskId, TaskStatus +from exo.worker.download.shard_downloader import NoopShardDownloader +from exo.worker.main import run +from exo.worker.worker import Worker +@asynccontextmanager +async def worker_running(node_id: NodeId, logger: Logger): + """Context manager that provides a running worker and cleans up after.""" + logger_test_install(logger) + event_log_manager = EventLogManager(EventLogConfig()) + await event_log_manager.initialize() + + global_events = event_log_manager.global_events + await global_events.delete_all_events() + + shard_downloader = NoopShardDownloader() + worker = Worker( + node_id, + shard_downloader=shard_downloader, + worker_events=global_events, + global_events=global_events, + ) + + # Start the worker task + task = asyncio.create_task(run(worker)) + + try: + yield worker, global_events + finally: + # Cleanup + task.cancel() + with contextlib.suppress(asyncio.CancelledError, asyncio.TimeoutError): + await asyncio.wait_for(task, timeout=1.0) + + # Clean up any runners + for assigned_runner in worker.assigned_runners.values(): + if assigned_runner.runner: + await assigned_runner.runner.astop() + async def read_streaming_response( global_events: AsyncSQLiteEventStorage, filter_task: Optional[TaskId] = None ) -> Tuple[bool, bool, str, int]: diff --git a/src/exo/worker/tests/test_integration/test_creation.py b/src/exo/worker/tests/test_integration/test_creation.py deleted file mode 100644 index e69de29b..00000000 diff --git a/src/exo/worker/tests/test_integration/test_inference.py b/src/exo/worker/tests/test_integration/test_inference.py index 23399b6d..33a3c7ee 100644 --- a/src/exo/worker/tests/test_integration/test_inference.py +++ b/src/exo/worker/tests/test_integration/test_inference.py @@ -1,10 +1,9 @@ import asyncio from logging import Logger -from typing import Awaitable, Callable +from typing import Callable import pytest -from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager from exo.shared.logging import logger_test_install from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams @@ -42,6 +41,7 @@ from exo.worker.tests.constants import ( ) from exo.worker.tests.test_integration.integration_utils import ( read_streaming_response, + worker_running, ) from exo.worker.worker import Worker @@ -52,50 +52,47 @@ def user_message(): return "What's the capital of Japan?" async def test_runner_inference( - worker_running: Callable[ - [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] - ], instance: Callable[[InstanceId, NodeId, RunnerId], Instance], chat_completion_task: Callable[[InstanceId, TaskId], Task], + logger: Logger, ): - _worker, global_events = await worker_running(NODE_A) + async with worker_running(NODE_A, logger) as (_, global_events): + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) + instance_value.instance_type = InstanceStatus.ACTIVE - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE + task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) + await global_events.append_events( + [ + InstanceCreated( + instance=instance_value, + ), + TaskCreated(task_id=task.task_id, task=task), + ], + origin=MASTER_NODE_ID, + ) - task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - await global_events.append_events( - [ - InstanceCreated( - instance=instance_value, - ), - TaskCreated(task_id=task.task_id, task=task), - ], - origin=MASTER_NODE_ID, - ) + # TODO: This needs to get fixed - sometimes it misses the 'starting' event. + ( + seen_task_started, + seen_task_finished, + response_string, + _, + ) = await read_streaming_response(global_events) - # TODO: This needs to get fixed - sometimes it misses the 'starting' event. - ( - seen_task_started, - seen_task_finished, - response_string, - _, - ) = await read_streaming_response(global_events) + assert seen_task_started + assert seen_task_finished + assert "tokyo" in response_string.lower() - assert seen_task_started - assert seen_task_finished - assert "tokyo" in response_string.lower() + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance_value.instance_id, + ), + ], + origin=MASTER_NODE_ID, + ) - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance_value.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - await asyncio.sleep(0.3) + await asyncio.sleep(0.3) async def test_2_runner_inference( @@ -112,13 +109,15 @@ async def test_2_runner_inference( global_events = event_log_manager.global_events await global_events.delete_all_events() + tasks: list[asyncio.Task[None]] = [] + worker1 = Worker( NODE_A, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events, ) - asyncio.create_task(run(worker1)) + tasks.append(asyncio.create_task(run(worker1))) worker2 = Worker( NODE_B, @@ -126,7 +125,7 @@ async def test_2_runner_inference( worker_events=global_events, global_events=global_events, ) - asyncio.create_task(run(worker2)) + tasks.append(asyncio.create_task(run(worker2))) ## Instance model_id = ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit") @@ -183,6 +182,21 @@ async def test_2_runner_inference( await asyncio.sleep(2.0) + for task in tasks: + task.cancel() + try: + await task + except asyncio.CancelledError: + pass # This is expected when we cancel a task + except Exception: + pass # Suppress any other exceptions during cleanup + + + for worker in (worker1, worker2): + for assigned_runner in worker.assigned_runners.values(): + if assigned_runner.runner: + await assigned_runner.runner.astop() + # TODO: Multi message parallel async def test_2_runner_multi_message( @@ -198,13 +212,15 @@ async def test_2_runner_multi_message( global_events = event_log_manager.global_events await global_events.delete_all_events() + tasks: list[asyncio.Task[None]] = [] + worker1 = Worker( NODE_A, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events, ) - asyncio.create_task(run(worker1)) + tasks.append(asyncio.create_task(run(worker1))) worker2 = Worker( NODE_B, @@ -212,7 +228,7 @@ async def test_2_runner_multi_message( worker_events=global_events, global_events=global_events, ) - asyncio.create_task(run(worker2)) + tasks.append(asyncio.create_task(run(worker2))) ## Instance model_id = ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit") @@ -297,4 +313,18 @@ async def test_2_runner_multi_message( origin=MASTER_NODE_ID, ) + for task in tasks: + task.cancel() + try: + await task + except asyncio.CancelledError: + pass # This is expected when we cancel a task + except Exception: + pass # Suppress any other exceptions during cleanup + + for worker in (worker1, worker2): + for assigned_runner in worker.assigned_runners.values(): + if assigned_runner.runner: + await assigned_runner.runner.astop() + await asyncio.sleep(2.0) diff --git a/src/exo/worker/tests/test_integration/test_inference_sad.py b/src/exo/worker/tests/test_integration/test_inference_sad.py index e42c92a7..e88bba39 100644 --- a/src/exo/worker/tests/test_integration/test_inference_sad.py +++ b/src/exo/worker/tests/test_integration/test_inference_sad.py @@ -1,13 +1,13 @@ import asyncio from collections.abc import AsyncGenerator +from logging import Logger from types import CoroutineType -from typing import Any, Awaitable, Callable +from typing import Any, Callable import pytest from _pytest.monkeypatch import MonkeyPatch # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py -from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage from exo.shared.types.common import NodeId from exo.shared.types.events import ( ChunkGenerated, @@ -26,7 +26,6 @@ from exo.shared.types.worker.instances import ( InstanceStatus, ) from exo.shared.types.worker.runners import FailedRunnerStatus -from exo.worker.main import Worker from exo.worker.runner.runner_supervisor import RunnerSupervisor from exo.worker.tests.constants import ( INSTANCE_1_ID, @@ -35,7 +34,10 @@ from exo.worker.tests.constants import ( RUNNER_1_ID, TASK_1_ID, ) -from exo.worker.tests.test_integration.integration_utils import until_event_with_timeout +from exo.worker.tests.test_integration.integration_utils import ( + until_event_with_timeout, + worker_running, +) @pytest.fixture @@ -46,83 +48,78 @@ def user_message(): async def test_stream_response_failed_always( monkeypatch: MonkeyPatch, - worker_running: Callable[ - [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] - ], instance: Callable[[InstanceId, NodeId, RunnerId], Instance], + logger: Logger, chat_completion_task: Callable[[InstanceId, TaskId], Task], ) -> None: - _, global_events = await worker_running(NODE_A) + async with worker_running(NODE_A, logger) as (_, global_events): + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) + instance_value.instance_type = InstanceStatus.ACTIVE - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE + async def mock_stream_response( + self: RunnerSupervisor, + task: Task, + request_started_callback: Callable[..., CoroutineType[Any, Any, None]] + | None = None, + ) -> AsyncGenerator[GenerationChunk]: + raise RuntimeError("Simulated stream response failure") + return + yield - async def mock_stream_response( - self: RunnerSupervisor, - task: Task, - request_started_callback: Callable[..., CoroutineType[Any, Any, None]] - | None = None, - ) -> AsyncGenerator[GenerationChunk]: - raise RuntimeError("Simulated stream response failure") - return - yield + monkeypatch.setattr(RunnerSupervisor, "stream_response", mock_stream_response) - monkeypatch.setattr(RunnerSupervisor, "stream_response", mock_stream_response) - - task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - await global_events.append_events( - [ - InstanceCreated(instance=instance_value), - TaskCreated(task_id=task.task_id, task=task), - ], - origin=MASTER_NODE_ID, - ) - - await until_event_with_timeout(global_events, InstanceDeleted, timeout=10.0) - - events = await global_events.get_events_since(0) - - assert ( - len( + task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) + await global_events.append_events( [ - x - for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) - ] + InstanceCreated(instance=instance_value), + TaskCreated(task_id=task.task_id, task=task), + ], + origin=MASTER_NODE_ID, ) - == 3 - ) - assert ( - len( + + await until_event_with_timeout(global_events, InstanceDeleted, timeout=10.0) + + events = await global_events.get_events_since(0) + + assert ( + len( + [ + x + for x in events + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) + ] + ) + == 3 + ) + assert ( + len( + [ + x + for x in events + if isinstance(x.event, TaskStateUpdated) + and x.event.task_status == TaskStatus.FAILED + ] + ) + == 3 + ) + assert any([isinstance(x.event, InstanceDeleted) for x in events]) + + await global_events.append_events( [ - x - for x in events - if isinstance(x.event, TaskStateUpdated) - and x.event.task_status == TaskStatus.FAILED - ] + InstanceDeleted( + instance_id=instance_value.instance_id, + ), + ], + origin=MASTER_NODE_ID, ) - == 3 - ) - assert any([isinstance(x.event, InstanceDeleted) for x in events]) - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance_value.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - await asyncio.sleep(0.3) + await asyncio.sleep(0.3) async def test_stream_response_failed_once( monkeypatch: MonkeyPatch, - worker_running: Callable[ - [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] - ], + logger: Logger, instance: Callable[[InstanceId, NodeId, RunnerId], Instance], chat_completion_task: Callable[[InstanceId, TaskId], Task], ): @@ -148,160 +145,156 @@ async def test_stream_response_failed_once( monkeypatch.setattr(RunnerSupervisor, "stream_response", mock_stream_response) - worker, global_events = await worker_running(NODE_A) + async with worker_running(NODE_A, logger) as (worker, global_events): + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) + instance_value.instance_type = InstanceStatus.ACTIVE - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE - - task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - await global_events.append_events( - [ - InstanceCreated(instance=instance_value), - TaskCreated(task_id=task.task_id, task=task), - ], - origin=MASTER_NODE_ID, - ) - - await until_event_with_timeout( - global_events, - ChunkGenerated, - 1, - condition=lambda x: isinstance(x.chunk, TokenChunk) - and x.chunk.finish_reason is not None, - timeout=30.0, - ) - - # TODO: The ideal with this test is if we had some tooling to scroll through the state, and say - # 'asser that there was a time that the error_type, error_message was not none and the failure count was nonzero' - - # as we reset the failures back to zero when we have a successful inference. - assert len(worker.assigned_runners[RUNNER_1_ID].failures) == 0 - assert worker.state.tasks[TASK_1_ID].error_type is None - assert worker.state.tasks[TASK_1_ID].error_message is None - - events = await global_events.get_events_since(0) - assert ( - len( + task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) + await global_events.append_events( [ - x - for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) - ] + InstanceCreated(instance=instance_value), + TaskCreated(task_id=task.task_id, task=task), + ], + origin=MASTER_NODE_ID, ) - == 1 - ) - assert ( - len( + + await until_event_with_timeout( + global_events, + ChunkGenerated, + 1, + condition=lambda x: isinstance(x.chunk, TokenChunk) + and x.chunk.finish_reason is not None, + timeout=30.0, + ) + + # TODO: The ideal with this test is if we had some tooling to scroll through the state, and say + # 'asser that there was a time that the error_type, error_message was not none and the failure count was nonzero' + + # as we reset the failures back to zero when we have a successful inference. + assert len(worker.assigned_runners[RUNNER_1_ID].failures) == 0 + assert worker.state.tasks[TASK_1_ID].error_type is None + assert worker.state.tasks[TASK_1_ID].error_message is None + + events = await global_events.get_events_since(0) + assert ( + len( + [ + x + for x in events + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) + ] + ) + == 1 + ) + assert ( + len( + [ + x + for x in events + if isinstance(x.event, TaskStateUpdated) + and x.event.task_status == TaskStatus.FAILED + ] + ) + == 1 + ) + + response_string = "" + events = await global_events.get_events_since(0) + + seen_task_started, seen_task_finished = False, False + for wrapped_event in events: + event = wrapped_event.event + if isinstance(event, TaskStateUpdated): + if event.task_status == TaskStatus.RUNNING: + seen_task_started = True + if event.task_status == TaskStatus.COMPLETE: + seen_task_finished = True + + if isinstance(event, ChunkGenerated): + assert isinstance(event.chunk, TokenChunk) + response_string += event.chunk.text + + assert "queen" in response_string.lower() + assert seen_task_started + assert seen_task_finished + + await global_events.append_events( [ - x - for x in events - if isinstance(x.event, TaskStateUpdated) - and x.event.task_status == TaskStatus.FAILED - ] + InstanceDeleted( + instance_id=instance_value.instance_id, + ), + ], + origin=MASTER_NODE_ID, ) - == 1 - ) - response_string = "" - events = await global_events.get_events_since(0) - - seen_task_started, seen_task_finished = False, False - for wrapped_event in events: - event = wrapped_event.event - if isinstance(event, TaskStateUpdated): - if event.task_status == TaskStatus.RUNNING: - seen_task_started = True - if event.task_status == TaskStatus.COMPLETE: - seen_task_finished = True - - if isinstance(event, ChunkGenerated): - assert isinstance(event.chunk, TokenChunk) - response_string += event.chunk.text - - assert "queen" in response_string.lower() - assert seen_task_started - assert seen_task_finished - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance_value.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - await asyncio.sleep(0.3) + await asyncio.sleep(0.3) async def test_stream_response_timeout( - worker_running: Callable[ - [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] - ], instance: Callable[[InstanceId, NodeId, RunnerId], Instance], chat_completion_task: Callable[[InstanceId, TaskId], Task], + logger: Logger, ): - _, global_events = await worker_running(NODE_A) + async with worker_running(NODE_A, logger) as (_, global_events): + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) + instance_value.instance_type = InstanceStatus.ACTIVE - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE - - task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - task.task_params.messages[0].content = "EXO RUNNER MUST TIMEOUT" - await global_events.append_events( - [ - InstanceCreated(instance=instance_value), - TaskCreated(task_id=task.task_id, task=task), - ], - origin=MASTER_NODE_ID, - ) - - await until_event_with_timeout(global_events, TaskFailed, multiplicity=3, timeout=30.0) - - events = await global_events.get_events_since(0) - print(events) - assert ( - len( + task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) + task.task_params.messages[0].content = "EXO RUNNER MUST TIMEOUT" + await global_events.append_events( [ - x - for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) - ] + InstanceCreated(instance=instance_value), + TaskCreated(task_id=task.task_id, task=task), + ], + origin=MASTER_NODE_ID, ) - == 3 - ) - assert ( - len( - [ - x - for x in events - if isinstance(x.event, TaskStateUpdated) - and x.event.task_status == TaskStatus.FAILED - ] - ) - == 3 - ) - assert ( - len( - [ - x - for x in events - if isinstance(x.event, TaskFailed) - and "timeouterror" in x.event.error_type.lower() - ] - ) - == 3 - ) - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance_value.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) + await until_event_with_timeout(global_events, TaskFailed, multiplicity=3, timeout=30.0) - await asyncio.sleep(0.3) + events = await global_events.get_events_since(0) + print(events) + assert ( + len( + [ + x + for x in events + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) + ] + ) + == 3 + ) + assert ( + len( + [ + x + for x in events + if isinstance(x.event, TaskStateUpdated) + and x.event.task_status == TaskStatus.FAILED + ] + ) + == 3 + ) + assert ( + len( + [ + x + for x in events + if isinstance(x.event, TaskFailed) + and "timeouterror" in x.event.error_type.lower() + ] + ) + == 3 + ) + + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance_value.instance_id, + ), + ], + origin=MASTER_NODE_ID, + ) + + await asyncio.sleep(0.3) diff --git a/src/exo/worker/tests/test_integration/test_instantiation.py b/src/exo/worker/tests/test_integration/test_instantiation.py index 8671777e..673afd92 100644 --- a/src/exo/worker/tests/test_integration/test_instantiation.py +++ b/src/exo/worker/tests/test_integration/test_instantiation.py @@ -1,7 +1,7 @@ -from typing import Awaitable, Callable +from logging import Logger +from typing import Callable # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py -from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage from exo.shared.types.common import NodeId # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py @@ -18,51 +18,50 @@ from exo.shared.types.worker.instances import ( from exo.shared.types.worker.runners import ( FailedRunnerStatus, ) -from exo.worker.main import Worker from exo.worker.tests.constants import ( INSTANCE_1_ID, MASTER_NODE_ID, NODE_A, RUNNER_1_ID, ) -from exo.worker.tests.test_integration.integration_utils import until_event_with_timeout +from exo.worker.tests.test_integration.integration_utils import ( + until_event_with_timeout, + worker_running, +) async def test_runner_spinup_timeout( - worker_running: Callable[ - [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] - ], instance: Callable[[InstanceId, NodeId, RunnerId], Instance], + logger: Logger, ): - _, global_events = await worker_running(NODE_A) + async with worker_running(NODE_A, logger) as (_, global_events): + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) + instance_value.instance_type = InstanceStatus.ACTIVE + instance_value.shard_assignments.runner_to_shard[RUNNER_1_ID].should_timeout = 10 - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE - instance_value.shard_assignments.runner_to_shard[RUNNER_1_ID].should_timeout = 10 - - await global_events.append_events( - [InstanceCreated(instance=instance_value)], origin=MASTER_NODE_ID - ) - - await until_event_with_timeout( - global_events, - RunnerStatusUpdated, - multiplicity=3, - condition=lambda x: isinstance(x.runner_status, FailedRunnerStatus), - ) - - # Ensure the correct events have been emitted - events = await global_events.get_events_since(0) - - assert ( - len( - [ - x - for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) - ] + await global_events.append_events( + [InstanceCreated(instance=instance_value)], origin=MASTER_NODE_ID ) - == 3 - ) - assert any([isinstance(x.event, InstanceDeleted) for x in events]) + + await until_event_with_timeout( + global_events, + RunnerStatusUpdated, + multiplicity=3, + condition=lambda x: isinstance(x.runner_status, FailedRunnerStatus), + ) + + # Ensure the correct events have been emitted + events = await global_events.get_events_since(0) + + assert ( + len( + [ + x + for x in events + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) + ] + ) + == 3 + ) + assert any([isinstance(x.event, InstanceDeleted) for x in events]) \ No newline at end of file diff --git a/src/exo/worker/tests/test_integration/test_instantiation_sad.py b/src/exo/worker/tests/test_integration/test_instantiation_sad.py index c4329162..ed4b59e4 100644 --- a/src/exo/worker/tests/test_integration/test_instantiation_sad.py +++ b/src/exo/worker/tests/test_integration/test_instantiation_sad.py @@ -1,8 +1,8 @@ import asyncio -from typing import Awaitable, Callable +from logging import Logger +from typing import Callable # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py -from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage from exo.shared.types.common import NodeId # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py @@ -19,88 +19,84 @@ from exo.shared.types.worker.instances import ( from exo.shared.types.worker.runners import ( FailedRunnerStatus, ) -from exo.worker.main import Worker from exo.worker.tests.constants import ( INSTANCE_1_ID, MASTER_NODE_ID, NODE_A, RUNNER_1_ID, ) -from exo.worker.tests.test_integration.integration_utils import until_event_with_timeout +from exo.worker.tests.test_integration.integration_utils import ( + until_event_with_timeout, + worker_running, +) async def test_runner_spinup_exception( - worker_running: Callable[ - [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] - ], instance: Callable[[InstanceId, NodeId, RunnerId], Instance], + logger: Logger, ): - _, global_events = await worker_running(NODE_A) + async with worker_running(NODE_A, logger) as (_, global_events): + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) + instance_value.instance_type = InstanceStatus.ACTIVE + instance_value.shard_assignments.runner_to_shard[ + RUNNER_1_ID + ].immediate_exception = True - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE - instance_value.shard_assignments.runner_to_shard[ - RUNNER_1_ID - ].immediate_exception = True - - await global_events.append_events( - [InstanceCreated(instance=instance_value)], origin=MASTER_NODE_ID - ) - - await asyncio.sleep(10.0) - - # Ensure the correct events have been emitted - events = await global_events.get_events_since(0) - - assert ( - len( - [ - x - for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) - ] + await global_events.append_events( + [InstanceCreated(instance=instance_value)], origin=MASTER_NODE_ID ) - == 3 - ) - assert any([isinstance(x.event, InstanceDeleted) for x in events]) + + await asyncio.sleep(10.0) + + # Ensure the correct events have been emitted + events = await global_events.get_events_since(0) + + assert ( + len( + [ + x + for x in events + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) + ] + ) + == 3 + ) + assert any([isinstance(x.event, InstanceDeleted) for x in events]) async def test_runner_spinup_timeout( - worker_running: Callable[ - [NodeId], Awaitable[tuple[Worker, AsyncSQLiteEventStorage]] - ], instance: Callable[[InstanceId, NodeId, RunnerId], Instance], + logger: Logger, ): - _, global_events = await worker_running(NODE_A) + async with worker_running(NODE_A, logger) as (_, global_events): + instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) + instance_value.instance_type = InstanceStatus.ACTIVE + instance_value.shard_assignments.runner_to_shard[RUNNER_1_ID].should_timeout = 10 - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE - instance_value.shard_assignments.runner_to_shard[RUNNER_1_ID].should_timeout = 10 - - await global_events.append_events( - [InstanceCreated(instance=instance_value)], origin=MASTER_NODE_ID - ) - - await until_event_with_timeout( - global_events, - RunnerStatusUpdated, - multiplicity=3, - condition=lambda x: isinstance(x.runner_status, FailedRunnerStatus), - ) - - # Ensure the correct events have been emitted - events = await global_events.get_events_since(0) - - assert ( - len( - [ - x - for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) - ] + await global_events.append_events( + [InstanceCreated(instance=instance_value)], origin=MASTER_NODE_ID ) - == 3 - ) - assert any([isinstance(x.event, InstanceDeleted) for x in events]) + + await until_event_with_timeout( + global_events, + RunnerStatusUpdated, + multiplicity=3, + condition=lambda x: isinstance(x.runner_status, FailedRunnerStatus), + ) + + # Ensure the correct events have been emitted + events = await global_events.get_events_since(0) + + assert ( + len( + [ + x + for x in events + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) + ] + ) + == 3 + ) + assert any([isinstance(x.event, InstanceDeleted) for x in events]) diff --git a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py index f36818c9..2cc9f7da 100644 --- a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py +++ b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py @@ -51,11 +51,12 @@ from exo.worker.tests.constants import ( from exo.worker.tests.test_integration.integration_utils import ( read_streaming_response, until_event_with_timeout, + worker_running, ) from exo.worker.worker import Worker MODEL_ID = "mlx-community/Llama-3.3-70B-Instruct-4bit" - +SKIP = True @pytest.fixture async def model_meta() -> ModelMetadata: @@ -72,9 +73,7 @@ def _get_model_size_gb(path: str) -> float: total_size += os.path.getsize(filepath) return total_size / (1024**3) # Convert bytes to GB - -@pytest.mark.skipif( - True or not ( +skip = SKIP or not ( os.path.exists( os.path.expanduser( "~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/" @@ -86,7 +85,10 @@ def _get_model_size_gb(path: str) -> float: ) ) > 30 - ), +) + +@pytest.mark.skipif( + skip, reason="This test only runs when model mlx-community/Llama-3.3-70B-Instruct-4bit is downloaded", ) async def test_ttft( @@ -94,235 +96,208 @@ async def test_ttft( pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]], ): - logger_test_install(logger) - event_log_manager = EventLogManager(EventLogConfig()) - await event_log_manager.initialize() - shard_downloader = NoopShardDownloader() + async with worker_running(NODE_A, logger) as (_, global_events): + ## Instance + model_id = ModelId(MODEL_ID) - global_events = event_log_manager.global_events - await global_events.delete_all_events() + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard={RUNNER_1_ID: pipeline_shard_meta(1, 0)}, + node_to_runner={NODE_A: RUNNER_1_ID}, + ) - worker1 = Worker( - NODE_A, - shard_downloader=shard_downloader, - worker_events=global_events, - global_events=global_events, - ) - asyncio.create_task(run(worker1)) + instance = Instance( + instance_id=INSTANCE_1_ID, + instance_type=InstanceStatus.ACTIVE, + shard_assignments=shard_assignments, + hosts=hosts(1), + ) - ## Instance - model_id = ModelId(MODEL_ID) + # Create instance first + await global_events.append_events( + [InstanceCreated(instance=instance)], origin=MASTER_NODE_ID + ) - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard={RUNNER_1_ID: pipeline_shard_meta(1, 0)}, - node_to_runner={NODE_A: RUNNER_1_ID}, - ) + await until_event_with_timeout( + global_events, + event_type=RunnerStatusUpdated, + condition=lambda x: isinstance(x.runner_status, LoadedRunnerStatus), + ) + logger.info("model loaded.") - instance = Instance( - instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.ACTIVE, - shard_assignments=shard_assignments, - hosts=hosts(1), - ) + # First inference + task1_params = ChatCompletionTaskParams( + model="gpt-4", + messages=[ + ChatCompletionMessage( + role="user", content="Please write a haiku about a flower." + ) + ], + stream=True, + max_tokens=100, + ) + task1 = ChatCompletionTask( + task_id=TASK_1_ID, + command_id=COMMAND_1_ID, + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_status=TaskStatus.PENDING, + task_params=task1_params, + ) - # Create instance first - await global_events.append_events( - [InstanceCreated(instance=instance)], origin=MASTER_NODE_ID - ) + print("Starting first inference...") + # Record the current event index before creating the task + idx_before_task1 = await global_events.get_last_idx() - await until_event_with_timeout( - global_events, - event_type=RunnerStatusUpdated, - condition=lambda x: isinstance(x.runner_status, LoadedRunnerStatus), - ) - logger.info("model loaded.") + task_created_time_1 = time.time() + await global_events.append_events( + [TaskCreated(task_id=task1.task_id, task=task1)], origin=MASTER_NODE_ID + ) - # First inference - task1_params = ChatCompletionTaskParams( - model="gpt-4", - messages=[ - ChatCompletionMessage( - role="user", content="Please write a haiku about a flower." - ) - ], - stream=True, - max_tokens=100, - ) - task1 = ChatCompletionTask( - task_id=TASK_1_ID, - command_id=COMMAND_1_ID, - instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.PENDING, - task_params=task1_params, - ) + # Wait for first chunk to measure time to first token + first_chunk_seen_1 = False + time_to_first_token_1: None | float = None + while not first_chunk_seen_1: + events = await global_events.get_events_since(idx_before_task1) + for wrapped_event in events: + if isinstance(wrapped_event.event, ChunkGenerated) and hasattr( + wrapped_event.event, "chunk" + ): + first_chunk_time_1 = time.time() + time_to_first_token_1 = first_chunk_time_1 - task_created_time_1 + first_chunk_seen_1 = True + break + if not first_chunk_seen_1: + await asyncio.sleep(0.01) - print("Starting first inference...") - # Record the current event index before creating the task - idx_before_task1 = await global_events.get_last_idx() + _, seen_task_finished_1, response_string_1, token_count_1 = await read_streaming_response( + global_events + ) + total_time_1 = time.time() - task_created_time_1 - task_created_time_1 = time.time() - await global_events.append_events( - [TaskCreated(task_id=task1.task_id, task=task1)], origin=MASTER_NODE_ID - ) + assert seen_task_finished_1 - # Wait for first chunk to measure time to first token - first_chunk_seen_1 = False - time_to_first_token_1: None | float = None - while not first_chunk_seen_1: - events = await global_events.get_events_since(idx_before_task1) - for wrapped_event in events: - if isinstance(wrapped_event.event, ChunkGenerated) and hasattr( - wrapped_event.event, "chunk" - ): - first_chunk_time_1 = time.time() - time_to_first_token_1 = first_chunk_time_1 - task_created_time_1 - first_chunk_seen_1 = True - break - if not first_chunk_seen_1: - await asyncio.sleep(0.01) + # Wait for first task to complete + await asyncio.sleep(5.0) - _, seen_task_finished_1, response_string_1, token_count_1 = await read_streaming_response( - global_events - ) - total_time_1 = time.time() - task_created_time_1 + # Second inference + task2_params = ChatCompletionTaskParams( + model="gpt-4", + messages=[ + ChatCompletionMessage( + role="user", content="Write me a haiku about a robot." + ) + ], + stream=True, + max_tokens=150, + ) + task2 = ChatCompletionTask( + task_id=TASK_2_ID, + command_id=COMMAND_2_ID, + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_status=TaskStatus.PENDING, + task_params=task2_params, + ) - assert seen_task_finished_1 + print("Starting second inference...") + # Record the current event index before creating the second task + idx_before_task2 = await global_events.get_last_idx() - # Wait for first task to complete - await asyncio.sleep(5.0) + task_created_time_2 = time.time() + await global_events.append_events( + [TaskCreated(task_id=task2.task_id, task=task2)], origin=MASTER_NODE_ID + ) - # Second inference - task2_params = ChatCompletionTaskParams( - model="gpt-4", - messages=[ - ChatCompletionMessage( - role="user", content="Write me a haiku about a robot." - ) - ], - stream=True, - max_tokens=150, - ) - task2 = ChatCompletionTask( - task_id=TASK_2_ID, - command_id=COMMAND_2_ID, - instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.PENDING, - task_params=task2_params, - ) + # Wait for first chunk of second task to measure time to first token + first_chunk_seen_2 = False + time_to_first_token_2: float | None = None + while not first_chunk_seen_2: + events = await global_events.get_events_since(idx_before_task2) + for wrapped_event in events: + if isinstance(wrapped_event.event, ChunkGenerated) and hasattr( + wrapped_event.event, "chunk" + ): + first_chunk_time_2 = time.time() + time_to_first_token_2 = first_chunk_time_2 - task_created_time_2 + first_chunk_seen_2 = True + break + if not first_chunk_seen_2: + await asyncio.sleep(0.01) - print("Starting second inference...") - # Record the current event index before creating the second task - idx_before_task2 = await global_events.get_last_idx() + _, seen_task_finished_2, response_string_2, token_count_2 = await read_streaming_response( + global_events, filter_task=TASK_2_ID + ) + total_time_2 = time.time() - task_created_time_2 - task_created_time_2 = time.time() - await global_events.append_events( - [TaskCreated(task_id=task2.task_id, task=task2)], origin=MASTER_NODE_ID - ) + assert seen_task_finished_2 + assert time_to_first_token_1 + assert time_to_first_token_2 - # Wait for first chunk of second task to measure time to first token - first_chunk_seen_2 = False - time_to_first_token_2: float | None = None - while not first_chunk_seen_2: - events = await global_events.get_events_since(idx_before_task2) - for wrapped_event in events: - if isinstance(wrapped_event.event, ChunkGenerated) and hasattr( - wrapped_event.event, "chunk" - ): - first_chunk_time_2 = time.time() - time_to_first_token_2 = first_chunk_time_2 - task_created_time_2 - first_chunk_seen_2 = True - break - if not first_chunk_seen_2: - await asyncio.sleep(0.01) + # Calculate TPS metrics + # Prompt is approximately 45 tokens according to user + prompt_tokens = 45 - _, seen_task_finished_2, response_string_2, token_count_2 = await read_streaming_response( - global_events, filter_task=TASK_2_ID - ) - total_time_2 = time.time() - task_created_time_2 + # Prefill TPS = prompt tokens / time to first token + prefill_tps_1 = prompt_tokens / time_to_first_token_1 if time_to_first_token_1 > 0 else 0 + prefill_tps_2 = prompt_tokens / time_to_first_token_2 if time_to_first_token_2 > 0 else 0 - assert seen_task_finished_2 - assert time_to_first_token_1 - assert time_to_first_token_2 + # Generation TPS = generated tokens / generation time + # Generation time = total time - time to first token + generation_time_1 = total_time_1 - time_to_first_token_1 + generation_time_2 = total_time_2 - time_to_first_token_2 + generation_tps_1 = token_count_1 / generation_time_1 if generation_time_1 > 0 else 0 + generation_tps_2 = token_count_2 / generation_time_2 if generation_time_2 > 0 else 0 - # Calculate TPS metrics - # Prompt is approximately 45 tokens according to user - prompt_tokens = 45 + # Display time to first token profiling results + print("\n=== Time to First Token Profiling ===") + print(f"First inference ('{task1.task_params.messages[0].content}'):") + print(f" Time to first token: {time_to_first_token_1:.3f}s") + print(f" Total completion time: {total_time_1:.3f}s") + print(f" Tokens generated: {token_count_1}") + print(f" Response length: {len(response_string_1)} chars") + print(f" Prefill TPS: {prefill_tps_1:.1f} tokens/sec ({prompt_tokens} prompt tokens / {time_to_first_token_1:.3f}s)") + print(f" Generation TPS: {generation_tps_1:.1f} tokens/sec ({token_count_1} tokens / {generation_time_1:.3f}s)") - # Prefill TPS = prompt tokens / time to first token - prefill_tps_1 = prompt_tokens / time_to_first_token_1 if time_to_first_token_1 > 0 else 0 - prefill_tps_2 = prompt_tokens / time_to_first_token_2 if time_to_first_token_2 > 0 else 0 + print(f"\nSecond inference ('{task2.task_params.messages[0].content}'):") + print(f" Time to first token: {time_to_first_token_2:.3f}s") + print(f" Total completion time: {total_time_2:.3f}s") + print(f" Tokens generated: {token_count_2}") + print(f" Response length: {len(response_string_2)} chars") + print(f" Prefill TPS: {prefill_tps_2:.1f} tokens/sec ({prompt_tokens} prompt tokens / {time_to_first_token_2:.3f}s)") + print(f" Generation TPS: {generation_tps_2:.1f} tokens/sec ({token_count_2} tokens / {generation_time_2:.3f}s)") - # Generation TPS = generated tokens / generation time - # Generation time = total time - time to first token - generation_time_1 = total_time_1 - time_to_first_token_1 - generation_time_2 = total_time_2 - time_to_first_token_2 - generation_tps_1 = token_count_1 / generation_time_1 if generation_time_1 > 0 else 0 - generation_tps_2 = token_count_2 / generation_time_2 if generation_time_2 > 0 else 0 + print("\nComparison:") + print(f" Second inference time to first token: {time_to_first_token_2/time_to_first_token_1:.2f}x the first") + print(f" Second inference prefill TPS: {prefill_tps_2/prefill_tps_1:.2f}x the first") + print(f" Second inference generation TPS: {generation_tps_2/generation_tps_1:.2f}x the first") - # Display time to first token profiling results - print("\n=== Time to First Token Profiling ===") - print(f"First inference ('{task1.task_params.messages[0].content}'):") - print(f" Time to first token: {time_to_first_token_1:.3f}s") - print(f" Total completion time: {total_time_1:.3f}s") - print(f" Tokens generated: {token_count_1}") - print(f" Response length: {len(response_string_1)} chars") - print(f" Prefill TPS: {prefill_tps_1:.1f} tokens/sec ({prompt_tokens} prompt tokens / {time_to_first_token_1:.3f}s)") - print(f" Generation TPS: {generation_tps_1:.1f} tokens/sec ({token_count_1} tokens / {generation_time_1:.3f}s)") + # Basic assertions to ensure responses make sense + assert len(response_string_1) > 0 + assert len(response_string_2) > 0 + assert time_to_first_token_1 and time_to_first_token_1 > 0 + assert time_to_first_token_2 and time_to_first_token_2 > 0 - print(f"\nSecond inference ('{task2.task_params.messages[0].content}'):") - print(f" Time to first token: {time_to_first_token_2:.3f}s") - print(f" Total completion time: {total_time_2:.3f}s") - print(f" Tokens generated: {token_count_2}") - print(f" Response length: {len(response_string_2)} chars") - print(f" Prefill TPS: {prefill_tps_2:.1f} tokens/sec ({prompt_tokens} prompt tokens / {time_to_first_token_2:.3f}s)") - print(f" Generation TPS: {generation_tps_2:.1f} tokens/sec ({token_count_2} tokens / {generation_time_2:.3f}s)") + # Cleanup + idx = await global_events.get_last_idx() + await asyncio.sleep(1.0) + events = await global_events.get_events_since(idx) + assert len(events) == 0 - print("\nComparison:") - print(f" Second inference time to first token: {time_to_first_token_2/time_to_first_token_1:.2f}x the first") - print(f" Second inference prefill TPS: {prefill_tps_2/prefill_tps_1:.2f}x the first") - print(f" Second inference generation TPS: {generation_tps_2/generation_tps_1:.2f}x the first") + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance.instance_id, + ), + ], + origin=MASTER_NODE_ID, + ) - # Basic assertions to ensure responses make sense - assert len(response_string_1) > 0 - assert len(response_string_2) > 0 - assert time_to_first_token_1 and time_to_first_token_1 > 0 - assert time_to_first_token_2 and time_to_first_token_2 > 0 - - # Cleanup - idx = await global_events.get_last_idx() - await asyncio.sleep(1.0) - events = await global_events.get_events_since(idx) - assert len(events) == 0 - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - await asyncio.sleep(2.0) + await asyncio.sleep(2.0) @pytest.mark.skipif( - True or not ( - os.path.exists( - os.path.expanduser( - "~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/" - ) - ) - and _get_model_size_gb( - os.path.expanduser( - "~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/" - ) - ) - > 30 - ), + skip, reason="This test only runs when model mlx-community/Llama-3.3-70B-Instruct-4bit is downloaded", ) async def test_2_runner_inference( @@ -339,13 +314,15 @@ async def test_2_runner_inference( global_events = event_log_manager.global_events await global_events.delete_all_events() + tasks: list[asyncio.Task[None]] = [] + worker1 = Worker( NODE_A, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events, ) - asyncio.create_task(run(worker1)) + tasks.append(asyncio.create_task(run(worker1))) worker2 = Worker( NODE_B, @@ -353,7 +330,7 @@ async def test_2_runner_inference( worker_events=global_events, global_events=global_events, ) - asyncio.create_task(run(worker2)) + tasks.append(asyncio.create_task(run(worker2))) ## Instance model_id = ModelId(MODEL_ID) @@ -417,21 +394,23 @@ async def test_2_runner_inference( await asyncio.sleep(2.0) + for task in tasks: + task.cancel() + try: + await task + except asyncio.CancelledError: + pass # This is expected when we cancel a task + except Exception: + pass # Suppress any other exceptions during cleanup + + for worker in (worker1, worker2): + for assigned_runner in worker.assigned_runners.values(): + if assigned_runner.runner: + await assigned_runner.runner.astop() + @pytest.mark.skipif( - True or not ( - os.path.exists( - os.path.expanduser( - "~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/" - ) - ) - and _get_model_size_gb( - os.path.expanduser( - "~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/" - ) - ) - > 30 - ), + skip, reason="This test only runs when model mlx-community/Llama-3.3-70B-Instruct-4bit is downloaded", ) async def test_parallel_inference( @@ -448,13 +427,15 @@ async def test_parallel_inference( global_events = event_log_manager.global_events await global_events.delete_all_events() + tasks: list[asyncio.Task[None]] = [] + worker1 = Worker( NODE_A, shard_downloader=shard_downloader, worker_events=global_events, global_events=global_events, ) - asyncio.create_task(run(worker1)) + tasks.append(asyncio.create_task(run(worker1))) worker2 = Worker( NODE_B, @@ -462,7 +443,7 @@ async def test_parallel_inference( worker_events=global_events, global_events=global_events, ) - asyncio.create_task(run(worker2)) + tasks.append(asyncio.create_task(run(worker2))) ## Instance model_id = ModelId(MODEL_ID) @@ -579,3 +560,17 @@ async def test_parallel_inference( ) await asyncio.sleep(2.0) + + for task in tasks: + task.cancel() + try: + await task + except asyncio.CancelledError: + pass # This is expected when we cancel a task + except Exception: + pass # Suppress any other exceptions during cleanup + + for worker in (worker1, worker2): + for assigned_runner in worker.assigned_runners.values(): + if assigned_runner.runner: + await assigned_runner.runner.astop() diff --git a/src/exo/worker/tests/test_runner_connection.py b/src/exo/worker/tests/test_runner_connection.py index a561de85..29e2f1ba 100644 --- a/src/exo/worker/tests/test_runner_connection.py +++ b/src/exo/worker/tests/test_runner_connection.py @@ -119,7 +119,7 @@ async def check_runner_connection( await asyncio.sleep(0.001) runner_supervisor = await wait_for_runner_supervisor(worker1, timeout=6.0) - ret = runner_supervisor is not None and runner_supervisor.healthy + ret = runner_supervisor is not None and runner_supervisor.runner_process.is_alive() await global_events.append_events( [ diff --git a/src/exo/worker/tests/test_supervisor/test_memory.py b/src/exo/worker/tests/test_supervisor/test_memory.py index c7c494ba..e250e5a4 100644 --- a/src/exo/worker/tests/test_supervisor/test_memory.py +++ b/src/exo/worker/tests/test_supervisor/test_memory.py @@ -1,5 +1,5 @@ -from asyncio.subprocess import Process from logging import Logger +from multiprocessing import Process from typing import Callable import psutil diff --git a/src/exo/worker/tests/test_supervisor/test_supervisor.py b/src/exo/worker/tests/test_supervisor/test_supervisor.py index 17756c18..1a7f7fb3 100644 --- a/src/exo/worker/tests/test_supervisor/test_supervisor.py +++ b/src/exo/worker/tests/test_supervisor/test_supervisor.py @@ -205,8 +205,7 @@ async def test_supervisor_handles_terminated_runner( supervisor.runner_process.terminate() await asyncio.sleep(0.1) - assert not supervisor.healthy - assert supervisor.runner_process.returncode is not None + assert not supervisor.runner_process.is_alive() del supervisor @@ -226,13 +225,12 @@ async def test_supervisor_handles_killed_runner( hosts=hosts(1, offset=10), ) - assert supervisor.healthy + assert supervisor.runner_process.is_alive() # Forcibly kill the runner supervisor.runner_process.kill() await asyncio.sleep(0.1) - assert not supervisor.healthy - assert supervisor.runner_process.returncode is not None + assert not supervisor.runner_process.is_alive() del supervisor diff --git a/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py b/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py index 959e41b2..87a06273 100644 --- a/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py +++ b/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py @@ -24,6 +24,11 @@ async def test_supervisor_instantiation_exception( model_shard_meta = pipeline_shard_meta(1, 0) model_shard_meta.immediate_exception = True + # _ = await RunnerSupervisor.create( + # model_shard_meta=model_shard_meta, + # hosts=hosts(1, offset=10), + # ) + with pytest.raises(RunnerError): _ = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, diff --git a/src/exo/worker/worker.py b/src/exo/worker/worker.py index 7b7fa689..606f487a 100644 --- a/src/exo/worker/worker.py +++ b/src/exo/worker/worker.py @@ -240,25 +240,12 @@ class Worker: initialize_timeout=initialize_timeout, ) - if assigned_runner.runner.healthy: + if assigned_runner.runner.runner_process.is_alive(): assigned_runner.status = LoadedRunnerStatus() else: - # Log detailed reasons why the runner is not healthy runner = assigned_runner.runner - health_issues: list[str] = [] - - if runner.runner_process.returncode is not None: - health_issues.append( - f"runner_process.returncode is {runner.runner_process.returncode}" - ) - if runner.runner_process.stdin is None: - health_issues.append("runner_process.stdin is None") - elif runner.runner_process.stdin.is_closing(): - health_issues.append("runner_process.stdin is closing") - if runner.runner_process.stdout is None: - health_issues.append("runner_process.stdout is None") - - logger.warning(f"Runner status is not healthy: {', '.join(health_issues)}") + logger.warning(f"Runner status is not runner_process.is_alive(): exit code {runner.runner_process.exitcode}") + assigned_runner.status = FailedRunnerStatus() yield self.assigned_runners[op.runner_id].status_update_event() @@ -318,7 +305,7 @@ class Worker: ) assert assigned_runner.runner is not None - assert assigned_runner.runner.healthy + assert assigned_runner.runner.runner_process.is_alive() async for chunk in assigned_runner.runner.stream_response( task=op.task, request_started_callback=partial(running_callback, queue) @@ -407,7 +394,9 @@ class Worker: if runner_id in self.assigned_runners: assigned_runner = self.assigned_runners[runner_id] - assigned_runner.runner = None + if assigned_runner.runner is not None: + await assigned_runner.runner.astop() + assigned_runner.runner = None assigned_runner.status = FailedRunnerStatus(error_message=str(e)) assigned_runner.failures.append((time.time(), e)) From 38ff949bf4cdba30d0ca58f93534f55dab5f6583 Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Tue, 30 Sep 2025 11:03:04 +0100 Subject: [PATCH 164/224] big refactor Fix. Everything. Co-authored-by: Andrei Cravtov Co-authored-by: Matt Beton Co-authored-by: Alex Cheema Co-authored-by: Seth Howes --- .flake-modules/go-forwarder.nix | 71 -- .flake-modules/just-flake.nix | 54 -- .flake-modules/macmon.nix | 30 - .gitignore | 4 +- .idea/exo-v2.iml | 8 + .idea/vcs.xml | 2 +- copy_model.sh | 133 ++++ dashboard/index.html | 2 +- flake.lock | 39 + flake.nix | 92 +-- kill_remote.sh | 65 ++ .../modules}/flake-root.nix | 31 +- nix/modules/go-forwarder.nix | 19 + nix/modules/just-flake.nix | 26 + nix/modules/macmon.nix | 12 + nix/modules/pkgs-init.nix | 62 ++ nix/modules/python.nix | 20 + nix/modules/rust.nix | 25 + pyproject.toml | 9 +- remote_git.sh | 52 +- run_remote.sh | 88 ++- rust/.gitignore | 15 + rust/Cargo.toml | 165 +++++ rust/clippy.toml | 2 + rust/exo_pyo3_bindings/Cargo.toml | 77 ++ rust/exo_pyo3_bindings/README.md | 1 + rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi | 207 ++++++ rust/exo_pyo3_bindings/pyproject.toml | 32 + rust/exo_pyo3_bindings/src/allow_threading.rs | 40 ++ rust/exo_pyo3_bindings/src/bin/stub_gen.rs | 8 + rust/exo_pyo3_bindings/src/examples/mod.rs | 240 +++++++ rust/exo_pyo3_bindings/src/lib.rs | 217 ++++++ rust/exo_pyo3_bindings/src/networking.rs | 534 ++++++++++++++ rust/exo_pyo3_bindings/src/pylibp2p/ident.rs | 159 +++++ rust/exo_pyo3_bindings/src/pylibp2p/mod.rs | 8 + .../src/pylibp2p/multiaddr.rs | 81 +++ rust/exo_pyo3_bindings/tests/dummy.rs | 54 ++ rust/exo_pyo3_bindings/tests/test_python.py | 34 + rust/networking/Cargo.toml | 44 ++ rust/networking/examples/chatroom.rs | 74 ++ rust/networking/examples/chatroom_manual.rs | 130 ++++ rust/networking/src/RESEARCH_NOTES.txt | 44 ++ rust/networking/src/discovery.rs | 379 ++++++++++ rust/networking/src/keep_alive.rs | 44 ++ rust/networking/src/lib.rs | 64 ++ rust/networking/src/swarm.rs | 133 ++++ rust/networking/tests/dummy.rs | 7 + rust/rust-toolchain.toml | 2 + rust/system_custodian/Cargo.toml | 47 ++ rust/system_custodian/src/bin/main.rs | 4 + rust/system_custodian/src/lib.rs | 69 ++ rust/util/Cargo.toml | 25 + rust/util/src/lib.rs | 53 ++ rust/util/src/nonempty.rs | 138 ++++ rust/util/src/wakerdeque.rs | 55 ++ src/exo/engines/mlx/__init__.py | 9 +- src/exo/engines/mlx/utils_mlx.py | 25 +- src/exo/main.py | 236 +++++- src/exo/master/api.py | 206 +++--- src/exo/master/election_callback.py | 23 - src/exo/master/env.py | 9 - src/exo/master/forwarder_supervisor.py | 10 +- src/exo/master/main.py | 448 ++++++------ src/exo/master/placement.py | 85 +-- src/exo/master/{utils => }/placement_utils.py | 31 +- src/exo/master/tests/conftest.py | 13 +- .../master/tests/test_forwarder_supervisor.py | 14 +- src/exo/master/tests/test_master.py | 52 +- src/exo/master/tests/test_placement.py | 93 +-- src/exo/master/tests/test_placement_utils.py | 38 +- src/exo/master/tests/test_topology.py | 99 +-- src/exo/routing/__init__.py | 0 src/exo/routing/connection_message.py | 37 + src/exo/routing/router.py | 242 +++++++ src/exo/routing/tests/test_event_buffer.py | 141 ++++ src/exo/routing/topics.py | 47 ++ src/exo/shared/{apply => }/apply.py | 134 ++-- src/exo/shared/apply/__init__.py | 3 - src/exo/shared/constants.py | 4 +- src/exo/shared/db/__init__.py | 5 - src/exo/shared/db/config.py | 19 + src/exo/shared/db/{sqlite => }/connector.py | 40 +- src/exo/shared/db/event_log_manager.py | 110 +++ src/exo/shared/db/sqlite/__init__.py | 15 - src/exo/shared/db/sqlite/config.py | 32 - src/exo/shared/db/sqlite/event_log_manager.py | 122 ---- src/exo/shared/db/{sqlite => }/types.py | 31 +- src/exo/shared/election.py | 183 +++++ src/exo/shared/env.py | 28 - src/exo/shared/global_conn.py | 6 +- src/exo/shared/ipc/file_mutex/flock_mutex.py | 2 +- src/exo/shared/ipc/pipe_duplex.py | 2 +- src/exo/shared/keypair.py | 249 ------- src/exo/shared/logging.py | 29 +- src/exo/shared/models/model_cards.py | 80 +-- src/exo/shared/models/model_meta.py | 13 +- src/exo/shared/tests/test_election.py | 313 ++++++++ src/exo/shared/tests/test_flock_mutex.py | 2 +- .../shared/tests/test_node_id_persistence.py | 4 +- src/exo/shared/tests/test_sqlite_connector.py | 612 ---------------- .../shared/tests/test_state_serialization.py | 4 - src/exo/shared/topology.py | 130 +--- src/exo/shared/types/__init__.py | 0 src/exo/shared/types/api.py | 1 - src/exo/shared/types/chunks.py | 35 + src/exo/shared/types/commands.py | 78 ++ src/exo/shared/types/common.py | 11 +- src/exo/shared/types/events.py | 199 ++++++ src/exo/shared/types/events/__init__.py | 13 - src/exo/shared/types/events/_events.py | 340 --------- src/exo/shared/types/events/chunks.py | 71 -- src/exo/shared/types/events/commands.py | 61 -- src/exo/shared/types/events/components.py | 36 - src/exo/shared/types/graphs/pydantic.py | 8 - src/exo/shared/types/memory.py | 63 ++ src/exo/shared/types/models.py | 18 +- src/exo/shared/types/multiaddr.py | 17 +- src/exo/shared/types/profiling.py | 36 +- src/exo/shared/types/request.py | 26 - src/exo/shared/types/state.py | 14 +- src/exo/shared/types/tasks.py | 6 +- src/exo/shared/types/topology.py | 83 +-- .../shared/types/worker/commands_runner.py | 18 +- src/exo/shared/types/worker/common.py | 2 +- src/exo/shared/types/worker/communication.py | 3 +- src/exo/shared/types/worker/downloads.py | 32 +- src/exo/shared/types/worker/runners.py | 9 +- src/exo/shared/utils/pydantic_ext.py | 52 -- src/exo/{shared => }/utils/__init__.py | 4 +- src/exo/utils/channels.py | 56 ++ src/exo/utils/event_buffer.py | 67 ++ src/exo/{shared => }/utils/fs.py | 2 - src/exo/{shared => }/utils/phantom.py | 4 +- src/exo/utils/pydantic_ext.py | 16 + src/exo/utils/pydantic_tagged.py | 229 ++++++ src/exo/{shared => }/utils/reactive.py | 0 src/exo/utils/tests/test_tagged.py | 182 +++++ src/exo/worker/common.py | 3 +- src/exo/worker/download/download_utils.py | 6 +- src/exo/worker/download/shard_downloader.py | 11 +- src/exo/worker/main.py | 672 ++++++++++++++++-- src/exo/worker/plan.py | 20 +- src/exo/worker/runner/bootstrap.py | 2 + src/exo/worker/runner/generate.py | 51 +- src/exo/worker/runner/runner.py | 17 +- src/exo/worker/runner/runner_supervisor.py | 55 +- src/exo/worker/runner/utils.py | 22 +- src/exo/worker/tests/conftest.py | 50 +- src/exo/worker/tests/constants.py | 4 +- .../worker/tests/test_handlers/conftest.py | 27 +- .../test_handlers/test_handlers_happy.py | 6 +- .../test_integration/integration_utils.py | 145 ---- .../tests/test_integration/test_inference.py | 356 ++++------ .../test_integration/test_inference_sad.py | 81 ++- .../test_integration/test_instantiation.py | 28 +- .../test_instantiation_sad.py | 43 +- .../test_inference_llama70B.py | 588 +++++++-------- .../tests/test_plan/test_worker_plan.py | 28 +- .../tests/test_plan/test_worker_plan_utils.py | 25 +- .../worker/tests/test_runner_connection.py | 105 +-- src/exo/worker/tests/test_serdes.py | 6 +- src/exo/worker/tests/test_spinup_timeout.py | 2 +- .../worker/tests/test_supervisor/test_long.py | 24 +- .../tests/test_supervisor/test_memory.py | 4 - .../worker/tests/test_supervisor/test_oom.py | 4 - .../tests/test_supervisor/test_supervisor.py | 14 +- .../test_supervisor/test_supervisor_sad.py | 10 - src/exo/worker/tests/worker_management.py | 177 +++++ src/exo/worker/utils/profile.py | 5 +- src/exo/worker/worker.py | 429 ----------- uv.lock | 37 + 171 files changed, 8295 insertions(+), 4614 deletions(-) delete mode 100644 .flake-modules/go-forwarder.nix delete mode 100644 .flake-modules/just-flake.nix delete mode 100644 .flake-modules/macmon.nix create mode 100755 copy_model.sh create mode 100755 kill_remote.sh rename {.flake-modules => nix/modules}/flake-root.nix (55%) create mode 100644 nix/modules/go-forwarder.nix create mode 100644 nix/modules/just-flake.nix create mode 100644 nix/modules/macmon.nix create mode 100644 nix/modules/pkgs-init.nix create mode 100644 nix/modules/python.nix create mode 100644 nix/modules/rust.nix create mode 100644 rust/.gitignore create mode 100644 rust/Cargo.toml create mode 100644 rust/clippy.toml create mode 100644 rust/exo_pyo3_bindings/Cargo.toml create mode 100644 rust/exo_pyo3_bindings/README.md create mode 100644 rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi create mode 100644 rust/exo_pyo3_bindings/pyproject.toml create mode 100644 rust/exo_pyo3_bindings/src/allow_threading.rs create mode 100644 rust/exo_pyo3_bindings/src/bin/stub_gen.rs create mode 100644 rust/exo_pyo3_bindings/src/examples/mod.rs create mode 100644 rust/exo_pyo3_bindings/src/lib.rs create mode 100644 rust/exo_pyo3_bindings/src/networking.rs create mode 100644 rust/exo_pyo3_bindings/src/pylibp2p/ident.rs create mode 100644 rust/exo_pyo3_bindings/src/pylibp2p/mod.rs create mode 100644 rust/exo_pyo3_bindings/src/pylibp2p/multiaddr.rs create mode 100644 rust/exo_pyo3_bindings/tests/dummy.rs create mode 100644 rust/exo_pyo3_bindings/tests/test_python.py create mode 100644 rust/networking/Cargo.toml create mode 100644 rust/networking/examples/chatroom.rs create mode 100644 rust/networking/examples/chatroom_manual.rs create mode 100644 rust/networking/src/RESEARCH_NOTES.txt create mode 100644 rust/networking/src/discovery.rs create mode 100644 rust/networking/src/keep_alive.rs create mode 100644 rust/networking/src/lib.rs create mode 100644 rust/networking/src/swarm.rs create mode 100644 rust/networking/tests/dummy.rs create mode 100644 rust/rust-toolchain.toml create mode 100644 rust/system_custodian/Cargo.toml create mode 100644 rust/system_custodian/src/bin/main.rs create mode 100644 rust/system_custodian/src/lib.rs create mode 100644 rust/util/Cargo.toml create mode 100644 rust/util/src/lib.rs create mode 100644 rust/util/src/nonempty.rs create mode 100644 rust/util/src/wakerdeque.rs delete mode 100644 src/exo/master/election_callback.py delete mode 100644 src/exo/master/env.py rename src/exo/master/{utils => }/placement_utils.py (77%) create mode 100644 src/exo/routing/__init__.py create mode 100644 src/exo/routing/connection_message.py create mode 100644 src/exo/routing/router.py create mode 100644 src/exo/routing/tests/test_event_buffer.py create mode 100644 src/exo/routing/topics.py rename src/exo/shared/{apply => }/apply.py (66%) delete mode 100644 src/exo/shared/apply/__init__.py create mode 100644 src/exo/shared/db/config.py rename src/exo/shared/db/{sqlite => }/connector.py (92%) create mode 100644 src/exo/shared/db/event_log_manager.py delete mode 100644 src/exo/shared/db/sqlite/__init__.py delete mode 100644 src/exo/shared/db/sqlite/config.py delete mode 100644 src/exo/shared/db/sqlite/event_log_manager.py rename src/exo/shared/db/{sqlite => }/types.py (51%) create mode 100644 src/exo/shared/election.py delete mode 100644 src/exo/shared/env.py delete mode 100644 src/exo/shared/keypair.py create mode 100644 src/exo/shared/tests/test_election.py delete mode 100644 src/exo/shared/tests/test_sqlite_connector.py create mode 100644 src/exo/shared/types/__init__.py create mode 100644 src/exo/shared/types/chunks.py create mode 100644 src/exo/shared/types/commands.py create mode 100644 src/exo/shared/types/events.py delete mode 100644 src/exo/shared/types/events/__init__.py delete mode 100644 src/exo/shared/types/events/_events.py delete mode 100644 src/exo/shared/types/events/chunks.py delete mode 100644 src/exo/shared/types/events/commands.py delete mode 100644 src/exo/shared/types/events/components.py delete mode 100644 src/exo/shared/types/graphs/pydantic.py create mode 100644 src/exo/shared/types/memory.py delete mode 100644 src/exo/shared/types/request.py delete mode 100644 src/exo/shared/utils/pydantic_ext.py rename src/exo/{shared => }/utils/__init__.py (82%) create mode 100644 src/exo/utils/channels.py create mode 100644 src/exo/utils/event_buffer.py rename src/exo/{shared => }/utils/fs.py (96%) rename src/exo/{shared => }/utils/phantom.py (76%) create mode 100644 src/exo/utils/pydantic_ext.py create mode 100644 src/exo/utils/pydantic_tagged.py rename src/exo/{shared => }/utils/reactive.py (100%) create mode 100644 src/exo/utils/tests/test_tagged.py delete mode 100644 src/exo/worker/tests/test_integration/integration_utils.py create mode 100644 src/exo/worker/tests/worker_management.py delete mode 100644 src/exo/worker/worker.py diff --git a/.flake-modules/go-forwarder.nix b/.flake-modules/go-forwarder.nix deleted file mode 100644 index 34a38cf1..00000000 --- a/.flake-modules/go-forwarder.nix +++ /dev/null @@ -1,71 +0,0 @@ -# Configures the Golang support and builds the forwarder -# TODO: split this up in the future as this is unrelated tasks?? - -# Top-level parameters that are bound to the provider flake -# These are passed from `flake.nix` using importApply -{ - localSelf, - flake-parts-lib, - nixpkgs-lib, - ... -}: - -# These values would bind to the consumer flake when this flake module is imported: -{ - config, - self, - inputs, - getSystem, - moduleWithSystem, - withSystem, - ... -}: - -# The actual flake-parts module configuration -{ - perSystem = - { - config, - self', - inputs', - pkgs, - system, - ... - }: - let -# flakeRoot = nixpkgs-lib.getExe config.flake-root.package; -# -# # Build the networking/forwarder Go utility. -# forwarder = pkgs.buildGoModule { -# pname = "exo-forwarder"; -# version = "0.1.0"; -# src = "${flakeRoot}/networking/forwarder"; -# -# vendorHash = "sha256-BXIGg2QYqHDz2TNe8hLAGC6jVlffp9766H+WdkkuVgA="; -# -# # Only the main package at the repository root needs building. -# subPackages = [ "." ]; -# }; - in - { - packages = { -# inherit forwarder; - }; - - apps = { -# forwarder = { -# type = "app"; -# program = "${forwarder}/bin/forwarder"; -# }; - }; - - make-shells.default = { - # Go 1.24 compiler – align with go.mod - packages = [ pkgs.go_1_24 ]; - shellHook = '' - GOPATH="''$(${nixpkgs-lib.getExe config.flake-root.package})"/.go_cache - export GOPATH - ''; - }; - }; -} diff --git a/.flake-modules/just-flake.nix b/.flake-modules/just-flake.nix deleted file mode 100644 index 2208a58c..00000000 --- a/.flake-modules/just-flake.nix +++ /dev/null @@ -1,54 +0,0 @@ -# Provides pretty banner & command index for this flake - -# Top-level parameters that are bound to the provider flake -# These are passed from `flake.nix` using importApply -{ - localSelf, - flake-parts-lib, - nixpkgs-lib, - just-flake, - ... -}: - -# These values would bind to the consumer flake when this flake module is imported: -{ - config, - self, - inputs, - getSystem, - moduleWithSystem, - withSystem, - ... -}: - -# The actual flake-parts module configuration -{ - imports = [ just-flake.flakeModule ]; - perSystem = - { - config, - self', - inputs', - pkgs, - system, - ... - }: - { - just-flake.features = { - # treefmt.enable = true; - # rust.enable = true; - # convco.enable = true; - # hello = { - # enable = true; - # justfile = '' - # hello: - # echo Hello World - # ''; - # }; - }; - - make-shells.default = { - inputsFrom = [ config.just-flake.outputs.devShell ]; - }; - }; -} diff --git a/.flake-modules/macmon.nix b/.flake-modules/macmon.nix deleted file mode 100644 index 5df0cdf4..00000000 --- a/.flake-modules/macmon.nix +++ /dev/null @@ -1,30 +0,0 @@ -# Provides macmon binary for the worker. - -# These values would bind to the consumer flake when this flake module is imported: -{ - config, - self, - inputs, - getSystem, - moduleWithSystem, - withSystem, - ... -}: - -# The actual flake-parts module configuration -{ - perSystem = - { - config, - self', - inputs', - pkgs, - system, - ... - }: - { - make-shells.default = { - packages = if (system == "aarch64-darwin") then ([ pkgs.macmon ]) else ([]); - }; - }; -} diff --git a/.gitignore b/.gitignore index 310df30d..19b4dd09 100644 --- a/.gitignore +++ b/.gitignore @@ -12,8 +12,6 @@ hosts*.json # TODO figure out how to properly solve the issue with these target directories showing up networking/target/ networking/topology/target/ -rust/target/ -rust/Cargo.lock build/ dist/ @@ -26,4 +24,4 @@ dist/ just-flake.just # for the gitingest enthusiasts -digest.txt \ No newline at end of file +digest.txt diff --git a/.idea/exo-v2.iml b/.idea/exo-v2.iml index 5357eaa9..aa638174 100644 --- a/.idea/exo-v2.iml +++ b/.idea/exo-v2.iml @@ -10,11 +10,19 @@ + + + + + + + + diff --git a/.idea/vcs.xml b/.idea/vcs.xml index 94a25f7f..35eb1ddf 100644 --- a/.idea/vcs.xml +++ b/.idea/vcs.xml @@ -1,6 +1,6 @@ - + \ No newline at end of file diff --git a/copy_model.sh b/copy_model.sh new file mode 100755 index 00000000..f5c985aa --- /dev/null +++ b/copy_model.sh @@ -0,0 +1,133 @@ +#!/usr/bin/env bash +set -euo pipefail + +# copy_model.sh: clone ~/.exo/models from SOURCE to one or more TARGETS using scp -3. +# Username defaults: +# - If host is "aN" and no user given, username defaults to "aN". +# - Otherwise defaults to $(whoami), unless you pass user@host. +# +# Examples: +# ./copy_model.sh a1 a2 a3 +# ./copy_model.sh a1 frank@a2 192.168.1.3 + +if [ $# -lt 2 ]; then + echo "Usage: $0 SOURCE TARGET [TARGET...]" >&2 + exit 2 +fi + +SOURCE="$1" +shift +TARGETS=("$@") + +DEFAULT_USER="$(whoami)" +MODELS_REL=".exo/models" # relative under $HOME + +timestamp() { date "+%Y-%m-%d %H:%M:%S"; } + +split_user_host() { + local in="$1" + if [[ "$in" == *"@"* ]]; then + printf "%s|%s" "${in%%@*}" "${in#*@}" + else + printf "|%s" "$in" + fi +} + +resolve_ip() { + local hostish="$1" + if [[ "$hostish" =~ ^a([0-9]+)$ ]]; then + echo "192.168.1.${BASH_REMATCH[1]}" + else + echo "$hostish" + fi +} + +default_user_for() { + local hostish="$1" + if [[ "$hostish" =~ ^a([0-9]+)$ ]]; then + echo "$hostish" + else + echo "$DEFAULT_USER" + fi +} + +SSH_OPTS=(-o StrictHostKeyChecking=no -o UserKnownHostsFile=/dev/null -o LogLevel=ERROR -o ConnectTimeout=10) +SSHPASS_BIN="$(command -v sshpass || true)" +SCP_BIN="${SCP_BIN:-scp}" + +read -s -p "Password for all hosts: " PASS +echo +if [ -n "$SSHPASS_BIN" ]; then + echo "$(timestamp) sshpass found: will provide the password non-interactively." +else + echo "$(timestamp) WARNING: sshpass not found — you’ll be prompted by scp/ssh per hop unless keys are set up." +fi + +# Build source endpoint (default username logic) +IFS='|' read -r SRC_USER_RAW SRC_HOSTISH <<<"$(split_user_host "$SOURCE")" +SRC_USER="${SRC_USER_RAW:-$(default_user_for "$SRC_HOSTISH")}" +SRC_IP="$(resolve_ip "$SRC_HOSTISH")" +SRC_HOST="${SRC_USER}@${SRC_IP}" + +echo "$(timestamp) Source: ${SRC_HOST}:~/${MODELS_REL}" +echo "$(timestamp) Targets: ${#TARGETS[@]}" + +# Helper to run a simple remote command via ssh (for mkdir -p checks) +ssh_run() { + local host="$1" + shift + if [ -n "$SSHPASS_BIN" ]; then + sshpass -p "$PASS" ssh "${SSH_OPTS[@]}" "$host" "$@" + else + ssh "${SSH_OPTS[@]}" "$host" "$@" + fi +} + +# Ensure source dir exists (create if missing, per your request) +ssh_run "$SRC_HOST" "mkdir -p ~/${MODELS_REL}" + +failures=0 +count=0 +for T in "${TARGETS[@]}"; do + count=$((count + 1)) + IFS='|' read -r T_USER_RAW T_HOSTISH <<<"$(split_user_host "$T")" + T_USER="${T_USER_RAW:-$(default_user_for "$T_HOSTISH")}" + T_IP="$(resolve_ip "$T_HOSTISH")" + T_HOST="${T_USER}@${T_IP}" + + echo "============================================================" + echo "$(timestamp) [${count}/${#TARGETS[@]}] ${SRC_HOST} ==> ${T_HOST}" + echo "$(timestamp) Ensuring destination directory exists…" + ssh_run "$T_HOST" "mkdir -p ~/${MODELS_REL%/*}" # ~/.exo + + # Copy the whole "models" directory into ~/.exo on the target. + # scp -3 = copy between two remotes via local; -r recursive; -p preserve times/modes + if [ -n "$SSHPASS_BIN" ]; then + echo "$(timestamp) Running: scp -3 -rp ${SRC_HOST}:~/${MODELS_REL} ${T_HOST}:~/.exo/" + if sshpass -p "$PASS" "$SCP_BIN" "${SSH_OPTS[@]}" -3 -rp \ + "${SRC_HOST}:~/${MODELS_REL}" \ + "${T_HOST}:~/.exo/"; then + echo "$(timestamp) [${count}] Done: ${T_HOST}" + else + echo "$(timestamp) [${count}] ERROR during scp to ${T_HOST}" >&2 + failures=$((failures + 1)) + fi + else + echo "$(timestamp) Running: scp -3 -rp ${SRC_HOST}:~/${MODELS_REL} ${T_HOST}:~/.exo/" + if "$SCP_BIN" "${SSH_OPTS[@]}" -3 -rp \ + "${SRC_HOST}:~/${MODELS_REL}" \ + "${T_HOST}:~/.exo/"; then + echo "$(timestamp) [${count}] Done: ${T_HOST}" + else + echo "$(timestamp) [${count}] ERROR during scp to ${T_HOST}" >&2 + failures=$((failures + 1)) + fi + fi +done + +echo "============================================================" +if [ "$failures" -eq 0 ]; then + echo "$(timestamp) All transfers completed successfully." +else + echo "$(timestamp) Completed with ${failures} failure(s)." +fi diff --git a/dashboard/index.html b/dashboard/index.html index 433746fe..85f94589 100644 --- a/dashboard/index.html +++ b/dashboard/index.html @@ -943,7 +943,7 @@ } const result = await response.json(); - showLaunchStatus(`Instance launched successfully: ${result.instance_id}`, 'success'); + showLaunchStatus('Instance launched successfully'); // Reset form modelSelect.value = ''; diff --git a/flake.lock b/flake.lock index bc30d2b3..35076eff 100644 --- a/flake.lock +++ b/flake.lock @@ -1,5 +1,26 @@ { "nodes": { + "fenix": { + "inputs": { + "nixpkgs": [ + "nixpkgs" + ], + "rust-analyzer-src": "rust-analyzer-src" + }, + "locked": { + "lastModified": 1755585599, + "narHash": "sha256-tl/0cnsqB/Yt7DbaGMel2RLa7QG5elA8lkaOXli6VdY=", + "owner": "nix-community", + "repo": "fenix", + "rev": "6ed03ef4c8ec36d193c18e06b9ecddde78fb7e42", + "type": "github" + }, + "original": { + "owner": "nix-community", + "repo": "fenix", + "type": "github" + } + }, "flake-compat": { "flake": false, "locked": { @@ -102,12 +123,30 @@ }, "root": { "inputs": { + "fenix": "fenix", "flake-parts": "flake-parts", "flake-root": "flake-root", "just-flake": "just-flake", "make-shell": "make-shell", "nixpkgs": "nixpkgs" } + }, + "rust-analyzer-src": { + "flake": false, + "locked": { + "lastModified": 1755504847, + "narHash": "sha256-VX0B9hwhJypCGqncVVLC+SmeMVd/GAYbJZ0MiiUn2Pk=", + "owner": "rust-lang", + "repo": "rust-analyzer", + "rev": "a905e3b21b144d77e1b304e49f3264f6f8d4db75", + "type": "github" + }, + "original": { + "owner": "rust-lang", + "ref": "nightly", + "repo": "rust-analyzer", + "type": "github" + } } }, "root": "root", diff --git a/flake.nix b/flake.nix index 0098a869..b1f69a86 100644 --- a/flake.nix +++ b/flake.nix @@ -20,47 +20,39 @@ # Provides flake integration with [Just](https://just.systems/man/en/) just-flake.url = "github:juspay/just-flake"; + + # Provides Rust dev-env integration: + fenix = { + url = "github:nix-community/fenix"; + inputs.nixpkgs.follows = "nixpkgs"; + }; }; + # TODO: figure out caching story + # nixConfig = { + # # nix community cachix + # extra-trusted-public-keys = "nix-community.cachix.org-1:mB9FSh9qf2dCimDSUo8Zy7bkq5CX+/rkCWyvRCYg3Fs="; + # extra-substituters = "https://nix-community.cachix.org"; + # }; + outputs = inputs@{ flake-parts, ... }: flake-parts.lib.mkFlake { inherit inputs; } ( - { - flake-parts-lib, - self, - ... - }: - let - nixpkgs-lib = inputs.nixpkgs.lib; - - # A wraper around importApply that supplies default parameters - importApply' = - path: extraParams: - (flake-parts-lib.importApply path ( - nixpkgs-lib.recursiveUpdate { - localSelf = self; - inherit flake-parts-lib; - inherit nixpkgs-lib; - } extraParams - )); - - # instantiate all the flake modules, passing custom arguments to them as needed - flakeModules = { - flakeRoot = importApply' ./.flake-modules/flake-root.nix { inherit (inputs) flake-root; }; - justFlake = importApply' ./.flake-modules/just-flake.nix { inherit (inputs) just-flake; }; - goForwarder = importApply' ./.flake-modules/go-forwarder.nix { }; - }; - in + { flake-parts-lib, self, ... }: { imports = [ inputs.make-shell.flakeModules.default - flakeModules.flakeRoot - flakeModules.justFlake - flakeModules.goForwarder - ./.flake-modules/macmon.nix + + ./nix/modules/pkgs-init.nix # nixpkgs overlays manager + ./nix/modules/flake-root.nix + ./nix/modules/just-flake.nix + ./nix/modules/macmon.nix + ./nix/modules/python.nix + ./nix/modules/rust.nix + ./nix/modules/go-forwarder.nix ]; systems = [ "x86_64-linux" @@ -75,55 +67,31 @@ system, ... }: - let - buildInputs = with pkgs; [ - ]; - nativeBuildInputs = with pkgs; [ - ]; - in { # Per-system attributes can be defined here. The self' and inputs' # module parameters provide easy access to attributes of the same # system. # NOTE: pkgs is equivalent to inputs'.nixpkgs.legacyPackages.hello; - apps = { - python-lsp = { - type = "app"; - program = "${pkgs.basedpyright}/bin/basedpyright-langserver"; - }; - default = self'.apps.forwarder; - }; + apps = { }; make-shells.default = { packages = [ - pkgs.python313 - pkgs.uv pkgs.protobuf - pkgs.basedpyright - pkgs.ruff ]; - nativeBuildInputs = - with pkgs; - [ - nixpkgs-fmt - cmake - ] - ++ buildInputs - ++ nativeBuildInputs; - - # Arguments which are intended to be environment variables in the shell environment - # should be changed to attributes of the `env` option - env = { - # fixes libstdc++.so issues and libgl.so issues - LD_LIBRARY_PATH = "${pkgs.stdenv.cc.cc.lib}/lib"; - }; + nativeBuildInputs = with pkgs; [ + nixpkgs-fmt + ]; shellHook = '' export GO_BUILD_DIR=$(git rev-parse --show-toplevel)/build; export DASHBOARD_DIR=$(git rev-parse --show-toplevel)/dashboard; ''; + # Arguments which are intended to be environment variables in the shell environment + # should be changed to attributes of the `env` option + env = { }; + # Arbitrary mkDerivation arguments should be changed to be attributes of the `additionalArguments` option additionalArguments = { }; }; diff --git a/kill_remote.sh b/kill_remote.sh new file mode 100755 index 00000000..727b3261 --- /dev/null +++ b/kill_remote.sh @@ -0,0 +1,65 @@ +#!/usr/bin/env bash +set -euo pipefail + +############################################################################### +# Args & prerequisites +############################################################################### +if [[ $# -gt 1 ]]; then + echo "Usage: $0 [hosts_file]" >&2 + exit 1 +fi +HOSTS_FILE=${1:-hosts.txt} + +############################################################################### +# Load hosts.txt (works on macOS Bash 3.2 and Bash 4+) +############################################################################### +if [[ ! -f "$HOSTS_FILE" ]]; then + echo "Error: $HOSTS_FILE not found" + exit 1 +fi + +if builtin command -v mapfile >/dev/null 2>&1; then + mapfile -t HOSTS <"$HOSTS_FILE" +else + HOSTS=() + while IFS= read -r h; do + [[ -n "$h" ]] && HOSTS+=("$h") + done <"$HOSTS_FILE" +fi +[[ ${#HOSTS[@]} -gt 0 ]] || { + echo "No hosts found in $HOSTS_FILE" + exit 1 +} + +############################################################################### +# Helper – run a remote command and capture rc/stderr/stdout +############################################################################### +ssh_opts=(-o StrictHostKeyChecking=no + -o LogLevel=ERROR) + +run_remote() { # $1 host $2 command + local host=$1 cmd=$2 rc + if ssh "${ssh_opts[@]}" "$host" "$cmd"; then + rc=0 + else + rc=$? + fi + return $rc +} + +############################################################################### +# Kill exo everywhere (parallel) +############################################################################### +echo "=== Killing exo on ${#HOSTS[@]} host(s) ===" +fail=0 +for h in "${HOSTS[@]}"; do + ( + run_remote "$h" 'pkill -f exo || true' + ) || fail=1 & +done +wait +((fail == 0)) || { + echo "❌ Some hosts could not be reached—check SSH access." + exit 1 +} +echo "✓ exo processes killed on all reachable hosts." \ No newline at end of file diff --git a/.flake-modules/flake-root.nix b/nix/modules/flake-root.nix similarity index 55% rename from .flake-modules/flake-root.nix rename to nix/modules/flake-root.nix index 02ca1735..6b000405 100644 --- a/.flake-modules/flake-root.nix +++ b/nix/modules/flake-root.nix @@ -2,39 +2,14 @@ # 1. ${lib.getExe config.flake-root.package} # 2. $FLAKE_ROOT environment-varible -# Top-level parameters that are bound to the provider flake -# These are passed from `flake.nix` using importApply -{ - localSelf, - flake-parts-lib, - nixpkgs-lib, - flake-root, - ... -}: - # These values would bind to the consumer flake when this flake module is imported: -{ - config, - self, - inputs, - getSystem, - moduleWithSystem, - withSystem, - ... -}: +{ inputs, ... }: # The actual flake-parts module configuration { - imports = [ flake-root.flakeModule ]; + imports = [ inputs.flake-root.flakeModule ]; perSystem = - { - config, - self', - inputs', - pkgs, - system, - ... - }: + { config, ... }: { flake-root.projectRootFile = "flake.nix"; # Not necessary, as flake.nix is the default diff --git a/nix/modules/go-forwarder.nix b/nix/modules/go-forwarder.nix new file mode 100644 index 00000000..1ef6857c --- /dev/null +++ b/nix/modules/go-forwarder.nix @@ -0,0 +1,19 @@ +{ + perSystem = + { + config, + pkgs, + lib, + ... + }: + { + make-shells.default = { + # Go 1.24 compiler – align with go.mod + packages = [ pkgs.go_1_24 ]; + shellHook = '' + GOPATH="''$(${lib.getExe config.flake-root.package})"/.go_cache + export GOPATH + ''; + }; + }; +} diff --git a/nix/modules/just-flake.nix b/nix/modules/just-flake.nix new file mode 100644 index 00000000..e7a0d2db --- /dev/null +++ b/nix/modules/just-flake.nix @@ -0,0 +1,26 @@ +# Provides pretty banner & command index for this flake + +{ inputs, ... }: +{ + imports = [ inputs.just-flake.flakeModule ]; + perSystem = + { config, ... }: + { + just-flake.features = { + # treefmt.enable = true; + # rust.enable = true; + # convco.enable = true; + # hello = { + # enable = true; + # justfile = '' + # hello: + # echo Hello World + # ''; + # }; + }; + + make-shells.default = { + inputsFrom = [ config.just-flake.outputs.devShell ]; + }; + }; +} diff --git a/nix/modules/macmon.nix b/nix/modules/macmon.nix new file mode 100644 index 00000000..23fa9457 --- /dev/null +++ b/nix/modules/macmon.nix @@ -0,0 +1,12 @@ +{ + perSystem = + { lib, pkgs, ... }: + lib.mkMerge [ + (lib.mkIf pkgs.stdenv.isDarwin { + make-shells.default = { + packages = [ pkgs.macmon ]; + }; + }) + ]; + +} diff --git a/nix/modules/pkgs-init.nix b/nix/modules/pkgs-init.nix new file mode 100644 index 00000000..f75c5944 --- /dev/null +++ b/nix/modules/pkgs-init.nix @@ -0,0 +1,62 @@ +# Single module responsible for collecting all overlays and instantiating in one go + +{ + flake-parts-lib, + inputs, + self, + specialArgs, + ... +}: +let + inherit (flake-parts-lib) mkPerSystemOption; +in +{ + options.perSystem = mkPerSystemOption ( + { + system, + config, + lib, + options, + pkgs, + self', + ... + }@args: + let + inherit (lib.types) + attrsOf + listOf + submoduleWith + raw + ; + in + { + options.pkgs-init.overlays = lib.mkOption { + description = '' + List of nixpkgs overlays (functions of the form: final: prev: { ... }). + Any module can append. Order matters. + ''; + default = [ ]; + example = [ + (final: prev: { + my-hello = prev.hello; + }) + ]; + type = lib.types.listOf lib.types.unspecified; + }; + options.pkgs-init.importArgs = lib.mkOption { + description = "Extra arguments merged into the nixpkgs import call."; + default = { }; + type = lib.types.attrs; + }; + config = { + _module.args.pkgs = import inputs.nixpkgs ( + { + inherit system; + overlays = config.pkgs-init.overlays; + } + // config.pkgs-init.importArgs + ); + }; + } + ); +} diff --git a/nix/modules/python.nix b/nix/modules/python.nix new file mode 100644 index 00000000..ccda8358 --- /dev/null +++ b/nix/modules/python.nix @@ -0,0 +1,20 @@ +# Configures Python shell + +{ + perSystem = + { pkgs, ... }: + { + make-shells.default = { + packages = [ + pkgs.python313 + pkgs.uv + pkgs.ruff + pkgs.basedpyright + ]; + + shellHook = '' + export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:${pkgs.python313}/lib + ''; + }; + }; +} diff --git a/nix/modules/rust.nix b/nix/modules/rust.nix new file mode 100644 index 00000000..1eb4865d --- /dev/null +++ b/nix/modules/rust.nix @@ -0,0 +1,25 @@ +# Configures Rust shell + +{ inputs, ... }: +{ + perSystem = + { pkgs, ... }: + { + pkgs-init.overlays = [ + inputs.fenix.overlays.default + ]; + + make-shells.default = { + packages = [ + (pkgs.fenix.complete.withComponents [ + "cargo" + "rustc" + "clippy" + "rustfmt" + "rust-src" + ]) + pkgs.rustup # literally only added to make RustRover happy (otherwise useless) + ]; + }; + }; +} diff --git a/pyproject.toml b/pyproject.toml index ba64ebba..8759a9d7 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -33,6 +33,9 @@ dependencies = [ "cobs>=1.2.2", "loguru>=0.7.3", "textual>=5.3.0", + "exo_pyo3_bindings", # rust bindings + "anyio>=4.10.0", + "bidict>=0.23.1", ] [project.scripts] @@ -61,8 +64,12 @@ darwin = [ [tool.uv.workspace] members = [ "scripts", + "rust/exo_pyo3_bindings", ] +[tool.uv.sources] +exo_pyo3_bindings = { workspace = true } + [build-system] requires = ["uv_build>=0.8.9,<0.9.0"] build-backend = "uv_build" @@ -87,7 +94,7 @@ reportUnnecessaryTypeIgnoreComment = "error" pythonVersion = "3.13" pythonPlatform = "Darwin" -exclude = ["**/.venv", "**/venv", "**/__pycache__", "**/exo_scripts"] +exclude = ["**/.venv", "**/venv", "**/__pycache__", "**/exo_scripts", "**/.direnv", "**/rust"] stubPath = "typings" [[tool.basedpyright.executionEnvironments]] diff --git a/remote_git.sh b/remote_git.sh index 5c9c003d..73ce84bd 100755 --- a/remote_git.sh +++ b/remote_git.sh @@ -4,47 +4,49 @@ set -euo pipefail ############################################################################### # Args & prerequisites ############################################################################### -if [[ $# -lt 2 ]]; then - echo "Usage: $0 [git_args...]" >&2 +if [[ $# -lt 1 ]]; then + echo "Usage: $0 [git_args...]" >&2 echo "Examples:" >&2 - echo " $0 mypassword pull" >&2 - echo " $0 mypassword checkout main" >&2 - echo " $0 mypassword status" >&2 - echo " $0 mypassword fetch --all" >&2 + echo " $0 pull" >&2 + echo " $0 checkout main" >&2 + echo " $0 status" >&2 + echo " $0 fetch --all" >&2 exit 1 fi -PASSWORD=$1 -shift # Remove password from args -GIT_CMD="$*" # Remaining args form the git command -HOSTS_FILE=${HOSTS_FILE:-hosts.json} - -for prog in jq sshpass; do - command -v "$prog" >/dev/null || - { echo "Error: $prog not installed."; exit 1; } -done +GIT_CMD="$*" # All args form the git command +HOSTS_FILE=${HOSTS_FILE:-hosts.txt} ############################################################################### -# Load hosts.json (works on macOS Bash 3.2 and Bash 4+) +# Load hosts.txt (works on macOS Bash 3.2 and Bash 4+) ############################################################################### +if [[ ! -f "$HOSTS_FILE" ]]; then + echo "Error: $HOSTS_FILE not found" + exit 1 +fi + if builtin command -v mapfile >/dev/null 2>&1; then - mapfile -t HOSTS < <(jq -r '.[]' "$HOSTS_FILE") + mapfile -t HOSTS <"$HOSTS_FILE" else HOSTS=() - while IFS= read -r h; do HOSTS+=("$h"); done < <(jq -r '.[]' "$HOSTS_FILE") + while IFS= read -r h; do + [[ -n "$h" ]] && HOSTS+=("$h") + done <"$HOSTS_FILE" fi -[[ ${#HOSTS[@]} -gt 0 ]] || { echo "No hosts found in $HOSTS_FILE"; exit 1; } +[[ ${#HOSTS[@]} -gt 0 ]] || { + echo "No hosts found in $HOSTS_FILE" + exit 1 +} ############################################################################### # Helper – run a remote command and capture rc/stderr/stdout ############################################################################### ssh_opts=(-o StrictHostKeyChecking=no - -o NumberOfPasswordPrompts=1 # allow sshpass to answer exactly once - -o LogLevel=ERROR) + -o LogLevel=ERROR) -run_remote () { # $1 host $2 command +run_remote() { # $1 host $2 command local host=$1 cmd=$2 rc - if sshpass -p "$PASSWORD" ssh "${ssh_opts[@]}" "$host" "$cmd"; then + if ssh "${ssh_opts[@]}" "$host" "$cmd"; then rc=0 else rc=$? @@ -72,9 +74,9 @@ done wait echo "" -if (( fail == 0 )); then +if ((fail == 0)); then echo "🎉 Git command executed successfully on all hosts!" else echo "⚠️ Some hosts failed—see above." exit 1 -fi \ No newline at end of file +fi diff --git a/run_remote.sh b/run_remote.sh index 87ee2638..2b654e10 100755 --- a/run_remote.sh +++ b/run_remote.sh @@ -4,38 +4,42 @@ set -euo pipefail ############################################################################### # Args & prerequisites ############################################################################### -if [[ $# -lt 1 || $# -gt 2 ]]; then - echo "Usage: $0 [hosts_file]" >&2 ; exit 1 +if [[ $# -gt 1 ]]; then + echo "Usage: $0 [hosts_file]" >&2 + exit 1 fi -PASSWORD=$1 -HOSTS_FILE=${2:-hosts.json} - -for prog in jq sshpass; do - command -v "$prog" >/dev/null || - { echo "Error: $prog not installed."; exit 1; } -done +HOSTS_FILE=${1:-hosts.txt} ############################################################################### -# Load hosts.json (works on macOS Bash 3.2 and Bash 4+) +# Load hosts.txt (works on macOS Bash 3.2 and Bash 4+) ############################################################################### +if [[ ! -f "$HOSTS_FILE" ]]; then + echo "Error: $HOSTS_FILE not found" + exit 1 +fi + if builtin command -v mapfile >/dev/null 2>&1; then - mapfile -t HOSTS < <(jq -r '.[]' "$HOSTS_FILE") + mapfile -t HOSTS <"$HOSTS_FILE" else HOSTS=() - while IFS= read -r h; do HOSTS+=("$h"); done < <(jq -r '.[]' "$HOSTS_FILE") + while IFS= read -r h; do + [[ -n "$h" ]] && HOSTS+=("$h") + done <"$HOSTS_FILE" fi -[[ ${#HOSTS[@]} -gt 0 ]] || { echo "No hosts found in $HOSTS_FILE"; exit 1; } +[[ ${#HOSTS[@]} -gt 0 ]] || { + echo "No hosts found in $HOSTS_FILE" + exit 1 +} ############################################################################### # Helper – run a remote command and capture rc/stderr/stdout ############################################################################### ssh_opts=(-o StrictHostKeyChecking=no - -o NumberOfPasswordPrompts=1 # allow sshpass to answer exactly once - -o LogLevel=ERROR) + -o LogLevel=ERROR) -run_remote () { # $1 host $2 command +run_remote() { # $1 host $2 command local host=$1 cmd=$2 rc - if sshpass -p "$PASSWORD" ssh "${ssh_opts[@]}" "$host" "$cmd"; then + if ssh "${ssh_opts[@]}" "$host" "$cmd"; then rc=0 else rc=$? @@ -54,26 +58,42 @@ for h in "${HOSTS[@]}"; do ) || fail=1 & done wait -(( fail == 0 )) || { echo "❌ Some hosts could not be reached—check password or SSH access."; exit 1; } +((fail == 0)) || { + echo "❌ Some hosts could not be reached—check SSH access." + exit 1 +} echo "✓ exo processes killed on all reachable hosts." - +# ############################################################################### -# Phase 2 – start new exo processes (parallel, with sudo -S) +# Phase 2 – cleanup database files (parallel) ############################################################################### -echo "=== Stage 2: starting new exo processes ===" +echo "=== Stage 2: cleaning up database files ===" fail=0 -for i in "${!HOSTS[@]}"; do - h=${HOSTS[$i]} - - # one liner that pre-caches sudo and then runs the script - if [[ $i -eq 0 ]]; then - remote_cmd="cd ~/exo && ./run.sh -c" - else - remote_cmd="cd ~/exo && ./run.sh -rc" - fi - - ( run_remote "$h" "$remote_cmd" ) || fail=1 & +for h in "${HOSTS[@]}"; do + ( + run_remote "$h" 'rm -f ~/.exo/*db* || true' + ) || fail=1 & done wait -(( fail == 0 )) && echo "🎉 Deployment finished!" || \ - { echo "⚠️ Some starts failed—see above."; exit 1; } +((fail == 0)) || { + echo "❌ Some hosts failed database cleanup." + exit 1 +} +echo "✓ Database files cleaned on all hosts." + +############################################################################### +# Phase 3 – start new exo processes in Terminal windows (parallel) +############################################################################### +echo "=== Stage 3: starting new exo processes ===" +fail=0 +for h in "${HOSTS[@]}"; do + # Use osascript to open Terminal windows on remote Mac + remote_cmd="osascript -e \"tell app \\\"Terminal\\\" to do script \\\"cd ~/exo; nix develop --command uv run exo\\\"\"" + + (run_remote "$h" "$remote_cmd") || fail=1 & +done +wait +((fail == 0)) && echo "🎉 Deployment finished!" || { + echo "⚠️ Some starts failed—see above." + exit 1 +} diff --git a/rust/.gitignore b/rust/.gitignore new file mode 100644 index 00000000..1256dafb --- /dev/null +++ b/rust/.gitignore @@ -0,0 +1,15 @@ +# Generated by Cargo +# will have compiled files and executables +debug +target +Cargo.lock + +# These are backup files generated by rustfmt +**/*.rs.bk + +# MSVC Windows builds of rustc generate these, which store debugging information +*.pdb + +# Generated by cargo mutants +# Contains mutation testing data +**/mutants.out*/ \ No newline at end of file diff --git a/rust/Cargo.toml b/rust/Cargo.toml new file mode 100644 index 00000000..f45941f4 --- /dev/null +++ b/rust/Cargo.toml @@ -0,0 +1,165 @@ +[workspace] +resolver = "3" +members = [ + "networking", + "exo_pyo3_bindings", + "system_custodian", + "util", +] + +[workspace.package] +version = "0.0.1" +edition = "2024" + +[profile.dev] +opt-level = 1 +debug = true + +[profile.release] +opt-level = 3 + +# Common shared dependendencies configured once at the workspace +# level, to be re-used more easily across workspace member crates. +# +# Common configurations include versions, paths, features, etc. +[workspace.dependencies] +## Crate members as common dependencies +networking = { path = "networking" } +system_custodian = { path = "system_custodian" } +util = { path = "util" } + +# Proc-macro authoring tools +syn = "2.0" +quote = "1.0" +proc-macro2 = "1.0" +darling = "0.20" + +# Macro dependecies +extend = "1.2" +delegate = "0.13" +impl-trait-for-tuples = "0.2" +clap = "4.5" +derive_more = { version = "2.0.1", features = ["display"] } +pin-project = "1" + +# Utility dependencies +itertools = "0.14" +thiserror = "2" +internment = "0.8" +recursion = "0.5" +regex = "1.11" +once_cell = "1.21" +thread_local = "1.1" +bon = "3.4" +generativity = "1.1" +anyhow = "1.0" +keccak-const = "0.2" + +# Functional generics/lenses frameworks +frunk_core = "0.4" +frunk = "0.4" +frunk_utils = "0.2" +frunk-enum-core = "0.3" + +# Async dependencies +tokio = "1.46" +futures = "0.3" +futures-util = "0.3" +futures-timer = "3.0" + +# Data structures +either = "1.15" +ordered-float = "5.0" +ahash = "0.8" + +# Tracing/logging +log = "0.4" + +# networking +libp2p = "0.56" +libp2p-tcp = "0.44" + +[workspace.lints.rust] +static_mut_refs = "warn" # Or use "warn" instead of deny +incomplete_features = "allow" + +# Clippy's lint category level configurations; +# every member crate needs to inherit these by adding +# +# ```toml +# [lints] +# workspace = true +# ``` +# +# to their `Cargo.toml` files +[workspace.lints.clippy] +# Clippy lint categories meant to be enabled all at once +correctness = { level = "deny", priority = -1 } +suspicious = { level = "warn", priority = -1 } +style = { level = "warn", priority = -1 } +complexity = { level = "warn", priority = -1 } +perf = { level = "warn", priority = -1 } +pedantic = { level = "warn", priority = -1 } +nursery = { level = "warn", priority = -1 } +cargo = { level = "warn", priority = -1 } + +# Individual Clippy lints from the `restriction` category +arithmetic_side_effects = "warn" +as_conversions = "warn" +assertions_on_result_states = "warn" +clone_on_ref_ptr = "warn" +decimal_literal_representation = "warn" +default_union_representation = "warn" +deref_by_slicing = "warn" +disallowed_script_idents = "deny" +else_if_without_else = "warn" +empty_enum_variants_with_brackets = "warn" +empty_structs_with_brackets = "warn" +error_impl_error = "warn" +exit = "deny" +expect_used = "warn" +float_cmp_const = "warn" +get_unwrap = "warn" +if_then_some_else_none = "warn" +impl_trait_in_params = "warn" +indexing_slicing = "warn" +infinite_loop = "warn" +let_underscore_must_use = "warn" +let_underscore_untyped = "warn" +lossy_float_literal = "warn" +mem_forget = "warn" +missing_inline_in_public_items = "warn" +multiple_inherent_impl = "warn" +multiple_unsafe_ops_per_block = "warn" +mutex_atomic = "warn" +non_zero_suggestions = "warn" +panic = "warn" +partial_pub_fields = "warn" +pattern_type_mismatch = "warn" +pub_without_shorthand = "warn" +rc_buffer = "warn" +rc_mutex = "warn" +redundant_type_annotations = "warn" +renamed_function_params = "warn" +rest_pat_in_fully_bound_structs = "warn" +same_name_method = "warn" +self_named_module_files = "deny" +semicolon_inside_block = "warn" +shadow_same = "warn" +shadow_unrelated = "warn" +str_to_string = "warn" +string_add = "warn" +string_lit_chars_any = "warn" +string_to_string = "warn" +tests_outside_test_module = "warn" +todo = "warn" +try_err = "warn" +undocumented_unsafe_blocks = "warn" +unnecessary_safety_comment = "warn" +unnecessary_safety_doc = "warn" +unneeded_field_pattern = "warn" +unseparated_literal_suffix = "warn" +unused_result_ok = "warn" +unused_trait_names = "warn" +unwrap_used = "warn" +verbose_file_reads = "warn" \ No newline at end of file diff --git a/rust/clippy.toml b/rust/clippy.toml new file mode 100644 index 00000000..6d5a6187 --- /dev/null +++ b/rust/clippy.toml @@ -0,0 +1,2 @@ +# we can manually exclude false-positive lint errors for dual packages (if in dependencies) +#allowed-duplicate-crates = ["hashbrown"] \ No newline at end of file diff --git a/rust/exo_pyo3_bindings/Cargo.toml b/rust/exo_pyo3_bindings/Cargo.toml new file mode 100644 index 00000000..4895ecf4 --- /dev/null +++ b/rust/exo_pyo3_bindings/Cargo.toml @@ -0,0 +1,77 @@ +[package] +name = "exo_pyo3_bindings" +version = { workspace = true } +edition = { workspace = true } +publish = false + +[lib] +doctest = false +path = "src/lib.rs" +name = "exo_pyo3_bindings" + +# "cdylib" needed to produce shared library for Python to import +# "rlib" needed for stub-gen to run +crate-type = ["cdylib", "rlib"] + +[[bin]] +path = "src/bin/stub_gen.rs" +name = "stub_gen" +doc = false + +[lints] +workspace = true + +[dependencies] +networking = { workspace = true } + +# interop +pyo3 = { version = "0.25.1", features = [# TODO: migrate to v0.26 soon!! + # "abi3-py311", # tells pyo3 (and maturin) to build using the stable ABI with minimum Python version 3.11 + "nightly", # enables better-supported GIL integration + "experimental-async", # async support in #[pyfunction] & #[pymethods] + #"experimental-inspect", # inspection of generated binary => easier to automate type-hint generation + #"py-clone", # adding Clone-ing of `Py` without GIL (may cause panics - remove if panics happen) + "multiple-pymethods", # allows multiple #[pymethods] sections per class + + # integrations with other libraries + "arc_lock", "bigdecimal", "either", "hashbrown", "indexmap", "num-bigint", "num-complex", "num-rational", + "ordered-float", "rust_decimal", "smallvec", + # "anyhow", "chrono", "chrono-local", "chrono-tz", "eyre", "jiff-02", "lock_api", "parking-lot", "time", "serde", +] } +pyo3-stub-gen = { version = "0.13.1" } +pyo3-async-runtimes = { version = "0.25", features = ["attributes", "tokio-runtime", "testing"] } + +# macro dependencies +extend = { workspace = true } +delegate = { workspace = true } +impl-trait-for-tuples = { workspace = true } +derive_more = { workspace = true } +pin-project = { workspace = true } + +# async runtime +tokio = { workspace = true, features = ["full", "tracing"] } +futures = { workspace = true } + +# utility dependencies +once_cell = "1.21.3" +thread_local = "1.1.9" +util = { workspace = true } +thiserror = { workspace = true } +#internment = { workspace = true } +#recursion = { workspace = true } +#generativity = { workspace = true } +#itertools = { workspace = true } + + +# Tracing +#tracing = "0.1" +#tracing-subscriber = "0.3" +#console-subscriber = "0.1.5" +#tracing-log = "0.2.0" +log = { workspace = true } +env_logger = "0.11" +pyo3-log = "0.12" + + +# Networking +libp2p = { workspace = true, features = ["full"] } diff --git a/rust/exo_pyo3_bindings/README.md b/rust/exo_pyo3_bindings/README.md new file mode 100644 index 00000000..e739dd89 --- /dev/null +++ b/rust/exo_pyo3_bindings/README.md @@ -0,0 +1 @@ +TODO: do something here.... diff --git a/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi b/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi new file mode 100644 index 00000000..cf2214cd --- /dev/null +++ b/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi @@ -0,0 +1,207 @@ +# This file is automatically generated by pyo3_stub_gen +# ruff: noqa: E501, F401 + +import builtins +from enum import Enum + +class ConnectionUpdate: + @property + def update_type(self) -> ConnectionUpdateType: + r""" + Whether this is a connection or disconnection event + """ + @property + def peer_id(self) -> PeerId: + r""" + Identity of the peer that we have connected to or disconnected from. + """ + @property + def remote_ipv4(self) -> builtins.str: + r""" + Remote connection's IPv4 address. + """ + @property + def remote_tcp_port(self) -> builtins.int: + r""" + Remote connection's TCP port. + """ + +class Keypair: + r""" + Identity keypair of a node. + """ + @staticmethod + def generate_ed25519() -> Keypair: + r""" + Generate a new Ed25519 keypair. + """ + @staticmethod + def generate_ecdsa() -> Keypair: + r""" + Generate a new ECDSA keypair. + """ + @staticmethod + def generate_secp256k1() -> Keypair: + r""" + Generate a new Secp256k1 keypair. + """ + @staticmethod + def from_protobuf_encoding(bytes:bytes) -> Keypair: + r""" + Decode a private key from a protobuf structure and parse it as a `Keypair`. + """ + @staticmethod + def rsa_from_pkcs8(bytes:bytes) -> Keypair: + r""" + Decode an keypair from a DER-encoded secret key in PKCS#8 `PrivateKeyInfo` + format (i.e. unencrypted) as defined in [RFC5208]. + + [RFC5208]: https://tools.ietf.org/html/rfc5208#section-5 + """ + @staticmethod + def secp256k1_from_der(bytes:bytes) -> Keypair: + r""" + Decode a keypair from a DER-encoded Secp256k1 secret key in an `ECPrivateKey` + structure as defined in [RFC5915]. + + [RFC5915]: https://tools.ietf.org/html/rfc5915 + """ + @staticmethod + def ed25519_from_bytes(bytes:bytes) -> Keypair: ... + def to_protobuf_encoding(self) -> bytes: + r""" + Encode a private key as protobuf structure. + """ + def to_peer_id(self) -> PeerId: + r""" + Convert the `Keypair` into the corresponding `PeerId`. + """ + +class Multiaddr: + r""" + Representation of a Multiaddr. + """ + @staticmethod + def empty() -> Multiaddr: + r""" + Create a new, empty multiaddress. + """ + @staticmethod + def with_capacity(n:builtins.int) -> Multiaddr: + r""" + Create a new, empty multiaddress with the given capacity. + """ + @staticmethod + def from_bytes(bytes:bytes) -> Multiaddr: + r""" + Parse a `Multiaddr` value from its byte slice representation. + """ + @staticmethod + def from_string(string:builtins.str) -> Multiaddr: + r""" + Parse a `Multiaddr` value from its string representation. + """ + def len(self) -> builtins.int: + r""" + Return the length in bytes of this multiaddress. + """ + def is_empty(self) -> builtins.bool: + r""" + Returns true if the length of this multiaddress is 0. + """ + def to_bytes(self) -> bytes: + r""" + Return a copy of this [`Multiaddr`]'s byte representation. + """ + def to_string(self) -> builtins.str: + r""" + Convert a Multiaddr to a string. + """ + +class NetworkingHandle: + def __new__(cls, identity:Keypair) -> NetworkingHandle: ... + async def connection_update_recv(self) -> ConnectionUpdate: + r""" + Receives the next `ConnectionUpdate` from networking. + """ + async def connection_update_recv_many(self, limit:builtins.int) -> builtins.list[ConnectionUpdate]: + r""" + Receives at most `limit` `ConnectionUpdate`s from networking and returns them. + + For `limit = 0`, an empty collection of `ConnectionUpdate`s will be returned immediately. + For `limit > 0`, if there are no `ConnectionUpdate`s in the channel's queue this method + will sleep until a `ConnectionUpdate`s is sent. + """ + async def gossipsub_subscribe(self, topic:builtins.str) -> builtins.bool: + r""" + Subscribe to a `GossipSub` topic. + + Returns `True` if the subscription worked. Returns `False` if we were already subscribed. + """ + async def gossipsub_unsubscribe(self, topic:builtins.str) -> builtins.bool: + r""" + Unsubscribes from a `GossipSub` topic. + + Returns `True` if we were subscribed to this topic. Returns `False` if we were not subscribed. + """ + async def gossipsub_publish(self, topic:builtins.str, data:bytes) -> None: + r""" + Publishes a message with multiple topics to the `GossipSub` network. + + If no peers are found that subscribe to this topic, throws `NoPeersSubscribedToTopicError` exception. + """ + async def gossipsub_recv(self) -> tuple[builtins.str, bytes]: + r""" + Receives the next message from the `GossipSub` network. + """ + async def gossipsub_recv_many(self, limit:builtins.int) -> builtins.list[tuple[builtins.str, bytes]]: + r""" + Receives at most `limit` messages from the `GossipSub` network and returns them. + + For `limit = 0`, an empty collection of messages will be returned immediately. + For `limit > 0`, if there are no messages in the channel's queue this method + will sleep until a message is sent. + """ + +class NoPeersSubscribedToTopicError(builtins.Exception): + def __new__(cls, *args) -> NoPeersSubscribedToTopicError: ... + def __repr__(self) -> builtins.str: ... + def __str__(self) -> builtins.str: ... + +class PeerId: + r""" + Identifier of a peer of the network. + + The data is a `CIDv0` compatible multihash of the protobuf encoded public key of the peer + as specified in [specs/peer-ids](https://github.com/libp2p/specs/blob/master/peer-ids/peer-ids.md). + """ + @staticmethod + def random() -> PeerId: + r""" + Generates a random peer ID from a cryptographically secure PRNG. + + This is useful for randomly walking on a DHT, or for testing purposes. + """ + @staticmethod + def from_bytes(bytes:bytes) -> PeerId: + r""" + Parses a `PeerId` from bytes. + """ + def to_bytes(self) -> bytes: + r""" + Returns a raw bytes representation of this `PeerId`. + """ + def to_base58(self) -> builtins.str: + r""" + Returns a base-58 encoded string of this `PeerId`. + """ + def __repr__(self) -> builtins.str: ... + def __str__(self) -> builtins.str: ... + +class ConnectionUpdateType(Enum): + r""" + Connection or disconnection event discriminant type. + """ + Connected = ... + Disconnected = ... + diff --git a/rust/exo_pyo3_bindings/pyproject.toml b/rust/exo_pyo3_bindings/pyproject.toml new file mode 100644 index 00000000..f1d24cf9 --- /dev/null +++ b/rust/exo_pyo3_bindings/pyproject.toml @@ -0,0 +1,32 @@ +[build-system] +requires = ["maturin>=1.0,<2.0"] +build-backend = "maturin" + +[project] +name = "exo_pyo3_bindings" +version = "0.1.0" +description = "Add your description here" +readme = "README.md" +authors = [ + { name = "Andrei Cravtov", email = "the.andrei.cravtov@gmail.com" } +] +requires-python = ">=3.13" +dependencies = [] + +[dependency-groups] +dev = [ + "exo_pyo3_bindings", + "pytest>=8.4.0", + "pytest-asyncio>=1.0.0", +] + +[tool.maturin] +#purelib = true +#python-source = "python" +module-name = "exo_pyo3_bindings" +features = ["pyo3/extension-module", "pyo3/experimental-async"] + +[tool.pytest.ini_options] +log_cli = true +log_cli_level = "INFO" +asyncio_mode = "auto" \ No newline at end of file diff --git a/rust/exo_pyo3_bindings/src/allow_threading.rs b/rust/exo_pyo3_bindings/src/allow_threading.rs new file mode 100644 index 00000000..3106e535 --- /dev/null +++ b/rust/exo_pyo3_bindings/src/allow_threading.rs @@ -0,0 +1,40 @@ +//! SEE: https://pyo3.rs/v0.26.0/async-await.html#detaching-from-the-interpreter-across-await +//! + +use pin_project::pin_project; +use pyo3::marker::Ungil; +use pyo3::prelude::*; +use std::{ + future::Future, + pin::{Pin, pin}, + task::{Context, Poll}, +}; + +/// SEE: https://pyo3.rs/v0.26.0/async-await.html#detaching-from-the-interpreter-across-await +#[pin_project] +#[repr(transparent)] +pub(crate) struct AllowThreads(#[pin] F); + +impl AllowThreads +where + Self: Future, +{ + pub fn new(f: F) -> Self { + Self(f) + } +} + +impl Future for AllowThreads +where + F: Future + Ungil, + F::Output: Ungil, +{ + type Output = F::Output; + + fn poll(self: Pin<&mut Self>, cx: &mut Context<'_>) -> Poll { + let waker = cx.waker(); + Python::with_gil(|py| { + py.allow_threads(|| self.project().0.poll(&mut Context::from_waker(waker))) + }) + } +} diff --git a/rust/exo_pyo3_bindings/src/bin/stub_gen.rs b/rust/exo_pyo3_bindings/src/bin/stub_gen.rs new file mode 100644 index 00000000..3e30f493 --- /dev/null +++ b/rust/exo_pyo3_bindings/src/bin/stub_gen.rs @@ -0,0 +1,8 @@ +use pyo3_stub_gen::Result; + +fn main() -> Result<()> { + env_logger::Builder::from_env(env_logger::Env::default().filter_or("RUST_LOG", "info")).init(); + let stub = exo_pyo3_bindings::stub_info()?; + stub.generate()?; + Ok(()) +} diff --git a/rust/exo_pyo3_bindings/src/examples/mod.rs b/rust/exo_pyo3_bindings/src/examples/mod.rs new file mode 100644 index 00000000..bde14199 --- /dev/null +++ b/rust/exo_pyo3_bindings/src/examples/mod.rs @@ -0,0 +1,240 @@ +//! This module exists to hold examples of some pyo3 patterns that may be too complex to +//! re-create from scratch, but too inhomogenous to create an abstraction/wrapper around. +//! +//! Pattern examples include: +//! - Async task handles: with GC-integrated cleanup +//! - Sync/async callbacks from python: with propper eventloop handling +//! +//! Mutability pattern: https://pyo3.rs/v0.26.0/async-await.html#send--static-constraint +//! - Store mutable fields in tokio's `Mutex` +//! - For async code: take `&self` and `.lock().await` +//! - For sync code: take `&mut self` and `.get_mut()` + +use crate::ext::{PyResultExt as _, ResultExt as _, TokioRuntimeExt as _}; +use futures::FutureExt as _; +use futures::future::BoxFuture; +use pyo3::exceptions::PyRuntimeError; +use pyo3::prelude::{PyModule, PyModuleMethods as _}; +use pyo3::{ + Bound, Py, PyAny, PyErr, PyResult, PyTraverseError, PyVisit, Python, pyclass, pymethods, +}; +use std::time::Duration; +use tokio::sync::mpsc; +use tokio::sync::mpsc::error::TryRecvError; + +fn needs_tokio_runtime() { + tokio::runtime::Handle::current(); +} + +type SyncCallback = Box; +type AsyncCallback = Box BoxFuture<'static, ()> + Send + Sync>; + +enum AsyncTaskMessage { + SyncCallback(SyncCallback), + AsyncCallback(AsyncCallback), +} + +async fn async_task( + sender: mpsc::UnboundedSender<()>, + mut receiver: mpsc::UnboundedReceiver, +) { + log::info!("RUST: async task started"); + + // task state + let mut interval = tokio::time::interval(Duration::from_secs(1)); + + let mut sync_cbs: Vec = vec![]; + let mut async_cbs: Vec = vec![]; + + loop { + tokio::select! { + // handle incoming messages from task-handle + message = receiver.recv() => { + // handle closed channel by exiting + let Some(message) = message else { + log::info!("RUST: channel closed"); + break; + }; + + // dispatch incoming event + match message { + AsyncTaskMessage::SyncCallback(cb) => { + sync_cbs.push(cb); + } + AsyncTaskMessage::AsyncCallback(cb) => { + async_cbs.push(cb); + } + } + } + + // handle all other events + _ = interval.tick() => { + log::info!("RUST: async task tick"); + + // call back all sync callbacks + for cb in &sync_cbs { + cb(); + } + + // call back all async callbacks + for cb in &async_cbs { + cb().await; + } + + // send event on unbounded channel + sender.send(()).expect("handle receiver cannot be closed/dropped"); + } + } + } + + log::info!("RUST: async task stopped"); +} + +// #[gen_stub_pyclass] +#[pyclass(name = "AsyncTaskHandle")] +#[derive(Debug)] +struct PyAsyncTaskHandle { + sender: Option>, + receiver: mpsc::UnboundedReceiver<()>, +} + +#[allow(clippy::expect_used)] +impl PyAsyncTaskHandle { + const fn sender(&self) -> &mpsc::UnboundedSender { + self.sender + .as_ref() + .expect("The sender should only be None after de-initialization.") + } + + const fn sender_mut(&mut self) -> &mpsc::UnboundedSender { + self.sender + .as_mut() + .expect("The sender should only be None after de-initialization.") + } + + const fn new( + sender: mpsc::UnboundedSender, + receiver: mpsc::UnboundedReceiver<()>, + ) -> Self { + Self { + sender: Some(sender), + receiver, + } + } +} + +// #[gen_stub_pymethods] +#[pymethods] +impl PyAsyncTaskHandle { + #[new] + fn py_new(py: Python<'_>) -> PyResult { + use pyo3_async_runtimes::tokio::get_runtime; + + // create communication channel TOWARDS our task + let (h_sender, t_receiver) = mpsc::unbounded_channel::(); + + // create communication channel FROM our task + let (t_sender, h_receiver) = mpsc::unbounded_channel::<()>(); + + // perform necessary setup within tokio context - or it crashes + let () = get_runtime().block_on(async { needs_tokio_runtime() }); + + // spawn tokio task with this thread's task-locals - without this, async callbacks on the new threads will not work!! + _ = get_runtime().spawn_with_scope(py, async move { + async_task(t_sender, t_receiver).await; + }); + Ok(Self::new(h_sender, h_receiver)) + } + + /// NOTE: exceptions in callbacks are silently ignored until end of execution + fn add_sync_callback( + &self, + // #[gen_stub(override_type( + // type_repr="collections.abc.Callable[[], None]", + // imports=("collections.abc") + // ))] + callback: Py, + ) -> PyResult<()> { + // blocking call to async method -> can do non-blocking if needed + self.sender() + .send(AsyncTaskMessage::SyncCallback(Box::new(move || { + _ = Python::with_gil(|py| callback.call0(py).write_unraisable_with(py)); + }))) + .pyerr()?; + Ok(()) + } + + /// NOTE: exceptions in callbacks are silently ignored until end of execution + fn add_async_callback( + &self, + // #[gen_stub(override_type( + // type_repr="collections.abc.Callable[[], collections.abc.Awaitable[None]]", + // imports=("collections.abc") + // ))] + callback: Py, + ) -> PyResult<()> { + // blocking call to async method -> can do non-blocking if needed + self.sender() + .send(AsyncTaskMessage::AsyncCallback(Box::new(move || { + let c = Python::with_gil(|py| callback.clone_ref(py)); + async move { + if let Some(f) = Python::with_gil(|py| { + let coroutine = c.call0(py).write_unraisable_with(py)?; + pyo3_async_runtimes::tokio::into_future(coroutine.into_bound(py)) + .write_unraisable_with(py) + }) { + _ = f.await.write_unraisable(); + } + } + .boxed() + }))) + .pyerr()?; + Ok(()) + } + + async fn receive_unit(&mut self) -> PyResult<()> { + self.receiver + .recv() + .await + .ok_or(PyErr::new::( + "cannot receive unit on closed channel", + )) + } + + fn drain_units(&mut self) -> PyResult { + let mut cnt = 0; + loop { + match self.receiver.try_recv() { + Err(TryRecvError::Disconnected) => { + return Err(PyErr::new::( + "cannot receive unit on closed channel", + )); + } + Err(TryRecvError::Empty) => return Ok(cnt), + Ok(()) => { + cnt += 1; + continue; + } + } + } + } + + // #[gen_stub(skip)] + const fn __traverse__(&self, _visit: PyVisit<'_>) -> Result<(), PyTraverseError> { + Ok(()) // This is needed purely so `__clear__` can work + } + + // #[gen_stub(skip)] + fn __clear__(&mut self) { + // TODO: may or may not need to await a "kill-signal" oneshot channel message, + // to ensure that the networking task is done BEFORE exiting the clear function... + // but this may require GIL?? and it may not be safe to call GIL here?? + self.sender = None; // Using Option as a trick to force `sender` channel to be dropped + } +} + +pub fn examples_submodule(m: &Bound<'_, PyModule>) -> PyResult<()> { + m.add_class::()?; + + Ok(()) +} diff --git a/rust/exo_pyo3_bindings/src/lib.rs b/rust/exo_pyo3_bindings/src/lib.rs new file mode 100644 index 00000000..4f591b8c --- /dev/null +++ b/rust/exo_pyo3_bindings/src/lib.rs @@ -0,0 +1,217 @@ +//! TODO: crate documentation +//! +//! this is here as a placeholder documentation +//! +//! + +// enable Rust-unstable features for convenience +#![feature(trait_alias)] +#![feature(tuple_trait)] +#![feature(unboxed_closures)] +// #![feature(stmt_expr_attributes)] +// #![feature(assert_matches)] +// #![feature(async_fn_in_dyn_trait)] +// #![feature(async_for_loop)] +// #![feature(auto_traits)] +// #![feature(negative_impls)] + +extern crate core; +mod allow_threading; +mod examples; +pub(crate) mod networking; +pub(crate) mod pylibp2p; + +use crate::networking::networking_submodule; +use crate::pylibp2p::ident::ident_submodule; +use crate::pylibp2p::multiaddr::multiaddr_submodule; +use pyo3::prelude::PyModule; +use pyo3::prelude::*; +use pyo3::{Bound, PyResult, pyclass, pymodule}; +use pyo3_stub_gen::define_stub_info_gatherer; + +/// Namespace for all the constants used by this crate. +pub(crate) mod r#const { + pub const MPSC_CHANNEL_SIZE: usize = 1024; +} + +/// Namespace for all the type/trait aliases used by this crate. +pub(crate) mod alias { + use std::error::Error; + use std::marker::Tuple; + + pub trait SendFn = + Fn + Send + 'static; + + pub type AnyError = Box; + pub type AnyResult = Result; +} + +/// Namespace for crate-wide extension traits/methods +pub(crate) mod ext { + use crate::allow_threading::AllowThreads; + use extend::ext; + use pyo3::exceptions::{PyConnectionError, PyRuntimeError}; + use pyo3::marker::Ungil; + use pyo3::types::PyBytes; + use pyo3::{Py, PyErr, PyResult, Python}; + use tokio::runtime::Runtime; + use tokio::sync::mpsc; + use tokio::sync::mpsc::error::TryRecvError; + use tokio::task::JoinHandle; + + #[ext(pub, name = ByteArrayExt)] + impl [u8] { + fn pybytes(&self) -> Py { + Python::with_gil(|py| PyBytes::new(py, self).unbind()) + } + } + + #[ext(pub, name = ResultExt)] + impl Result + where + E: ToString, + { + fn pyerr(self) -> PyResult { + self.map_err(|e| PyRuntimeError::new_err(e.to_string())) + } + } + + pub trait FutureExt: Future + Sized { + /// SEE: https://pyo3.rs/v0.26.0/async-await.html#detaching-from-the-interpreter-across-await + fn allow_threads_py(self) -> AllowThreads + where + AllowThreads: Future, + { + AllowThreads::new(self) + } + } + + impl FutureExt for T {} + + #[ext(pub, name = PyErrExt)] + impl PyErr { + fn receiver_channel_closed() -> Self { + PyConnectionError::new_err("Receiver channel closed unexpectedly") + } + } + + #[ext(pub, name = PyResultExt)] + impl PyResult { + fn write_unraisable(self) -> Option { + Python::with_gil(|py| self.write_unraisable_with(py)) + } + + fn write_unraisable_with(self, py: Python<'_>) -> Option { + match self { + Ok(v) => Some(v), + Err(e) => { + // write error back to python + e.write_unraisable(py, None); + None + } + } + } + } + + #[ext(pub, name = TokioRuntimeExt)] + impl Runtime { + fn spawn_with_scope(&self, py: Python<'_>, future: F) -> PyResult> + where + F: Future + Send + 'static, + F::Output: Send + 'static, + { + let locals = pyo3_async_runtimes::tokio::get_current_locals(py)?; + Ok(self.spawn(pyo3_async_runtimes::tokio::scope(locals, future))) + } + } + + #[ext(pub, name = TokioMpscSenderExt)] + impl mpsc::Sender { + /// Sends a value, waiting until there is capacity. + /// + /// A successful send occurs when it is determined that the other end of the + /// channel has not hung up already. An unsuccessful send would be one where + /// the corresponding receiver has already been closed. + async fn send_py(&self, value: T) -> PyResult<()> { + self.send(value) + .await + .map_err(|_| PyErr::receiver_channel_closed()) + } + } + + #[ext(pub, name = TokioMpscReceiverExt)] + impl mpsc::Receiver { + /// Receives the next value for this receiver. + async fn recv_py(&mut self) -> PyResult { + self.recv().await.ok_or_else(PyErr::receiver_channel_closed) + } + + /// Receives at most `limit` values for this receiver and returns them. + /// + /// For `limit = 0`, an empty collection of messages will be returned immediately. + /// For `limit > 0`, if there are no messages in the channel's queue this method + /// will sleep until a message is sent. + async fn recv_many_py(&mut self, limit: usize) -> PyResult> { + // get updates from receiver channel + let mut updates = Vec::with_capacity(limit); + let received = self.recv_many(&mut updates, limit).await; + + // if we received zero items, then the channel was unexpectedly closed + if limit != 0 && received == 0 { + return Err(PyErr::receiver_channel_closed()); + } + + Ok(updates) + } + + /// Tries to receive the next value for this receiver. + fn try_recv_py(&mut self) -> PyResult> { + match self.try_recv() { + Ok(v) => Ok(Some(v)), + Err(TryRecvError::Empty) => Ok(None), + Err(TryRecvError::Disconnected) => Err(PyErr::receiver_channel_closed()), + } + } + } +} + +pub(crate) mod private { + use std::marker::Sized; + + /// Sealed traits support + pub trait Sealed {} + impl Sealed for T {} +} + +/// A wrapper around [`Py`] that implements [`Clone`] using [`Python::with_gil`]. +#[repr(transparent)] +pub(crate) struct ClonePy(pub Py); + +impl Clone for ClonePy { + fn clone(&self) -> Self { + Python::with_gil(|py| Self(self.0.clone_ref(py))) + } +} + +/// A Python module implemented in Rust. The name of this function must match +/// the `lib.name` setting in the `Cargo.toml`, else Python will not be able to +/// import the module. +#[pymodule(name = "exo_pyo3_bindings")] +fn main_module(m: &Bound<'_, PyModule>) -> PyResult<()> { + // install logger + pyo3_log::init(); + + // TODO: for now this is all NOT a submodule, but figure out how to make the submodule system + // work with maturin, where the types generate correctly, in the right folder, without + // too many importing issues... + ident_submodule(m)?; + multiaddr_submodule(m)?; + networking_submodule(m)?; + + // top-level constructs + // TODO: ... + + Ok(()) +} + +define_stub_info_gatherer!(stub_info); diff --git a/rust/exo_pyo3_bindings/src/networking.rs b/rust/exo_pyo3_bindings/src/networking.rs new file mode 100644 index 00000000..021fc90e --- /dev/null +++ b/rust/exo_pyo3_bindings/src/networking.rs @@ -0,0 +1,534 @@ +#![allow( + clippy::multiple_inherent_impl, + clippy::unnecessary_wraps, + clippy::unused_self, + clippy::needless_pass_by_value +)] + +use crate::r#const::MPSC_CHANNEL_SIZE; +use crate::ext::{ByteArrayExt as _, FutureExt, PyErrExt as _}; +use crate::ext::{ResultExt as _, TokioMpscReceiverExt as _, TokioMpscSenderExt as _}; +use crate::pyclass; +use crate::pylibp2p::ident::{PyKeypair, PyPeerId}; +use libp2p::futures::StreamExt as _; +use libp2p::gossipsub::{IdentTopic, Message, MessageId, PublishError}; +use libp2p::swarm::SwarmEvent; +use libp2p::{gossipsub, mdns}; +use pyo3::prelude::{PyModule, PyModuleMethods as _}; +use pyo3::types::PyBytes; +use pyo3::{Bound, Py, PyErr, PyResult, PyTraverseError, PyVisit, Python, pymethods}; +use pyo3_stub_gen::derive::{gen_stub_pyclass, gen_stub_pyclass_enum, gen_stub_pymethods}; +use std::net::IpAddr; +use tokio::sync::{Mutex, mpsc, oneshot}; +use networking::discovery; +use networking::swarm::create_swarm; +use util::ext::VecExt as _; + +mod exception { + use pyo3::{exceptions::{PyException}, prelude::*, PyErrArguments}; + use pyo3::types::PyTuple; + use pyo3_stub_gen::{derive::*}; + + + #[gen_stub_pyclass] + #[pyclass(frozen, extends=PyException, name="NoPeersSubscribedToTopicError")] + pub struct PyNoPeersSubscribedToTopicError {} + + impl PyNoPeersSubscribedToTopicError { + const MSG: &'static str = "\ + No peers are currently subscribed to receive messages on this topic. \ + Wait for peers to subscribe or check your network connectivity."; + + /// Creates a new [ `PyErr` ] of this type. + /// + /// [`PyErr`] : https://docs.rs/pyo3/latest/pyo3/struct.PyErr.html "PyErr in pyo3" + pub(crate) fn new_err() -> PyErr { + PyErr::new::(()) // TODO: check if this needs to be replaced??? + } + } + + #[gen_stub_pymethods] + #[pymethods] + impl PyNoPeersSubscribedToTopicError { + #[new] + #[pyo3(signature = (*args))] + #[allow(unused_variables)] + pub(crate) fn new(args: &Bound<'_, PyTuple>) -> Self { + Self {} + } + + fn __repr__(&self) -> String { + format!("PeerId(\"{}\")", Self::MSG) + } + + fn __str__(&self) -> String { + Self::MSG.to_string() + } + } +} + +/// Connection or disconnection event discriminant type. +#[gen_stub_pyclass_enum] +#[pyclass(eq, eq_int, name = "ConnectionUpdateType")] +#[derive(Debug, Clone, PartialEq)] +enum PyConnectionUpdateType { + Connected = 0, + Disconnected, +} + +#[gen_stub_pyclass] +#[pyclass(frozen, name = "ConnectionUpdate")] +#[derive(Debug, Clone)] +struct PyConnectionUpdate { + /// Whether this is a connection or disconnection event + #[pyo3(get)] + update_type: PyConnectionUpdateType, + + /// Identity of the peer that we have connected to or disconnected from. + #[pyo3(get)] + peer_id: PyPeerId, + + /// Remote connection's IPv4 address. + #[pyo3(get)] + remote_ipv4: String, + + /// Remote connection's TCP port. + #[pyo3(get)] + remote_tcp_port: u16, +} + +enum ToTask { + GossipsubSubscribe { + topic: String, + result_tx: oneshot::Sender>, + }, + GossipsubUnsubscribe { + topic: String, + result_tx: oneshot::Sender, + }, + GossipsubPublish { + topic: String, + data: Vec, + result_tx: oneshot::Sender>, + }, +} + +#[allow(clippy::enum_glob_use)] +async fn networking_task( + mut swarm: networking::swarm::Swarm, + mut to_task_rx: mpsc::Receiver, + connection_update_tx: mpsc::Sender, + gossipsub_message_tx: mpsc::Sender<(String, Vec)>, +) { + use networking::swarm::BehaviourEvent::*; + use SwarmEvent::*; + use ToTask::*; + use mdns::Event::*; + + log::info!("RUST: networking task started"); + + loop { + tokio::select! { + message = to_task_rx.recv() => { + // handle closed channel + let Some(message) = message else { + log::info!("RUST: channel closed"); + break; + }; + + // dispatch incoming messages + match message { + GossipsubSubscribe { topic, result_tx } => { + // try to subscribe + let result = swarm.behaviour_mut() + .gossipsub.subscribe(&IdentTopic::new(topic)); + + // send response oneshot + if let Err(e) = result_tx.send(result.pyerr()) { + log::error!("RUST: could not subscribe to gossipsub topic since channel already closed: {e:?}"); + continue; + } + } + GossipsubUnsubscribe { topic, result_tx } => { + // try to unsubscribe from the topic + let result = swarm.behaviour_mut() + .gossipsub.unsubscribe(&IdentTopic::new(topic)); + + // send response oneshot (or exit if connection closed) + if let Err(e) = result_tx.send(result) { + log::error!("RUST: could not unsubscribe from gossipsub topic since channel already closed: {e:?}"); + continue; + } + } + GossipsubPublish { topic, data, result_tx } => { + // try to publish the data -> catch NoPeersSubscribedToTopic error & convert to correct exception + let result = swarm.behaviour_mut().gossipsub.publish( + IdentTopic::new(topic), data); + let pyresult: PyResult = if let Err(PublishError::NoPeersSubscribedToTopic) = result { + Err(exception::PyNoPeersSubscribedToTopicError::new_err()) + } else { + result.pyerr() + }; + + // send response oneshot (or exit if connection closed) + if let Err(e) = result_tx.send(pyresult) { + log::error!("RUST: could not publish gossipsub message since channel already closed: {e:?}"); + continue; + } + } + } + } + + // architectural solution to this problem: + // create keep_alive behavior who's job it is to dial peers discovered by mDNS (and drop when expired) + // -> it will emmit TRUE connected/disconnected events consumable elsewhere + // + // gossipsub will feed off-of dial attempts created by networking, and that will bootstrap its' peers list + // then for actual communication it will dial those peers if need-be + swarm_event = swarm.select_next_some() => { + match swarm_event { + Behaviour(Gossipsub(gossipsub::Event::Message { + message: Message { + topic, + data, + .. + }, + .. + })) => { + // topic-ID is just the topic hash!!! (since we used identity hasher) + let message = (topic.into_string(), data); + + // send incoming message to channel (or exit if connection closed) + if let Err(e) = gossipsub_message_tx.send(message).await { + log::error!("RUST: could not send incoming gossipsub message since channel already closed: {e}"); + continue; + } + }, + Behaviour(Discovery(discovery::Event::ConnectionEstablished { peer_id, remote_ip, remote_tcp_port, .. })) => { + // grab IPv4 string + let remote_ipv4 = match remote_ip { + IpAddr::V4(ip) => ip.to_string(), + IpAddr::V6(ip) => { + log::warn!("RUST: ignoring connection to IPv6 address: {ip}"); + continue; + } + }; + + // send connection event to channel (or exit if connection closed) + if let Err(e) = connection_update_tx.send(PyConnectionUpdate { + update_type: PyConnectionUpdateType::Connected, + peer_id: PyPeerId(peer_id), + remote_ipv4, + remote_tcp_port, + }).await { + log::error!("RUST: could not send connection update since channel already closed: {e}"); + continue; + } + }, + Behaviour(Discovery(discovery::Event::ConnectionClosed { peer_id, remote_ip, remote_tcp_port, .. })) => { + // grab IPv4 string + let remote_ipv4 = match remote_ip { + IpAddr::V4(ip) => ip.to_string(), + IpAddr::V6(ip) => { + log::warn!("RUST: ignoring disconnection from IPv6 address: {ip}"); + continue; + } + }; + + // send disconnection event to channel (or exit if connection closed) + if let Err(e) = connection_update_tx.send(PyConnectionUpdate { + update_type: PyConnectionUpdateType::Disconnected, + peer_id: PyPeerId(peer_id), + remote_ipv4, + remote_tcp_port, + }).await { + log::error!("RUST: could not send connection update since channel already closed: {e}"); + continue; + } + }, + e => { + log::info!("RUST: other event {e:?}"); + } + } + } + } + } + + log::info!("RUST: networking task stopped"); +} + +#[gen_stub_pyclass] +#[pyclass(name = "NetworkingHandle")] +#[derive(Debug)] +struct PyNetworkingHandle { + // channels + to_task_tx: Option>, + connection_update_rx: Mutex>, + gossipsub_message_rx: Mutex)>>, +} + +impl Drop for PyNetworkingHandle { + fn drop(&mut self) { + // TODO: may or may not need to await a "kill-signal" oneshot channel message, + // to ensure that the networking task is done BEFORE exiting the clear function... + // but this may require GIL?? and it may not be safe to call GIL here?? + self.to_task_tx = None; // Using Option as a trick to force channel to be dropped + } +} + +#[allow(clippy::expect_used)] +impl PyNetworkingHandle { + fn new( + to_task_tx: mpsc::Sender, + connection_update_rx: mpsc::Receiver, + gossipsub_message_rx: mpsc::Receiver<(String, Vec)>, + ) -> Self { + Self { + to_task_tx: Some(to_task_tx), + connection_update_rx: Mutex::new(connection_update_rx), + gossipsub_message_rx: Mutex::new(gossipsub_message_rx), + } + } + + const fn to_task_tx(&self) -> &mpsc::Sender { + self.to_task_tx + .as_ref() + .expect("The sender should only be None after de-initialization.") + } +} + +#[gen_stub_pymethods] +#[pymethods] +impl PyNetworkingHandle { + // NOTE: `async fn`s here that use `.await` will wrap the future in `.allow_threads_py()` + // immediately beforehand to release the interpreter. + // SEE: https://pyo3.rs/v0.26.0/async-await.html#detaching-from-the-interpreter-across-await + + // ---- Lifecycle management methods ---- + + #[new] + fn py_new(identity: Bound<'_, PyKeypair>) -> PyResult { + use pyo3_async_runtimes::tokio::get_runtime; + + // create communication channels + let (to_task_tx, to_task_rx) = mpsc::channel(MPSC_CHANNEL_SIZE); + let (connection_update_tx, connection_update_rx) = mpsc::channel(MPSC_CHANNEL_SIZE); + let (gossipsub_message_tx, gossipsub_message_rx) = mpsc::channel(MPSC_CHANNEL_SIZE); + + // get identity + let identity = identity.borrow().0.clone(); + + // create networking swarm (within tokio context!! or it crashes) + let swarm = get_runtime() + .block_on(async { create_swarm(identity) }) + .pyerr()?; + + // spawn tokio task running the networking logic + get_runtime().spawn(async move { + networking_task( + swarm, + to_task_rx, + connection_update_tx, + gossipsub_message_tx, + ) + .await; + }); + Ok(Self::new( + to_task_tx, + connection_update_rx, + gossipsub_message_rx, + )) + } + + #[gen_stub(skip)] + const fn __traverse__(&self, _visit: PyVisit<'_>) -> Result<(), PyTraverseError> { + Ok(()) // This is needed purely so `__clear__` can work + } + + #[gen_stub(skip)] + fn __clear__(&mut self) { + // TODO: may or may not need to await a "kill-signal" oneshot channel message, + // to ensure that the networking task is done BEFORE exiting the clear function... + // but this may require GIL?? and it may not be safe to call GIL here?? + self.to_task_tx = None; // Using Option as a trick to force channel to be dropped + } + + // ---- Connection update receiver methods ---- + + /// Receives the next `ConnectionUpdate` from networking. + async fn connection_update_recv(&self) -> PyResult { + self.connection_update_rx + .lock() + .allow_threads_py() // allow-threads-aware async call + .await + .recv_py() + .allow_threads_py() // allow-threads-aware async call + .await + } + + /// Receives at most `limit` `ConnectionUpdate`s from networking and returns them. + /// + /// For `limit = 0`, an empty collection of `ConnectionUpdate`s will be returned immediately. + /// For `limit > 0`, if there are no `ConnectionUpdate`s in the channel's queue this method + /// will sleep until a `ConnectionUpdate`s is sent. + async fn connection_update_recv_many(&self, limit: usize) -> PyResult> { + self.connection_update_rx + .lock() + .allow_threads_py() // allow-threads-aware async call + .await + .recv_many_py(limit) + .allow_threads_py() // allow-threads-aware async call + .await + } + + // TODO: rn this blocks main thread if anything else is awaiting the channel (bc its a mutex) + // so its too dangerous to expose just yet. figure out a better semantics for handling this, + // so things don't randomly block + // /// Tries to receive the next `ConnectionUpdate` from networking. + // fn connection_update_try_recv(&self) -> PyResult> { + // self.connection_update_rx.blocking_lock().try_recv_py() + // } + // + // /// Checks if the `ConnectionUpdate` channel is empty. + // fn connection_update_is_empty(&self) -> bool { + // self.connection_update_rx.blocking_lock().is_empty() + // } + // + // /// Returns the number of `ConnectionUpdate`s in the channel. + // fn connection_update_len(&self) -> usize { + // self.connection_update_rx.blocking_lock().len() + // } + + // ---- Gossipsub management methods ---- + + /// Subscribe to a `GossipSub` topic. + /// + /// Returns `True` if the subscription worked. Returns `False` if we were already subscribed. + async fn gossipsub_subscribe(&self, topic: String) -> PyResult { + let (tx, rx) = oneshot::channel(); + + // send off request to subscribe + self.to_task_tx() + .send_py(ToTask::GossipsubSubscribe { + topic, + result_tx: tx, + }) + .allow_threads_py() // allow-threads-aware async call + .await?; + + // wait for response & return any errors + rx.allow_threads_py() // allow-threads-aware async call + .await + .map_err(|_| PyErr::receiver_channel_closed())? + } + + /// Unsubscribes from a `GossipSub` topic. + /// + /// Returns `True` if we were subscribed to this topic. Returns `False` if we were not subscribed. + async fn gossipsub_unsubscribe(&self, topic: String) -> PyResult { + let (tx, rx) = oneshot::channel(); + + // send off request to unsubscribe + self.to_task_tx() + .send_py(ToTask::GossipsubUnsubscribe { + topic, + result_tx: tx, + }) + .allow_threads_py() // allow-threads-aware async call + .await?; + + // wait for response & convert any errors + rx.allow_threads_py() // allow-threads-aware async call + .await + .map_err(|_| PyErr::receiver_channel_closed()) + } + + /// Publishes a message with multiple topics to the `GossipSub` network. + /// + /// If no peers are found that subscribe to this topic, throws `NoPeersSubscribedToTopicError` exception. + async fn gossipsub_publish(&self, topic: String, data: Py) -> PyResult<()> { + let (tx, rx) = oneshot::channel(); + + // send off request to subscribe + let data = Python::with_gil(|py| Vec::from(data.as_bytes(py))); + self.to_task_tx() + .send_py(ToTask::GossipsubPublish { + topic, + data, + result_tx: tx, + }) + .allow_threads_py() // allow-threads-aware async call + .await?; + + // wait for response & return any errors => ignore messageID for now!!! + let _ = rx + .allow_threads_py() // allow-threads-aware async call + .await + .map_err(|_| PyErr::receiver_channel_closed())??; + Ok(()) + } + + // ---- Gossipsub message receiver methods ---- + + /// Receives the next message from the `GossipSub` network. + async fn gossipsub_recv(&self) -> PyResult<(String, Py)> { + self.gossipsub_message_rx + .lock() + .allow_threads_py() // allow-threads-aware async call + .await + .recv_py() + .allow_threads_py() // allow-threads-aware async call + .await + .map(|(t, d)| (t, d.pybytes())) + } + + /// Receives at most `limit` messages from the `GossipSub` network and returns them. + /// + /// For `limit = 0`, an empty collection of messages will be returned immediately. + /// For `limit > 0`, if there are no messages in the channel's queue this method + /// will sleep until a message is sent. + async fn gossipsub_recv_many(&self, limit: usize) -> PyResult)>> { + Ok(self + .gossipsub_message_rx + .lock() + .allow_threads_py() // allow-threads-aware async call + .await + .recv_many_py(limit) + .allow_threads_py() // allow-threads-aware async call + .await? + .map(|(t, d)| (t, d.pybytes()))) + } + + // TODO: rn this blocks main thread if anything else is awaiting the channel (bc its a mutex) + // so its too dangerous to expose just yet. figure out a better semantics for handling this, + // so things don't randomly block + // /// Tries to receive the next message from the `GossipSub` network. + // fn gossipsub_try_recv(&self) -> PyResult)>> { + // Ok(self + // .gossipsub_message_rx + // .blocking_lock() + // .try_recv_py()? + // .map(|(t, d)| (t, d.pybytes()))) + // } + // + // /// Checks if the `GossipSub` message channel is empty. + // fn gossipsub_is_empty(&self) -> bool { + // self.gossipsub_message_rx.blocking_lock().is_empty() + // } + // + // /// Returns the number of `GossipSub` messages in the channel. + // fn gossipsub_len(&self) -> usize { + // self.gossipsub_message_rx.blocking_lock().len() + // } +} + +pub fn networking_submodule(m: &Bound<'_, PyModule>) -> PyResult<()> { + m.add_class::()?; + + m.add_class::()?; + m.add_class::()?; + m.add_class::()?; + m.add_class::()?; + + Ok(()) +} diff --git a/rust/exo_pyo3_bindings/src/pylibp2p/ident.rs b/rust/exo_pyo3_bindings/src/pylibp2p/ident.rs new file mode 100644 index 00000000..3c27526a --- /dev/null +++ b/rust/exo_pyo3_bindings/src/pylibp2p/ident.rs @@ -0,0 +1,159 @@ +use crate::ext::ResultExt as _; +use libp2p::PeerId; +use libp2p::identity::Keypair; +use pyo3::prelude::{PyBytesMethods as _, PyModule, PyModuleMethods as _}; +use pyo3::types::PyBytes; +use pyo3::{Bound, PyResult, Python, pyclass, pymethods}; +use pyo3_stub_gen::derive::{gen_stub_pyclass, gen_stub_pymethods}; + +/// Identity keypair of a node. +#[gen_stub_pyclass] +#[pyclass(name = "Keypair", frozen)] +#[repr(transparent)] +pub struct PyKeypair(pub Keypair); + +#[gen_stub_pymethods] +#[pymethods] +#[allow(clippy::needless_pass_by_value)] +impl PyKeypair { + /// Generate a new Ed25519 keypair. + #[staticmethod] + fn generate_ed25519() -> Self { + Self(Keypair::generate_ed25519()) + } + + /// Generate a new ECDSA keypair. + #[staticmethod] + fn generate_ecdsa() -> Self { + Self(Keypair::generate_ecdsa()) + } + + /// Generate a new Secp256k1 keypair. + #[staticmethod] + fn generate_secp256k1() -> Self { + Self(Keypair::generate_secp256k1()) + } + + /// Decode a private key from a protobuf structure and parse it as a `Keypair`. + #[staticmethod] + fn from_protobuf_encoding(bytes: Bound<'_, PyBytes>) -> PyResult { + let bytes = Vec::from(bytes.as_bytes()); + Ok(Self(Keypair::from_protobuf_encoding(&bytes).pyerr()?)) + } + + /// Decode an keypair from a DER-encoded secret key in PKCS#8 `PrivateKeyInfo` + /// format (i.e. unencrypted) as defined in [RFC5208]. + /// + /// [RFC5208]: https://tools.ietf.org/html/rfc5208#section-5 + #[staticmethod] + fn rsa_from_pkcs8(bytes: Bound<'_, PyBytes>) -> PyResult { + let mut bytes = Vec::from(bytes.as_bytes()); + Ok(Self(Keypair::rsa_from_pkcs8(&mut bytes).pyerr()?)) + } + + /// Decode a keypair from a DER-encoded Secp256k1 secret key in an `ECPrivateKey` + /// structure as defined in [RFC5915]. + /// + /// [RFC5915]: https://tools.ietf.org/html/rfc5915 + #[staticmethod] + fn secp256k1_from_der(bytes: Bound<'_, PyBytes>) -> PyResult { + let mut bytes = Vec::from(bytes.as_bytes()); + Ok(Self(Keypair::secp256k1_from_der(&mut bytes).pyerr()?)) + } + + #[staticmethod] + fn ed25519_from_bytes(bytes: Bound<'_, PyBytes>) -> PyResult { + let mut bytes = Vec::from(bytes.as_bytes()); + Ok(Self(Keypair::ed25519_from_bytes(&mut bytes).pyerr()?)) + } + + /// Encode a private key as protobuf structure. + fn to_protobuf_encoding<'py>(&self, py: Python<'py>) -> PyResult> { + let bytes = self.0.to_protobuf_encoding().pyerr()?; + Ok(PyBytes::new(py, &bytes)) + } + + /// Convert the `Keypair` into the corresponding `PeerId`. + fn to_peer_id(&self) -> PyPeerId { + PyPeerId(self.0.public().to_peer_id()) + } + + // /// Hidden constructor for pickling support. TODO: figure out how to do pickling... + // #[gen_stub(skip)] + // #[new] + // fn py_new(bytes: Bound<'_, PyBytes>) -> PyResult { + // Self::from_protobuf_encoding(bytes) + // } + // + // #[gen_stub(skip)] + // fn __setstate__(&mut self, state: Bound<'_, PyBytes>) -> PyResult<()> { + // *self = Self::from_protobuf_encoding(state)?; + // Ok(()) + // } + // + // #[gen_stub(skip)] + // fn __getstate__<'py>(&self, py: Python<'py>) -> PyResult> { + // self.to_protobuf_encoding(py) + // } + // + // #[gen_stub(skip)] + // pub fn __getnewargs__<'py>(&self, py: Python<'py>) -> PyResult<(Bound<'py, PyBytes>,)> { + // Ok((self.to_protobuf_encoding(py)?,)) + // } +} + +/// Identifier of a peer of the network. +/// +/// The data is a `CIDv0` compatible multihash of the protobuf encoded public key of the peer +/// as specified in [specs/peer-ids](https://github.com/libp2p/specs/blob/master/peer-ids/peer-ids.md). +#[gen_stub_pyclass] +#[pyclass(name = "PeerId", frozen)] +#[derive(Debug, Clone)] +#[repr(transparent)] +pub struct PyPeerId(pub PeerId); + +#[gen_stub_pymethods] +#[pymethods] +#[allow(clippy::needless_pass_by_value)] +impl PyPeerId { + /// Generates a random peer ID from a cryptographically secure PRNG. + /// + /// This is useful for randomly walking on a DHT, or for testing purposes. + #[staticmethod] + fn random() -> Self { + Self(PeerId::random()) + } + + /// Parses a `PeerId` from bytes. + #[staticmethod] + fn from_bytes(bytes: Bound<'_, PyBytes>) -> PyResult { + let bytes = Vec::from(bytes.as_bytes()); + Ok(Self(PeerId::from_bytes(&bytes).pyerr()?)) + } + + /// Returns a raw bytes representation of this `PeerId`. + fn to_bytes<'py>(&self, py: Python<'py>) -> Bound<'py, PyBytes> { + let bytes = self.0.to_bytes(); + PyBytes::new(py, &bytes) + } + + /// Returns a base-58 encoded string of this `PeerId`. + fn to_base58(&self) -> String { + self.0.to_base58() + } + + fn __repr__(&self) -> String { + format!("PeerId({})", self.to_base58()) + } + + fn __str__(&self) -> String { + self.to_base58() + } +} + +pub fn ident_submodule(m: &Bound<'_, PyModule>) -> PyResult<()> { + m.add_class::()?; + m.add_class::()?; + + Ok(()) +} diff --git a/rust/exo_pyo3_bindings/src/pylibp2p/mod.rs b/rust/exo_pyo3_bindings/src/pylibp2p/mod.rs new file mode 100644 index 00000000..8eb1bdc0 --- /dev/null +++ b/rust/exo_pyo3_bindings/src/pylibp2p/mod.rs @@ -0,0 +1,8 @@ +//! A module for exposing Rust's libp2p datatypes over Pyo3 +//! +//! TODO: right now we are coupled to libp2p's identity, but eventually we want to create our own +//! independent identity type of some kind or another. This may require handshaking. +//! + +pub mod ident; +pub mod multiaddr; diff --git a/rust/exo_pyo3_bindings/src/pylibp2p/multiaddr.rs b/rust/exo_pyo3_bindings/src/pylibp2p/multiaddr.rs new file mode 100644 index 00000000..4d398b53 --- /dev/null +++ b/rust/exo_pyo3_bindings/src/pylibp2p/multiaddr.rs @@ -0,0 +1,81 @@ +use crate::ext::ResultExt as _; +use libp2p::Multiaddr; +use pyo3::prelude::{PyBytesMethods as _, PyModule, PyModuleMethods as _}; +use pyo3::types::PyBytes; +use pyo3::{Bound, PyResult, Python, pyclass, pymethods}; +use pyo3_stub_gen::derive::{gen_stub_pyclass, gen_stub_pymethods}; +use std::str::FromStr as _; + +/// Representation of a Multiaddr. +#[gen_stub_pyclass] +#[pyclass(name = "Multiaddr", frozen)] +#[derive(Debug, Clone)] +#[repr(transparent)] +pub struct PyMultiaddr(pub Multiaddr); + +#[gen_stub_pymethods] +#[pymethods] +#[allow(clippy::needless_pass_by_value)] +impl PyMultiaddr { + /// Create a new, empty multiaddress. + #[staticmethod] + fn empty() -> Self { + Self(Multiaddr::empty()) + } + + /// Create a new, empty multiaddress with the given capacity. + #[staticmethod] + fn with_capacity(n: usize) -> Self { + Self(Multiaddr::with_capacity(n)) + } + + /// Parse a `Multiaddr` value from its byte slice representation. + #[staticmethod] + fn from_bytes(bytes: Bound<'_, PyBytes>) -> PyResult { + let bytes = Vec::from(bytes.as_bytes()); + Ok(Self(Multiaddr::try_from(bytes).pyerr()?)) + } + + /// Parse a `Multiaddr` value from its string representation. + #[staticmethod] + fn from_string(string: String) -> PyResult { + Ok(Self(Multiaddr::from_str(&string).pyerr()?)) + } + + /// Return the length in bytes of this multiaddress. + fn len(&self) -> usize { + self.0.len() + } + + /// Returns true if the length of this multiaddress is 0. + fn is_empty(&self) -> bool { + self.0.is_empty() + } + + /// Return a copy of this [`Multiaddr`]'s byte representation. + fn to_bytes<'py>(&self, py: Python<'py>) -> Bound<'py, PyBytes> { + let bytes = self.0.to_vec(); + PyBytes::new(py, &bytes) + } + + /// Convert a Multiaddr to a string. + fn to_string(&self) -> String { + self.0.to_string() + } + + #[gen_stub(skip)] + fn __repr__(&self) -> String { + format!("Multiaddr({})", self.0) + } + + #[gen_stub(skip)] + fn __str__(&self) -> String { + self.to_string() + } +} + +pub fn multiaddr_submodule(m: &Bound<'_, PyModule>) -> PyResult<()> { + m.add_class::()?; + + Ok(()) +} diff --git a/rust/exo_pyo3_bindings/tests/dummy.rs b/rust/exo_pyo3_bindings/tests/dummy.rs new file mode 100644 index 00000000..7d1ce0e4 --- /dev/null +++ b/rust/exo_pyo3_bindings/tests/dummy.rs @@ -0,0 +1,54 @@ +#[cfg(test)] +mod tests { + use core::mem::drop; + use core::option::Option::Some; + use core::time::Duration; + use tokio; + use tokio::sync::mpsc; + + #[tokio::test] + async fn test_drop_channel() { + struct Ping; + + let (tx, mut rx) = mpsc::channel::(10); + + let _ = tokio::spawn(async move { + println!("TASK: entered"); + + loop { + tokio::select! { + result = rx.recv() => { + match result { + Some(_) => { + println!("TASK: pinged"); + } + None => { + println!("TASK: closing channel"); + break; + } + } + } + _ = tokio::time::sleep(Duration::from_secs_f32(0.1)) => { + println!("TASK: heartbeat"); + } + } + } + + println!("TASK: exited"); + }); + + let tx2 = tx.clone(); + + tokio::time::sleep(Duration::from_secs_f32(0.11)).await; + + tx.send(Ping).await.expect("Should not fail"); + drop(tx); + + tokio::time::sleep(Duration::from_secs_f32(0.11)).await; + + tx2.send(Ping).await.expect("Should not fail"); + drop(tx2); + + tokio::time::sleep(Duration::from_secs_f32(0.11)).await; + } +} diff --git a/rust/exo_pyo3_bindings/tests/test_python.py b/rust/exo_pyo3_bindings/tests/test_python.py new file mode 100644 index 00000000..ce5a676f --- /dev/null +++ b/rust/exo_pyo3_bindings/tests/test_python.py @@ -0,0 +1,34 @@ +import asyncio + +import pytest +from exo_pyo3_bindings import Keypair, NetworkingHandle, NoPeersSubscribedToTopicError + + +@pytest.mark.asyncio +async def test_sleep_on_multiple_items() -> None: + print("PYTHON: starting handle") + h = NetworkingHandle(Keypair.generate_ed25519()) + + ct = asyncio.create_task(_await_cons(h)) + mt = asyncio.create_task(_await_msg(h)) + + # sleep for 4 ticks + for i in range(4): + await asyncio.sleep(1) + + try: + await h.gossipsub_publish("topic", b"somehting or other") + except NoPeersSubscribedToTopicError as e: + print("caught it", e) + + +async def _await_cons(h: NetworkingHandle): + while True: + c = await h.connection_update_recv() + print(f"PYTHON: connection update: {c}") + + +async def _await_msg(h: NetworkingHandle): + while True: + m = await h.gossipsub_recv() + print(f"PYTHON: message: {m}") diff --git a/rust/networking/Cargo.toml b/rust/networking/Cargo.toml new file mode 100644 index 00000000..47d61f41 --- /dev/null +++ b/rust/networking/Cargo.toml @@ -0,0 +1,44 @@ +[package] +name = "networking" +version = { workspace = true } +edition = { workspace = true } +publish = false + +[lib] +doctest = false +name = "networking" +path = "src/lib.rs" + +[lints] +workspace = true + +[dependencies] +# datastructures +either = { workspace = true } + +# macro dependencies +extend = { workspace = true } +delegate = { workspace = true } +impl-trait-for-tuples = { workspace = true } +derive_more = { workspace = true } + +# async +tokio = { workspace = true, features = ["full"] } +futures = { workspace = true } +futures-timer = { workspace = true } + +# utility dependencies +util = { workspace = true } +thiserror = { workspace = true } +#internment = { workspace = true } +#recursion = { workspace = true } +#generativity = { workspace = true } +#itertools = { workspace = true } +tracing-subscriber = { version = "0.3.19", features = ["default", "env-filter"] } +keccak-const = { workspace = true } + +# tracing/logging +log = { workspace = true } + +# networking +libp2p = { workspace = true, features = ["full"] } \ No newline at end of file diff --git a/rust/networking/examples/chatroom.rs b/rust/networking/examples/chatroom.rs new file mode 100644 index 00000000..3371b46d --- /dev/null +++ b/rust/networking/examples/chatroom.rs @@ -0,0 +1,74 @@ +use futures::stream::StreamExt as _; +use libp2p::{gossipsub, identity, swarm::SwarmEvent}; +use networking::{discovery, swarm}; +use tokio::{io, io::AsyncBufReadExt as _, select}; +use tracing_subscriber::EnvFilter; +use tracing_subscriber::filter::LevelFilter; + +#[tokio::main] +async fn main() { + let _ = tracing_subscriber::fmt() + .with_env_filter(EnvFilter::from_default_env().add_directive(LevelFilter::INFO.into())) + .try_init(); + + // Configure swarm + let mut swarm = + swarm::create_swarm(identity::Keypair::generate_ed25519()).expect("Swarm creation failed"); + + // Create a Gossipsub topic & subscribe + let topic = gossipsub::IdentTopic::new("test-net"); + swarm + .behaviour_mut() + .gossipsub + .subscribe(&topic) + .expect("Subscribing to topic failed"); + + // Read full lines from stdin + let mut stdin = io::BufReader::new(io::stdin()).lines(); + println!("Enter messages via STDIN and they will be sent to connected peers using Gossipsub"); + + // Kick it off + loop { + select! { + // on gossipsub outgoing + Ok(Some(line)) = stdin.next_line() => { + if let Err(e) = swarm + .behaviour_mut().gossipsub + .publish(topic.clone(), line.as_bytes()) { + println!("Publish error: {e:?}"); + } + } + event = swarm.select_next_some() => match event { + // on gossipsub incoming + SwarmEvent::Behaviour(swarm::BehaviourEvent::Gossipsub(gossipsub::Event::Message { + propagation_source: peer_id, + message_id: id, + message, + })) => println!( + "\n\nGot message: '{}' with id: {id} from peer: {peer_id}\n\n", + String::from_utf8_lossy(&message.data), + ), + + // on discovery + SwarmEvent::Behaviour(swarm::BehaviourEvent::Discovery(e)) => match e { + discovery::Event::ConnectionEstablished { + peer_id, connection_id, remote_ip, remote_tcp_port + } => { + println!("\n\nConnected to: {peer_id}; connection ID: {connection_id}; remote IP: {remote_ip}; remote TCP port: {remote_tcp_port}\n\n"); + } + discovery::Event::ConnectionClosed { + peer_id, connection_id, remote_ip, remote_tcp_port + } => { + eprintln!("\n\nDisconnected from: {peer_id}; connection ID: {connection_id}; remote IP: {remote_ip}; remote TCP port: {remote_tcp_port}\n\n"); + } + } + + // ignore outgoing errors: those are normal + e@SwarmEvent::OutgoingConnectionError { .. } => { log::debug!("Outgoing connection error: {e:?}"); } + + // otherwise log any other event + e => { log::info!("Other event {e:?}"); } + } + } + } +} diff --git a/rust/networking/examples/chatroom_manual.rs b/rust/networking/examples/chatroom_manual.rs new file mode 100644 index 00000000..6c1ffd88 --- /dev/null +++ b/rust/networking/examples/chatroom_manual.rs @@ -0,0 +1,130 @@ +// Copyright 2018 Parity Technologies (UK) Ltd. +// +// Permission is hereby granted, free of charge, to any person obtaining a +// copy of this software and associated documentation files (the "Software"), +// to deal in the Software without restriction, including without limitation +// the rights to use, copy, modify, merge, publish, distribute, sublicense, +// and/or sell copies of the Software, and to permit persons to whom the +// Software is furnished to do so, subject to the following conditions: +// +// The above copyright notice and this permission notice shall be included in +// all copies or substantial portions of the Software. +// +// THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS +// OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +// FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +// AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +// LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING +// FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER +// DEALINGS IN THE SOFTWARE. + +use std::{ + error::Error, + hash::{Hash}, +}; +use std::time::Duration; +use futures::stream::StreamExt; +use libp2p::{ + gossipsub, mdns, noise, + swarm::{NetworkBehaviour, SwarmEvent}, + tcp, yamux, +}; +use tokio::{io, io::AsyncBufReadExt, select}; +use tracing_subscriber::EnvFilter; + +// We create a custom network behaviour that combines Gossipsub and Mdns. +#[derive(NetworkBehaviour)] +struct MyBehaviour { + gossipsub: gossipsub::Behaviour, + mdns: mdns::tokio::Behaviour, +} + +#[tokio::main] +async fn main() -> Result<(), Box> { + let _ = tracing_subscriber::fmt() + .with_env_filter(EnvFilter::from_default_env()) + .try_init(); + + let mut swarm = libp2p::SwarmBuilder::with_new_identity() + .with_tokio() + .with_tcp( + tcp::Config::default(), + noise::Config::new, + yamux::Config::default, + )? + .with_behaviour(|key| { + // Set a custom gossipsub configuration + let gossipsub_config = gossipsub::ConfigBuilder::default() + .heartbeat_interval(Duration::from_secs(10)) + .validation_mode(gossipsub::ValidationMode::Strict) // This sets the kind of message validation. The default is Strict (enforce message signing) + .build() + .map_err(io::Error::other)?; // Temporary hack because `build` does not return a proper `std::error::Error`. + + // build a gossipsub network behaviour + let gossipsub = gossipsub::Behaviour::new( + gossipsub::MessageAuthenticity::Signed(key.clone()), + gossipsub_config, + )?; + + let mdns = + mdns::tokio::Behaviour::new(mdns::Config::default(), key.public().to_peer_id())?; + Ok(MyBehaviour { gossipsub, mdns }) + })? + .build(); + + println!("Running swarm with identity {}", swarm.local_peer_id()); + + // Create a Gossipsub topic + let topic = gossipsub::IdentTopic::new("test-net"); + // subscribes to our topic + swarm.behaviour_mut().gossipsub.subscribe(&topic)?; + + // Read full lines from stdin + let mut stdin = io::BufReader::new(io::stdin()).lines(); + + // Listen on all interfaces and whatever port the OS assigns + swarm.listen_on("/ip4/0.0.0.0/tcp/0".parse()?)?; + + println!("Enter messages via STDIN and they will be sent to connected peers using Gossipsub"); + + // Kick it off + loop { + select! { + Ok(Some(line)) = stdin.next_line() => { + if let Err(e) = swarm + .behaviour_mut().gossipsub + .publish(topic.clone(), line.as_bytes()) { + println!("Publish error: {e:?}"); + } + } + event = swarm.select_next_some() => match event { + SwarmEvent::Behaviour(MyBehaviourEvent::Mdns(mdns::Event::Discovered(list))) => { + for (peer_id, multiaddr) in list { + println!("mDNS discovered a new peer: {peer_id} on {multiaddr}"); + swarm.behaviour_mut().gossipsub.add_explicit_peer(&peer_id); + } + }, + SwarmEvent::Behaviour(MyBehaviourEvent::Mdns(mdns::Event::Expired(list))) => { + for (peer_id, multiaddr) in list { + println!("mDNS discover peer has expired: {peer_id} on {multiaddr}"); + swarm.behaviour_mut().gossipsub.remove_explicit_peer(&peer_id); + } + }, + SwarmEvent::Behaviour(MyBehaviourEvent::Gossipsub(gossipsub::Event::Message { + propagation_source: peer_id, + message_id: id, + message, + })) => println!( + "Got message: '{}' with id: {id} from peer: {peer_id}", + String::from_utf8_lossy(&message.data), + ), + SwarmEvent::NewListenAddr { address, .. } => { + println!("Local node is listening on {address}"); + } + e => { + println!("Other swarm event: {:?}", e); + } + } + } + } +} \ No newline at end of file diff --git a/rust/networking/src/RESEARCH_NOTES.txt b/rust/networking/src/RESEARCH_NOTES.txt new file mode 100644 index 00000000..2beeca57 --- /dev/null +++ b/rust/networking/src/RESEARCH_NOTES.txt @@ -0,0 +1,44 @@ +https://github.com/ml-explore/mlx/commit/3fe98bacc7640d857acf3539f1d21b47a32e5609 +^raw sockets distributed -> `` -> https://newosxbook.com/code/xnu-3247.1.106/bsd/net/ndrv.h.auto.html +--> header file for a networking component found in the macOS kernel (XNU) that defines structures for network device driver registration, specifically the ndrv_demux_desc and ndrv_protocol_desc structures used for demultiplexing protocol data at the network interface level. It specifies how to describe protocol data, such as an Ethernet type or a SNAP header, and how to associate these descriptions with a specific protocol family to receive matching packets. +--> Used to bind an NDRV socket so that packets that match given protocol demux descriptions can be received. +--> An NDRV socket is a special kind of socket in the Darwin/macOS operating system's XNU kernel, used for low-level network packet manipulation and binding to specific protocols for packet processing. It allows user-space applications or drivers to directly write Layer 2 (L2) network packets or interact with the network stack at a lower level, often by binding to protocol descriptors like the ndrv_protocol_desc. This type of socket is used for functions such as capturing and injecting packets, especially in network infrastructure software like routers or for kernel-level network monitoring and security tools. +--> also called PF_NDRV sockets --> https://newosxbook.com/bonus/vol1ch16.html +----> they are conceptually similar to https://scapy.disruptivelabs.in/networking/socket-interface PF_RAW or PF_PACKET + +https://stackoverflow.com/questions/17169298/af-packet-on-osx +^AF_PACKET duplicates the packets as soon as it receives them from the physical layer (for incoming packets) or just before sending them out to the physical layer (for outgoing packets). -> this is on Linux only +^it doesn't exist on OS X so you can use /dev/bpfX (Berkeley Packet Filter) for sniffing + +https://www.unix.com/man_page/mojave/4/ip/ +^OS X manpages for IP + +https://developer.apple.com/documentation/kernel/implementing_drivers_system_extensions_and_kexts +^driver kit, system extensions & kexts for macOS + +---- + +To set up a Linux system to use a Thunderbolt connection as a network device, connect the two computers with a Thunderbolt cable, load the thunderbolt-net kernel module (usually automatic but modprobe is an option for manual loading), and then the operating system will create virtual Ethernet interfaces (e.g., thunderbolt0) for networking. You can then use standard tools like ifconfig or your desktop environment's network manager to configure these new interfaces for a link-local network. +--> https://gist.github.com/geosp/80fbd39e617b7d1d9421683df4ea224a +----> here is a guide on how to set up thunderbolt-ethernet on linux +----> I may be able to steal the thunderbolt-net code ideas to implement a kernel module for MacOS + +https://chatgpt.com/s/t_68af8e41a8548191993281a014f846a7 +^GPT discussion about making socket interface + +https://chatgpt.com/s/t_68afb798a85c8191973c02a0fa7a48a3 --> link-local address,,?? +https://chatgpt.com/s/t_68afb02987e08191b2b0044d3667ece2 +^GPT discussion about accessing TB on MacOS low level interactions + +-------------------------------- + +https://www.intel.com/content/www/us/en/support/articles/000098893/software.html +^Thunderbolt Share & Thunderbolt Networking Mode => intel's equivalent of thunderbolt bridge + + +--------------------------------- + +https://www.zerotier.com/blog/how-zerotier-eliminated-kernel-extensions-on-macos/ +-->fake ethernet devices on MacOS -> omg??? we can detect thunderbolt bridge, then bind to it, then re-expose it as fake ethernet?? +-->ps: https://chatgpt.com/s/t_68afb2b25fb881919526763fb5d7359c, AF/PF_NDRV are one and the same!!! +-->https://github.com/zerotier/ZeroTierOne/blob/dev/osdep/MacEthernetTapAgent.c \ No newline at end of file diff --git a/rust/networking/src/discovery.rs b/rust/networking/src/discovery.rs new file mode 100644 index 00000000..64a297c3 --- /dev/null +++ b/rust/networking/src/discovery.rs @@ -0,0 +1,379 @@ +use crate::keep_alive; +use delegate::delegate; +use either::Either; +use futures::FutureExt; +use futures_timer::Delay; +use libp2p::core::transport::PortUse; +use libp2p::core::{ConnectedPoint, Endpoint}; +use libp2p::swarm::behaviour::ConnectionEstablished; +use libp2p::swarm::dial_opts::DialOpts; +use libp2p::swarm::{dummy, CloseConnection, ConnectionClosed, ConnectionDenied, ConnectionHandler, ConnectionHandlerSelect, ConnectionId, FromSwarm, NetworkBehaviour, THandler, THandlerInEvent, THandlerOutEvent, ToSwarm}; +use libp2p::{Multiaddr, PeerId, identity, mdns}; +use std::collections::{BTreeSet, HashMap}; +use std::convert::Infallible; +use std::io; +use std::net::IpAddr; +use std::task::{Context, Poll}; +use std::time::Duration; +use util::wakerdeque::WakerDeque; +use crate::ext::MultiaddrExt; + + +const RETRY_CONNECT_INTERVAL: Duration = Duration::from_secs(5); + +mod managed { + use std::io; + use std::time::Duration; + use libp2p::{identity, mdns, ping}; + use libp2p::swarm::NetworkBehaviour; + + const MDNS_RECORD_TTL: Duration = Duration::from_secs(2_500); + const MDNS_QUERY_INTERVAL: Duration = Duration::from_secs(1_500); + const PING_TIMEOUT: Duration = Duration::from_millis(2_500); + const PING_INTERVAL: Duration = Duration::from_millis(2_500); + + #[derive(NetworkBehaviour)] + pub struct Behaviour { + mdns: mdns::tokio::Behaviour, + ping: ping::Behaviour, + } + + impl Behaviour { + pub fn new(keypair: &identity::Keypair) -> io::Result { + Ok(Self { + mdns: mdns_behaviour(keypair)?, + ping: ping_behaviour(), + }) + } + } + + fn mdns_behaviour(keypair: &identity::Keypair) -> io::Result { + use mdns::{Config, tokio}; + + // mDNS config => enable IPv6 + let mdns_config = Config { + ttl: MDNS_RECORD_TTL, + query_interval: MDNS_QUERY_INTERVAL, + + // enable_ipv6: true, // TODO: for some reason, TCP+mDNS don't work well with ipv6?? figure out how to make work + ..Default::default() + }; + + let mdns_behaviour = tokio::Behaviour::new(mdns_config, keypair.public().to_peer_id()); + Ok(mdns_behaviour?) + } + + fn ping_behaviour() -> ping::Behaviour { + ping::Behaviour::new(ping::Config::new().with_timeout(PING_TIMEOUT).with_interval(PING_INTERVAL)) + } +} + +/// Events for when a listening connection is truly established and truly closed. +#[derive(Debug, Clone)] +pub enum Event { + ConnectionEstablished { + peer_id: PeerId, + connection_id: ConnectionId, + remote_ip: IpAddr, + remote_tcp_port: u16, + }, + ConnectionClosed { + peer_id: PeerId, + connection_id: ConnectionId, + remote_ip: IpAddr, + remote_tcp_port: u16, + }, +} + +/// Discovery behavior that wraps mDNS to produce truly discovered durable peer-connections. +/// +/// The behaviour operates as such: +/// 1) All true (listening) connections/disconnections are tracked, emitting corresponding events +/// to the swarm. +/// 1) mDNS discovered/expired peers are tracked; discovered but not connected peers are dialed +/// immediately, and expired but connected peers are disconnected from immediately. +/// 2) Every fixed interval: discovered but not connected peers are dialed, and expired but +/// connected peers are disconnected from. +pub struct Behaviour { + // state-tracking for managed behaviors & mDNS-discovered peers + managed: managed::Behaviour, + mdns_discovered: HashMap>, + + retry_delay: Delay, // retry interval + + // pending events to emmit => waker-backed Deque to control polling + pending_events: WakerDeque>, +} + +impl Behaviour { + pub fn new(keypair: &identity::Keypair) -> io::Result { + Ok(Self { + managed: managed::Behaviour::new(keypair)?, + mdns_discovered: HashMap::new(), + retry_delay: Delay::new(RETRY_CONNECT_INTERVAL), + pending_events: WakerDeque::new(), + }) + } + + fn dial(&mut self, peer_id: PeerId, addr: Multiaddr) { + self.pending_events.push_back(ToSwarm::Dial { + opts: DialOpts::peer_id(peer_id).addresses(vec![addr]).build(), + }) + } + + fn close_connection(&mut self, peer_id: PeerId, connection: ConnectionId) { + // push front to make this IMMEDIATE + self.pending_events.push_front(ToSwarm::CloseConnection { + peer_id, + connection: CloseConnection::One(connection), + }) + } + + + fn handle_mdns_discovered(&mut self, peers: Vec<(PeerId, Multiaddr)>) { + for (p, ma) in peers { + self.dial(p, ma.clone()); // always connect + + // get peer's multi-addresses or insert if missing + let Some(mas) = self.mdns_discovered.get_mut(&p) else { + self.mdns_discovered.insert(p, BTreeSet::from([ma])); + continue; + }; + + // multiaddress should never already be present - else something has gone wrong + let is_new_addr = mas.insert(ma); + assert!(is_new_addr, "cannot discover a discovered peer"); + } + } + + fn handle_mdns_expired(&mut self, peers: Vec<(PeerId, Multiaddr)>) { + for (p, ma) in peers { + // at this point, we *must* have the peer + let mas = self + .mdns_discovered + .get_mut(&p) + .expect("nonexistent peer cannot expire"); + + // at this point, we *must* have the multiaddress + let was_present = mas.remove(&ma); + assert!(was_present, "nonexistent multiaddress cannot expire"); + + // if empty, remove the peer-id entirely + if mas.is_empty() { + self.mdns_discovered.remove(&p); + } + } + } + + fn on_connection_established( + &mut self, + peer_id: PeerId, + connection_id: ConnectionId, + remote_ip: IpAddr, + remote_tcp_port: u16, + ) { + // send out connected event + self.pending_events + .push_back(ToSwarm::GenerateEvent(Event::ConnectionEstablished { + peer_id, + connection_id, + remote_ip, + remote_tcp_port, + })); + } + + fn on_connection_closed( + &mut self, + peer_id: PeerId, + connection_id: ConnectionId, + remote_ip: IpAddr, + remote_tcp_port: u16, + ) { + // send out disconnected event + self.pending_events + .push_back(ToSwarm::GenerateEvent(Event::ConnectionClosed { + peer_id, + connection_id, + remote_ip, + remote_tcp_port, + })); + } +} + +impl NetworkBehaviour for Behaviour { + type ConnectionHandler = + ConnectionHandlerSelect>; + type ToSwarm = Event; + + // simply delegate to underlying mDNS behaviour + + delegate! { + to self.managed { + fn handle_pending_inbound_connection(&mut self, connection_id: ConnectionId, local_addr: &Multiaddr, remote_addr: &Multiaddr) -> Result<(), ConnectionDenied>; + fn handle_pending_outbound_connection(&mut self, connection_id: ConnectionId, maybe_peer: Option, addresses: &[Multiaddr], effective_role: Endpoint) -> Result, ConnectionDenied>; + } + } + + fn handle_established_inbound_connection( + &mut self, + connection_id: ConnectionId, + peer: PeerId, + local_addr: &Multiaddr, + remote_addr: &Multiaddr, + ) -> Result, ConnectionDenied> { + Ok(ConnectionHandler::select( + dummy::ConnectionHandler, + self.managed.handle_established_inbound_connection( + connection_id, + peer, + local_addr, + remote_addr, + )?, + )) + } + + #[allow(clippy::needless_question_mark)] + fn handle_established_outbound_connection( + &mut self, + connection_id: ConnectionId, + peer: PeerId, + addr: &Multiaddr, + role_override: Endpoint, + port_use: PortUse, + ) -> Result, ConnectionDenied> { + Ok(ConnectionHandler::select( + dummy::ConnectionHandler, + self.managed.handle_established_outbound_connection( + connection_id, + peer, + addr, + role_override, + port_use, + )?, + )) + } + + fn on_connection_handler_event( + &mut self, + peer_id: PeerId, + connection_id: ConnectionId, + event: THandlerOutEvent, + ) { + match event { + Either::Left(ev) => libp2p::core::util::unreachable(ev), + Either::Right(ev) => self.managed.on_connection_handler_event( + peer_id, + connection_id, + ev, + ), + } + } + + // hook into these methods to drive behavior + + fn on_swarm_event(&mut self, event: FromSwarm) { + self.managed.on_swarm_event(event); // let mDNS handle swarm events + + // handle swarm events to update internal state: + match event { + FromSwarm::ConnectionEstablished(ConnectionEstablished { + peer_id, + connection_id, + endpoint, + .. + }) => { + let remote_address = match endpoint { + ConnectedPoint::Dialer { address, .. } => address, + ConnectedPoint::Listener { send_back_addr, .. } => send_back_addr, + }; + + if let Some((ip, port)) = remote_address.try_to_tcp_addr() { + // handle connection established event which is filtered correctly + self.on_connection_established(peer_id, connection_id, ip, port) + } + } + FromSwarm::ConnectionClosed(ConnectionClosed { + peer_id, + connection_id, + endpoint, + .. + }) => { + let remote_address = match endpoint { + ConnectedPoint::Dialer { address, .. } => address, + ConnectedPoint::Listener { send_back_addr, .. } => send_back_addr, + }; + + if let Some((ip, port)) = remote_address.try_to_tcp_addr() { + // handle connection closed event which is filtered correctly + self.on_connection_closed(peer_id, connection_id, ip, port) + } + } + + // since we are running TCP/IP transport layer, we are assuming that + // no address changes can occur, hence encountering one is a fatal error + FromSwarm::AddressChange(a) => { + unreachable!("unhandlable: address change encountered: {:?}", a) + } + _ => {} + } + } + + fn poll(&mut self, cx: &mut Context) -> Poll>> { + // delegate to managed behaviors for any behaviors they need to perform + match self.managed.poll(cx) { + Poll::Ready(ToSwarm::GenerateEvent(e)) => { + match e { + // handle discovered and expired events from mDNS + managed::BehaviourEvent::Mdns(e) => match e.clone() { + mdns::Event::Discovered(peers) => { + self.handle_mdns_discovered(peers); + } + mdns::Event::Expired(peers) => { + self.handle_mdns_expired(peers); + } + } + + // handle ping events => if error then disconnect + managed::BehaviourEvent::Ping(e) => { + if let Err(_) = e.result { + self.close_connection(e.peer, e.connection.clone()) + } + } + } + + // since we just consumed an event, we should immediately wake just in case + // there are more events to come where that came from + cx.waker().wake_by_ref(); + } + + + // forward any other mDNS event to the swarm or its connection handler(s) + Poll::Ready(e) => { + return Poll::Ready( + e.map_out(|_| unreachable!("events returning to swarm already handled")) + .map_in(Either::Right), + ); + } + + Poll::Pending => {} + } + + // retry connecting to all mDNS peers periodically (fails safely if already connected) + if self.retry_delay.poll_unpin(cx).is_ready() { + for (p, mas) in self.mdns_discovered.clone() { + for ma in mas { + self.dial(p, ma) + } + } + self.retry_delay.reset(RETRY_CONNECT_INTERVAL) // reset timeout + } + + // send out any pending events from our own service + if let Some(e) = self.pending_events.pop_front(cx) { + return Poll::Ready(e.map_in(Either::Left)); + } + + // wait for pending events + Poll::Pending + } +} diff --git a/rust/networking/src/keep_alive.rs b/rust/networking/src/keep_alive.rs new file mode 100644 index 00000000..eb67aecb --- /dev/null +++ b/rust/networking/src/keep_alive.rs @@ -0,0 +1,44 @@ +use delegate::delegate; +use libp2p::swarm::handler::ConnectionEvent; +use libp2p::swarm::{ConnectionHandlerEvent, SubstreamProtocol, dummy, handler}; +use std::task::{Context, Poll}; + +/// An implementation of [`ConnectionHandler`] that doesn't handle any protocols, but it keeps +/// the connection alive. +#[derive(Clone)] +#[repr(transparent)] +pub struct ConnectionHandler(dummy::ConnectionHandler); + +impl ConnectionHandler { + pub fn new() -> Self { + ConnectionHandler(dummy::ConnectionHandler) + } +} + +impl handler::ConnectionHandler for ConnectionHandler { + // delegate types and implementation mostly to dummy handler + type FromBehaviour = ::FromBehaviour; + type ToBehaviour = ::ToBehaviour; + type InboundProtocol = + ::InboundProtocol; + type OutboundProtocol = + ::OutboundProtocol; + type InboundOpenInfo = + ::InboundOpenInfo; + type OutboundOpenInfo = + ::OutboundOpenInfo; + + delegate! { + to self.0 { + fn listen_protocol(&self) -> SubstreamProtocol; + fn poll(&mut self, cx: &mut Context<'_>) -> Poll>; + fn on_behaviour_event(&mut self, event: Self::FromBehaviour); + fn on_connection_event(&mut self, event: ConnectionEvent); + } + } + + // specifically override this to force connection to stay alive + fn connection_keep_alive(&self) -> bool { + true + } +} diff --git a/rust/networking/src/lib.rs b/rust/networking/src/lib.rs new file mode 100644 index 00000000..a83bdc71 --- /dev/null +++ b/rust/networking/src/lib.rs @@ -0,0 +1,64 @@ +//! TODO: crate documentation +//! +//! this is here as a placeholder documentation +//! +//! + +// enable Rust-unstable features for convenience +#![feature(trait_alias)] +// #![feature(stmt_expr_attributes)] +// #![feature(unboxed_closures)] +// #![feature(assert_matches)] +// #![feature(async_fn_in_dyn_trait)] +// #![feature(async_for_loop)] +// #![feature(auto_traits)] +// #![feature(negative_impls)] + +pub mod discovery; +pub mod keep_alive; +pub mod swarm; + +/// Namespace for all the type/trait aliases used by this crate. +pub(crate) mod alias { + use std::error::Error; + + pub type AnyError = Box; + pub type AnyResult = Result; +} + +/// Namespace for crate-wide extension traits/methods +pub(crate) mod ext { + use std::net::IpAddr; + use extend::ext; + use libp2p::Multiaddr; + use libp2p::multiaddr::Protocol; + + #[ext(pub, name = MultiaddrExt)] + impl Multiaddr { + /// If the multiaddress corresponds to a TCP address, extracts it + fn try_to_tcp_addr(&self) -> Option<(IpAddr, u16)> { + let mut ps = self.into_iter(); + let ip = if let Some(p) = ps.next() { + match p { + Protocol::Ip4(ip) => IpAddr::V4(ip), + Protocol::Ip6(ip) => IpAddr::V6(ip), + _ => return None + } + } else { + return None; + }; + let Some(Protocol::Tcp(port)) = ps.next() else { + return None; + }; + Some((ip, port)) + } + } +} + +pub(crate) mod private { + #![allow(dead_code)] + + /// Sealed traits support + pub trait Sealed {} + impl Sealed for T {} +} \ No newline at end of file diff --git a/rust/networking/src/swarm.rs b/rust/networking/src/swarm.rs new file mode 100644 index 00000000..24750558 --- /dev/null +++ b/rust/networking/src/swarm.rs @@ -0,0 +1,133 @@ +use crate::alias; +use crate::swarm::transport::tcp_transport; +pub use behaviour::{Behaviour, BehaviourEvent}; +use libp2p::{SwarmBuilder, identity}; + +pub type Swarm = libp2p::Swarm; + +/// The current version of the network: this prevents devices running different versions of the +/// software from interacting with each other. +/// +/// TODO: right now this is a hardcoded constant; figure out what the versioning semantics should +/// even be, and how to inject the right version into this config/initialization. E.g. should +/// this be passed in as a parameter? What about rapidly changing versions in debug builds? +/// this is all VERY very hard to figure out and needs to be mulled over as a team. +pub const NETWORK_VERSION: &[u8] = b"v0.0.1"; + +/// Create and configure a swarm which listens to all ports on OS +pub fn create_swarm(keypair: identity::Keypair) -> alias::AnyResult { + let mut swarm = SwarmBuilder::with_existing_identity(keypair) + .with_tokio() + .with_other_transport(tcp_transport)? + .with_behaviour(Behaviour::new)? + .build(); + + // Listen on all interfaces and whatever port the OS assigns + swarm.listen_on("/ip4/0.0.0.0/tcp/0".parse()?)?; + Ok(swarm) +} + +mod transport { + use crate::alias; + use crate::swarm::NETWORK_VERSION; + use futures::{AsyncRead, AsyncWrite}; + use keccak_const::Sha3_256; + use libp2p::core::muxing; + use libp2p::core::transport::Boxed; + use libp2p::pnet::{PnetError, PnetOutput}; + use libp2p::{PeerId, Transport, identity, noise, pnet, yamux}; + + /// Key used for networking's private network; parametrized on the [`NETWORK_VERSION`]. + /// See [`pnet_upgrade`] for more. + const PNET_PRESHARED_KEY: [u8; 32] = Sha3_256::new() + .update(b"exo_discovery_network") + .update(NETWORK_VERSION) + .finalize(); + + /// Make the Swarm run on a private network, as to not clash with public libp2p nodes and + /// also different-versioned instances of this same network. + /// This is implemented as an additional "upgrade" ontop of existing [`libp2p::Transport`] layers. + async fn pnet_upgrade( + socket: TSocket, + _: impl Sized, + ) -> Result, PnetError> + where + TSocket: AsyncRead + AsyncWrite + Send + Unpin + 'static, + { + use pnet::{PnetConfig, PreSharedKey}; + PnetConfig::new(PreSharedKey::new(PNET_PRESHARED_KEY)) + .handshake(socket) + .await + } + + /// TCP/IP transport layer configuration. + pub fn tcp_transport( + keypair: &identity::Keypair, + ) -> alias::AnyResult> { + use libp2p::{ + core::upgrade::Version, + tcp::{Config, tokio}, + }; + + // `TCP_NODELAY` enabled => avoid latency + let tcp_config = Config::default().nodelay(true); + + // V1 + lazy flushing => 0-RTT negotiation + let upgrade_version = Version::V1Lazy; + + // Noise is faster than TLS + we don't care much for security + let noise_config = noise::Config::new(keypair)?; + + // Use default Yamux config for multiplexing + let yamux_config = yamux::Config::default(); + + // Create new Tokio-driven TCP/IP transport layer + let base_transport = tokio::Transport::new(tcp_config) + .and_then(pnet_upgrade) + .upgrade(upgrade_version) + .authenticate(noise_config) + .multiplex(yamux_config); + + // Return boxed transport (to flatten complex type) + Ok(base_transport.boxed()) + } +} + +mod behaviour { + use crate::{alias, discovery}; + use libp2p::swarm::NetworkBehaviour; + use libp2p::{gossipsub, identity}; + + /// Behavior of the Swarm which composes all desired behaviors: + /// Right now its just [`discovery::Behaviour`] and [`gossipsub::Behaviour`]. + #[derive(NetworkBehaviour)] + pub struct Behaviour { + pub discovery: discovery::Behaviour, + pub gossipsub: gossipsub::Behaviour, + } + + impl Behaviour { + pub fn new(keypair: &identity::Keypair) -> alias::AnyResult { + Ok(Self { + discovery: discovery::Behaviour::new(keypair)?, + gossipsub: gossipsub_behaviour(keypair), + }) + } + } + + fn gossipsub_behaviour(keypair: &identity::Keypair) -> gossipsub::Behaviour { + use gossipsub::{ConfigBuilder, MessageAuthenticity, ValidationMode}; + + // build a gossipsub network behaviour + // => signed message authenticity + strict validation mode means the message-ID is + // automatically provided by gossipsub w/out needing to provide custom message-ID function + gossipsub::Behaviour::new( + MessageAuthenticity::Signed(keypair.clone()), + ConfigBuilder::default() + .validation_mode(ValidationMode::Strict) + .build() + .expect("the configuration should always be valid"), + ) + .expect("creating gossipsub behavior should always work") + } +} diff --git a/rust/networking/tests/dummy.rs b/rust/networking/tests/dummy.rs new file mode 100644 index 00000000..ddaa8cc2 --- /dev/null +++ b/rust/networking/tests/dummy.rs @@ -0,0 +1,7 @@ +// maybe this will hold test in the future...?? + +#[cfg(test)] +mod tests { + #[test] + fn does_nothing() {} +} diff --git a/rust/rust-toolchain.toml b/rust/rust-toolchain.toml new file mode 100644 index 00000000..271800cb --- /dev/null +++ b/rust/rust-toolchain.toml @@ -0,0 +1,2 @@ +[toolchain] +channel = "nightly" \ No newline at end of file diff --git a/rust/system_custodian/Cargo.toml b/rust/system_custodian/Cargo.toml new file mode 100644 index 00000000..46e530b1 --- /dev/null +++ b/rust/system_custodian/Cargo.toml @@ -0,0 +1,47 @@ +[package] +name = "system_custodian" +version = { workspace = true } +edition = { workspace = true } +publish = false + +[lib] +doctest = false +name = "system_custodian" +path = "src/lib.rs" + +[[bin]] +path = "src/bin/main.rs" +name = "system_custodian" +doc = false + +[lints] +workspace = true + +[dependencies] +# datastructures +either = { workspace = true } + +# macro dependencies +extend = { workspace = true } +delegate = { workspace = true } +impl-trait-for-tuples = { workspace = true } +derive_more = { workspace = true } + +# async +tokio = { workspace = true, features = ["full"] } +futures = { workspace = true } +futures-timer = { workspace = true } + +# utility dependencies +util = { workspace = true } +thiserror = { workspace = true } +#internment = { workspace = true } +#recursion = { workspace = true } +#generativity = { workspace = true } +#itertools = { workspace = true } +tracing-subscriber = { version = "0.3.19", features = ["default", "env-filter"] } +keccak-const = { workspace = true } + +# tracing/logging +log = { workspace = true } + diff --git a/rust/system_custodian/src/bin/main.rs b/rust/system_custodian/src/bin/main.rs new file mode 100644 index 00000000..2345c633 --- /dev/null +++ b/rust/system_custodian/src/bin/main.rs @@ -0,0 +1,4 @@ +//! TODO: documentation +//! + +fn main() {} diff --git a/rust/system_custodian/src/lib.rs b/rust/system_custodian/src/lib.rs new file mode 100644 index 00000000..cf856239 --- /dev/null +++ b/rust/system_custodian/src/lib.rs @@ -0,0 +1,69 @@ +//! This crate defines the logic of, and ways to interact with, Exo's **_System Custodian_** daemon. +//! +//! The **_System Custodian_** daemon is supposed to be a long-living process that precedes the +//! launch of the Exo application, and responsible for ensuring the system (configuration, settings, +//! etc.) is in an appropriate state to facilitate the running of Exo application. +//! The **_System Custodian_** daemon shall expose a [D-Bus](https://www.freedesktop.org/wiki/Software/dbus/) +//! service which Exo application use to _control & query_ it. +//! +//! # Lifecycle +//! When the Exo application starts, it will _wake_ the **_System Custodian_** daemon for the +//! duration of its lifetime, and after it has terminated the daemon will go back to sleep. When +//! the daemon wakes up, it will configure the system into a state suitable for the Exo Application; +//! When the daemon goes to sleep, it will revert those changes as much as it can in case they were +//! destructive to the user's pre-existing configurations. +//! +//! # Responsibilities +//! TODO: these are purely on MacOS, but change to be more broad +//! The **_System Custodian_** daemon is responsible for using System Configuration framework to +//! 1. duplicate the current network set +//! 2. modify existing services to turn on IPv6 if not there +//! 3. remove any bridge services & add any missing services that AREN'T bridge +//! TODO: In the future: +//! 1. run a dummy AWDL service to [allow for macOS peer-to-peer wireless networking](https://yggdrasil-network.github.io/2019/08/19/awdl.html) +//! 2. toggle some GPU/memory configurations to speed up GPU (ask Alex what those configurations are) +//! 3. if we ever decide to provide our **own network interfaces** that abstract over some userland +//! logic, this would be the place to spin that up. +//! +//! Then it will watch the SCDynamicStore for: +//! 1. all __actual__ network interfaces -> collect information on them e.g. their BSD name, MAC +//! address, MTU, IPv6 addresses, etc. -> and set up watchers/notifiers to inform the DBus +//! interface of any changes +//! 2. watch for any __undesirable__ changes to configuration and revert it +//! +//! It should somehow (probably through system sockets and/or BSD interface) trigger IPv6 NDP on +//! each of the interfaces & also listen to/query for any changes on the OS routing cache?? +//! Basically emulate the `ping6 ff02::1%enX` and `ndp -an` commands BUT BETTER!!! +//! 1. all that info should coalesce back to the overall state colleted -> should be queryable +//! over D-Bus +//! TODO: +//! 1. we might potentially add to this step a handshake of some kind...? To ensure that we can +//! ACTUALLY communicate with that machine over that link over e.g. TCP, UDP, etc. Will the +//! handshake require to know Node ID? Will the handshake require heartbeats? Who knows... +//! 2. if we ever decide to write proprietary L2/L3 protocols for quicker communication, +//! e.g. [AF_NDRV](https://www.zerotier.com/blog/how-zerotier-eliminated-kernel-extensions-on-macos/) +//! for raw ethernet frame communication, or even a [custom thunderbolt PCIe driver](https://developer.apple.com/documentation/pcidriverkit/creating-custom-pcie-drivers-for-thunderbolt-devices), +//! then this would be the place to carry out discovery and propper handshakes with devices +//! on the other end of the link. +//! + +// enable Rust-unstable features for convenience +#![feature(trait_alias)] +#![feature(stmt_expr_attributes)] +#![feature(type_alias_impl_trait)] +#![feature(specialization)] +#![feature(unboxed_closures)] +#![feature(const_trait_impl)] +#![feature(fn_traits)] + +pub(crate) mod private { + // sealed traits support + pub trait Sealed {} + impl Sealed for T {} +} + +/// Namespace for all the type/trait aliases used by this crate. +pub(crate) mod alias {} + +/// Namespace for crate-wide extension traits/methods +pub(crate) mod ext {} diff --git a/rust/util/Cargo.toml b/rust/util/Cargo.toml new file mode 100644 index 00000000..aeae3534 --- /dev/null +++ b/rust/util/Cargo.toml @@ -0,0 +1,25 @@ +[package] +name = "util" +version = { workspace = true } +edition = { workspace = true } +publish = false + +[lib] +doctest = false +name = "util" +path = "src/lib.rs" + +[lints] +workspace = true + +[dependencies] +# macro dependencies +extend = { workspace = true } + +# utility dependencies +thiserror = { workspace = true } +once_cell = { workspace = true } +internment = { workspace = true } +derive_more = { workspace = true } +bon = { workspace = true } +recursion = { workspace = true } diff --git a/rust/util/src/lib.rs b/rust/util/src/lib.rs new file mode 100644 index 00000000..60e11f3a --- /dev/null +++ b/rust/util/src/lib.rs @@ -0,0 +1,53 @@ +//! TODO: crate documentation +//! +//! this is here as a placeholder documentation +//! +//! + +// enable Rust-unstable features for convenience +#![feature(trait_alias)] +#![feature(stmt_expr_attributes)] +#![feature(type_alias_impl_trait)] +#![feature(specialization)] +#![feature(unboxed_closures)] +#![feature(const_trait_impl)] +#![feature(fn_traits)] + +pub mod nonempty; +pub mod wakerdeque; + +pub(crate) mod private { + // sealed traits support + pub trait Sealed {} + impl Sealed for T {} +} + +/// Namespace for all the type/trait aliases used by this crate. +pub(crate) mod alias {} + +/// Namespace for crate-wide extension traits/methods +pub mod ext { + use extend::ext; + + #[ext(pub, name = BoxedSliceExt)] + impl Box<[T]> { + #[inline] + fn map(self, f: F) -> Box<[B]> + where + F: FnMut(T) -> B, + { + self.into_iter().map(f).collect() + } + } + + #[ext(pub, name = VecExt)] + impl Vec { + #[inline] + fn map(self, f: F) -> Vec + where + F: FnMut(T) -> B, + { + self.into_iter().map(f).collect() + } + } +} diff --git a/rust/util/src/nonempty.rs b/rust/util/src/nonempty.rs new file mode 100644 index 00000000..e9eb8620 --- /dev/null +++ b/rust/util/src/nonempty.rs @@ -0,0 +1,138 @@ +use std::slice::SliceIndex; +use std::{ops, slice}; +use thiserror::Error; + +#[derive(Error, Debug)] +#[error("Cannot create to `NonemptyArray` because the supplied slice is empty")] +pub struct EmptySliceError; + +/// A pointer to a non-empty fixed-size slice allocated on the heap. +#[derive(Clone, Debug, PartialEq, Eq, Hash, PartialOrd, Ord)] +#[repr(transparent)] +pub struct NonemptyArray(Box<[T]>); + +#[allow(clippy::arbitrary_source_item_ordering)] +impl NonemptyArray { + #[inline] + pub fn singleton(value: T) -> Self { + Self(Box::new([value])) + } + + #[allow(clippy::missing_errors_doc)] + #[inline] + pub fn try_from_boxed_slice>>( + boxed_slice: S, + ) -> Result { + let boxed_slice = boxed_slice.into(); + if boxed_slice.is_empty() { + Err(EmptySliceError) + } else { + Ok(Self(boxed_slice)) + } + } + + #[must_use] + #[inline] + pub fn into_boxed_slice(self) -> Box<[T]> { + self.0 + } + + #[must_use] + #[inline] + pub fn to_vec(&self) -> Vec + where + T: Clone, + { + self.0.to_vec() + } + + #[must_use] + #[inline] + pub const fn as_slice(&self) -> &[T] { + &self.0 + } + + #[allow(clippy::indexing_slicing)] + #[must_use] + #[inline] + pub fn first(&self) -> &T { + &self.0[0] + } + + #[allow(clippy::indexing_slicing, clippy::arithmetic_side_effects)] + #[must_use] + #[inline] + pub fn last(&self) -> &T { + &self.0[self.0.len() - 1] + } + + #[must_use] + #[inline] + pub fn get(&self, index: I) -> Option<&I::Output> + where + I: SliceIndex<[T]>, + { + self.0.get(index) + } + + #[allow(clippy::len_without_is_empty)] + #[must_use] + #[inline] + pub const fn len(&self) -> usize { + self.0.len() + } + + #[allow(clippy::iter_without_into_iter)] + #[inline] + pub fn iter(&self) -> slice::Iter<'_, T> { + self.0.iter() + } + + #[allow(clippy::iter_without_into_iter)] + #[inline] + pub fn iter_mut(&mut self) -> slice::IterMut<'_, T> { + self.0.iter_mut() + } + + #[inline] + #[must_use] + pub fn map U>(self, f: F) -> NonemptyArray { + NonemptyArray(self.0.into_iter().map(f).collect()) + } +} + +impl From> for Box<[T]> { + #[inline] + fn from(value: NonemptyArray) -> Self { + value.into_boxed_slice() + } +} + +impl ops::Index for NonemptyArray { + type Output = T; + + #[inline] + fn index(&self, index: usize) -> &Self::Output { + self.0.index(index) + } +} + +impl IntoIterator for NonemptyArray { + type Item = T; + type IntoIter = std::vec::IntoIter; + + #[inline] + fn into_iter(self) -> Self::IntoIter { + self.into_boxed_slice().into_vec().into_iter() + } +} + +impl<'a, T> IntoIterator for &'a NonemptyArray { + type Item = &'a T; + type IntoIter = slice::Iter<'a, T>; + + #[inline] + fn into_iter(self) -> Self::IntoIter { + self.iter() + } +} diff --git a/rust/util/src/wakerdeque.rs b/rust/util/src/wakerdeque.rs new file mode 100644 index 00000000..336c0347 --- /dev/null +++ b/rust/util/src/wakerdeque.rs @@ -0,0 +1,55 @@ +use std::collections::VecDeque; +use std::fmt::{Debug, Formatter}; +use std::task::{Context, Waker}; + +/// A wrapper around [`VecDeque`] which wakes (if it can) on any `push_*` methods, +/// and updates the internally stored waker by consuming [`Context`] on any `pop_*` methods. +pub struct WakerDeque { + waker: Option, + deque: VecDeque, +} + +impl Debug for WakerDeque { + fn fmt(&self, f: &mut Formatter<'_>) -> std::fmt::Result { + self.deque.fmt(f) + } +} + +impl WakerDeque { + pub fn new() -> Self { + Self { + waker: None, + deque: VecDeque::new(), + } + } + + fn update(&mut self, cx: &mut Context<'_>) { + self.waker = Some(cx.waker().clone()); + } + + fn wake(&mut self) { + let Some(ref mut w) = self.waker else { return }; + w.wake_by_ref(); + self.waker = None; + } + + pub fn pop_front(&mut self, cx: &mut Context<'_>) -> Option { + self.update(cx); + self.deque.pop_front() + } + + pub fn pop_back(&mut self, cx: &mut Context<'_>) -> Option { + self.update(cx); + self.deque.pop_back() + } + + pub fn push_front(&mut self, value: T) { + self.wake(); + self.deque.push_front(value); + } + + pub fn push_back(&mut self, value: T) { + self.wake(); + self.deque.push_back(value); + } +} diff --git a/src/exo/engines/mlx/__init__.py b/src/exo/engines/mlx/__init__.py index 3672ffac..716ee0b9 100644 --- a/src/exo/engines/mlx/__init__.py +++ b/src/exo/engines/mlx/__init__.py @@ -8,9 +8,10 @@ import mlx.nn as nn # type: ignore # These are wrapper functions to fix the fact that mlx is not strongly typed in the same way that EXO is. # For example - MLX has no guarantee of the interface that nn.Module will expose. But we need a guarantee that it has a __call__() function + class Model(nn.Module): layers: list[nn.Module] - + def __call__(self, x: mx.array, cache: Optional[list[KVCache]]) -> mx.array: ... @@ -18,7 +19,7 @@ class Detokenizer: def reset(self) -> None: ... def add_token(self, token: int) -> None: ... def finalize(self) -> None: ... - + @property def last_segment(self) -> str: ... @@ -27,5 +28,5 @@ class TokenizerWrapper: bos_token: Optional[str] eos_token_ids: list[int] detokenizer: Detokenizer - - def encode(self, text: str, add_special_tokens: bool = True) -> list[int]: ... \ No newline at end of file + + def encode(self, text: str, add_special_tokens: bool = True) -> list[int]: ... diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index 72b99584..774af661 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -29,6 +29,7 @@ resource.setrlimit(resource.RLIMIT_NOFILE, (2048, 4096)) mlx_rank: None | int = None mlx_world_size: None | int = None + def mx_barrier(): mx.eval( # type: ignore mx.distributed.all_sum( @@ -36,6 +37,7 @@ def mx_barrier(): ) ) + def broadcast_from_zero(value: int) -> int: if mlx_rank is None: return value @@ -46,8 +48,9 @@ def broadcast_from_zero(value: int) -> int: a = mx.array([0], dtype=mx.int32) m = mx.distributed.all_sum(a, stream=mx.Device(mx.DeviceType.cpu)) - mx.eval(m) # type: ignore - return int(m.item()) # type: ignore + mx.eval(m) # type: ignore + return int(m.item()) # type: ignore + class HostList(RootModel[list[str]]): @classmethod @@ -83,7 +86,7 @@ def mlx_setup( if wired_frac_of_mrwss > 0.0: target_wired = int(wired_frac_of_mrwss * mrwss) target_wired = min(target_wired, target_cache) # don’t wire more than cache - + runner_print(f"{target_wired=}") with contextlib.suppress(Exception): # older macOS won’t have this mx.set_wired_limit(max(target_wired, 0)) @@ -136,14 +139,14 @@ def initialize_mlx( def shard_and_load( - model_shard_meta: ShardMetadata, + model_shard_meta: ShardMetadata, ) -> tuple[nn.Module, TokenizerWrapper]: model_path = build_model_path(model_shard_meta.model_meta.model_id) runner_print(f"loading model from {model_path}") model, config = load_model(model_path, lazy=True, strict=False) # type: ignore - runner_print(f'{config=}') + runner_print(f"{config=}") assert isinstance(model, nn.Module) tokenizer = load_tokenizer(model_path) @@ -154,7 +157,7 @@ def shard_and_load( # Synchronize processes before generation to avoid timeout mx_barrier() - return model, tokenizer # type: ignore + return model, tokenizer # type: ignore async def apply_chat_template( @@ -199,11 +202,13 @@ async def apply_chat_template( return prompt + class NullKVCache(KVCache): """ A KVCache that pretends to exist but holds zero tokens. It satisfies .state/.meta_state and never allocates real keys/values. """ + def __init__(self, dtype: mx.Dtype = mx.float16): super().__init__() # zero-length K/V so shapes/dtypes are defined but empty @@ -218,19 +223,21 @@ class NullKVCache(KVCache): @state.setter def state(self, v: tuple[mx.array, mx.array]) -> None: - raise NotImplementedError('We should not be setting a NullKVCache.') + raise NotImplementedError("We should not be setting a NullKVCache.") + async def make_kv_cache( model: Model, max_kv_size: Optional[int] = None, ) -> list[KVCache]: - assert hasattr(model, 'layers') - + assert hasattr(model, "layers") + return [ NullKVCache() if isinstance(layer, IdentityLayer) else KVCache() for layer in model.layers ] + def mlx_force_oom(size: int = 40000) -> None: """ Force an Out-Of-Memory (OOM) error in MLX by performing large tensor operations. diff --git a/src/exo/main.py b/src/exo/main.py index bbcc08c9..988a861b 100644 --- a/src/exo/main.py +++ b/src/exo/main.py @@ -1,41 +1,221 @@ import argparse -import multiprocessing as mp +from dataclasses import dataclass +from typing import Self +import anyio +from anyio.abc import TaskGroup from loguru import logger +from pydantic import PositiveInt -from exo.master.main import main as master_main +import exo.routing.topics as topics +from exo.master.api import API # TODO: should API be in master? +from exo.master.main import Master +from exo.routing.router import Router, get_node_id_keypair from exo.shared.constants import EXO_LOG +from exo.shared.election import Election, ElectionResult from exo.shared.logging import logger_cleanup, logger_setup -from exo.worker.main import main as worker_main +from exo.shared.types.common import NodeId +from exo.utils.channels import Receiver, channel +from exo.utils.pydantic_ext import CamelCaseModel +from exo.worker.download.impl_shard_downloader import exo_shard_downloader +from exo.worker.main import Worker + + +# TODO: Entrypoint refactor +# I marked this as a dataclass as I want trivial constructors. +# This is the collection of systems for our entire application. +@dataclass +class Node: + router: Router + worker: Worker + election: Election # Every node participates in election, as we do want a node to become master even if it isn't a master candidate if no master candidates are present. + election_result_receiver: Receiver[ElectionResult] + master: Master | None + api: API | None + + node_id: NodeId + _tg: TaskGroup | None = None + + @classmethod + async def create(cls, args: "Args") -> "Self": + keypair = get_node_id_keypair() + node_id = NodeId(keypair.to_peer_id().to_base58()) + router = Router.create(keypair) + await router.register_topic(topics.GLOBAL_EVENTS) + await router.register_topic(topics.LOCAL_EVENTS) + await router.register_topic(topics.COMMANDS) + await router.register_topic(topics.ELECTION_MESSAGES) + await router.register_topic(topics.CONNECTION_MESSAGES) + + logger.info(f"Starting node {node_id}") + if args.spawn_api: + api = API( + node_id=node_id, + port=args.api_port, + global_event_receiver=router.receiver(topics.GLOBAL_EVENTS), + command_sender=router.sender(topics.COMMANDS), + ) + else: + api = None + + worker = Worker( + node_id, + exo_shard_downloader(), + initial_connection_messages=[], + connection_message_receiver=router.receiver(topics.CONNECTION_MESSAGES), + global_event_receiver=router.receiver(topics.GLOBAL_EVENTS), + local_event_sender=router.sender(topics.LOCAL_EVENTS), + command_sender=router.sender(topics.COMMANDS), + ) + # We start every node with a master + master = Master( + node_id, + global_event_sender=router.sender(topics.GLOBAL_EVENTS), + local_event_receiver=router.receiver(topics.LOCAL_EVENTS), + command_receiver=router.receiver(topics.COMMANDS), + tb_only=args.tb_only, + ) + + # If someone manages to assemble 1 MILLION devices into an exo cluster then. well done. good job champ. + er_send, er_recv = channel[ElectionResult]() + election = Election( + node_id, + seniority=1_000_000 if args.force_master else 0, + # nb: this DOES feedback right now. i have thoughts on how to address this, + # but ultimately it seems not worth the complexity + election_message_sender=router.sender(topics.ELECTION_MESSAGES), + election_message_receiver=router.receiver(topics.ELECTION_MESSAGES), + connection_message_receiver=router.receiver(topics.CONNECTION_MESSAGES), + election_result_sender=er_send, + ) + + return cls(router, worker, election, er_recv, master, api, node_id) + + async def run(self): + async with anyio.create_task_group() as tg: + self._tg = tg + tg.start_soon(self.router.run) + tg.start_soon(self.worker.run) + tg.start_soon(self.election.run) + if self.master: + tg.start_soon(self.master.run) + if self.api: + tg.start_soon(self.api.run) + tg.start_soon(self._elect_loop) + + async def _elect_loop(self): + assert self._tg + with self.election_result_receiver as results: + async for result in results: + # I don't like this duplication, but it's manageable for now. + # TODO: This function needs refactoring generally + + # Ok: + # On new master: + # - Elect master locally if necessary + # - Shutdown and re-create the worker + # - Shut down and re-create the API + + if result.node_id == self.node_id and self.master is not None: + logger.info("Node elected Master") + elif result.node_id == self.node_id and self.master is None: + logger.info("Node elected Master - promoting self") + self.master = Master( + self.node_id, + global_event_sender=self.router.sender(topics.GLOBAL_EVENTS), + local_event_receiver=self.router.receiver(topics.LOCAL_EVENTS), + command_receiver=self.router.receiver(topics.COMMANDS), + ) + self._tg.start_soon(self.master.run) + elif result.node_id != self.node_id and self.master is not None: + logger.info(f"Node {result.node_id} elected master - demoting self") + await self.master.shutdown() + self.master = None + else: + logger.info(f"Node {result.node_id} elected master") + if result.is_new_master: + await anyio.sleep(0) + if self.worker: + self.worker.shutdown() + # TODO: add profiling etc to resource monitor + self.worker = Worker( + self.node_id, + exo_shard_downloader(), + initial_connection_messages=result.historic_messages, + connection_message_receiver=self.router.receiver( + topics.CONNECTION_MESSAGES + ), + global_event_receiver=self.router.receiver( + topics.GLOBAL_EVENTS + ), + local_event_sender=self.router.sender(topics.LOCAL_EVENTS), + command_sender=self.router.sender(topics.COMMANDS), + ) + self._tg.start_soon(self.worker.run) + if self.api: + self.api.reset() def main(): - parser = argparse.ArgumentParser(prog="exo") - parser.add_argument( - "-v", "--verbose", action="store_const", const=1, dest="verbosity", default=0 - ) - parser.add_argument( - "-vv", - "--very-verbose", - action="store_const", - const=2, - dest="verbosity", - default=0, - ) - args = parser.parse_args() - if type(args.verbosity) is not int: # type: ignore - raise TypeError("Verbosity was parsed incorrectly") + args = Args.parse() + # TODO: Refactor the current verbosity system logger_setup(EXO_LOG, args.verbosity) - logger.info("starting exo") + logger.info("Starting EXO") - # This is for future PyInstaller compatibility - mp.set_start_method("spawn", force=True) - - worker = mp.Process(target=worker_main, args=(EXO_LOG, args.verbosity)) - master = mp.Process(target=master_main, args=(EXO_LOG, args.verbosity)) - worker.start() - master.start() - worker.join() - master.join() + node = anyio.run(Node.create, args) + anyio.run(node.run) logger_cleanup() + + +class Args(CamelCaseModel): + verbosity: int = 0 + force_master: bool = False + spawn_api: bool = False + api_port: PositiveInt = 8000 + tb_only: bool = False + + @classmethod + def parse(cls) -> Self: + parser = argparse.ArgumentParser(prog="EXO") + default_verbosity = 0 + parser.add_argument( + "-q", + "--quiet", + action="store_const", + const=-1, + dest="verbosity", + default=default_verbosity, + ) + parser.add_argument( + "-v", + "--verbose", + action="count", + dest="verbosity", + default=default_verbosity, + ) + parser.add_argument( + "-m", + "--force-master", + action="store_true", + dest="force_master", + ) + parser.add_argument( + "--no-api", + action="store_false", + dest="spawn_api", + ) + parser.add_argument( + "--api-port", + type=int, + dest="api_port", + default=8000, + ) + parser.add_argument( + "--tb-only", + action="store_true", + dest="tb_only", + ) + + args = parser.parse_args() + return cls(**vars(args)) # pyright: ignore[reportAny] - We are intentionally validating here, we can't do it statically diff --git a/src/exo/master/api.py b/src/exo/master/api.py index f37418a4..ebd66786 100644 --- a/src/exo/master/api.py +++ b/src/exo/master/api.py @@ -2,16 +2,18 @@ import asyncio import os import time from collections.abc import AsyncGenerator -from typing import Callable, List, Sequence, final +from typing import final import uvicorn +from anyio import create_task_group +from anyio.abc import TaskGroup from fastapi import FastAPI, HTTPException from fastapi.middleware.cors import CORSMiddleware from fastapi.responses import StreamingResponse from fastapi.staticfiles import StaticFiles from loguru import logger -from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage +from exo.shared.apply import apply from exo.shared.models.model_cards import MODEL_CARDS from exo.shared.models.model_meta import get_model_meta from exo.shared.types.api import ( @@ -24,23 +26,26 @@ from exo.shared.types.api import ( ModelListModel, StreamingChoiceResponse, ) -from exo.shared.types.common import CommandId -from exo.shared.types.events import ChunkGenerated, Event -from exo.shared.types.events.chunks import TokenChunk -from exo.shared.types.events.commands import ( - ChatCompletionCommand, +from exo.shared.types.chunks import TokenChunk +from exo.shared.types.commands import ( + ChatCompletion, Command, - CommandType, - CreateInstanceCommand, - DeleteInstanceCommand, - TaskFinishedCommand, + CreateInstance, + DeleteInstance, + ForwarderCommand, + TaggedCommand, + # TODO: SpinUpInstance + TaskFinished, ) -from exo.shared.types.events.components import EventFromEventLog +from exo.shared.types.common import CommandId, NodeId +from exo.shared.types.events import ChunkGenerated, Event, ForwarderEvent, IndexedEvent from exo.shared.types.models import ModelMetadata from exo.shared.types.state import State from exo.shared.types.tasks import ChatCompletionTaskParams from exo.shared.types.worker.common import InstanceId from exo.shared.types.worker.instances import Instance +from exo.utils.channels import Receiver, Sender +from exo.utils.event_buffer import OrderedBuffer def chunk_to_response(chunk: TokenChunk) -> ChatCompletionResponse: @@ -70,26 +75,50 @@ async def resolve_model_meta(model_id: str) -> ModelMetadata: class API: def __init__( self, - command_buffer: List[Command], - global_events: AsyncSQLiteEventStorage, - get_state: Callable[[], State], + *, + node_id: NodeId, + port: int = 8000, + # Ideally this would be a MasterForwarderEvent but type system says no :( + global_event_receiver: Receiver[ForwarderEvent], + command_sender: Sender[ForwarderCommand], ) -> None: - self.get_state = get_state - self.command_buffer = command_buffer - self.global_events = global_events + self.state = State() + self.command_sender = command_sender + self.global_event_receiver = global_event_receiver + self.event_buffer: OrderedBuffer[Event] = OrderedBuffer[Event]() + self.node_id: NodeId = node_id + self.port = port - self._app = FastAPI() + self.app = FastAPI() self._setup_cors() self._setup_routes() - self._app.mount( + self.app.mount( "/", - StaticFiles(directory=os.environ["DASHBOARD_DIR"], html=True), + StaticFiles( + directory=os.environ.get( + "DASHBOARD_DIR", + os.path.abspath( + os.path.join(os.path.dirname(__file__), "../../../dashboard") + ), + ), + html=True, + ), name="dashboard", ) + self._chat_completion_queues: dict[ + CommandId, asyncio.Queue[ChunkGenerated] + ] = {} + self._tg: TaskGroup | None = None + + def reset(self): + self.state = State() + self.event_buffer = OrderedBuffer[Event]() + self._chat_completion_queues = {} + def _setup_cors(self) -> None: - self._app.add_middleware( + self.app.add_middleware( CORSMiddleware, allow_origins=["*"], allow_credentials=True, @@ -98,23 +127,19 @@ class API: ) def _setup_routes(self) -> None: - self._app.post("/instance")(self.create_instance) - self._app.get("/instance/{instance_id}")(self.get_instance) - self._app.delete("/instance/{instance_id}")(self.delete_instance) - self._app.get("/models")(self.get_models) - self._app.get("/v1/models")(self.get_models) - self._app.post("/v1/chat/completions")(self.chat_completions) - self._app.get("/state")(self.get_state) - - @property - def app(self) -> FastAPI: - return self._app + self.app.post("/instance")(self.create_instance) + self.app.get("/instance/{instance_id}")(self.get_instance) + self.app.delete("/instance/{instance_id}")(self.delete_instance) + self.app.get("/models")(self.get_models) + self.app.get("/v1/models")(self.get_models) + self.app.post("/v1/chat/completions")(self.chat_completions) + self.app.get("/state")(lambda: self.state) async def create_instance( self, payload: CreateInstanceTaskParams ) -> CreateInstanceResponse: model_meta = await resolve_model_meta(payload.model_id) - required_memory_bytes = model_meta.storage_size_kilobytes * 1024 + required_memory_bytes = model_meta.storage_size.in_kb available_memory_bytes = self._calculate_total_available_memory() if required_memory_bytes > available_memory_bytes: @@ -123,37 +148,33 @@ class API: detail=f"Insufficient memory to create instance. Required: {required_memory_bytes // (1024**3):.1f}GB, Available: {available_memory_bytes // (1024**3):.1f}GB", ) - command = CreateInstanceCommand( + command = CreateInstance( command_id=CommandId(), - command_type=CommandType.CREATE_INSTANCE, model_meta=model_meta, - instance_id=InstanceId(), ) - self.command_buffer.append(command) + await self._send(command) return CreateInstanceResponse( message="Command received.", command_id=command.command_id, model_meta=model_meta, - instance_id=command.instance_id, ) def get_instance(self, instance_id: InstanceId) -> Instance: - state = self.get_state() + state = self.state if instance_id not in state.instances: raise HTTPException(status_code=404, detail="Instance not found") return state.instances[instance_id] - def delete_instance(self, instance_id: InstanceId) -> DeleteInstanceResponse: - if instance_id not in self.get_state().instances: + async def delete_instance(self, instance_id: InstanceId) -> DeleteInstanceResponse: + if instance_id not in self.state.instances: raise HTTPException(status_code=404, detail="Instance not found") - command = DeleteInstanceCommand( + command = DeleteInstance( command_id=CommandId(), - command_type=CommandType.DELETE_INSTANCE, instance_id=instance_id, ) - self.command_buffer.append(command) + await self._send(command) return DeleteInstanceResponse( message="Command received.", command_id=command.command_id, @@ -165,37 +186,27 @@ class API: ) -> AsyncGenerator[str, None]: """Generate chat completion stream as JSON strings.""" - events = await self.global_events.get_events_since(0) - prev_idx = await self.global_events.get_last_idx() + self._chat_completion_queues[command_id] = asyncio.Queue() finished = False while not finished: - await asyncio.sleep(0.01) + # TODO: how long should this timeout be? + chunk = await asyncio.wait_for( + self._chat_completion_queues[command_id].get(), timeout=60 + ) + if chunk.command_id == command_id: + assert isinstance(chunk.chunk, TokenChunk) + chunk_response: ChatCompletionResponse = chunk_to_response(chunk.chunk) + logger.debug(f"chunk_response: {chunk_response}") + yield f"data: {chunk_response.model_dump_json()}\n\n" - events: Sequence[ - EventFromEventLog[Event] - ] = await self.global_events.get_events_since(prev_idx) - # TODO: Can do this with some better functionality to tail event log into an AsyncGenerator. - prev_idx = events[-1].idx_in_log if events else prev_idx + if chunk.chunk.finish_reason is not None: + yield "data: [DONE]\n\n" + finished = True - for wrapped_event in events: - event = wrapped_event.event - if isinstance(event, ChunkGenerated) and event.command_id == command_id: - assert isinstance(event.chunk, TokenChunk) - chunk_response: ChatCompletionResponse = chunk_to_response( - event.chunk - ) - logger.debug(chunk_response) - yield f"data: {chunk_response.model_dump_json()}\n\n" - - if event.chunk.finish_reason is not None: - yield "data: [DONE]" - finished = True - - command = TaskFinishedCommand(command_id=command_id) - self.command_buffer.append(command) - - return + command = TaskFinished(finished_command_id=command_id) + await self._send(command) + del self._chat_completion_queues[command_id] async def _trigger_notify_user_to_download_model(self, model_id: str) -> None: logger.warning( @@ -210,6 +221,7 @@ class API: payload.model = model_meta.model_id # Preprocess messages for GPT-OSS harmony format if needed + # TODO: This is slop surely we get rid if "gpt-oss" in payload.model.lower(): import re @@ -233,7 +245,7 @@ class API: # Store thinking in the thinking field message.thinking = thinking_match.group(1).strip() - for instance in self.get_state().instances.values(): + for instance in self.state.instances.values(): if instance.shard_assignments.model_id == payload.model: break else: @@ -242,23 +254,22 @@ class API: status_code=404, detail=f"No instance found for model {payload.model}" ) - command = ChatCompletionCommand( + command = ChatCompletion( command_id=CommandId(), - command_type=CommandType.CHAT_COMPLETION, request_params=payload, ) - self.command_buffer.append(command) + await self._send(command) return StreamingResponse( self._generate_chat_stream(command.command_id), media_type="text/plain" ) def _calculate_total_available_memory(self) -> int: """Calculate total available memory across all nodes in bytes.""" - state = self.get_state() total_available = 0 - for node_profile in state.node_profiles.values(): - total_available += node_profile.memory.ram_available + for node in self.state.topology.list_nodes(): + if node.node_profile is not None: + total_available += node.node_profile.memory.ram_available.in_bytes return total_available @@ -277,14 +288,35 @@ class API: ] ) + async def run(self): + uvicorn_config = uvicorn.Config( + self.app, host="0.0.0.0", port=self.port, access_log=False + ) + uvicorn_server = uvicorn.Server(uvicorn_config) -def start_fastapi_server( - command_buffer: List[Command], - global_events: AsyncSQLiteEventStorage, - get_state: Callable[[], State], - host: str = "0.0.0.0", - port: int = 8000, -): - api = API(command_buffer, global_events, get_state) + async with create_task_group() as tg: + self._tg = tg + logger.info("Starting API") + tg.start_soon(uvicorn_server.serve) + tg.start_soon(self._apply_state) + self.command_sender.close() + self.global_event_receiver.close() - uvicorn.run(api.app, host=host, port=port) + async def _apply_state(self): + with self.global_event_receiver as events: + async for event in events: + self.event_buffer.ingest(event.origin_idx, event.tagged_event.c) + for idx, event in self.event_buffer.drain_indexed(): + self.state = apply(self.state, IndexedEvent(event=event, idx=idx)) + if ( + isinstance(event, ChunkGenerated) + and event.command_id in self._chat_completion_queues + ): + self._chat_completion_queues[event.command_id].put_nowait(event) + + async def _send(self, command: Command): + await self.command_sender.send( + ForwarderCommand( + origin=self.node_id, tagged_command=TaggedCommand.from_(command) + ) + ) diff --git a/src/exo/master/election_callback.py b/src/exo/master/election_callback.py deleted file mode 100644 index 0d2ad65c..00000000 --- a/src/exo/master/election_callback.py +++ /dev/null @@ -1,23 +0,0 @@ -from loguru import logger - -from exo.master.forwarder_supervisor import ForwarderRole, ForwarderSupervisor - - -class ElectionCallbacks: - """ - Simple callbacks for the Rust election system to invoke. - No event system involvement - just direct forwarder control. - """ - - def __init__(self, forwarder_supervisor: ForwarderSupervisor): - self._forwarder_supervisor = forwarder_supervisor - - async def on_became_master(self) -> None: - """Called when this node is elected as master""" - logger.info("Node elected as master") - await self._forwarder_supervisor.notify_role_change(ForwarderRole.MASTER) - - async def on_became_replica(self) -> None: - """Called when this node becomes a replica""" - logger.info("Node demoted to replica") - await self._forwarder_supervisor.notify_role_change(ForwarderRole.REPLICA) diff --git a/src/exo/master/env.py b/src/exo/master/env.py deleted file mode 100644 index 3b703d93..00000000 --- a/src/exo/master/env.py +++ /dev/null @@ -1,9 +0,0 @@ -from pathlib import Path - -from exo.shared.env import BaseEnv - - -class MasterEnvironmentSchema(BaseEnv): - # Master-specific: forwarder configuration - # Default to build/forwarder if not explicitly set - FORWARDER_BINARY_PATH: Path = Path("build/forwarder") diff --git a/src/exo/master/forwarder_supervisor.py b/src/exo/master/forwarder_supervisor.py index 1ff87d5d..f4f4e5b1 100644 --- a/src/exo/master/forwarder_supervisor.py +++ b/src/exo/master/forwarder_supervisor.py @@ -10,7 +10,7 @@ from exo.shared.constants import ( EXO_GLOBAL_EVENT_DB, EXO_WORKER_EVENT_DB, LIBP2P_GLOBAL_EVENTS_TOPIC, - LIBP2P_WORKER_EVENTS_TOPIC, + LIBP2P_LOCAL_EVENTS_TOPIC, ) from exo.shared.types.common import NodeId @@ -58,9 +58,7 @@ class ForwarderSupervisor: if self._current_role == new_role: logger.debug(f"Role unchanged: {new_role}") return - logger.bind(user_facing=True).info( - f"Node changing from {self._current_role} to {new_role}" - ) + logger.info(f"Node changing from {self._current_role} to {new_role}") self._current_role = new_role await self._restart_with_role(new_role) @@ -82,13 +80,13 @@ class ForwarderSupervisor: # Both master and replica forward local worker events to network pairs.append( - f"sqlite:{EXO_WORKER_EVENT_DB}:events|libp2p:{LIBP2P_WORKER_EVENTS_TOPIC}" + f"sqlite:{EXO_WORKER_EVENT_DB}:events|libp2p:{LIBP2P_LOCAL_EVENTS_TOPIC}" ) if role == ForwarderRole.MASTER: # Master: collect worker events from network into global log pairs.append( - f"libp2p:{LIBP2P_WORKER_EVENTS_TOPIC}|sqlite:{EXO_GLOBAL_EVENT_DB}:events" + f"libp2p:{LIBP2P_LOCAL_EVENTS_TOPIC}|sqlite:{EXO_GLOBAL_EVENT_DB}:events" ) # Master: broadcast global events to network pairs.append( diff --git a/src/exo/master/main.py b/src/exo/master/main.py index 18d77c4a..443a2803 100644 --- a/src/exo/master/main.py +++ b/src/exo/master/main.py @@ -1,272 +1,240 @@ -import asyncio -import os -import threading -from pathlib import Path - +from anyio import create_task_group +from anyio.abc import TaskGroup from loguru import logger -from exo.master.api import start_fastapi_server -from exo.master.election_callback import ElectionCallbacks -from exo.master.forwarder_supervisor import ForwarderRole, ForwarderSupervisor -from exo.master.placement import get_instance_placements, get_transition_events +from exo.master.placement import ( + get_instance_placements_after_create, + get_instance_placements_after_delete, + get_transition_events, +) from exo.shared.apply import apply -from exo.shared.constants import EXO_MASTER_LOG -from exo.shared.db.sqlite.config import EventLogConfig -from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage -from exo.shared.db.sqlite.event_log_manager import EventLogManager -from exo.shared.keypair import Keypair, get_node_id_keypair -from exo.shared.logging import logger_cleanup, logger_setup +from exo.shared.types.commands import ( + ChatCompletion, + CreateInstance, + DeleteInstance, + ForwarderCommand, + RequestEventLog, + SpinUpInstance, + TaskFinished, +) from exo.shared.types.common import CommandId, NodeId from exo.shared.types.events import ( Event, - Heartbeat, + ForwarderEvent, + IndexedEvent, InstanceDeleted, + TaggedEvent, TaskCreated, TaskDeleted, TopologyEdgeDeleted, - TopologyNodeCreated, -) -from exo.shared.types.events.commands import ( - ChatCompletionCommand, - Command, - CreateInstanceCommand, - DeleteInstanceCommand, - TaskFinishedCommand, ) from exo.shared.types.state import State from exo.shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus, TaskType -from exo.shared.types.worker.instances import Instance +from exo.shared.types.worker.common import InstanceId +from exo.utils.channels import Receiver, Sender, channel +from exo.utils.event_buffer import MultiSourceBuffer class Master: def __init__( self, - node_id_keypair: Keypair, node_id: NodeId, - command_buffer: list[Command], - global_events: AsyncSQLiteEventStorage, - worker_events: AsyncSQLiteEventStorage, - forwarder_binary_path: Path, + *, + command_receiver: Receiver[ForwarderCommand], + # Receiving indexed events from the forwarder to be applied to state + # Ideally these would be WorkerForwarderEvents but type system says no :( + local_event_receiver: Receiver[ForwarderEvent], + # Send events to the forwarder to be indexed (usually from command processing) + # Ideally these would be MasterForwarderEvents but type system says no :( + global_event_sender: Sender[ForwarderEvent], + tb_only: bool = False, ): self.state = State() - self.node_id_keypair = node_id_keypair + self._tg: TaskGroup | None = None self.node_id = node_id - self.command_buffer = command_buffer - self.global_events = global_events - self.worker_events = worker_events self.command_task_mapping: dict[CommandId, TaskId] = {} - self.forwarder_supervisor = ForwarderSupervisor( - self.node_id, - forwarder_binary_path=forwarder_binary_path, + self.command_receiver = command_receiver + self.local_event_receiver = local_event_receiver + self.global_event_sender = global_event_sender + send, recv = channel[Event]() + self.event_sender: Sender[Event] = send + self._loopback_event_receiver: Receiver[Event] = recv + self._loopback_event_sender: Sender[ForwarderEvent] = ( + local_event_receiver.clone_sender() ) - self.election_callbacks = ElectionCallbacks(self.forwarder_supervisor) - - @property - def event_log_for_reads(self) -> AsyncSQLiteEventStorage: - return self.global_events - - @property - def event_log_for_writes(self) -> AsyncSQLiteEventStorage: - if self.forwarder_supervisor.current_role == ForwarderRole.MASTER: - return self.global_events - else: - return self.worker_events - - async def _get_state_snapshot(self) -> State: - # TODO: for now start from scratch every time, but we can optimize this by keeping a snapshot on disk so we don't have to re-apply all events - return State() - - async def _run_event_loop_body(self) -> None: - next_events: list[Event] = [] - # 1. process commands - if ( - self.forwarder_supervisor.current_role == ForwarderRole.MASTER - and len(self.command_buffer) > 0 - ): - # for now we do one command at a time - next_command = self.command_buffer.pop(0) - - logger.bind(user_facing=True).info(f"Executing command: {next_command}") - logger.info(f"Got command: {next_command}") - - # TODO: validate the command - match next_command: - case ChatCompletionCommand(): - matching_instance: Instance | None = None - for instance in self.state.instances.values(): - if ( - instance.shard_assignments.model_id - == next_command.request_params.model - ): - matching_instance = instance - break - if not matching_instance: - raise ValueError( - f"No instance found for model {next_command.request_params.model}" - ) - - task_id = TaskId() - next_events.append( - TaskCreated( - task_id=task_id, - task=ChatCompletionTask( - task_type=TaskType.CHAT_COMPLETION, - task_id=task_id, - command_id=next_command.command_id, - instance_id=matching_instance.instance_id, - task_status=TaskStatus.PENDING, - task_params=next_command.request_params, - ), - ) - ) - - self.command_task_mapping[next_command.command_id] = task_id - case DeleteInstanceCommand(): - placement = get_instance_placements( - next_command, self.state.topology, self.state.instances - ) - transition_events = get_transition_events( - self.state.instances, placement - ) - next_events.extend(transition_events) - case CreateInstanceCommand(): - placement = get_instance_placements( - next_command, self.state.topology, self.state.instances - ) - transition_events = get_transition_events( - self.state.instances, placement - ) - next_events.extend(transition_events) - case TaskFinishedCommand(): - next_events.append( - TaskDeleted( - task_id=self.command_task_mapping[next_command.command_id] - ) - ) - del self.command_task_mapping[next_command.command_id] - - await self.event_log_for_writes.append_events( - next_events, origin=self.node_id - ) - # 2. get latest events - events = await self.event_log_for_reads.get_events_since( - self.state.last_event_applied_idx, ignore_no_op_events=True - ) - if len(events) == 0: - await asyncio.sleep(0.01) - return - - if len(events) == 1: - logger.debug(f"Master received event: {events[0]}") - else: - logger.debug(f"Master received events: {events}") - - # 3. for each event, apply it to the state - for event_from_log in events: - logger.trace(f"Applying event: {event_from_log}") - self.state = apply(self.state, event_from_log) - logger.trace(f"State: {self.state.model_dump_json()}") - - # TODO: This can be done in a better place. But for now, we use this to check if any running instances have been broken. - write_events: list[Event] = [] - if any( - [ - isinstance(event_from_log.event, TopologyEdgeDeleted) - for event_from_log in events - ] - ): - connected_node_ids = set( - [x.node_id for x in self.state.topology.list_nodes()] - ) - for instance_id, instance in self.state.instances.items(): - delete = False - for node_id in instance.shard_assignments.node_to_runner: - if node_id not in connected_node_ids: - delete = True - break - if delete: - write_events.append(InstanceDeleted(instance_id=instance_id)) - - if write_events: - await self.event_log_for_writes.append_events( - events=write_events, origin=self.node_id - ) + self._multi_buffer = MultiSourceBuffer[NodeId, Event]() + # TODO: not have this + self._event_log: list[Event] = [] + self.tb_only = tb_only async def run(self): - self.state = await self._get_state_snapshot() + logger.info("Starting Master") - async def heartbeat_task(): - while True: - await self.event_log_for_writes.append_events( - [Heartbeat(node_id=self.node_id)], origin=self.node_id + async with create_task_group() as tg: + self._tg = tg + tg.start_soon(self._event_processor) + tg.start_soon(self._command_processor) + tg.start_soon(self._loopback_processor) + self.global_event_sender.close() + self.local_event_receiver.close() + self.command_receiver.close() + self._loopback_event_sender.close() + self._loopback_event_receiver.close() + + async def shutdown(self): + if self._tg: + logger.info("Stopping Master") + self._tg.cancel_scope.cancel() + + async def _command_processor(self) -> None: + with self.command_receiver as commands: + async for forwarder_command in commands: + try: + logger.info( + f"Executing command: {forwarder_command.tagged_command.c}" + ) + generated_events: list[Event] = [] + command = forwarder_command.tagged_command.c + match command: + case ChatCompletion(): + instance_task_counts: dict[InstanceId, int] = {} + for instance in self.state.instances.values(): + if ( + instance.shard_assignments.model_id + == command.request_params.model + ): + task_count = sum( + 1 + for task in self.state.tasks.values() + if task.instance_id == instance.instance_id + ) + instance_task_counts[instance.instance_id] = ( + task_count + ) + + if not instance_task_counts: + logger.warning( + f"No instance found for model {command.request_params.model}" + ) + continue + + available_instance_ids = sorted( + instance_task_counts.keys(), + key=lambda instance_id: instance_task_counts[ + instance_id + ], + ) + + task_id = TaskId() + generated_events.append( + TaskCreated( + task_id=task_id, + task=ChatCompletionTask( + task_type=TaskType.CHAT_COMPLETION, + task_id=task_id, + command_id=command.command_id, + instance_id=available_instance_ids[0], + task_status=TaskStatus.PENDING, + task_params=command.request_params, + ), + ) + ) + + self.command_task_mapping[command.command_id] = task_id + case DeleteInstance(): + placement = get_instance_placements_after_delete( + command, self.state.instances + ) + transition_events = get_transition_events( + self.state.instances, placement + ) + generated_events.extend(transition_events) + case CreateInstance(): + placement = get_instance_placements_after_create( + command, + self.state.topology, + self.state.instances, + tb_only=self.tb_only, + ) + transition_events = get_transition_events( + self.state.instances, placement + ) + generated_events.extend(transition_events) + case TaskFinished(): + generated_events.append( + TaskDeleted( + task_id=self.command_task_mapping[ + command.finished_command_id + ] + ) + ) + if command.finished_command_id in self.command_task_mapping: + del self.command_task_mapping[ + command.finished_command_id + ] + case SpinUpInstance(): + raise NotImplementedError + case RequestEventLog(): + # We should just be able to send everything, since other buffers will ignore old messages + for i in range(command.since_idx, len(self._event_log)): + await self._send_event( + IndexedEvent(idx=i, event=self._event_log[i]) + ) + for event in generated_events: + await self.event_sender.send(event) + except Exception as e: + logger.opt(exception=e).warning("Error in command processor") + + async def _event_processor(self) -> None: + with self.local_event_receiver as local_events: + async for local_event in local_events: + self._multi_buffer.ingest( + local_event.origin_idx, + local_event.tagged_event.c, + local_event.origin, ) - await asyncio.sleep(5) + for event in self._multi_buffer.drain(): + logger.debug(f"Master indexing event: {str(event)[:100]}") + indexed = IndexedEvent(event=event, idx=len(self._event_log)) + self.state = apply(self.state, indexed) + # TODO: SQL + self._event_log.append(event) + await self._send_event(indexed) - asyncio.create_task(heartbeat_task()) + # TODO: This can be done in a better place. But for now, we use this to check if any running instances have been broken. + if isinstance(event, TopologyEdgeDeleted): + connected_node_ids = set( + [x.node_id for x in self.state.topology.list_nodes()] + ) + for instance_id, instance in self.state.instances.items(): + for node_id in instance.shard_assignments.node_to_runner: + if node_id not in connected_node_ids: + await self.event_sender.send( + InstanceDeleted(instance_id=instance_id) + ) + break - # TODO: we should clean these up on shutdown - await self.forwarder_supervisor.start_as_replica() - if os.getenv("EXO_RUN_AS_REPLICA") in set(["TRUE", "true", "1"]): - await self.election_callbacks.on_became_replica() - else: - await self.election_callbacks.on_became_master() + async def _loopback_processor(self) -> None: + # this would ideally not be necessary. + # this is WAY less hacky than how I was working around this before + local_index = 0 + with self._loopback_event_receiver as events: + async for event in events: + await self._loopback_event_sender.send( + ForwarderEvent( + origin=NodeId(f"master_{self.node_id}"), + origin_idx=local_index, + tagged_event=TaggedEvent.from_(event), + ) + ) + local_index += 1 - role = ( - "MASTER" - if self.forwarder_supervisor.current_role == ForwarderRole.MASTER - else "REPLICA" + async def _send_event(self, event: IndexedEvent): + # Convenience method since this line is ugly + await self.global_event_sender.send( + ForwarderEvent( + origin=self.node_id, + origin_idx=event.idx, + tagged_event=TaggedEvent.from_(event.event), + ) ) - await self.event_log_for_writes.append_events( - [TopologyNodeCreated(node_id=self.node_id, role=role)], origin=self.node_id - ) - while True: - try: - await self._run_event_loop_body() - except Exception as e: - logger.opt(exception=e).error(f"Error in _run_event_loop_body: {e}") - await asyncio.sleep(0.1) - - -async def async_main(): - node_id_keypair = get_node_id_keypair() - node_id = NodeId(node_id_keypair.to_peer_id().to_base58()) - - event_log_manager = EventLogManager(EventLogConfig()) - await event_log_manager.initialize() - global_events: AsyncSQLiteEventStorage = event_log_manager.global_events - worker_events: AsyncSQLiteEventStorage = event_log_manager.worker_events - - command_buffer: list[Command] = [] - - logger.info("Starting EXO Master") - logger.info(f"Starting Master with node_id: {node_id}") - - api_port = int(os.environ.get("API_PORT", 8000)) - - api_thread = threading.Thread( - target=start_fastapi_server, - args=(command_buffer, global_events, lambda: master.state, "0.0.0.0", api_port), - daemon=True, - ) - api_thread.start() - logger.bind(user_facing=True).info(f"Dashboard started on port {api_port}.") - - master = Master( - node_id_keypair, - node_id, - command_buffer, - global_events, - worker_events, - Path(os.environ["GO_BUILD_DIR"]) / "forwarder", - ) - await master.run() - logger_cleanup() # pyright: ignore[reportUnreachable] - - -def main(logfile: Path = EXO_MASTER_LOG, verbosity: int = 1): - logger_setup(logfile, verbosity) - asyncio.run(async_main()) - - -if __name__ == "__main__": - main() diff --git a/src/exo/master/placement.py b/src/exo/master/placement.py index f61da749..e3884d53 100644 --- a/src/exo/master/placement.py +++ b/src/exo/master/placement.py @@ -1,22 +1,22 @@ import random from collections.abc import Mapping from copy import deepcopy -from functools import singledispatch from typing import Sequence -from exo.master.utils.placement_utils import ( +from exo.master.placement_utils import ( filter_cycles_by_memory, get_hosts_from_subgraph, get_shard_assignments, get_smallest_cycles, ) from exo.shared.topology import Topology +from exo.shared.types.commands import ( + CreateInstance, + DeleteInstance, +) from exo.shared.types.common import Host from exo.shared.types.events import Event, InstanceCreated, InstanceDeleted -from exo.shared.types.events.commands import ( - CreateInstanceCommand, - DeleteInstanceCommand, -) +from exo.shared.types.memory import Memory from exo.shared.types.worker.common import InstanceId from exo.shared.types.worker.instances import Instance, InstanceStatus @@ -25,26 +25,24 @@ def random_ephemeral_port() -> int: return random.randint(49152, 65535) -@singledispatch -def get_instance_placements( - command: CreateInstanceCommand, +def get_instance_placements_after_create( + command: CreateInstance, topology: Topology, - current_instances: dict[InstanceId, Instance], + current_instances: Mapping[InstanceId, Instance], + *, + tb_only: bool = False, ) -> dict[InstanceId, Instance]: - available_models = [ - current_instances[instance].shard_assignments.model_id - for instance in current_instances - ] - if command.model_meta.model_id in available_models: - raise ValueError(f"Instance for {command.model_meta.model_id} already exists") - all_nodes = list(topology.list_nodes()) - cycles = topology.get_cycles() + from loguru import logger + + logger.info("finding cycles:") + cycles = topology.get_cycles_tb() + logger.info(f"{cycles=}") # we can also always just have a node on its own singleton_cycles = [[node] for node in all_nodes] candidate_cycles = cycles + singleton_cycles cycles_with_sufficient_memory = filter_cycles_by_memory( - candidate_cycles, command.model_meta.storage_size_kilobytes * 1024 + candidate_cycles, command.model_meta.storage_size ) if not cycles_with_sufficient_memory: raise ValueError("No cycles found with sufficient memory") @@ -52,25 +50,27 @@ def get_instance_placements( smallest_cycles = get_smallest_cycles(cycles_with_sufficient_memory) selected_cycle = None - has_thunderbolt_cycle = any( - [ - topology.get_subgraph_from_nodes(cycle).is_thunderbolt_cycle(cycle) - for cycle in smallest_cycles - ] - ) - if has_thunderbolt_cycle: - smallest_cycles = [ - cycle - for cycle in smallest_cycles - if topology.get_subgraph_from_nodes(cycle).is_thunderbolt_cycle(cycle) - ] + smallest_tb_cycles = [ + cycle + for cycle in smallest_cycles + if topology.get_subgraph_from_nodes(cycle).is_thunderbolt_cycle(cycle) + ] + + if tb_only and smallest_tb_cycles == []: + raise ValueError("No cycles found with sufficient memory") + + elif smallest_tb_cycles != []: + smallest_cycles = smallest_tb_cycles selected_cycle = max( smallest_cycles, key=lambda cycle: sum( - node.node_profile.memory.ram_available - for node in cycle - if node.node_profile is not None + ( + node.node_profile.memory.ram_available + for node in cycle + if node.node_profile is not None + ), + start=Memory(), ), ) @@ -79,8 +79,8 @@ def get_instance_placements( cycle_digraph: Topology = topology.get_subgraph_from_nodes(selected_cycle) hosts: list[Host] = get_hosts_from_subgraph(cycle_digraph) - instance_id = command.instance_id - target_instances = deepcopy(current_instances) + instance_id = InstanceId() + target_instances = dict(deepcopy(current_instances)) target_instances[instance_id] = Instance( instance_id=instance_id, instance_type=InstanceStatus.ACTIVE, @@ -88,6 +88,9 @@ def get_instance_placements( hosts=[ Host( ip=host.ip, + # NOTE: this is stupid + # | + # v # NOTE: it's fine to have non-deterministic ports here since this is in a command decision port=random_ephemeral_port(), ) @@ -97,13 +100,11 @@ def get_instance_placements( return target_instances -@get_instance_placements.register -def _( - command: DeleteInstanceCommand, - topology: Topology, - current_instances: dict[InstanceId, Instance], +def get_instance_placements_after_delete( + command: DeleteInstance, + current_instances: Mapping[InstanceId, Instance], ) -> dict[InstanceId, Instance]: - target_instances = deepcopy(current_instances) + target_instances = dict(deepcopy(current_instances)) if command.instance_id in target_instances: del target_instances[command.instance_id] return target_instances diff --git a/src/exo/master/utils/placement_utils.py b/src/exo/master/placement_utils.py similarity index 77% rename from src/exo/master/utils/placement_utils.py rename to src/exo/master/placement_utils.py index b89736b1..16be2a0c 100644 --- a/src/exo/master/utils/placement_utils.py +++ b/src/exo/master/placement_utils.py @@ -4,9 +4,10 @@ from pydantic import BaseModel from exo.shared.topology import Topology from exo.shared.types.common import Host, NodeId +from exo.shared.types.memory import Memory from exo.shared.types.models import ModelMetadata from exo.shared.types.profiling import NodePerformanceProfile -from exo.shared.types.topology import Node +from exo.shared.types.topology import NodeInfo from exo.shared.types.worker.common import RunnerId from exo.shared.types.worker.runners import ShardAssignments from exo.shared.types.worker.shards import PipelineShardMetadata @@ -17,38 +18,41 @@ class NodeWithProfile(BaseModel): node_profile: NodePerformanceProfile -def narrow_all_nodes(nodes: list[Node]) -> TypeGuard[list[NodeWithProfile]]: +def narrow_all_nodes(nodes: list[NodeInfo]) -> TypeGuard[list[NodeWithProfile]]: return all(node.node_profile is not None for node in nodes) def filter_cycles_by_memory( - cycles: list[list[Node]], required_memory: int -) -> list[list[Node]]: - filtered_cycles: list[list[Node]] = [] + cycles: list[list[NodeInfo]], required_memory: Memory +) -> list[list[NodeInfo]]: + filtered_cycles: list[list[NodeInfo]] = [] for cycle in cycles: if not narrow_all_nodes(cycle): continue - total_mem = sum(node.node_profile.memory.ram_available for node in cycle) + total_mem = sum( + (node.node_profile.memory.ram_available for node in cycle), start=Memory() + ) if total_mem >= required_memory: - filtered_cycles.append(cast(list[Node], cycle)) + filtered_cycles.append(cast(list[NodeInfo], cycle)) return filtered_cycles -def get_smallest_cycles(cycles: list[list[Node]]) -> list[list[Node]]: +def get_smallest_cycles(cycles: list[list[NodeInfo]]) -> list[list[NodeInfo]]: min_nodes = min(len(cycle) for cycle in cycles) return [cycle for cycle in cycles if len(cycle) == min_nodes] def get_shard_assignments( model_meta: ModelMetadata, - selected_cycle: list[Node], + selected_cycle: list[NodeInfo], ) -> ShardAssignments: if not narrow_all_nodes(selected_cycle): raise ValueError("All nodes must have profiles to create shard assignments") cycle_memory = sum( - node.node_profile.memory.ram_available for node in selected_cycle + (node.node_profile.memory.ram_available for node in selected_cycle), + start=Memory(), ) total_layers = model_meta.n_layers runner_to_shard: dict[RunnerId, PipelineShardMetadata] = {} @@ -60,7 +64,11 @@ def get_shard_assignments( node_layers = total_layers - layers_assigned else: node_layers = round( - total_layers * (node.node_profile.memory.ram_available / cycle_memory) + total_layers + * ( + node.node_profile.memory.ram_available.in_bytes + / cycle_memory.in_bytes + ) ) node_layers = max(1, node_layers) @@ -109,6 +117,7 @@ def get_hosts_from_subgraph(cycle_digraph: Topology) -> list[Host]: ): if get_thunderbolt and not connection.is_thunderbolt(): continue + assert connection.send_back_multiaddr is not None host = Host( ip=connection.send_back_multiaddr.ip_address, port=connection.send_back_multiaddr.port, diff --git a/src/exo/master/tests/conftest.py b/src/exo/master/tests/conftest.py index fcfaace4..a22333b9 100644 --- a/src/exo/master/tests/conftest.py +++ b/src/exo/master/tests/conftest.py @@ -1,3 +1,5 @@ +from typing import Callable + import pytest from exo.shared.types.common import NodeId @@ -7,21 +9,21 @@ from exo.shared.types.profiling import ( NodePerformanceProfile, SystemPerformanceProfile, ) -from exo.shared.types.topology import Connection, ConnectionProfile, Node +from exo.shared.types.topology import Connection, ConnectionProfile, NodeInfo @pytest.fixture def create_node(): - def _create_node(memory: int, node_id: NodeId | None = None) -> Node: + def _create_node(memory: int, node_id: NodeId | None = None) -> NodeInfo: if node_id is None: node_id = NodeId() - return Node( + return NodeInfo( node_id=node_id, node_profile=NodePerformanceProfile( model_id="test", chip_id="test", friendly_name="test", - memory=MemoryPerformanceProfile( + memory=MemoryPerformanceProfile.from_bytes( ram_total=1000, ram_available=memory, swap_total=1000, @@ -37,7 +39,7 @@ def create_node(): # TODO: this is a hack to get the port for the send_back_multiaddr @pytest.fixture -def create_connection(): +def create_connection() -> Callable[[NodeId, NodeId, int | None], Connection]: port_counter = 1235 def _create_connection( @@ -50,7 +52,6 @@ def create_connection(): return Connection( local_node_id=source_node_id, send_back_node_id=sink_node_id, - local_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1234"), send_back_multiaddr=Multiaddr( address=f"/ip4/127.0.0.1/tcp/{send_back_port}" ), diff --git a/src/exo/master/tests/test_forwarder_supervisor.py b/src/exo/master/tests/test_forwarder_supervisor.py index dabdf5cb..97cb6ec6 100644 --- a/src/exo/master/tests/test_forwarder_supervisor.py +++ b/src/exo/master/tests/test_forwarder_supervisor.py @@ -23,9 +23,8 @@ from exo.shared.constants import ( EXO_GLOBAL_EVENT_DB, EXO_WORKER_EVENT_DB, LIBP2P_GLOBAL_EVENTS_TOPIC, - LIBP2P_WORKER_EVENTS_TOPIC, + LIBP2P_LOCAL_EVENTS_TOPIC, ) -from exo.shared.logging import logger_test_install from exo.shared.types.common import NodeId # Mock forwarder script content @@ -192,7 +191,6 @@ class TestForwardersupervisorBasic: ], ) -> None: """Test starting forwarder in replica mode.""" - logger_test_install(test_logger) # Set environment os.environ.update(mock_env_vars) @@ -216,7 +214,7 @@ class TestForwardersupervisorBasic: # Expected replica forwarding pairs expected_pairs = [ - f"sqlite:{EXO_WORKER_EVENT_DB}:events|libp2p:{LIBP2P_WORKER_EVENTS_TOPIC}", + f"sqlite:{EXO_WORKER_EVENT_DB}:events|libp2p:{LIBP2P_LOCAL_EVENTS_TOPIC}", f"libp2p:{LIBP2P_GLOBAL_EVENTS_TOPIC}|sqlite:{EXO_GLOBAL_EVENT_DB}:events", ] @@ -238,7 +236,6 @@ class TestForwardersupervisorBasic: ], ) -> None: """Test changing role from replica to master.""" - logger_test_install(test_logger) os.environ.update(mock_env_vars) supervisor = ForwarderSupervisor(NodeId(), mock_forwarder_script) @@ -265,7 +262,7 @@ class TestForwardersupervisorBasic: # Expected master forwarding pairs master_pairs = [ - f"libp2p:{LIBP2P_WORKER_EVENTS_TOPIC}|sqlite:{EXO_GLOBAL_EVENT_DB}:events", + f"libp2p:{LIBP2P_LOCAL_EVENTS_TOPIC}|sqlite:{EXO_GLOBAL_EVENT_DB}:events", f"sqlite:{EXO_GLOBAL_EVENT_DB}:events|libp2p:{LIBP2P_GLOBAL_EVENTS_TOPIC}", ] @@ -285,7 +282,6 @@ class TestForwardersupervisorBasic: ], ) -> None: """Test that setting the same role twice doesn't restart the process.""" - logger_test_install(test_logger) os.environ.update(mock_env_vars) supervisor = ForwarderSupervisor(NodeId(), mock_forwarder_script) @@ -316,7 +312,6 @@ class TestForwardersupervisorBasic: ], ) -> None: """Test that Forwardersupervisor restarts the process if it crashes.""" - logger_test_install(test_logger) # Configure mock to exit after 1 second mock_env_vars["MOCK_EXIT_AFTER"] = "1" mock_env_vars["MOCK_EXIT_CODE"] = "1" @@ -365,7 +360,6 @@ class TestForwardersupervisorBasic: self, test_logger: logging.Logger, temp_dir: Path ) -> None: """Test behavior when forwarder binary doesn't exist.""" - logger_test_install(test_logger) nonexistent_path = temp_dir / "nonexistent_forwarder" supervisor = ForwarderSupervisor(NodeId(), nonexistent_path) @@ -381,7 +375,6 @@ class TestElectionCallbacks: @pytest.mark.asyncio async def test_on_became_master(self, test_logger: logging.Logger) -> None: """Test callback when becoming master.""" - logger_test_install(test_logger) mock_supervisor = MagicMock(spec=ForwarderSupervisor) mock_supervisor.notify_role_change = AsyncMock() @@ -393,7 +386,6 @@ class TestElectionCallbacks: @pytest.mark.asyncio async def test_on_became_replica(self, test_logger: logging.Logger) -> None: """Test callback when becoming replica.""" - logger_test_install(test_logger) mock_supervisor = MagicMock(spec=ForwarderSupervisor) mock_supervisor.notify_role_change = AsyncMock() diff --git a/src/exo/master/tests/test_master.py b/src/exo/master/tests/test_master.py index cc0c02ad..b93f2bb7 100644 --- a/src/exo/master/tests/test_master.py +++ b/src/exo/master/tests/test_master.py @@ -1,30 +1,29 @@ import asyncio import tempfile -from logging import Logger from pathlib import Path from typing import List, Sequence import pytest from exo.master.main import Master -from exo.shared.db.sqlite.config import EventLogConfig -from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage -from exo.shared.db.sqlite.event_log_manager import EventLogManager +from exo.shared.db.config import EventLogConfig +from exo.shared.db.connector import AsyncSQLiteEventStorage +from exo.shared.db.event_log_manager import EventLogManager from exo.shared.keypair import Keypair -from exo.shared.logging import logger_test_install from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams -from exo.shared.types.common import NodeId -from exo.shared.types.events import Event, EventFromEventLog, Heartbeat, TaskCreated -from exo.shared.types.events._events import ( - InstanceCreated, - NodePerformanceMeasured, - TopologyNodeCreated, -) -from exo.shared.types.events.commands import ( - ChatCompletionCommand, +from exo.shared.types.commands import ( + ChatCompletion, Command, CommandId, - CreateInstanceCommand, + CreateInstance, +) +from exo.shared.types.common import NodeId +from exo.shared.types.events import ( + IndexedEvent, + InstanceCreated, + NodePerformanceMeasured, + TaskCreated, + TopologyNodeCreated, ) from exo.shared.types.models import ModelMetadata from exo.shared.types.profiling import ( @@ -35,7 +34,6 @@ from exo.shared.types.profiling import ( from exo.shared.types.tasks import ChatCompletionTask, TaskStatus, TaskType from exo.shared.types.worker.instances import ( Instance, - InstanceId, InstanceStatus, ShardAssignments, ) @@ -43,7 +41,7 @@ from exo.shared.types.worker.shards import PartitionStrategy, PipelineShardMetad def _create_forwarder_dummy_binary() -> Path: - path = Path(tempfile.mktemp()) / "forwarder.bin" + path = Path(tempfile.mkstemp()[1]) / "forwarder.bin" if not path.exists(): path.parent.mkdir(parents=True, exist_ok=True) path.write_bytes(b"#!/bin/sh\necho dummy forwarder && sleep 1000000\n") @@ -53,23 +51,20 @@ def _create_forwarder_dummy_binary() -> Path: @pytest.mark.asyncio async def test_master(): - logger = Logger(name="test_master_logger") - logger_test_install(logger) event_log_manager = EventLogManager(EventLogConfig()) await event_log_manager.initialize() global_events: AsyncSQLiteEventStorage = event_log_manager.global_events await global_events.delete_all_events() - async def _get_events() -> Sequence[EventFromEventLog[Event]]: + async def _get_events() -> Sequence[IndexedEvent]: orig_events = await global_events.get_events_since(0) override_idx_in_log = 1 - events: List[EventFromEventLog[Event]] = [] + events: List[IndexedEvent] = [] for e in orig_events: - if isinstance(e.event, Heartbeat): - continue events.append( - EventFromEventLog( - event=e.event, origin=e.origin, idx_in_log=override_idx_in_log + IndexedEvent( + event=e.event, + idx=override_idx_in_log, # origin=e.origin, ) ) override_idx_in_log += 1 @@ -120,9 +115,8 @@ async def test_master(): await asyncio.sleep(0.001) command_buffer.append( - CreateInstanceCommand( + CreateInstance( command_id=CommandId(), - instance_id=InstanceId(), model_meta=ModelMetadata( model_id="llama-3.2-1b", pretty_name="Llama 3.2 1B", @@ -134,7 +128,7 @@ async def test_master(): while len(master.state.instances.keys()) == 0: await asyncio.sleep(0.001) command_buffer.append( - ChatCompletionCommand( + ChatCompletion( command_id=CommandId(), request_params=ChatCompletionTaskParams( model="llama-3.2-1b", @@ -150,7 +144,7 @@ async def test_master(): events = await _get_events() print(events) assert len(events) == 4 - assert events[0].idx_in_log == 1 + assert events[0].idx == 1 assert isinstance(events[0].event, TopologyNodeCreated) assert isinstance(events[1].event, NodePerformanceMeasured) assert isinstance(events[2].event, InstanceCreated) diff --git a/src/exo/master/tests/test_placement.py b/src/exo/master/tests/test_placement.py index 4f83fcfa..16a33200 100644 --- a/src/exo/master/tests/test_placement.py +++ b/src/exo/master/tests/test_placement.py @@ -2,15 +2,17 @@ from typing import Callable import pytest -from exo.master.placement import get_instance_placements, get_transition_events -from exo.shared.topology import Topology -from exo.shared.types.common import CommandId, NodeId -from exo.shared.types.events._events import ( - _EventType, # pyright: ignore[reportPrivateUsage] +from exo.master.placement import ( + get_instance_placements_after_create, + get_transition_events, ) -from exo.shared.types.events.commands import CreateInstanceCommand -from exo.shared.types.models import ModelMetadata -from exo.shared.types.topology import Connection, Node +from exo.shared.topology import Topology +from exo.shared.types.commands import CreateInstance +from exo.shared.types.common import CommandId, NodeId +from exo.shared.types.events import InstanceCreated, InstanceDeleted +from exo.shared.types.memory import Memory +from exo.shared.types.models import ModelId, ModelMetadata +from exo.shared.types.topology import Connection, NodeInfo from exo.shared.types.worker.common import InstanceId from exo.shared.types.worker.instances import Instance, InstanceStatus from exo.shared.types.worker.runners import ShardAssignments @@ -27,7 +29,7 @@ def instance() -> Instance: instance_id=InstanceId(), instance_type=InstanceStatus.ACTIVE, shard_assignments=ShardAssignments( - model_id="test-model", runner_to_shard={}, node_to_runner={} + model_id=ModelId("test-model"), runner_to_shard={}, node_to_runner={} ), hosts=[], ) @@ -36,18 +38,17 @@ def instance() -> Instance: @pytest.fixture def model_meta() -> ModelMetadata: return ModelMetadata( - model_id="test-model", - storage_size_kilobytes=1000, + model_id=ModelId("test-model"), + storage_size=Memory.from_kb(1000), pretty_name="Test Model", n_layers=10, ) -def create_instance_command(model_meta: ModelMetadata) -> CreateInstanceCommand: - return CreateInstanceCommand( +def create_instance_command(model_meta: ModelMetadata) -> CreateInstance: + return CreateInstance( command_id=CommandId(), model_meta=model_meta, - instance_id=InstanceId(), ) @@ -65,32 +66,33 @@ def test_get_instance_placements_create_instance( expected_layers: tuple[int, int, int], topology: Topology, model_meta: ModelMetadata, - create_node: Callable[[int, NodeId | None], Node], + create_node: Callable[[Memory, NodeId | None], NodeInfo], create_connection: Callable[[NodeId, NodeId], Connection], ): # arrange model_meta.n_layers = total_layers - model_meta.storage_size_kilobytes = sum( + model_meta.storage_size.in_bytes = sum( available_memory ) # make it exactly fit across all nodes - create_instance_command = CreateInstanceCommand( + create_instance_command = CreateInstance( command_id=CommandId(), model_meta=model_meta, - instance_id=InstanceId(), ) node_id_a = NodeId() node_id_b = NodeId() node_id_c = NodeId() - topology.add_node(create_node(available_memory[0] * 1024, node_id_a)) - topology.add_node(create_node(available_memory[1] * 1024, node_id_b)) - topology.add_node(create_node(available_memory[2] * 1024, node_id_c)) + topology.add_node(create_node(Memory.from_bytes(available_memory[0]), node_id_a)) + topology.add_node(create_node(Memory.from_bytes(available_memory[1]), node_id_b)) + topology.add_node(create_node(Memory.from_bytes(available_memory[2]), node_id_c)) topology.add_connection(create_connection(node_id_a, node_id_b)) topology.add_connection(create_connection(node_id_b, node_id_c)) topology.add_connection(create_connection(node_id_c, node_id_a)) # act - placements = get_instance_placements(create_instance_command, topology, {}) + placements = get_instance_placements_after_create( + create_instance_command, topology, {} + ) # assert assert len(placements) == 1 @@ -117,22 +119,23 @@ def test_get_instance_placements_create_instance( def test_get_instance_placements_one_node_exact_fit( - create_node: Callable[[int, NodeId | None], Node], + create_node: Callable[[int, NodeId | None], NodeInfo], ) -> None: topology = Topology() node_id = NodeId() topology.add_node(create_node(1000 * 1024, node_id)) - create_instance_command = CreateInstanceCommand( + create_instance_command = CreateInstance( command_id=CommandId(), model_meta=ModelMetadata( - model_id="test-model", - storage_size_kilobytes=1000, + model_id=ModelId("test-model"), + storage_size=Memory.from_kb(1000), pretty_name="Test Model", n_layers=10, ), - instance_id=InstanceId(), ) - placements = get_instance_placements(create_instance_command, topology, {}) + placements = get_instance_placements_after_create( + create_instance_command, topology, {} + ) assert len(placements) == 1 instance_id = list(placements.keys())[0] @@ -144,22 +147,23 @@ def test_get_instance_placements_one_node_exact_fit( def test_get_instance_placements_one_node_fits_with_extra_memory( - create_node: Callable[[int, NodeId | None], Node], + create_node: Callable[[int, NodeId | None], NodeInfo], ) -> None: topology = Topology() node_id = NodeId() topology.add_node(create_node(1001 * 1024, node_id)) - create_instance_command = CreateInstanceCommand( + create_instance_command = CreateInstance( command_id=CommandId(), model_meta=ModelMetadata( - model_id="test-model", - storage_size_kilobytes=1000, + model_id=ModelId("test-model"), + storage_size=Memory.from_kb(1000), pretty_name="Test Model", n_layers=10, ), - instance_id=InstanceId(), ) - placements = get_instance_placements(create_instance_command, topology, {}) + placements = get_instance_placements_after_create( + create_instance_command, topology, {} + ) assert len(placements) == 1 instance_id = list(placements.keys())[0] @@ -171,27 +175,26 @@ def test_get_instance_placements_one_node_fits_with_extra_memory( def test_get_instance_placements_one_node_not_fit( - create_node: Callable[[int, NodeId | None], Node], + create_node: Callable[[int, NodeId | None], NodeInfo], ) -> None: topology = Topology() node_id = NodeId() topology.add_node(create_node(1000 * 1024, node_id)) - create_instance_command = CreateInstanceCommand( + create_instance_command = CreateInstance( command_id=CommandId(), model_meta=ModelMetadata( - model_id="test-model", - storage_size_kilobytes=1001, + model_id=ModelId("test-model"), + storage_size=Memory.from_kb(1001), pretty_name="Test Model", n_layers=10, ), - instance_id=InstanceId(), ) with pytest.raises(ValueError, match="No cycles found with sufficient memory"): - get_instance_placements(create_instance_command, topology, {}) + get_instance_placements_after_create(create_instance_command, topology, {}) -def test_get_transition_events_no_change(topology: Topology, instance: Instance): +def test_get_transition_events_no_change(instance: Instance): # arrange instance_id = InstanceId() current_instances = {instance_id: instance} @@ -204,7 +207,7 @@ def test_get_transition_events_no_change(topology: Topology, instance: Instance) assert len(events) == 0 -def test_get_transition_events_create_instance(topology: Topology, instance: Instance): +def test_get_transition_events_create_instance(instance: Instance): # arrange instance_id = InstanceId() current_instances: dict[InstanceId, Instance] = {} @@ -215,10 +218,10 @@ def test_get_transition_events_create_instance(topology: Topology, instance: Ins # assert assert len(events) == 1 - assert events[0].event_type == _EventType.InstanceCreated + assert isinstance(events[0], InstanceCreated) -def test_get_transition_events_delete_instance(topology: Topology, instance: Instance): +def test_get_transition_events_delete_instance(instance: Instance): # arrange instance_id = InstanceId() current_instances: dict[InstanceId, Instance] = {instance_id: instance} @@ -229,5 +232,5 @@ def test_get_transition_events_delete_instance(topology: Topology, instance: Ins # assert assert len(events) == 1 - assert events[0].event_type == _EventType.InstanceDeleted + assert isinstance(events[0], InstanceDeleted) assert events[0].instance_id == instance_id diff --git a/src/exo/master/tests/test_placement_utils.py b/src/exo/master/tests/test_placement_utils.py index ed1dadc2..31796a36 100644 --- a/src/exo/master/tests/test_placement_utils.py +++ b/src/exo/master/tests/test_placement_utils.py @@ -1,9 +1,8 @@ -from ipaddress import IPv4Address from typing import Callable import pytest -from exo.master.utils.placement_utils import ( +from exo.master.placement_utils import ( filter_cycles_by_memory, get_hosts_from_subgraph, get_shard_assignments, @@ -11,8 +10,9 @@ from exo.master.utils.placement_utils import ( ) from exo.shared.topology import Topology from exo.shared.types.common import Host, NodeId -from exo.shared.types.models import ModelMetadata -from exo.shared.types.topology import Connection, Node +from exo.shared.types.memory import Memory +from exo.shared.types.models import ModelId, ModelMetadata +from exo.shared.types.topology import Connection, NodeInfo @pytest.fixture @@ -23,7 +23,7 @@ def topology() -> Topology: def test_filter_cycles_by_memory( topology: Topology, - create_node: Callable[[int, NodeId | None], Node], + create_node: Callable[[int, NodeId | None], NodeInfo], create_connection: Callable[[NodeId, NodeId], Connection], ): # arrange @@ -47,7 +47,7 @@ def test_filter_cycles_by_memory( assert len(cycles[0]) == 2 # act - filtered_cycles = filter_cycles_by_memory(cycles, 1) + filtered_cycles = filter_cycles_by_memory(cycles, Memory.from_bytes(1)) # assert assert len(filtered_cycles) == 1 @@ -57,7 +57,7 @@ def test_filter_cycles_by_memory( def test_filter_cycles_by_insufficient_memory( topology: Topology, - create_node: Callable[[int, NodeId | None], Node], + create_node: Callable[[int, NodeId | None], NodeInfo], create_connection: Callable[[NodeId, NodeId], Connection], ): # arrange @@ -77,7 +77,9 @@ def test_filter_cycles_by_insufficient_memory( topology.add_connection(connection2) # act - filtered_cycles = filter_cycles_by_memory(topology.get_cycles(), 2001 * 1024) + filtered_cycles = filter_cycles_by_memory( + topology.get_cycles(), Memory.from_kb(2001) + ) # assert assert len(filtered_cycles) == 0 @@ -85,7 +87,7 @@ def test_filter_cycles_by_insufficient_memory( def test_filter_multiple_cycles_by_memory( topology: Topology, - create_node: Callable[[int, NodeId | None], Node], + create_node: Callable[[int, NodeId | None], NodeInfo], create_connection: Callable[[NodeId, NodeId], Connection], ): # arrange @@ -110,7 +112,7 @@ def test_filter_multiple_cycles_by_memory( cycles = topology.get_cycles() # act - filtered_cycles = filter_cycles_by_memory(cycles, 1500 * 1024) + filtered_cycles = filter_cycles_by_memory(cycles, Memory.from_kb(1500)) # assert assert len(filtered_cycles) == 1 @@ -124,7 +126,7 @@ def test_filter_multiple_cycles_by_memory( def test_get_smallest_cycles( topology: Topology, - create_node: Callable[[int, NodeId | None], Node], + create_node: Callable[[int, NodeId | None], NodeInfo], create_connection: Callable[[NodeId, NodeId], Connection], ): # arrange @@ -164,7 +166,7 @@ def test_get_smallest_cycles( ) def test_get_shard_assignments( topology: Topology, - create_node: Callable[[int, NodeId | None], Node], + create_node: Callable[[int, NodeId | None], NodeInfo], create_connection: Callable[[NodeId, NodeId], Connection], available_memory: tuple[int, int, int], total_layers: int, @@ -189,10 +191,10 @@ def test_get_shard_assignments( topology.add_connection(create_connection(node_b_id, node_a_id)) model_meta = ModelMetadata( - model_id="test-model", + model_id=ModelId("test-model"), pretty_name="Test Model", n_layers=total_layers, - storage_size_kilobytes=1000, + storage_size=Memory.from_kb(1000), ) cycles = topology.get_cycles() selected_cycle = cycles[0] @@ -223,7 +225,7 @@ def test_get_shard_assignments( def test_get_hosts_from_subgraph( topology: Topology, - create_node: Callable[[int, NodeId | None], Node], + create_node: Callable[[int, NodeId | None], NodeInfo], create_connection: Callable[[NodeId, NodeId, int | None], Connection], ): # arrange @@ -250,9 +252,9 @@ def test_get_hosts_from_subgraph( # assert assert len(hosts) == 3 expected_hosts = [ - Host(ip=IPv4Address("127.0.0.1"), port=5001), - Host(ip=IPv4Address("127.0.0.1"), port=5002), - Host(ip=IPv4Address("127.0.0.1"), port=5003), + Host(ip=("127.0.0.1"), port=5001), + Host(ip=("127.0.0.1"), port=5002), + Host(ip=("127.0.0.1"), port=5003), ] for expected_host in expected_hosts: assert expected_host in hosts diff --git a/src/exo/master/tests/test_topology.py b/src/exo/master/tests/test_topology.py index 18cb84a2..e794c445 100644 --- a/src/exo/master/tests/test_topology.py +++ b/src/exo/master/tests/test_topology.py @@ -7,7 +7,7 @@ from exo.shared.types.profiling import ( NodePerformanceProfile, SystemPerformanceProfile, ) -from exo.shared.types.topology import Connection, ConnectionProfile, Node, NodeId +from exo.shared.types.topology import Connection, ConnectionProfile, NodeId, NodeInfo @pytest.fixture @@ -20,7 +20,6 @@ def connection() -> Connection: return Connection( local_node_id=NodeId(), send_back_node_id=NodeId(), - local_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1234"), send_back_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1235"), connection_profile=ConnectionProfile( throughput=1000, latency=1000, jitter=1000 @@ -30,7 +29,7 @@ def connection() -> Connection: @pytest.fixture def node_profile() -> NodePerformanceProfile: - memory_profile = MemoryPerformanceProfile( + memory_profile = MemoryPerformanceProfile.from_bytes( ram_total=1000, ram_available=1000, swap_total=1000, swap_available=1000 ) system_profile = SystemPerformanceProfile(flops_fp16=1000) @@ -54,7 +53,7 @@ def test_add_node(topology: Topology, node_profile: NodePerformanceProfile): node_id = NodeId() # act - topology.add_node(Node(node_id=node_id, node_profile=node_profile)) + topology.add_node(NodeInfo(node_id=node_id, node_profile=node_profile)) # assert data = topology.get_node_profile(node_id) @@ -65,9 +64,11 @@ def test_add_connection( topology: Topology, node_profile: NodePerformanceProfile, connection: Connection ): # arrange - topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) topology.add_node( - Node(node_id=connection.send_back_node_id, node_profile=node_profile) + NodeInfo(node_id=connection.local_node_id, node_profile=node_profile) + ) + topology.add_node( + NodeInfo(node_id=connection.send_back_node_id, node_profile=node_profile) ) topology.add_connection(connection) @@ -82,9 +83,11 @@ def test_update_node_profile( topology: Topology, node_profile: NodePerformanceProfile, connection: Connection ): # arrange - topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) topology.add_node( - Node(node_id=connection.send_back_node_id, node_profile=node_profile) + NodeInfo(node_id=connection.local_node_id, node_profile=node_profile) + ) + topology.add_node( + NodeInfo(node_id=connection.send_back_node_id, node_profile=node_profile) ) topology.add_connection(connection) @@ -92,7 +95,7 @@ def test_update_node_profile( model_id="test", chip_id="test", friendly_name="test", - memory=MemoryPerformanceProfile( + memory=MemoryPerformanceProfile.from_bytes( ram_total=1000, ram_available=1000, swap_total=1000, swap_available=1000 ), network_interfaces=[], @@ -113,9 +116,11 @@ def test_update_connection_profile( topology: Topology, node_profile: NodePerformanceProfile, connection: Connection ): # arrange - topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) topology.add_node( - Node(node_id=connection.send_back_node_id, node_profile=node_profile) + NodeInfo(node_id=connection.local_node_id, node_profile=node_profile) + ) + topology.add_node( + NodeInfo(node_id=connection.send_back_node_id, node_profile=node_profile) ) topology.add_connection(connection) @@ -125,7 +130,6 @@ def test_update_connection_profile( connection = Connection( local_node_id=connection.local_node_id, send_back_node_id=connection.send_back_node_id, - local_multiaddr=connection.local_multiaddr, send_back_multiaddr=connection.send_back_multiaddr, connection_profile=new_connection_profile, ) @@ -142,9 +146,11 @@ def test_remove_connection_still_connected( topology: Topology, node_profile: NodePerformanceProfile, connection: Connection ): # arrange - topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) topology.add_node( - Node(node_id=connection.send_back_node_id, node_profile=node_profile) + NodeInfo(node_id=connection.local_node_id, node_profile=node_profile) + ) + topology.add_node( + NodeInfo(node_id=connection.send_back_node_id, node_profile=node_profile) ) topology.add_connection(connection) @@ -155,64 +161,15 @@ def test_remove_connection_still_connected( assert topology.get_connection_profile(connection) is None -def test_remove_connection_bridge( - topology: Topology, node_profile: NodePerformanceProfile, connection: Connection -): - """Create a bridge scenario: master -> node_a -> node_b - and remove the bridge connection (master -> node_a)""" - # arrange - master_id = NodeId() - node_a_id = NodeId() - node_b_id = NodeId() - - topology.add_node(Node(node_id=master_id, node_profile=node_profile)) - topology.add_node(Node(node_id=node_a_id, node_profile=node_profile)) - topology.add_node(Node(node_id=node_b_id, node_profile=node_profile)) - - topology.set_master_node_id(master_id) - - connection_master_to_a = Connection( - local_node_id=master_id, - send_back_node_id=node_a_id, - local_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1234"), - send_back_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1235"), - connection_profile=ConnectionProfile( - throughput=1000, latency=1000, jitter=1000 - ), - ) - - connection_a_to_b = Connection( - local_node_id=node_a_id, - send_back_node_id=node_b_id, - local_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1236"), - send_back_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/1237"), - connection_profile=ConnectionProfile( - throughput=1000, latency=1000, jitter=1000 - ), - ) - - topology.add_connection(connection_master_to_a) - topology.add_connection(connection_a_to_b) - - assert len(list(topology.list_nodes())) == 3 - - topology.remove_connection(connection_master_to_a) - - remaining_nodes = list(topology.list_nodes()) - assert len(remaining_nodes) == 1 - assert remaining_nodes[0].node_id == master_id - - assert topology.get_node_profile(node_a_id) is None - assert topology.get_node_profile(node_b_id) is None - - def test_remove_node_still_connected( topology: Topology, node_profile: NodePerformanceProfile, connection: Connection ): # arrange - topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) topology.add_node( - Node(node_id=connection.send_back_node_id, node_profile=node_profile) + NodeInfo(node_id=connection.local_node_id, node_profile=node_profile) + ) + topology.add_node( + NodeInfo(node_id=connection.send_back_node_id, node_profile=node_profile) ) topology.add_connection(connection) @@ -227,9 +184,11 @@ def test_list_nodes( topology: Topology, node_profile: NodePerformanceProfile, connection: Connection ): # arrange - topology.add_node(Node(node_id=connection.local_node_id, node_profile=node_profile)) topology.add_node( - Node(node_id=connection.send_back_node_id, node_profile=node_profile) + NodeInfo(node_id=connection.local_node_id, node_profile=node_profile) + ) + topology.add_node( + NodeInfo(node_id=connection.send_back_node_id, node_profile=node_profile) ) topology.add_connection(connection) @@ -238,7 +197,7 @@ def test_list_nodes( # assert assert len(nodes) == 2 - assert all(isinstance(node, Node) for node in nodes) + assert all(isinstance(node, NodeInfo) for node in nodes) assert {node.node_id for node in nodes} == { connection.local_node_id, connection.send_back_node_id, diff --git a/src/exo/routing/__init__.py b/src/exo/routing/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/src/exo/routing/connection_message.py b/src/exo/routing/connection_message.py new file mode 100644 index 00000000..665483ac --- /dev/null +++ b/src/exo/routing/connection_message.py @@ -0,0 +1,37 @@ +from enum import Enum + +from exo_pyo3_bindings import ConnectionUpdate, ConnectionUpdateType + +from exo.shared.types.common import NodeId +from exo.utils.pydantic_ext import CamelCaseModel + +"""Serialisable types for Connection Updates/Messages""" + + +class ConnectionMessageType(Enum): + Connected = 0 + Disconnected = 1 + + @staticmethod + def from_update_type(update_type: ConnectionUpdateType): + match update_type: + case ConnectionUpdateType.Connected: + return ConnectionMessageType.Connected + case ConnectionUpdateType.Disconnected: + return ConnectionMessageType.Disconnected + + +class ConnectionMessage(CamelCaseModel): + node_id: NodeId + connection_type: ConnectionMessageType + remote_ipv4: str + remote_tcp_port: int + + @classmethod + def from_update(cls, update: ConnectionUpdate) -> "ConnectionMessage": + return cls( + node_id=NodeId(update.peer_id.to_base58()), + connection_type=ConnectionMessageType.from_update_type(update.update_type), + remote_ipv4=update.remote_ipv4, + remote_tcp_port=update.remote_tcp_port, + ) diff --git a/src/exo/routing/router.py b/src/exo/routing/router.py new file mode 100644 index 00000000..cf89e75f --- /dev/null +++ b/src/exo/routing/router.py @@ -0,0 +1,242 @@ +from copy import copy +from itertools import count +from math import inf +from os import PathLike +from pathlib import Path +from typing import cast + +from anyio import ( + BrokenResourceError, + ClosedResourceError, + create_task_group, + sleep_forever, +) +from anyio.abc import TaskGroup +from exo_pyo3_bindings import Keypair, NetworkingHandle, NoPeersSubscribedToTopicError +from filelock import FileLock +from loguru import logger + +from exo.shared.constants import EXO_NODE_ID_KEYPAIR +from exo.utils.channels import Receiver, Sender, channel +from exo.utils.pydantic_ext import CamelCaseModel + +from .connection_message import ConnectionMessage +from .topics import CONNECTION_MESSAGES, PublishPolicy, TypedTopic + + +# A significant current limitation of the TopicRouter is that it is not capable +# of preventing feedback, as it does not ask for a system id so cannot tell +# which message is coming/going to which system. +# This is currently only relevant for Election +class TopicRouter[T: CamelCaseModel]: + def __init__( + self, + topic: TypedTopic[T], + networking_sender: Sender[tuple[str, bytes]], + max_buffer_size: float = inf, + ): + self.topic: TypedTopic[T] = topic + self.senders: set[Sender[T]] = set() + send, recv = channel[T]() + self.receiver: Receiver[T] = recv + self.temp_sender: Sender[T] | None = send + self.networking_sender: Sender[tuple[str, bytes]] = networking_sender + + async def run(self): + logger.debug(f"Topic Router {self.topic} ready to send") + with self.receiver as items: + async for item in items: + # Check if we should send to network + if ( + len(self.senders) == 0 + and self.topic.publish_policy is PublishPolicy.Minimal + ): + await self._send_out(item) + continue + if self.topic.publish_policy is PublishPolicy.Always: + await self._send_out(item) + # Then publish to all senders + await self.publish(item) + + async def shutdown(self): + logger.debug(f"Shutting down Topic Router {self.topic}") + # Close all the things! + for sender in self.senders: + sender.close() + if self.temp_sender: + self.temp_sender.close() + self.receiver.close() + + async def publish(self, item: T): + """ + Publish item T on this topic to all senders. + NB: this sends to ALL receivers, potentially including receivers held by the object doing the sending. + You should handle your own output if you hold a sender + receiver pair. + """ + to_clear: set[Sender[T]] = set() + for sender in copy(self.senders): + try: + await sender.send(item) + except (ClosedResourceError, BrokenResourceError): + to_clear.add(sender) + self.senders -= to_clear + + async def publish_bytes(self, data: bytes): + await self.publish(self.topic.deserialize(data)) + + async def _send_out(self, item: T): + logger.trace(f"TopicRouter {self.topic.topic} sending {item}") + await self.networking_sender.send( + (str(self.topic.topic), self.topic.serialize(item)) + ) + + +class Router: + @classmethod + def create(cls, identity: Keypair) -> "Router": + return cls(handle=NetworkingHandle(identity)) + + def __init__(self, handle: NetworkingHandle): + self.topic_routers: dict[str, TopicRouter[CamelCaseModel]] = {} + send, recv = channel[tuple[str, bytes]]() + self.networking_receiver: Receiver[tuple[str, bytes]] = recv + self._net: NetworkingHandle = handle + self._tmp_networking_sender: Sender[tuple[str, bytes]] | None = send + self._id_count = count() + self._tg: TaskGroup | None = None + + async def register_topic[T: CamelCaseModel](self, topic: TypedTopic[T]): + assert self._tg is None, "Attempted to register topic after setup time" + send = self._tmp_networking_sender + if send: + self._tmp_networking_sender = None + else: + send = self.networking_receiver.clone_sender() + router = TopicRouter[T](topic, send) + self.topic_routers[topic.topic] = cast(TopicRouter[CamelCaseModel], router) + await self._networking_subscribe(str(topic.topic)) + + def sender[T: CamelCaseModel](self, topic: TypedTopic[T]) -> Sender[T]: + router = self.topic_routers.get(topic.topic, None) + # There's gotta be a way to do this without THIS many asserts + assert router is not None + assert router.topic == topic + send: Sender[T] | None = cast(Sender[T] | None, router.temp_sender) + if send: + router.temp_sender = None + return send + try: + sender = cast(Receiver[T], router.receiver).clone_sender() + except ClosedResourceError: + sender, router.receiver = cast( + tuple[Sender[T], Receiver[CamelCaseModel]], channel[T]() + ) + return sender + + def receiver[T: CamelCaseModel](self, topic: TypedTopic[T]) -> Receiver[T]: + router = self.topic_routers.get(topic.topic, None) + # There's gotta be a way to do this without THIS many asserts + + assert router is not None + assert router.topic == topic + assert router.topic.model_type == topic.model_type + + send, recv = channel[T]() + router.senders.add(cast(Sender[CamelCaseModel], send)) + + return recv + + async def run(self): + logger.debug("Starting Router") + async with create_task_group() as tg: + self._tg = tg + for topic in self.topic_routers: + router = self.topic_routers[topic] + tg.start_soon(router.run) + tg.start_soon(self._networking_recv) + tg.start_soon(self._networking_recv_connection_messages) + tg.start_soon(self._networking_publish) + # Router only shuts down if you cancel it. + await sleep_forever() + for topic in self.topic_routers: + await self._networking_unsubscribe(str(topic)) + + async def shutdown(self): + logger.debug("Shutting down Router") + if not self._tg: + return + self._tg.cancel_scope.cancel() + + async def _networking_subscribe(self, topic: str): + logger.info(f"Subscribing to {topic}") + await self._net.gossipsub_subscribe(topic) + + async def _networking_unsubscribe(self, topic: str): + logger.info(f"Unsubscribing from {topic}") + await self._net.gossipsub_unsubscribe(topic) + + async def _networking_recv(self): + while True: + topic, data = await self._net.gossipsub_recv() + logger.trace(f"Received message on {topic} with payload {data}") + if topic not in self.topic_routers: + logger.warning(f"Received message on unknown or inactive topic {topic}") + continue + + router = self.topic_routers[topic] + await router.publish_bytes(data) + + async def _networking_recv_connection_messages(self): + while True: + update = await self._net.connection_update_recv() + message = ConnectionMessage.from_update(update) + logger.trace( + f"Received message on connection_messages with payload {message}" + ) + if CONNECTION_MESSAGES.topic in self.topic_routers: + router = self.topic_routers[CONNECTION_MESSAGES.topic] + assert router.topic.model_type == ConnectionMessage + router = cast(TopicRouter[ConnectionMessage], router) + await router.publish(message) + + async def _networking_publish(self): + # This with/for pattern ensures this method doesn't return until after the receiver closes + # This is good for safety, but is mostly a redundant check. + with self.networking_receiver as networked_items: + async for topic, data in networked_items: + try: + logger.trace(f"Sending message on {topic} with payload {data}") + await self._net.gossipsub_publish(topic, data) + except NoPeersSubscribedToTopicError: + logger.trace(f"Failed to send over {topic} - No peers found.") + + +def get_node_id_keypair( + path: str | bytes | PathLike[str] | PathLike[bytes] = EXO_NODE_ID_KEYPAIR, +) -> Keypair: + """ + Obtains the :class:`Keypair` associated with this node-ID. + Obtain the :class:`PeerId` by from it. + """ + + def lock_path(path: str | bytes | PathLike[str] | PathLike[bytes]) -> Path: + return Path(str(path) + ".lock") + + # operate with cross-process lock to avoid race conditions + with FileLock(lock_path(path)): + with open(path, "a+b") as f: # opens in append-mode => starts at EOF + # if non-zero EOF, then file exists => use to get node-ID + if f.tell() != 0: + f.seek(0) # go to start & read protobuf-encoded bytes + protobuf_encoded = f.read() + + try: # if decoded successfully, save & return + return Keypair.from_protobuf_encoding(protobuf_encoded) + except ValueError as e: # on runtime error, assume corrupt file + logger.warning(f"Encountered error when trying to get keypair: {e}") + + # if no valid credentials, create new ones and persist + with open(path, "w+b") as f: + keypair = Keypair.generate_ed25519() + f.write(keypair.to_protobuf_encoding()) + return keypair diff --git a/src/exo/routing/tests/test_event_buffer.py b/src/exo/routing/tests/test_event_buffer.py new file mode 100644 index 00000000..a6f48a96 --- /dev/null +++ b/src/exo/routing/tests/test_event_buffer.py @@ -0,0 +1,141 @@ +import pytest + +from exo.shared.types.events import Event, TestEvent +from exo.utils.event_buffer import OrderedBuffer + + +def make_indexed_event(idx: int) -> tuple[int, Event]: + """Factory function to create a unique ForwarderEvent for a given index.""" + return (idx, TestEvent()) + + +@pytest.fixture +def buffer() -> OrderedBuffer[Event]: + """Provides a clean instance of OrderedBuffer[Event] for each test.""" + return OrderedBuffer[Event]() + + +@pytest.mark.asyncio +async def test_initial_state(buffer: OrderedBuffer[Event]): + """Tests that a new buffer is empty and starts at index 1.""" + assert buffer.next_idx_to_release == 0 + assert not buffer.store + assert buffer.drain() == [] + + +@pytest.mark.asyncio +async def test_ingest_and_drain_sequential_events(buffer: OrderedBuffer[Event]): + """Tests ingesting and draining a simple, ordered sequence of events.""" + events = [make_indexed_event(0), make_indexed_event(1), make_indexed_event(2)] + [buffer.ingest(*ev) for ev in events] + + drained_events = buffer.drain_indexed() + assert drained_events == events + assert buffer.next_idx_to_release == 3 + assert not buffer.store + + +@pytest.mark.asyncio +async def test_ingest_out_of_order_events(buffer: OrderedBuffer[Event]): + """Tests that out-of-order events are buffered and drained in the correct sequence.""" + event1 = make_indexed_event(0) + event2 = make_indexed_event(1) + event3 = make_indexed_event(2) + + buffer.ingest(*event3) + buffer.ingest(*event1) + buffer.ingest(*event2) + + drained_events = buffer.drain_indexed() + assert drained_events == [event1, event2, event3] + assert buffer.next_idx_to_release == 3 + + +@pytest.mark.asyncio +async def test_drain_with_gap_in_sequence(buffer: OrderedBuffer[Event]): + """Tests that draining stops when there is a gap in the event indices.""" + event1 = make_indexed_event(0) + event3 = make_indexed_event(2) + + buffer.ingest(*event1) + buffer.ingest(*event3) + + drained_events = buffer.drain_indexed() + assert drained_events == [event1] + assert buffer.next_idx_to_release == 1 + + assert buffer.drain() == [] + assert 2 in buffer.store + + +@pytest.mark.asyncio +async def test_fill_gap_and_drain_remaining(buffer: OrderedBuffer[Event]): + """Tests that once a gap is filled, the rest of the sequence is drained.""" + event0 = make_indexed_event(0) + event2 = make_indexed_event(2) + buffer.ingest(*event0) + buffer.ingest(*event2) + + buffer.drain() + assert buffer.next_idx_to_release == 1 + + event1 = make_indexed_event(1) + buffer.ingest(*event1) + + drained_events = buffer.drain_indexed() + assert [e[0] for e in drained_events] == [1, 2] + assert buffer.next_idx_to_release == 3 + + +@pytest.mark.asyncio +async def test_ingest_drops_duplicate_indices(buffer: OrderedBuffer[Event]): + """Tests that if multiple events for the same index are ingested, the first one wins.""" + event2_first = make_indexed_event(1) + event2_second = (1, TestEvent()) + + buffer.ingest(*make_indexed_event(0)) + buffer.ingest(*event2_first) + buffer.ingest(*event2_second) # This duplicate should be ignored + + drained = buffer.drain_indexed() + assert len(drained) == 2 + + assert drained[1][1].event_id == event2_first[1].event_id + assert drained[1][1].event_id != event2_second[1].event_id + + +@pytest.mark.asyncio +async def test_ingest_drops_stale_events(buffer: OrderedBuffer[Event]): + """Tests that events with an index lower than next_idx_to_release are dropped.""" + buffer.ingest(*make_indexed_event(0)) + buffer.ingest(*make_indexed_event(1)) + buffer.drain() + + assert buffer.next_idx_to_release == 2 + + stale_event1 = make_indexed_event(0) + stale_event2 = make_indexed_event(1) + buffer.ingest(*stale_event1) + buffer.ingest(*stale_event2) + + assert not buffer.store + assert buffer.drain() == [] + + +@pytest.mark.asyncio +async def test_drain_and_ingest_with_new_sequence(buffer: OrderedBuffer[Event]): + """Tests reusing the buffer after it has been fully drained.""" + buffer.ingest(*make_indexed_event(0)) + buffer.ingest(*make_indexed_event(1)) + buffer.drain() + + assert buffer.next_idx_to_release == 2 + assert not buffer.store + + buffer.ingest(*make_indexed_event(4)) + buffer.ingest(*make_indexed_event(2)) + + drained = buffer.drain_indexed() + assert [e[0] for e in drained] == [2] + assert buffer.next_idx_to_release == 3 + assert 4 in buffer.store diff --git a/src/exo/routing/topics.py b/src/exo/routing/topics.py new file mode 100644 index 00000000..50f1c9af --- /dev/null +++ b/src/exo/routing/topics.py @@ -0,0 +1,47 @@ +from dataclasses import dataclass +from enum import Enum + +from exo.routing.connection_message import ConnectionMessage +from exo.shared.election import ElectionMessage +from exo.shared.types.commands import ForwarderCommand +from exo.shared.types.events import ( + ForwarderEvent, +) +from exo.utils.pydantic_ext import CamelCaseModel + + +class PublishPolicy(str, Enum): + Never = "Never" + """Never publish to the network - this is a local message""" + Minimal = "Minimal" + """Only publish when there is no local receiver for this type of message""" + Always = "Always" + """Always publish to the network""" + + +@dataclass # (frozen=True) +class TypedTopic[T: CamelCaseModel]: + topic: str + publish_policy: PublishPolicy + + model_type: type[ + T + ] # This can be worked around with evil type hacking, see https://stackoverflow.com/a/71720366 - I don't think it's necessary here. + + @staticmethod + def serialize(t: T) -> bytes: + return t.model_dump_json().encode("utf-8") + + def deserialize(self, b: bytes) -> T: + return self.model_type.model_validate_json(b.decode("utf-8")) + + +GLOBAL_EVENTS = TypedTopic("global_events", PublishPolicy.Always, ForwarderEvent) +LOCAL_EVENTS = TypedTopic("local_events", PublishPolicy.Always, ForwarderEvent) +COMMANDS = TypedTopic("commands", PublishPolicy.Always, ForwarderCommand) +ELECTION_MESSAGES = TypedTopic( + "election_messages", PublishPolicy.Always, ElectionMessage +) +CONNECTION_MESSAGES = TypedTopic( + "connection_messages", PublishPolicy.Never, ConnectionMessage +) diff --git a/src/exo/shared/apply/apply.py b/src/exo/shared/apply.py similarity index 66% rename from src/exo/shared/apply/apply.py rename to src/exo/shared/apply.py index 75c102f4..3c0f2d5d 100644 --- a/src/exo/shared/apply/apply.py +++ b/src/exo/shared/apply.py @@ -1,18 +1,17 @@ -from __future__ import annotations - import copy -from functools import singledispatch from typing import Mapping +from loguru import logger + from exo.shared.types.common import NodeId from exo.shared.types.events import ( + ChunkGenerated, Event, - EventFromEventLog, + IndexedEvent, InstanceActivated, InstanceCreated, InstanceDeactivated, InstanceDeleted, - InstanceReplacedAtomically, NodePerformanceMeasured, RunnerDeleted, RunnerStatusUpdated, @@ -20,48 +19,74 @@ from exo.shared.types.events import ( TaskDeleted, TaskFailed, TaskStateUpdated, + TestEvent, TopologyEdgeCreated, TopologyEdgeDeleted, - TopologyEdgeReplacedAtomically, TopologyNodeCreated, WorkerStatusUpdated, ) from exo.shared.types.profiling import NodePerformanceProfile from exo.shared.types.state import State from exo.shared.types.tasks import Task, TaskId, TaskStatus -from exo.shared.types.topology import Connection, Node -from exo.shared.types.worker.common import NodeStatus, RunnerId +from exo.shared.types.topology import NodeInfo +from exo.shared.types.worker.common import RunnerId, WorkerStatus from exo.shared.types.worker.instances import Instance, InstanceId, InstanceStatus from exo.shared.types.worker.runners import RunnerStatus -@singledispatch def event_apply(event: Event, state: State) -> State: - """Apply an event to *state*. - - Events decorated with ``@no_op_event`` set ``__no_apply__ = True`` on the - class. Such events are considered *no-ops* and therefore leave the state - unchanged without requiring a dedicated handler in this dispatch table. - """ - - if getattr(event, "__no_apply__", False): - return state - - raise RuntimeError(f"no handler registered for event type {type(event).__name__}") + """Apply an event to state.""" + match event: + case TestEvent() | ChunkGenerated(): + return state + case InstanceActivated(): + return apply_instance_activated(event, state) + case InstanceCreated(): + return apply_instance_created(event, state) + case InstanceDeactivated(): + return apply_instance_deactivated(event, state) + case InstanceDeleted(): + return apply_instance_deleted(event, state) + case NodePerformanceMeasured(): + return apply_node_performance_measured(event, state) + case RunnerDeleted(): + return apply_runner_deleted(event, state) + case RunnerStatusUpdated(): + return apply_runner_status_updated(event, state) + case TaskCreated(): + return apply_task_created(event, state) + case TaskDeleted(): + return apply_task_deleted(event, state) + case TaskFailed(): + return apply_task_failed(event, state) + case TaskStateUpdated(): + return apply_task_state_updated(event, state) + case WorkerStatusUpdated(): + return apply_worker_status_updated(event, state) + case TopologyNodeCreated(): + return apply_topology_node_created(event, state) + case TopologyEdgeCreated(): + return apply_topology_edge_created(event, state) + case TopologyEdgeDeleted(): + return apply_topology_edge_deleted(event, state) -def apply(state: State, event: EventFromEventLog[Event]) -> State: +def apply(state: State, event: IndexedEvent) -> State: + # Just to test that events are only applied in correct order + if state.last_event_applied_idx != event.idx - 1: + logger.warning( + f"Expected event {state.last_event_applied_idx + 1} but received {event.idx}" + ) + assert state.last_event_applied_idx == event.idx - 1 new_state: State = event_apply(event.event, state) - return new_state.model_copy(update={"last_event_applied_idx": event.idx_in_log}) + return new_state.model_copy(update={"last_event_applied_idx": event.idx}) -@event_apply.register(TaskCreated) def apply_task_created(event: TaskCreated, state: State) -> State: new_tasks: Mapping[TaskId, Task] = {**state.tasks, event.task_id: event.task} return state.model_copy(update={"tasks": new_tasks}) -@event_apply.register(TaskDeleted) def apply_task_deleted(event: TaskDeleted, state: State) -> State: new_tasks: Mapping[TaskId, Task] = { tid: task for tid, task in state.tasks.items() if tid != event.task_id @@ -69,7 +94,6 @@ def apply_task_deleted(event: TaskDeleted, state: State) -> State: return state.model_copy(update={"tasks": new_tasks}) -@event_apply.register(TaskStateUpdated) def apply_task_state_updated(event: TaskStateUpdated, state: State) -> State: if event.task_id not in state.tasks: return state @@ -86,7 +110,6 @@ def apply_task_state_updated(event: TaskStateUpdated, state: State) -> State: return state.model_copy(update={"tasks": new_tasks}) -@event_apply.register(TaskFailed) def apply_task_failed(event: TaskFailed, state: State) -> State: if event.task_id not in state.tasks: return state @@ -98,7 +121,6 @@ def apply_task_failed(event: TaskFailed, state: State) -> State: return state.model_copy(update={"tasks": new_tasks}) -@event_apply.register(InstanceCreated) def apply_instance_created(event: InstanceCreated, state: State) -> State: instance = event.instance new_instances: Mapping[InstanceId, Instance] = { @@ -108,13 +130,12 @@ def apply_instance_created(event: InstanceCreated, state: State) -> State: return state.model_copy(update={"instances": new_instances}) -@event_apply.register(InstanceActivated) def apply_instance_activated(event: InstanceActivated, state: State) -> State: if event.instance_id not in state.instances: return state updated_instance = state.instances[event.instance_id].model_copy( - update={"type": InstanceStatus.ACTIVE} + update={"instance_type": InstanceStatus.ACTIVE} ) new_instances: Mapping[InstanceId, Instance] = { **state.instances, @@ -123,13 +144,12 @@ def apply_instance_activated(event: InstanceActivated, state: State) -> State: return state.model_copy(update={"instances": new_instances}) -@event_apply.register(InstanceDeactivated) def apply_instance_deactivated(event: InstanceDeactivated, state: State) -> State: if event.instance_id not in state.instances: return state updated_instance = state.instances[event.instance_id].model_copy( - update={"type": InstanceStatus.INACTIVE} + update={"instance_type": InstanceStatus.INACTIVE} ) new_instances: Mapping[InstanceId, Instance] = { **state.instances, @@ -138,7 +158,6 @@ def apply_instance_deactivated(event: InstanceDeactivated, state: State) -> Stat return state.model_copy(update={"instances": new_instances}) -@event_apply.register(InstanceDeleted) def apply_instance_deleted(event: InstanceDeleted, state: State) -> State: new_instances: Mapping[InstanceId, Instance] = { iid: inst for iid, inst in state.instances.items() if iid != event.instance_id @@ -146,19 +165,6 @@ def apply_instance_deleted(event: InstanceDeleted, state: State) -> State: return state.model_copy(update={"instances": new_instances}) -@event_apply.register(InstanceReplacedAtomically) -def apply_instance_replaced_atomically( - event: InstanceReplacedAtomically, state: State -) -> State: - new_instances = dict(state.instances) - if event.instance_to_replace in new_instances: - del new_instances[event.instance_to_replace] - if event.new_instance_id in state.instances: - new_instances[event.new_instance_id] = state.instances[event.new_instance_id] - return state.model_copy(update={"instances": new_instances}) - - -@event_apply.register(RunnerStatusUpdated) def apply_runner_status_updated(event: RunnerStatusUpdated, state: State) -> State: new_runners: Mapping[RunnerId, RunnerStatus] = { **state.runners, @@ -167,7 +173,6 @@ def apply_runner_status_updated(event: RunnerStatusUpdated, state: State) -> Sta return state.model_copy(update={"runners": new_runners}) -@event_apply.register(RunnerDeleted) def apply_runner_deleted(event: RunnerDeleted, state: State) -> State: new_runners: Mapping[RunnerId, RunnerStatus] = { rid: rs for rid, rs in state.runners.items() if rid != event.runner_id @@ -175,7 +180,7 @@ def apply_runner_deleted(event: RunnerDeleted, state: State) -> State: return state.model_copy(update={"runners": new_runners}) -@event_apply.register(NodePerformanceMeasured) +# TODO: This whole function needs fixing def apply_node_performance_measured( event: NodePerformanceMeasured, state: State ) -> State: @@ -187,58 +192,39 @@ def apply_node_performance_measured( topology = copy.copy(state.topology) if not topology.contains_node(event.node_id): # TODO: figure out why this is happening in the first place - topology.add_node(Node(node_id=event.node_id)) + topology.add_node(NodeInfo(node_id=event.node_id)) topology.update_node_profile(event.node_id, event.node_profile) return state.model_copy(update={"topology": topology}) -@event_apply.register(WorkerStatusUpdated) def apply_worker_status_updated(event: WorkerStatusUpdated, state: State) -> State: - new_node_status: Mapping[NodeId, NodeStatus] = { + new_node_status: Mapping[NodeId, WorkerStatus] = { **state.node_status, event.node_id: event.node_state, } return state.model_copy(update={"node_status": new_node_status}) -@event_apply.register(TopologyNodeCreated) def apply_topology_node_created(event: TopologyNodeCreated, state: State) -> State: topology = copy.copy(state.topology) - topology.add_node(Node(node_id=event.node_id)) - if event.role == "MASTER": - topology.set_master_node_id(event.node_id) + topology.add_node(NodeInfo(node_id=event.node_id)) return state.model_copy(update={"topology": topology}) -@event_apply.register(TopologyEdgeCreated) def apply_topology_edge_created(event: TopologyEdgeCreated, state: State) -> State: topology = copy.copy(state.topology) topology.add_connection(event.edge) return state.model_copy(update={"topology": topology}) -@event_apply.register(TopologyEdgeReplacedAtomically) -def apply_topology_edge_replaced_atomically( - event: TopologyEdgeReplacedAtomically, state: State -) -> State: - topology = copy.copy(state.topology) - topology.update_connection_profile(event.edge) - return state.model_copy(update={"topology": topology}) - - -@event_apply.register(TopologyEdgeDeleted) def apply_topology_edge_deleted(event: TopologyEdgeDeleted, state: State) -> State: topology = copy.copy(state.topology) if not topology.contains_connection(event.edge): return state topology.remove_connection(event.edge) - opposite_edge = Connection( - local_node_id=event.edge.send_back_node_id, - send_back_node_id=event.edge.local_node_id, - local_multiaddr=event.edge.send_back_multiaddr, - send_back_multiaddr=event.edge.local_multiaddr, - ) - if not topology.contains_connection(opposite_edge): - return state.model_copy(update={"topology": topology}) - topology.remove_connection(opposite_edge) + if not topology.contains_connection(event.edge) and topology.contains_connection( + event.edge.reverse() + ): + topology.remove_connection(event.edge.reverse()) + # TODO: Clean up removing the reverse connection return state.model_copy(update={"topology": topology}) diff --git a/src/exo/shared/apply/__init__.py b/src/exo/shared/apply/__init__.py deleted file mode 100644 index dc22de1e..00000000 --- a/src/exo/shared/apply/__init__.py +++ /dev/null @@ -1,3 +0,0 @@ -from .apply import apply - -__all__ = ["apply"] diff --git a/src/exo/shared/constants.py b/src/exo/shared/constants.py index 2be7d1f2..2961c686 100644 --- a/src/exo/shared/constants.py +++ b/src/exo/shared/constants.py @@ -21,8 +21,10 @@ EXO_MASTER_KEYRING_FILE = EXO_HOME / "master_keyring" EXO_IPC_DIR = EXO_HOME / "ipc" # libp2p topics for event forwarding -LIBP2P_WORKER_EVENTS_TOPIC = "worker_events" +LIBP2P_LOCAL_EVENTS_TOPIC = "worker_events" LIBP2P_GLOBAL_EVENTS_TOPIC = "global_events" +LIBP2P_ELECTION_MESSAGES_TOPIC = "election_message" +LIBP2P_COMMANDS_TOPIC = "commands" # lower bounds define timeouts for flops and memory bandwidth - these are the values for the M1 chip. LB_TFLOPS = 2.3 diff --git a/src/exo/shared/db/__init__.py b/src/exo/shared/db/__init__.py index 955a46e2..e69de29b 100644 --- a/src/exo/shared/db/__init__.py +++ b/src/exo/shared/db/__init__.py @@ -1,5 +0,0 @@ -"""Database implementations for event storage.""" - -from .sqlite import AsyncSQLiteEventStorage, EventStorageProtocol - -__all__ = ["AsyncSQLiteEventStorage", "EventStorageProtocol"] diff --git a/src/exo/shared/db/config.py b/src/exo/shared/db/config.py new file mode 100644 index 00000000..c5d0e01b --- /dev/null +++ b/src/exo/shared/db/config.py @@ -0,0 +1,19 @@ +from pathlib import Path + +from pydantic import BaseModel + +from exo.shared.constants import EXO_GLOBAL_EVENT_DB + + +class EventLogConfig(BaseModel): + """Configuration for the event log system""" + + # Batch processing settings + batch_size: int = 100 + batch_timeout_ms: int = 100 + debounce_ms: int = 10 + max_age_ms: int = 100 + + def get_db_path(self) -> Path: + """Get the full path for a specific event log type""" + return EXO_GLOBAL_EVENT_DB diff --git a/src/exo/shared/db/sqlite/connector.py b/src/exo/shared/db/connector.py similarity index 92% rename from src/exo/shared/db/sqlite/connector.py rename to src/exo/shared/db/connector.py index 5cb514b8..141cac38 100644 --- a/src/exo/shared/db/sqlite/connector.py +++ b/src/exo/shared/db/connector.py @@ -8,13 +8,13 @@ from pathlib import Path from typing import Any, cast from loguru import logger +from pydantic import TypeAdapter from sqlalchemy import text from sqlalchemy.exc import OperationalError from sqlalchemy.ext.asyncio import AsyncConnection, AsyncSession, create_async_engine -from exo.shared.types.events import Event, EventParser, NodeId -from exo.shared.types.events._events import Heartbeat -from exo.shared.types.events.components import EventFromEventLog +from exo.shared.types.common import NodeId +from exo.shared.types.events import Event, IndexedEvent, event_tag from .types import StoredEvent @@ -73,9 +73,7 @@ class AsyncSQLiteEventStorage: for event in events: await self._write_queue.put((event, origin)) - async def get_events_since( - self, last_idx: int, ignore_no_op_events: bool = False - ) -> Sequence[EventFromEventLog[Event]]: + async def get_events_since(self, last_idx: int) -> Sequence[IndexedEvent]: """Retrieve events after a specific index.""" if self._closed: raise RuntimeError("Storage is closed") @@ -92,10 +90,10 @@ class AsyncSQLiteEventStorage: ) rows = result.fetchall() - events: list[EventFromEventLog[Event]] = [] + events: list[IndexedEvent] = [] for row in rows: rowid: int = cast(int, row[0]) - origin: str = cast(str, row[1]) + # origin: str = cast(str, row[1]) # Parse JSON string to dict raw_event_data = row[2] # type: ignore[reportAny] - SQLAlchemy result is Any if isinstance(raw_event_data, str): @@ -104,14 +102,12 @@ class AsyncSQLiteEventStorage: ) else: event_data = cast(dict[str, Any], raw_event_data) - event = EventParser.validate_python(event_data) - if ignore_no_op_events and event.__no_apply__: - continue + event: Event = TypeAdapter(Event).validate_python(event_data) # type: ignore events.append( - EventFromEventLog( - event=event, - origin=NodeId(origin), - idx_in_log=rowid, # rowid becomes idx_in_log + IndexedEvent( + event=event, # type: ignore + # origin=NodeId(origin), + idx=rowid, # rowid becomes idx_in_log ) ) @@ -325,7 +321,7 @@ class AsyncSQLiteEventStorage: for event, origin in batch: stored_event = StoredEvent( origin=origin, - event_type=event.event_type, + event_type=event_tag(event), event_id=str(event.event_id), event_data=event.model_dump( mode="json" @@ -334,8 +330,7 @@ class AsyncSQLiteEventStorage: session.add(stored_event) await session.commit() - if len([ev for ev in batch if not isinstance(ev[0], Heartbeat)]) > 0: - logger.debug(f"Committed batch of {len(batch)} events") + logger.debug(f"Committed batch of {len(batch)} events") except OperationalError as e: if "database is locked" in str(e): @@ -393,7 +388,7 @@ class AsyncSQLiteEventStorage: for event, origin in batch: stored_event = StoredEvent( origin=origin, - event_type=event.event_type, + event_type=event_tag(event), event_id=str(event.event_id), event_data=event.model_dump(mode="json"), ) @@ -401,10 +396,9 @@ class AsyncSQLiteEventStorage: await session.commit() - if len([ev for ev in batch if not isinstance(ev[0], Heartbeat)]) > 0: - logger.debug( - f"Committed batch of {len(batch)} events after {retry_count} retries" - ) + logger.debug( + f"Committed batch of {len(batch)} events after {retry_count} retries" + ) return except OperationalError as e: diff --git a/src/exo/shared/db/event_log_manager.py b/src/exo/shared/db/event_log_manager.py new file mode 100644 index 00000000..b2fd3b18 --- /dev/null +++ b/src/exo/shared/db/event_log_manager.py @@ -0,0 +1,110 @@ +import asyncio +from typing import cast + +from loguru import logger +from sqlalchemy.exc import OperationalError + +from exo.shared.constants import EXO_HOME +from exo.shared.db.config import EventLogConfig +from exo.shared.db.connector import AsyncSQLiteEventStorage +from exo.utils.fs import ensure_directory_exists + + +class EventLogManager: + """ + Manages both worker and global event log connectors. + Used by both master and worker processes with different access patterns: + + - Worker: writes to worker_events, tails global_events + - Master (elected): writes to global_events, tails global_events + - Master (replica): writes to worker_events, tails global_events + """ + + def __init__(self, config: EventLogConfig): + self._config = config + self._connector: AsyncSQLiteEventStorage | None = None + + # Ensure base directory exists + ensure_directory_exists(EXO_HOME) + + # TODO: This seems like it's a pattern to avoid an async __init__ function. But as we know, there's a better pattern for this - using a create() function, like in runner_supervisor. + async def initialize(self, max_retries: int = 3) -> None: + """Initialize both connectors with retry logic - call this during startup""" + # Both master and worker need both connectors + retry_count: int = 0 + last_error: Exception | None = None + + while retry_count < max_retries: + try: + await self.get_connector() + break + except OperationalError as e: + last_error = e + if "database is locked" in str(e) and retry_count < max_retries - 1: + retry_count += 1 + delay = cast(float, 0.5 * (2**retry_count)) + logger.warning( + f"Database locked while initializing db, retry {retry_count}/{max_retries} after {delay}s" + ) + await asyncio.sleep(delay) + else: + logger.opt(exception=e).error( + f"Failed to initialize db after {retry_count + 1} attempts" + ) + raise RuntimeError( + f"Could not initialize db after {retry_count + 1} attempts" + ) from e + except Exception as e: + logger.opt(exception=e).error("Unexpected error initializing db") + raise + + if retry_count >= max_retries and last_error: + raise RuntimeError( + f"Could not initialize db after {max_retries} attempts" + ) from last_error + logger.bind(user_facing=True).info("Initialized all event log connectors") + + async def get_connector(self) -> AsyncSQLiteEventStorage: + """Get or create a connector for the specified log type""" + if not self._connector: + db_path = self._config.get_db_path() + + try: + connector = AsyncSQLiteEventStorage( + db_path=db_path, + batch_size=self._config.batch_size, + batch_timeout_ms=self._config.batch_timeout_ms, + debounce_ms=self._config.debounce_ms, + max_age_ms=self._config.max_age_ms, + ) + + # Start the connector (creates tables if needed) + await connector.start() + + self._connector = connector + logger.bind(user_facing=True).info( + f"Initialized db connector at {db_path}" + ) + except Exception as e: + logger.bind(user_facing=True).opt(exception=e).error( + "Failed to create db connector" + ) + raise + + return self._connector + + @property + def events(self) -> AsyncSQLiteEventStorage: + """Access event log (must call initialize() first)""" + if not self._connector: + raise RuntimeError( + "Event log manager not initialized. Call initialize() first." + ) + return self._connector + + async def close(self) -> None: + """Close all open connectors""" + assert self._connector is not None + await self._connector.close() + logger.bind(user_facing=True).info("Closed db connector") + self._connector = None diff --git a/src/exo/shared/db/sqlite/__init__.py b/src/exo/shared/db/sqlite/__init__.py deleted file mode 100644 index d6c08ef5..00000000 --- a/src/exo/shared/db/sqlite/__init__.py +++ /dev/null @@ -1,15 +0,0 @@ -"""SQLite event storage implementation.""" - -from .config import EventLogConfig, EventLogType -from .connector import AsyncSQLiteEventStorage -from .event_log_manager import EventLogManager -from .types import EventStorageProtocol, StoredEvent - -__all__ = [ - "AsyncSQLiteEventStorage", - "EventLogConfig", - "EventLogManager", - "EventLogType", - "EventStorageProtocol", - "StoredEvent", -] diff --git a/src/exo/shared/db/sqlite/config.py b/src/exo/shared/db/sqlite/config.py deleted file mode 100644 index f6f6ac97..00000000 --- a/src/exo/shared/db/sqlite/config.py +++ /dev/null @@ -1,32 +0,0 @@ -from enum import Enum -from pathlib import Path - -from pydantic import BaseModel - -from exo.shared.constants import EXO_GLOBAL_EVENT_DB, EXO_WORKER_EVENT_DB - - -class EventLogType(str, Enum): - """Types of event logs in the system""" - - WORKER_EVENTS = "worker_events" - GLOBAL_EVENTS = "global_events" - - -class EventLogConfig(BaseModel): - """Configuration for the event log system""" - - # Batch processing settings - batch_size: int = 100 - batch_timeout_ms: int = 100 - debounce_ms: int = 10 - max_age_ms: int = 100 - - def get_db_path(self, log_type: EventLogType) -> Path: - """Get the full path for a specific event log type""" - if log_type == EventLogType.WORKER_EVENTS: - return EXO_WORKER_EVENT_DB - elif log_type == EventLogType.GLOBAL_EVENTS: - return EXO_GLOBAL_EVENT_DB - else: - raise ValueError(f"Unknown log type: {log_type}") diff --git a/src/exo/shared/db/sqlite/event_log_manager.py b/src/exo/shared/db/sqlite/event_log_manager.py deleted file mode 100644 index 00144ffc..00000000 --- a/src/exo/shared/db/sqlite/event_log_manager.py +++ /dev/null @@ -1,122 +0,0 @@ -import asyncio -from typing import Dict, Optional, cast - -from loguru import logger -from sqlalchemy.exc import OperationalError - -from exo.shared.constants import EXO_HOME -from exo.shared.db.sqlite.config import EventLogConfig, EventLogType -from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage -from exo.shared.utils.fs import ensure_directory_exists - - -class EventLogManager: - """ - Manages both worker and global event log connectors. - Used by both master and worker processes with different access patterns: - - - Worker: writes to worker_events, tails global_events - - Master (elected): writes to global_events, tails global_events - - Master (replica): writes to worker_events, tails global_events - """ - - def __init__(self, config: EventLogConfig): - self._config = config - self._connectors: Dict[EventLogType, AsyncSQLiteEventStorage] = {} - - # Ensure base directory exists - ensure_directory_exists(EXO_HOME) - - # TODO: This seems like it's a pattern to avoid an async __init__ function. But as we know, there's a better pattern for this - using a create() function, like in runner_supervisor. - async def initialize(self, max_retries: int = 3) -> None: - """Initialize both connectors with retry logic - call this during startup""" - # Both master and worker need both connectors - for log_type in [EventLogType.WORKER_EVENTS, EventLogType.GLOBAL_EVENTS]: - retry_count: int = 0 - last_error: Optional[Exception] = None - - while retry_count < max_retries: - try: - await self.get_connector(log_type) - break - except OperationalError as e: - last_error = e - if "database is locked" in str(e) and retry_count < max_retries - 1: - retry_count += 1 - delay = cast(float, 0.5 * (2**retry_count)) - logger.warning( - f"Database locked while initializing {log_type.value}, retry {retry_count}/{max_retries} after {delay}s" - ) - await asyncio.sleep(delay) - else: - logger.opt(exception=e).error( - f"Failed to initialize {log_type.value} after {retry_count + 1} attempts" - ) - raise RuntimeError( - f"Could not initialize {log_type.value} database after {retry_count + 1} attempts" - ) from e - except Exception as e: - logger.opt(exception=e).error( - f"Unexpected error initializing {log_type.value}" - ) - raise - - if retry_count >= max_retries and last_error: - raise RuntimeError( - f"Could not initialize {log_type.value} database after {max_retries} attempts" - ) from last_error - logger.bind(user_facing=True).info("Initialized all event log connectors") - - async def get_connector(self, log_type: EventLogType) -> AsyncSQLiteEventStorage: - """Get or create a connector for the specified log type""" - if log_type not in self._connectors: - db_path = self._config.get_db_path(log_type) - - try: - connector = AsyncSQLiteEventStorage( - db_path=db_path, - batch_size=self._config.batch_size, - batch_timeout_ms=self._config.batch_timeout_ms, - debounce_ms=self._config.debounce_ms, - max_age_ms=self._config.max_age_ms, - ) - - # Start the connector (creates tables if needed) - await connector.start() - - self._connectors[log_type] = connector - logger.bind(user_facing=True).info( - f"Initialized {log_type.value} connector at {db_path}" - ) - except Exception as e: - logger.bind(user_facing=True).opt(exception=e).error( - f"Failed to create {log_type.value} connector" - ) - raise - - return self._connectors[log_type] - - @property - def worker_events(self) -> AsyncSQLiteEventStorage: - """Access worker events log (must call initialize() first)""" - if EventLogType.WORKER_EVENTS not in self._connectors: - raise RuntimeError( - "Event log manager not initialized. Call initialize() first." - ) - return self._connectors[EventLogType.WORKER_EVENTS] - - @property - def global_events(self) -> AsyncSQLiteEventStorage: - """Access global events log (must call initialize() first)""" - if EventLogType.GLOBAL_EVENTS not in self._connectors: - raise RuntimeError( - "Event log manager not initialized. Call initialize() first." - ) - return self._connectors[EventLogType.GLOBAL_EVENTS] - - async def close_all(self) -> None: - """Close all open connectors""" - for log_type, connector in self._connectors.items(): - await connector.close() - logger.bind(user_facing=True).info(f"Closed {log_type.value} connector") - self._connectors.clear() diff --git a/src/exo/shared/db/sqlite/types.py b/src/exo/shared/db/types.py similarity index 51% rename from src/exo/shared/db/sqlite/types.py rename to src/exo/shared/db/types.py index 5fc0f582..0795e3d0 100644 --- a/src/exo/shared/db/sqlite/types.py +++ b/src/exo/shared/db/types.py @@ -1,13 +1,9 @@ from datetime import datetime, timezone -from typing import Any, Protocol, Sequence +from typing import Any from sqlalchemy import DateTime, Index from sqlmodel import JSON, Column, Field, SQLModel -from exo.shared.types.common import NodeId -from exo.shared.types.events import Event -from exo.shared.types.events.components import EventFromEventLog - class StoredEvent(SQLModel, table=True): """SQLite representation of an event in the event log. @@ -29,28 +25,3 @@ class StoredEvent(SQLModel, table=True): ) __table_args__ = (Index("idx_events_origin_created", "origin", "created_at"),) - - -class EventStorageProtocol(Protocol): - """Protocol for event storage implementations.""" - - async def append_events(self, events: Sequence[Event], origin: NodeId) -> None: - """Append events to the log (fire-and-forget). - - Events are queued for batched writing and assigned idx_in_log - when committed to storage. - """ - ... - - async def get_events_since( - self, last_idx: int - ) -> Sequence[EventFromEventLog[Event]]: - """Retrieve events after a specific index. - - Returns events in idx_in_log order. - """ - ... - - async def close(self) -> None: - """Close the storage connection and cleanup resources.""" - ... diff --git a/src/exo/shared/election.py b/src/exo/shared/election.py new file mode 100644 index 00000000..a5f94c66 --- /dev/null +++ b/src/exo/shared/election.py @@ -0,0 +1,183 @@ +from typing import Self + +import anyio +from anyio import ( + CancelScope, + Event, + create_task_group, + get_cancelled_exc_class, +) +from anyio.abc import TaskGroup +from loguru import logger + +from exo.routing.connection_message import ConnectionMessage +from exo.shared.types.common import NodeId +from exo.utils.channels import Receiver, Sender +from exo.utils.pydantic_ext import CamelCaseModel + +ELECTION_TIMEOUT = 3.0 + + +class ElectionMessage(CamelCaseModel): + clock: int + seniority: int + node_id: NodeId + + # Could eventually include a list of neighbour nodes for centrality + def __lt__(self, other: Self): + if self.seniority != other.seniority: + return self.seniority < other.seniority + else: + return self.node_id < other.node_id + + +class ElectionResult(CamelCaseModel): + node_id: NodeId + is_new_master: bool + historic_messages: list[ConnectionMessage] + + +class Election: + def __init__( + self, + node_id: NodeId, + election_message_receiver: Receiver[ElectionMessage], + election_message_sender: Sender[ElectionMessage], + election_result_sender: Sender[ElectionResult], + connection_message_receiver: Receiver[ConnectionMessage], + *, + is_candidate: bool = True, + seniority: int = 0, + ): + # If we aren't a candidate, simply don't increment seniority. + # For reference: This node can be elected master if all nodes are not master candidates + # Any master candidate will automatically win out over this node. + self.seniority = seniority if is_candidate else -1 + self.clock = 0 + self.node_id = node_id + # Every node spawns as master + self.master_node_id: NodeId = node_id + + self._em_sender = election_message_sender + self._em_receiver = election_message_receiver + self._er_sender = election_result_sender + self._cm_receiver = connection_message_receiver + + # Campaign state + self._candidates: list[ElectionMessage] = [] + self._campaign_cancel_scope: CancelScope | None = None + self._campaign_done: Event | None = None + self._tg: TaskGroup | None = None + self._connection_messages: list[ConnectionMessage] = [] + + async def run(self): + logger.info("Starting Election") + async with create_task_group() as tg: + self._tg = tg + tg.start_soon(self._election_receiver) + tg.start_soon(self._connection_receiver) + await self._campaign(None) + + if self._campaign_cancel_scope is not None: + self._campaign_cancel_scope.cancel() + # Only exit once the latest campaign has finished + if self._campaign_done is not None: + await self._campaign_done.wait() + + async def elect(self, node_id: NodeId) -> None: + is_new_master = node_id != self.master_node_id + self.master_node_id = node_id + await self._er_sender.send( + ElectionResult( + node_id=node_id, + is_new_master=is_new_master, + historic_messages=self._connection_messages, + ) + ) + + async def shutdown(self) -> None: + if not self._tg: + logger.warning( + "Attempted to shutdown election service that was not running" + ) + return + self._tg.cancel_scope.cancel() + + async def _election_receiver(self) -> None: + with self._em_receiver as election_messages: + async for message in election_messages: + if message.node_id == self.node_id: + # Drop messages from us (See exo.routing.router) + continue + # If a new round is starting, we participate + if message.clock > self.clock: + self.clock = message.clock + await self._campaign(message) + continue + # Dismiss old messages + if message.clock < self.clock: + continue + logger.debug(f"Election added candidate {message}") + # Now we are processing this rounds messages - including the message that triggered this round. + self._candidates.append(message) + + async def _connection_receiver(self) -> None: + with self._cm_receiver as connection_messages: + async for msg in connection_messages: + # These messages are strictly peer to peer + self.clock += 1 + await self._campaign(None) + self._connection_messages.append(msg) + + async def _campaign(self, initial_message: ElectionMessage | None) -> None: + # Kill the old campaign + if self._campaign_cancel_scope: + self._campaign_cancel_scope.cancel() + if self._campaign_done: + await self._campaign_done.wait() + + candidates: list[ElectionMessage] = [] + if initial_message: + candidates.append(initial_message) + self._candidates = candidates + done = Event() + self._campaign_done = done + + assert self._tg is not None, ( + "Election campaign started before election service initialized" + ) + # Spin off a new campaign + self._tg.start_soon(self._complete_campaign, self.clock, candidates, done) + + async def _complete_campaign( + self, clock: int, candidates: list[ElectionMessage], done: Event + ) -> None: + scope = CancelScope() + try: + with scope: + self._campaign_cancel_scope = scope + logger.info(f"Election {clock} started") + + candidates.append(self._election_status(clock)) + await self._em_sender.send(self._election_status(clock)) + + await anyio.sleep(ELECTION_TIMEOUT) + + # Election finished! + candidates = sorted(candidates) + logger.debug(f"Election queue {candidates}") + elected = candidates[-1] + logger.info("Election finished") + if self.node_id == elected.node_id and self.seniority >= 0: + self.seniority = max(self.seniority, len(candidates)) + await self.elect(elected.node_id) + except get_cancelled_exc_class(): + logger.info("Election cancelled") + finally: + if self._campaign_cancel_scope is scope: + self._campaign_cancel_scope = None + done.set() + + def _election_status(self, clock: int | None = None) -> ElectionMessage: + c = self.clock if clock is None else clock + return ElectionMessage(clock=c, seniority=self.seniority, node_id=self.node_id) diff --git a/src/exo/shared/env.py b/src/exo/shared/env.py deleted file mode 100644 index c87cf094..00000000 --- a/src/exo/shared/env.py +++ /dev/null @@ -1,28 +0,0 @@ -import logging -import os -from typing import TypeVar - -from pydantic import BaseModel, ConfigDict, ValidationError - -env_model_config = ConfigDict( - strict=True, - frozen=True, - extra="forbid", -) - - -class BaseEnv(BaseModel): - model_config = env_model_config - - -EnvSchema = TypeVar("EnvSchema", bound=BaseEnv) - - -def get_validated_env( - environment_schema: type[EnvSchema], logger: logging.Logger -) -> EnvSchema: - try: - return environment_schema.model_validate(os.environ, strict=True) - except ValidationError as e: - logger.error("Environment Variables Validation Failed: %s", e) - raise e diff --git a/src/exo/shared/global_conn.py b/src/exo/shared/global_conn.py index 5def2999..7ecf5928 100644 --- a/src/exo/shared/global_conn.py +++ b/src/exo/shared/global_conn.py @@ -18,6 +18,7 @@ class AsyncConnection[SendT, RecvT]: - await send(...) from asyncio code - send_sync(...) from executor/background threads """ + def __init__(self, conn: Connection): self._conn = conn self._send_lock = threading.Lock() @@ -44,7 +45,7 @@ class AsyncConnection[SendT, RecvT]: def _recv_blocking(self) -> RecvT: # Not strictly needed in your parent, but safe if misused elsewhere with self._recv_lock: - return self._conn.recv() # type: ignore[no-any-return] + return self._conn.recv() # type: ignore[no-any-return] async def poll(self, timeout: float | None = None) -> bool: return await asyncio.to_thread(self._conn.poll, timeout) @@ -52,12 +53,15 @@ class AsyncConnection[SendT, RecvT]: def close(self) -> None: self._conn.close() + _conn: Optional[AsyncConnection[RunnerResponse, RunnerMessage]] = None + def set_conn(c: AsyncConnection[RunnerResponse, RunnerMessage]) -> None: global _conn _conn = c + def get_conn() -> AsyncConnection[RunnerResponse, RunnerMessage]: if _conn is None: raise RuntimeError("Global conn has not been set yet") diff --git a/src/exo/shared/ipc/file_mutex/flock_mutex.py b/src/exo/shared/ipc/file_mutex/flock_mutex.py index fda65d60..da486dbf 100644 --- a/src/exo/shared/ipc/file_mutex/flock_mutex.py +++ b/src/exo/shared/ipc/file_mutex/flock_mutex.py @@ -12,7 +12,7 @@ import time from enum import Enum from typing import Optional -from exo.shared.utils.fs import StrPath, ensure_parent_directory_exists +from exo.utils.fs import StrPath, ensure_parent_directory_exists # open in read-write mode, creates file if it doesn't exist already, # closes this file descriptor in any children processes (prevents FD leaking), diff --git a/src/exo/shared/ipc/pipe_duplex.py b/src/exo/shared/ipc/pipe_duplex.py index 0f1f3178..caea9922 100644 --- a/src/exo/shared/ipc/pipe_duplex.py +++ b/src/exo/shared/ipc/pipe_duplex.py @@ -33,7 +33,7 @@ from typing import Callable from cobs import cobs # pyright: ignore[reportMissingTypeStubs] from pytest import LogCaptureFixture -from exo.shared.utils.fs import ( +from exo.utils.fs import ( StrPath, delete_if_exists, ensure_parent_directory_exists, diff --git a/src/exo/shared/keypair.py b/src/exo/shared/keypair.py deleted file mode 100644 index a78c2cb4..00000000 --- a/src/exo/shared/keypair.py +++ /dev/null @@ -1,249 +0,0 @@ -from __future__ import annotations - -import hashlib -import logging -import os -from pathlib import Path -from typing import final - -import base58 -from cryptography.hazmat.primitives import serialization -from cryptography.hazmat.primitives.asymmetric import ed25519 -from filelock import FileLock - -from exo.shared.constants import EXO_NODE_ID_KEYPAIR - - -@final -class PeerId: - """ - A libp2p peer identifier derived from a cryptographic public key. - Compatible with py-libp2p's PeerID interface. - """ - - def __init__(self, peer_id_bytes: bytes) -> None: - self._bytes = peer_id_bytes - - @staticmethod - def from_bytes(data: bytes) -> "PeerId": - """Create PeerId from raw bytes.""" - return PeerId(data) - - @staticmethod - def from_public_key(public_key_bytes: bytes) -> "PeerId": - """Create PeerId from a public key by hashing it.""" - # For Ed25519 keys, libp2p uses the identity hash (no hashing) for keys <= 42 bytes - # Since Ed25519 public keys are 32 bytes, we use identity hash - if len(public_key_bytes) <= 42: - return PeerId(public_key_bytes) - else: - # For larger keys, use SHA-256 - hash_digest = hashlib.sha256(public_key_bytes).digest() - return PeerId(hash_digest) - - def to_bytes(self) -> bytes: - """Return the raw bytes of this PeerId.""" - return self._bytes - - def to_base58(self) -> str: - """Return the base58-encoded string representation.""" - return base58.b58encode(self._bytes).decode("ascii") - - def __str__(self) -> str: - """Return the base58-encoded string representation.""" - return self.to_base58() - - def __repr__(self) -> str: - """Return debug representation.""" - return f"PeerId('{self.to_base58()}')" - - def __eq__(self, other: object) -> bool: - """Check equality with another PeerId.""" - if not isinstance(other, PeerId): - return False - return self._bytes == other._bytes - - def __hash__(self) -> int: - """Make PeerId hashable.""" - return hash(self._bytes) - - -@final -class Keypair: - """ - A py-libp2p compatible keypair implementation. - Provides the same interface as py-libp2p's KeyPair. - """ - - def __init__(self, private_key: ed25519.Ed25519PrivateKey) -> None: - self._private_key = private_key - self._public_key = private_key.public_key() - - @staticmethod - def generate_ed25519() -> "Keypair": - """Generate a new Ed25519 keypair.""" - private_key = ed25519.Ed25519PrivateKey.generate() - return Keypair(private_key) - - @staticmethod - def from_protobuf_encoding(data: bytes) -> "Keypair": - """ - Deserialize a keypair from libp2p protobuf encoding. - Compatible with py-libp2p's serialization format. - """ - if len(data) < 2: - raise ValueError("Invalid protobuf data: too short") - - # Simple protobuf parsing for our specific use case - # We expect: field 1 (type) as varint, field 2 (data) as bytes - offset = 0 - - # Parse type field (field tag 1, wire type 0 = varint) - if data[offset] != 0x08: # field 1, varint - raise ValueError("Expected type field") - offset += 1 - - key_type = data[offset] - offset += 1 - - if key_type != 1: # Ed25519 - raise ValueError(f"Unsupported key type: {key_type}") - - # Parse data field (field tag 2, wire type 2 = length-delimited) - if offset >= len(data) or data[offset] != 0x12: # field 2, bytes - raise ValueError("Expected data field") - offset += 1 - - # Parse length - data_length = data[offset] - offset += 1 - - if data_length not in (32, 64): - raise ValueError(f"Invalid Ed25519 private key length: {data_length}") - - if offset + data_length > len(data): - raise ValueError("Truncated private key data") - - key_data = data[offset : offset + data_length] - - try: - if data_length == 64: - # libp2p format: 32 bytes private key seed + 32 bytes public key - private_key_seed = key_data[:32] - private_key = ed25519.Ed25519PrivateKey.from_private_bytes( - private_key_seed - ) - else: - # Raw 32-byte private key - private_key = ed25519.Ed25519PrivateKey.from_private_bytes(key_data) - - return Keypair(private_key) - except Exception as e: - raise ValueError(f"Invalid Ed25519 private key: {e}") from e - - def to_protobuf_encoding(self) -> bytes: - """ - Serialize this keypair to libp2p protobuf encoding. - Compatible with py-libp2p's serialization format. - """ - private_key_bytes = self._private_key.private_bytes( - encoding=serialization.Encoding.Raw, - format=serialization.PrivateFormat.Raw, - encryption_algorithm=serialization.NoEncryption(), - ) - - public_key_bytes = self._public_key.public_bytes( - encoding=serialization.Encoding.Raw, format=serialization.PublicFormat.Raw - ) - - # libp2p Ed25519 format: private key seed (32) + public key (32) - combined_key_data = private_key_bytes + public_key_bytes - - # Build protobuf manually for our simple case - # Field 1 (type): tag=0x08, value=1 (Ed25519) - # Field 2 (data): tag=0x12, length=64, data=combined_key_data - result = bytearray() - result.extend([0x08, 0x01]) # field 1: type = 1 (Ed25519) - result.extend([0x12, 0x40]) # field 2: length = 64 bytes - result.extend(combined_key_data) - - return bytes(result) - - def to_peer_id(self) -> PeerId: - """Generate a PeerId from this keypair's public key.""" - public_key_bytes = self._public_key.public_bytes( - encoding=serialization.Encoding.Raw, format=serialization.PublicFormat.Raw - ) - return PeerId.from_public_key(public_key_bytes) - - def sign(self, data: bytes) -> bytes: - """Sign data with this keypair's private key.""" - return self._private_key.sign(data) - - def verify(self, data: bytes, signature: bytes) -> bool: - """Verify a signature against data using this keypair's public key.""" - try: - self._public_key.verify(signature, data) - return True - except Exception: - return False - - @property - def public_key_bytes(self) -> bytes: - """Get the raw public key bytes.""" - return self._public_key.public_bytes( - encoding=serialization.Encoding.Raw, format=serialization.PublicFormat.Raw - ) - - @property - def private_key_bytes(self) -> bytes: - """Get the raw private key bytes.""" - return self._private_key.private_bytes( - encoding=serialization.Encoding.Raw, - format=serialization.PrivateFormat.Raw, - encryption_algorithm=serialization.NoEncryption(), - ) - - # py-libp2p compatibility properties - @property - def private_key(self) -> ed25519.Ed25519PrivateKey: - """Access to the underlying private key for py-libp2p compatibility.""" - return self._private_key - - @property - def public_key(self) -> ed25519.Ed25519PublicKey: - """Access to the underlying public key for py-libp2p compatibility.""" - return self._public_key - - -def get_node_id_keypair( - path: str | bytes | os.PathLike[str] | os.PathLike[bytes] = EXO_NODE_ID_KEYPAIR, -) -> Keypair: - """ - Obtains the :class:`Keypair` associated with this node-ID. - Obtain the :class:`PeerId` by from it. - """ - - def lock_path(path: str | bytes | os.PathLike[str] | os.PathLike[bytes]) -> Path: - return Path(str(path) + ".lock") - - # operate with cross-process lock to avoid race conditions - with FileLock(lock_path(path)): - with open(path, "a+b") as f: # opens in append-mode => starts at EOF - # if non-zero EOF, then file exists => use to get node-ID - if f.tell() != 0: - f.seek(0) # go to start & read protobuf-encoded bytes - protobuf_encoded = f.read() - - try: # if decoded successfully, save & return - return Keypair.from_protobuf_encoding(protobuf_encoded) - except ValueError as e: # on runtime error, assume corrupt file - logging.warning( - f"Encountered error when trying to get keypair: {e}" - ) - - # if no valid credentials, create new ones and persist - with open(path, "w+b") as f: - keypair = Keypair.generate_ed25519() - f.write(keypair.to_protobuf_encoding()) - return keypair diff --git a/src/exo/shared/logging.py b/src/exo/shared/logging.py index 2798ffbe..60705bf6 100644 --- a/src/exo/shared/logging.py +++ b/src/exo/shared/logging.py @@ -1,32 +1,13 @@ -from __future__ import annotations - import sys -from logging import Logger from pathlib import Path -import loguru from loguru import logger -from exo.shared.constants import EXO_TEST_LOG - - -def is_user_facing(record: loguru.Record) -> bool: - return ("user_facing" in record["extra"]) and record["extra"]["user_facing"] - def logger_setup(log_file: Path, verbosity: int = 0): """Set up logging for this process - formatting, file handles, verbosity and output""" logger.remove() if verbosity == 0: - _ = logger.add( # type: ignore - sys.__stderr__, # type: ignore - format="[ {time:hh:mm:ss.SSSSA} | {level: <8}] {message}", - level="INFO", - colorize=True, - enqueue=True, - filter=is_user_facing, - ) - elif verbosity == 1: _ = logger.add( # type: ignore sys.__stderr__, # type: ignore format="[ {time:hh:mm:ss.SSSSA} | {level: <8}] {message}", @@ -40,11 +21,12 @@ def logger_setup(log_file: Path, verbosity: int = 0): format="[ {time:HH:mm:ss.SSS} | {level: <8} | {name}:{function}:{line} ] {message}", level="DEBUG", colorize=True, + enqueue=True, ) _ = logger.add( log_file, format="[ {time:YYYY-MM-DD HH:mm:ss.SSS} | {level: <8} | {name}:{function}:{line} ] {message}", - level="DEBUG", + level="INFO", enqueue=True, ) @@ -52,10 +34,3 @@ def logger_setup(log_file: Path, verbosity: int = 0): def logger_cleanup(): """Flush all queues before shutting down so any in-flight logs are written to disk""" logger.complete() - - -def logger_test_install(py_logger: Logger): - """Installs a default python logger into the Loguru environment by capturing all its handlers - intended to be used for pytest compatibility, not within the main codebase""" - logger_setup(EXO_TEST_LOG, 3) - for handler in py_logger.handlers: - logger.add(handler) diff --git a/src/exo/shared/models/model_cards.py b/src/exo/shared/models/model_cards.py index 4b47559a..52667413 100644 --- a/src/exo/shared/models/model_cards.py +++ b/src/exo/shared/models/model_cards.py @@ -1,11 +1,11 @@ from typing import List -from pydantic import BaseModel - -from exo.shared.types.models import ModelMetadata +from exo.shared.types.memory import Memory +from exo.shared.types.models import ModelId, ModelMetadata +from exo.utils.pydantic_ext import CamelCaseModel -class ModelCard(BaseModel): +class ModelCard(CamelCaseModel): short_id: str model_id: str name: str @@ -23,9 +23,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/DeepSeek-V3-0324-4bit", + model_id=ModelId("mlx-community/DeepSeek-V3-0324-4bit"), pretty_name="DeepSeek V3 0324 (4-bit)", - storage_size_kilobytes=409706307, + storage_size=Memory.from_kb(409706307), n_layers=61, ), ), @@ -36,9 +36,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/DeepSeek-v3-0324-8bit", + model_id=ModelId("mlx-community/DeepSeek-v3-0324-8bit"), pretty_name="DeepSeek V3 0324 (8-bit)", - storage_size_kilobytes=754706307, + storage_size=Memory.from_kb(754706307), n_layers=61, ), ), @@ -49,9 +49,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""DeepSeek V3.1 is a large language model trained on the DeepSeek V3.1 dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/DeepSeek-V3.1-8bit", + model_id=ModelId("mlx-community/DeepSeek-V3.1-8bit"), pretty_name="DeepSeek V3.1 (8-bit)", - storage_size_kilobytes=754706307, + storage_size=Memory.from_kb(754706307), n_layers=61, ), ), @@ -62,9 +62,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""DeepSeek V3.1 is a large language model trained on the DeepSeek V3.1 dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/DeepSeek-V3.1-4bit", + model_id=ModelId("mlx-community/DeepSeek-V3.1-4bit"), pretty_name="DeepSeek V3.1 (4-bit)", - storage_size_kilobytes=754706307 // 2, # TODO !!!!! + storage_size=Memory.from_kb(754706307 // 2), # TODO !!!!! n_layers=61, ), ), @@ -76,9 +76,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/DeepSeek-R1-0528-4bit", + model_id=ModelId("mlx-community/DeepSeek-R1-0528-4bit"), pretty_name="DeepSeek R1 671B (4-bit)", - storage_size_kilobytes=409706307, + storage_size=Memory.from_kb(409706307), n_layers=61, ), ), @@ -89,9 +89,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/DeepSeek-R1-0528-8bit", + model_id=ModelId("mlx-community/DeepSeek-R1-0528-8bit"), pretty_name="DeepSeek R1 671B (8-bit)", - storage_size_kilobytes=754998771712 // 1024, + storage_size=Memory.from_bytes(754998771712), n_layers=61, ), ), @@ -103,9 +103,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""Llama 3.1 is a large language model trained on the Llama 3.1 dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/Meta-Llama-3.1-8B-Instruct-4bit", + model_id=ModelId("mlx-community/Meta-Llama-3.1-8B-Instruct-4bit"), pretty_name="Llama 3.1 8B", - storage_size_kilobytes=4411528, + storage_size=Memory.from_kb(4411528), n_layers=32, ), ), @@ -116,9 +116,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""Llama 3.1 is a large language model trained on the Llama 3.1 dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/Meta-Llama-3.1-70B-Instruct-4bit", + model_id=ModelId("mlx-community/Meta-Llama-3.1-70B-Instruct-4bit"), pretty_name="Llama 3.1 70B", - storage_size_kilobytes=38758160, + storage_size=Memory.from_kb(38758160), n_layers=80, ), ), @@ -130,9 +130,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/Llama-3.2-1B-Instruct-4bit", + model_id=ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit"), pretty_name="Llama 3.2 1B", - storage_size_kilobytes=678948, + storage_size=Memory.from_kb(678948), n_layers=16, ), ), @@ -143,9 +143,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/Llama-3.2-3B-Instruct-4bit", + model_id=ModelId("mlx-community/Llama-3.2-3B-Instruct-4bit"), pretty_name="Llama 3.2 3B", - storage_size_kilobytes=1765062, + storage_size=Memory.from_kb(1765062), n_layers=28, ), ), @@ -157,9 +157,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", + model_id=ModelId("mlx-community/Llama-3.3-70B-Instruct-4bit"), pretty_name="Llama 3.3 70B", - storage_size_kilobytes=38758160, + storage_size=Memory.from_kb(38758160), n_layers=80, ), ), @@ -171,9 +171,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", + model_id=ModelId("mlx-community/Phi-3-mini-128k-instruct-4bit"), pretty_name="Phi 3 Mini 128k", - storage_size_kilobytes=2099262, + storage_size=Memory.from_kb(2099262), n_layers=32, ), ), @@ -184,9 +184,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", + model_id=ModelId("mlx-community/Phi-3-mini-128k-instruct-4bit"), pretty_name="Phi 3 Mini 128k", - storage_size_kilobytes=2099262, + storage_size=Memory.from_kb(2099262), n_layers=32, ), ), @@ -198,9 +198,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""Qwen3 0.6B is a large language model trained on the Qwen3 0.6B dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/Qwen3-0.6B-4bit", + model_id=ModelId("mlx-community/Qwen3-0.6B-4bit"), pretty_name="Qwen3 0.6B", - storage_size_kilobytes=327512, + storage_size=Memory.from_kb(327512), n_layers=28, ), ), @@ -211,9 +211,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""Qwen3 30B is a large language model trained on the Qwen3 30B dataset.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/Qwen3-30B-A3B-4bit", + model_id=ModelId("mlx-community/Qwen3-30B-A3B-4bit"), pretty_name="Qwen3 30B (Active 3B)", - storage_size_kilobytes=16772092, + storage_size=Memory.from_kb(16772092), n_layers=48, ), ), @@ -225,9 +225,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""Granite-3.3-2B-Instruct is a 2-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/granite-3.3-2b-instruct-fp16", + model_id=ModelId("mlx-community/granite-3.3-2b-instruct-fp16"), pretty_name="Granite 3.3 2B", - storage_size_kilobytes=4948320, + storage_size=Memory.from_kb(4948320), n_layers=40, ), ), @@ -238,9 +238,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""Granite-3.3-8B-Instruct is a 8-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.""", tags=[], metadata=ModelMetadata( - model_id="mlx-community/granite-3.3-8b-instruct-fp16", + model_id=ModelId("mlx-community/granite-3.3-8b-instruct-fp16"), pretty_name="Granite 3.3 8B", - storage_size_kilobytes=15958720, + storage_size=Memory.from_kb(15958720), n_layers=40, ), ), @@ -252,9 +252,9 @@ MODEL_CARDS: dict[str, ModelCard] = { description="""SmolLM is a series of state-of-the-art small language models available in three sizes: 135M, 360M, and 1.7B parameters. """, tags=[], metadata=ModelMetadata( - model_id="mlx-community/SmolLM-135M-4bit", + model_id=ModelId("mlx-community/SmolLM-135M-4bit"), pretty_name="Smol LM 135M", - storage_size_kilobytes=73940, + storage_size=Memory.from_kb(73940), n_layers=30, ), ), diff --git a/src/exo/shared/models/model_meta.py b/src/exo/shared/models/model_meta.py index de54536f..9ed1f151 100644 --- a/src/exo/shared/models/model_meta.py +++ b/src/exo/shared/models/model_meta.py @@ -6,7 +6,8 @@ from huggingface_hub import model_info from loguru import logger from pydantic import BaseModel, Field -from exo.shared.types.models import ModelMetadata +from exo.shared.types.memory import Memory +from exo.shared.types.models import ModelId, ModelMetadata from exo.worker.download.download_utils import ( ModelSafetensorsIndex, download_file_with_retry, @@ -65,7 +66,7 @@ async def get_config_data(model_id: str) -> ConfigData: return ConfigData.model_validate_json(await f.read()) -async def get_safetensors_size(model_id: str) -> int: +async def get_safetensors_size(model_id: str) -> Memory: """Gets model size from safetensors index or falls back to HF API.""" target_dir = (await ensure_models_dir()) / str(model_id).replace("/", "--") await aios.makedirs(target_dir, exist_ok=True) @@ -83,12 +84,12 @@ async def get_safetensors_size(model_id: str) -> int: metadata = index_data.metadata if metadata is not None: - return metadata.total_size + return Memory.from_bytes(metadata.total_size) info = model_info(model_id) if info.safetensors is None: raise ValueError(f"No safetensors info found for {model_id}") - return info.safetensors.total + return Memory.from_bytes(info.safetensors.total) _model_meta_cache: Dict[str, ModelMetadata] = {} @@ -109,8 +110,8 @@ async def _get_model_meta(model_id: str) -> ModelMetadata: mem_size_bytes = await get_safetensors_size(model_id) return ModelMetadata( - model_id=model_id, + model_id=ModelId(model_id), pretty_name=model_id, - storage_size_kilobytes=mem_size_bytes // 1024, + storage_size=mem_size_bytes, n_layers=num_layers, ) diff --git a/src/exo/shared/tests/test_election.py b/src/exo/shared/tests/test_election.py new file mode 100644 index 00000000..1c04e5c1 --- /dev/null +++ b/src/exo/shared/tests/test_election.py @@ -0,0 +1,313 @@ +import pytest +from anyio import create_task_group, fail_after, move_on_after + +from exo.routing.connection_message import ConnectionMessage, ConnectionMessageType +from exo.shared.election import Election, ElectionMessage, ElectionResult +from exo.shared.types.common import NodeId +from exo.utils.channels import channel + +# ======= # +# Helpers # +# ======= # + + +def em(clock: int, seniority: int, node_id: str) -> ElectionMessage: + return ElectionMessage(clock=clock, seniority=seniority, node_id=NodeId(node_id)) + + +@pytest.fixture +def fast_timeout(monkeypatch: pytest.MonkeyPatch): + # Keep campaigns fast; user explicitly allows tests to shorten the timeout. + import exo.shared.election as election_mod + + monkeypatch.setattr(election_mod, "ELECTION_TIMEOUT", 0.05, raising=True) + yield + + +# ======================================= # +# TESTS # +# ======================================= # + + +@pytest.mark.anyio +async def test_single_round_broadcasts_and_updates_seniority_on_self_win( + fast_timeout: None, +) -> None: + """ + Start a round by injecting an ElectionMessage with higher clock. + With only our node effectively 'winning', we should broadcast once and update seniority. + """ + # Outbound election messages from the Election (we'll observe these) + em_out_tx, em_out_rx = channel[ElectionMessage]() + # Inbound election messages to the Election (we'll inject these) + em_in_tx, em_in_rx = channel[ElectionMessage]() + # Election results produced by the Election (we'll observe these) + er_tx, er_rx = channel[ElectionResult]() + # Connection messages (unused in this test but required by ctor) + cm_tx, cm_rx = channel[ConnectionMessage]() + + election = Election( + node_id=NodeId("B"), + election_message_receiver=em_in_rx, + election_message_sender=em_out_tx, + election_result_sender=er_tx, + connection_message_receiver=cm_rx, + is_candidate=True, + ) + + async with create_task_group() as tg: + with fail_after(2): + tg.start_soon(election.run) + # Trigger new round at clock=1 (peer announces it) + await em_in_tx.send(em(clock=1, seniority=0, node_id="A")) + + # Expect our broadcast back to the peer side for this round only + while True: + got = await em_out_rx.receive() + if got.clock == 1 and got.node_id == NodeId("B"): + break + + # Wait for the round to finish and produce an ElectionResult + result = await er_rx.receive() + assert result.node_id == NodeId("B") + # We spawned as master; electing ourselves again is not "new master". + assert result.is_new_master is False + + # Close inbound streams to end the receivers (and run()) + await em_in_tx.aclose() + await cm_tx.aclose() + + # We should have updated seniority to 2 (A + B). + assert election.seniority == 2 + + +@pytest.mark.anyio +async def test_peer_with_higher_seniority_wins_and_we_switch_master( + fast_timeout: None, +) -> None: + """ + If a peer with clearly higher seniority participates in the round, they should win. + We should broadcast our status exactly once for this round, then switch master. + """ + em_out_tx, em_out_rx = channel[ElectionMessage]() + em_in_tx, em_in_rx = channel[ElectionMessage]() + er_tx, er_rx = channel[ElectionResult]() + cm_tx, cm_rx = channel[ConnectionMessage]() + + election = Election( + node_id=NodeId("ME"), + election_message_receiver=em_in_rx, + election_message_sender=em_out_tx, + election_result_sender=er_tx, + connection_message_receiver=cm_rx, + is_candidate=True, + ) + + async with create_task_group() as tg: + with fail_after(2): + tg.start_soon(election.run) + + # Start round with peer's message (higher seniority) + await em_in_tx.send(em(clock=1, seniority=10, node_id="PEER")) + + # We should still broadcast our status exactly once for this round + while True: + got = await em_out_rx.receive() + if got.clock == 1: + assert got.seniority == 0 + break + + # After the timeout, election result should report the peer as master + result = await er_rx.receive() + assert result.node_id == NodeId("PEER") + assert result.is_new_master is True + + await em_in_tx.aclose() + await cm_tx.aclose() + + # We lost → seniority unchanged + assert election.seniority == 0 + + +@pytest.mark.anyio +async def test_ignores_older_messages(fast_timeout: None) -> None: + """ + Messages with a lower clock than the current round are ignored by the receiver. + Expect exactly one broadcast for the higher clock round. + """ + em_out_tx, em_out_rx = channel[ElectionMessage]() + em_in_tx, em_in_rx = channel[ElectionMessage]() + er_tx, _er_rx = channel[ElectionResult]() + cm_tx, cm_rx = channel[ConnectionMessage]() + + election = Election( + node_id=NodeId("ME"), + election_message_receiver=em_in_rx, + election_message_sender=em_out_tx, + election_result_sender=er_tx, + connection_message_receiver=cm_rx, + is_candidate=True, + ) + + async with create_task_group() as tg: + with fail_after(2): + tg.start_soon(election.run) + + # Newer round arrives first -> triggers campaign at clock=2 + await em_in_tx.send(em(clock=2, seniority=0, node_id="A")) + while True: + first = await em_out_rx.receive() + if first.clock == 2: + break + + # Older message (clock=1) must be ignored (no second broadcast) + await em_in_tx.send(em(clock=1, seniority=999, node_id="B")) + + got_second = False + with move_on_after(0.2): + _ = await em_out_rx.receive() + got_second = True + assert not got_second, "Should not receive a broadcast for an older round" + + await em_in_tx.aclose() + await cm_tx.aclose() + + # Not asserting on the result; focus is on ignore behavior. + + +@pytest.mark.anyio +async def test_two_rounds_emit_two_broadcasts_and_increment_clock( + fast_timeout: None, +) -> None: + """ + Two successive rounds → two broadcasts. Second round triggered by a higher-clock message. + """ + em_out_tx, em_out_rx = channel[ElectionMessage]() + em_in_tx, em_in_rx = channel[ElectionMessage]() + er_tx, _er_rx = channel[ElectionResult]() + cm_tx, cm_rx = channel[ConnectionMessage]() + + election = Election( + node_id=NodeId("ME"), + election_message_receiver=em_in_rx, + election_message_sender=em_out_tx, + election_result_sender=er_tx, + connection_message_receiver=cm_rx, + is_candidate=True, + ) + + async with create_task_group() as tg: + with fail_after(2): + tg.start_soon(election.run) + + # Round 1 at clock=1 + await em_in_tx.send(em(clock=1, seniority=0, node_id="X")) + while True: + m1 = await em_out_rx.receive() + if m1.clock == 1: + break + + # Round 2 at clock=2 + await em_in_tx.send(em(clock=2, seniority=0, node_id="Y")) + while True: + m2 = await em_out_rx.receive() + if m2.clock == 2: + break + + await em_in_tx.aclose() + await cm_tx.aclose() + + # Not asserting on who won; just that both rounds were broadcast. + + +@pytest.mark.anyio +async def test_promotion_new_seniority_counts_participants(fast_timeout: None) -> None: + """ + When we win against two peers in the same round, our seniority becomes + max(existing, number_of_candidates). With existing=0: expect 3 (us + A + B). + """ + em_out_tx, em_out_rx = channel[ElectionMessage]() + em_in_tx, em_in_rx = channel[ElectionMessage]() + er_tx, er_rx = channel[ElectionResult]() + cm_tx, cm_rx = channel[ConnectionMessage]() + + election = Election( + node_id=NodeId("ME"), + election_message_receiver=em_in_rx, + election_message_sender=em_out_tx, + election_result_sender=er_tx, + connection_message_receiver=cm_rx, + is_candidate=True, + ) + + async with create_task_group() as tg: + with fail_after(2): + tg.start_soon(election.run) + + # Start round at clock=7 with two peer participants + await em_in_tx.send(em(clock=7, seniority=0, node_id="A")) + await em_in_tx.send(em(clock=7, seniority=0, node_id="B")) + + # We should see exactly one broadcast from us for this round + while True: + got = await em_out_rx.receive() + if got.clock == 7 and got.node_id == NodeId("ME"): + break + + # Wait for the election to finish so seniority updates + _ = await er_rx.receive() + + await em_in_tx.aclose() + await cm_tx.aclose() + + # We + A + B = 3 → new seniority expected to be 3 + assert election.seniority == 3 + + +@pytest.mark.anyio +async def test_connection_message_triggers_new_round_broadcast( + fast_timeout: None, +) -> None: + """ + A connection message increments the clock and starts a new campaign. + We should observe a broadcast at the incremented clock. + """ + em_out_tx, em_out_rx = channel[ElectionMessage]() + em_in_tx, em_in_rx = channel[ElectionMessage]() + er_tx, _er_rx = channel[ElectionResult]() + cm_tx, cm_rx = channel[ConnectionMessage]() + + election = Election( + node_id=NodeId("ME"), + election_message_receiver=em_in_rx, + election_message_sender=em_out_tx, + election_result_sender=er_tx, + connection_message_receiver=cm_rx, + is_candidate=True, + ) + + async with create_task_group() as tg: + with fail_after(2): + tg.start_soon(election.run) + + # Send any connection message object; we close quickly to cancel before result creation + await cm_tx.send( + ConnectionMessage( + node_id=NodeId(), + connection_type=ConnectionMessageType.Connected, + remote_ipv4="", + remote_tcp_port=0, + ) + ) + + # Expect a broadcast for the new round at clock=1 + while True: + got = await em_out_rx.receive() + if got.clock == 1 and got.node_id == NodeId("ME"): + break + + # Close promptly to avoid waiting for campaign completion + await em_in_tx.aclose() + await cm_tx.aclose() + + # After cancellation (before election finishes), no seniority changes asserted here. diff --git a/src/exo/shared/tests/test_flock_mutex.py b/src/exo/shared/tests/test_flock_mutex.py index 42d68753..0dc1be4f 100644 --- a/src/exo/shared/tests/test_flock_mutex.py +++ b/src/exo/shared/tests/test_flock_mutex.py @@ -1,7 +1,7 @@ import pytest from exo.shared.ipc.file_mutex.flock_mutex import FlockMutex, LockType -from exo.shared.utils.fs import delete_if_exists, make_temp_path +from exo.utils.fs import delete_if_exists, make_temp_path def test_lock_held(): diff --git a/src/exo/shared/tests/test_node_id_persistence.py b/src/exo/shared/tests/test_node_id_persistence.py index 46a81d55..4633ab90 100644 --- a/src/exo/shared/tests/test_node_id_persistence.py +++ b/src/exo/shared/tests/test_node_id_persistence.py @@ -1,5 +1,3 @@ -from __future__ import annotations - import contextlib import logging import multiprocessing @@ -13,8 +11,8 @@ from typing import Optional from pytest import LogCaptureFixture +from exo.routing.router import get_node_id_keypair from exo.shared.constants import EXO_NODE_ID_KEYPAIR -from exo.shared.keypair import get_node_id_keypair NUM_CONCURRENT_PROCS = 10 diff --git a/src/exo/shared/tests/test_sqlite_connector.py b/src/exo/shared/tests/test_sqlite_connector.py deleted file mode 100644 index 8917e9ce..00000000 --- a/src/exo/shared/tests/test_sqlite_connector.py +++ /dev/null @@ -1,612 +0,0 @@ -import asyncio -import json -import tempfile -from pathlib import Path -from typing import Any, Generator, cast -from uuid import uuid4 - -import pytest -from sqlalchemy import text -from sqlalchemy.ext.asyncio import AsyncSession - -from exo.shared.db.sqlite import AsyncSQLiteEventStorage, EventLogConfig -from exo.shared.types.common import CommandId, NodeId -from exo.shared.types.events import ChunkGenerated -from exo.shared.types.events.chunks import ChunkType, TokenChunk - -# Type ignore comment for all protected member access in this test file -# pyright: reportPrivateUsage=false - - -def _load_json_data(raw_data: str) -> dict[str, Any]: - """Helper function to load JSON data with proper typing.""" - return cast(dict[str, Any], json.loads(raw_data)) - - -@pytest.fixture -def temp_db_path() -> Generator[Path, None, None]: - """Create a temporary database file for testing.""" - with tempfile.NamedTemporaryFile(suffix=".db", delete=False) as f: - yield Path(f.name) - # Cleanup - Path(f.name).unlink(missing_ok=True) - - -@pytest.fixture -def sample_node_id() -> NodeId: - """Create a sample NodeId for testing.""" - return NodeId() - - -class TestAsyncSQLiteEventStorage: - """Test suite for AsyncSQLiteEventStorage focused on storage functionality.""" - - @pytest.mark.asyncio - async def test_initialization_creates_tables(self, temp_db_path: Path) -> None: - """Test that database initialization creates the events table.""" - default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage( - db_path=temp_db_path, - batch_size=default_config.batch_size, - batch_timeout_ms=default_config.batch_timeout_ms, - debounce_ms=default_config.debounce_ms, - max_age_ms=default_config.max_age_ms, - ) - await storage.start() - - # Verify table exists by querying directly - assert storage._engine is not None - async with AsyncSession(storage._engine) as session: - result = await session.execute( - text( - "SELECT name FROM sqlite_master WHERE type='table' AND name='events'" - ) - ) - tables = result.fetchall() - assert len(tables) == 1 - assert tables[0][0] == "events" - - await storage.close() - - @pytest.mark.asyncio - async def test_start_twice_raises_error(self, temp_db_path: Path) -> None: - """Test that starting storage twice raises an error.""" - default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage( - db_path=temp_db_path, - batch_size=default_config.batch_size, - batch_timeout_ms=default_config.batch_timeout_ms, - debounce_ms=default_config.debounce_ms, - max_age_ms=default_config.max_age_ms, - ) - await storage.start() - - with pytest.raises(RuntimeError, match="Storage already started"): - await storage.start() - - await storage.close() - - @pytest.mark.asyncio - async def test_direct_database_operations( - self, temp_db_path: Path, sample_node_id: NodeId - ) -> None: - """Test direct database operations without event parsing.""" - default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage( - db_path=temp_db_path, - batch_size=default_config.batch_size, - batch_timeout_ms=default_config.batch_timeout_ms, - debounce_ms=default_config.debounce_ms, - max_age_ms=default_config.max_age_ms, - ) - await storage.start() - - # Insert test data directly - test_data = { - "event_type": "test_event", - "test_field": "test_value", - "number": 42, - } - - async with AsyncSession(storage._engine) as session: - await session.execute( - text( - "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" - ), - { - "origin": sample_node_id, - "event_type": "test_event", - "event_id": str(uuid4()), - "event_data": json.dumps(test_data), - }, - ) - await session.commit() - - # Query data back - assert storage._engine is not None - async with AsyncSession(storage._engine) as session: - result = await session.execute( - text("SELECT rowid, origin, event_data FROM events ORDER BY rowid") - ) - rows = result.fetchall() - - assert len(rows) == 1 - assert rows[0][0] == 1 # rowid - assert rows[0][1] == sample_node_id # origin - raw_json = cast(str, rows[0][2]) - retrieved_data = _load_json_data(raw_json) - assert retrieved_data == test_data - - await storage.close() - - @pytest.mark.asyncio - async def test_rowid_auto_increment( - self, temp_db_path: Path, sample_node_id: NodeId - ) -> None: - """Test that rowid auto-increments correctly.""" - default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage( - db_path=temp_db_path, - batch_size=default_config.batch_size, - batch_timeout_ms=default_config.batch_timeout_ms, - debounce_ms=default_config.debounce_ms, - max_age_ms=default_config.max_age_ms, - ) - await storage.start() - - # Insert multiple records - test_records = [ - {"event_type": "test_event_1", "data": "first"}, - {"event_type": "test_event_2", "data": "second"}, - {"event_type": "test_event_3", "data": "third"}, - ] - - assert storage._engine is not None - async with AsyncSession(storage._engine) as session: - for record in test_records: - await session.execute( - text( - "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" - ), - { - "origin": sample_node_id, - "event_type": record["event_type"], - "event_id": str(uuid4()), - "event_data": json.dumps(record), - }, - ) - await session.commit() - - # Query back and verify rowid sequence - assert storage._engine is not None - async with AsyncSession(storage._engine) as session: - result = await session.execute( - text("SELECT rowid, event_data FROM events ORDER BY rowid") - ) - rows = result.fetchall() - - assert len(rows) == 3 - for i, row in enumerate(rows): - assert row[0] == i + 1 # rowid starts at 1 - raw_json = cast(str, row[1]) - retrieved_data = _load_json_data(raw_json) - assert retrieved_data == test_records[i] - - await storage.close() - - @pytest.mark.asyncio - async def test_get_last_idx( - self, temp_db_path: Path, sample_node_id: NodeId - ) -> None: - """Test that rowid returns correctly from db.""" - default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage( - db_path=temp_db_path, - batch_size=default_config.batch_size, - batch_timeout_ms=default_config.batch_timeout_ms, - debounce_ms=default_config.debounce_ms, - max_age_ms=default_config.max_age_ms, - ) - await storage.start() - - # Insert multiple records - test_records = [ - {"event_type": "test_event_1", "data": "first"}, - {"event_type": "test_event_2", "data": "second"}, - {"event_type": "test_event_3", "data": "third"}, - ] - - assert storage._engine is not None - async with AsyncSession(storage._engine) as session: - for record in test_records: - await session.execute( - text( - "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" - ), - { - "origin": sample_node_id, - "event_type": record["event_type"], - "event_id": str(uuid4()), - "event_data": json.dumps(record), - }, - ) - await session.commit() - - last_idx = await storage.get_last_idx() - assert last_idx == 3 - - await storage.close() - - @pytest.mark.asyncio - async def test_rowid_with_multiple_origins(self, temp_db_path: Path) -> None: - """Test rowid sequence across multiple origins.""" - default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage( - db_path=temp_db_path, - batch_size=default_config.batch_size, - batch_timeout_ms=default_config.batch_timeout_ms, - debounce_ms=default_config.debounce_ms, - max_age_ms=default_config.max_age_ms, - ) - await storage.start() - - origin1 = NodeId() - origin2 = NodeId() - - # Insert interleaved records from different origins - assert storage._engine is not None - async with AsyncSession(storage._engine) as session: - # Origin 1 - record 1 - await session.execute( - text( - "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" - ), - { - "origin": origin1, - "event_type": "event_1", - "event_id": str(uuid4()), - "event_data": json.dumps({"from": "origin1", "seq": 1}), - }, - ) - # Origin 2 - record 2 - await session.execute( - text( - "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" - ), - { - "origin": origin2, - "event_type": "event_2", - "event_id": str(uuid4()), - "event_data": json.dumps({"from": "origin2", "seq": 2}), - }, - ) - # Origin 1 - record 3 - await session.execute( - text( - "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" - ), - { - "origin": origin1, - "event_type": "event_3", - "event_id": str(uuid4()), - "event_data": json.dumps({"from": "origin1", "seq": 3}), - }, - ) - await session.commit() - - # Verify sequential rowid regardless of origin - assert storage._engine is not None - async with AsyncSession(storage._engine) as session: - result = await session.execute( - text("SELECT rowid, origin, event_data FROM events ORDER BY rowid") - ) - rows = result.fetchall() - - assert len(rows) == 3 - assert rows[0][0] == 1 # First rowid - assert rows[1][0] == 2 # Second rowid - assert rows[2][0] == 3 # Third rowid - - # Verify data integrity - raw_json1 = cast(str, rows[0][2]) - raw_json2 = cast(str, rows[1][2]) - raw_json3 = cast(str, rows[2][2]) - data1 = _load_json_data(raw_json1) - data2 = _load_json_data(raw_json2) - data3 = _load_json_data(raw_json3) - - assert data1["from"] == "origin1" and data1["seq"] == 1 - assert data2["from"] == "origin2" and data2["seq"] == 2 - assert data3["from"] == "origin1" and data3["seq"] == 3 - - await storage.close() - - @pytest.mark.asyncio - async def test_query_events_since_index( - self, temp_db_path: Path, sample_node_id: NodeId - ) -> None: - """Test querying events after a specific rowid.""" - default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage( - db_path=temp_db_path, - batch_size=default_config.batch_size, - batch_timeout_ms=default_config.batch_timeout_ms, - debounce_ms=default_config.debounce_ms, - max_age_ms=default_config.max_age_ms, - ) - await storage.start() - - # Insert 10 test records - assert storage._engine is not None - async with AsyncSession(storage._engine) as session: - for i in range(10): - await session.execute( - text( - "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" - ), - { - "origin": sample_node_id, - "event_type": f"event_{i}", - "event_id": str(uuid4()), - "event_data": json.dumps({"index": i}), - }, - ) - await session.commit() - - # Query events after index 5 - assert storage._engine is not None - async with AsyncSession(storage._engine) as session: - result = await session.execute( - text( - "SELECT rowid, event_data FROM events WHERE rowid > :last_idx ORDER BY rowid" - ), - {"last_idx": 5}, - ) - rows = result.fetchall() - - assert len(rows) == 5 # Should get records 6-10 - for i, row in enumerate(rows): - assert row[0] == i + 6 # rowid 6, 7, 8, 9, 10 - raw_json = cast(str, row[1]) - data = _load_json_data(raw_json) - assert data["index"] == i + 5 # index 5, 6, 7, 8, 9 - - await storage.close() - - @pytest.mark.asyncio - async def test_empty_query(self, temp_db_path: Path) -> None: - """Test querying when no events exist.""" - default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage( - db_path=temp_db_path, - batch_size=default_config.batch_size, - batch_timeout_ms=default_config.batch_timeout_ms, - debounce_ms=default_config.debounce_ms, - max_age_ms=default_config.max_age_ms, - ) - await storage.start() - - assert storage._engine is not None - async with AsyncSession(storage._engine) as session: - result = await session.execute( - text( - "SELECT rowid, origin, event_data FROM events WHERE rowid > :last_idx ORDER BY rowid" - ), - {"last_idx": 0}, - ) - rows = result.fetchall() - - assert len(rows) == 0 - - await storage.close() - - @pytest.mark.asyncio - async def test_operations_after_close_raise_error(self, temp_db_path: Path) -> None: - """Test that operations after close work properly.""" - default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage( - db_path=temp_db_path, - batch_size=default_config.batch_size, - batch_timeout_ms=default_config.batch_timeout_ms, - debounce_ms=default_config.debounce_ms, - max_age_ms=default_config.max_age_ms, - ) - await storage.start() - await storage.close() - - # These should not raise errors since we're not using the public API - assert storage._closed is True - assert storage._engine is not None # Engine should still exist but be disposed - - @pytest.mark.asyncio - async def test_multiple_close_calls_safe(self, temp_db_path: Path) -> None: - """Test that multiple close calls are safe.""" - default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage( - db_path=temp_db_path, - batch_size=default_config.batch_size, - batch_timeout_ms=default_config.batch_timeout_ms, - debounce_ms=default_config.debounce_ms, - max_age_ms=default_config.max_age_ms, - ) - await storage.start() - await storage.close() - await storage.close() # Should not raise an error - - @pytest.mark.asyncio - async def test_json_data_types( - self, temp_db_path: Path, sample_node_id: NodeId - ) -> None: - """Test that various JSON data types are handled correctly.""" - default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage( - db_path=temp_db_path, - batch_size=default_config.batch_size, - batch_timeout_ms=default_config.batch_timeout_ms, - debounce_ms=default_config.debounce_ms, - max_age_ms=default_config.max_age_ms, - ) - await storage.start() - - # Test various JSON data types - test_data = { - "string": "test string", - "number": 42, - "float": 3.14, - "boolean": True, - "null": None, - "array": [1, 2, 3, "four"], - "object": {"nested": "value", "deep": {"deeper": "nested"}}, - "unicode": "测试 🚀", - } - - assert storage._engine is not None - async with AsyncSession(storage._engine) as session: - await session.execute( - text( - "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" - ), - { - "origin": sample_node_id, - "event_type": "complex_event", - "event_id": str(uuid4()), - "event_data": json.dumps(test_data), - }, - ) - await session.commit() - - # Query back and verify data integrity - assert storage._engine is not None - async with AsyncSession(storage._engine) as session: - result = await session.execute( - text("SELECT event_data FROM events WHERE event_type = :event_type"), - {"event_type": "complex_event"}, - ) - rows = result.fetchall() - - assert len(rows) == 1 - raw_json = cast(str, rows[0][0]) - retrieved_data = _load_json_data(raw_json) - assert retrieved_data == test_data - - await storage.close() - - @pytest.mark.asyncio - async def test_concurrent_inserts(self, temp_db_path: Path) -> None: - """Test concurrent inserts maintain rowid ordering.""" - default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage( - db_path=temp_db_path, - batch_size=default_config.batch_size, - batch_timeout_ms=default_config.batch_timeout_ms, - debounce_ms=default_config.debounce_ms, - max_age_ms=default_config.max_age_ms, - ) - await storage.start() - - async def insert_batch(origin_id: str, batch_id: int, count: int) -> None: - assert storage._engine is not None - async with AsyncSession(storage._engine) as session: - for i in range(count): - await session.execute( - text( - "INSERT INTO events (origin, event_type, event_id, event_data) VALUES (:origin, :event_type, :event_id, :event_data)" - ), - { - "origin": origin_id, - "event_type": f"batch_{batch_id}_event_{i}", - "event_id": str(uuid4()), - "event_data": json.dumps({"batch": batch_id, "item": i}), - }, - ) - await session.commit() - - # Run multiple concurrent insert batches - origin1 = str(uuid4()) - origin2 = str(uuid4()) - origin3 = str(uuid4()) - - await asyncio.gather( - insert_batch(origin1, 1, 5), - insert_batch(origin2, 2, 5), - insert_batch(origin3, 3, 5), - ) - - # Verify all records were inserted and rowid is sequential - assert storage._engine is not None - async with AsyncSession(storage._engine) as session: - result = await session.execute( - text("SELECT rowid, origin, event_data FROM events ORDER BY rowid") - ) - rows = result.fetchall() - - assert len(rows) == 15 # 3 batches * 5 records each - - # Verify rowid sequence is maintained - for i, row in enumerate(rows): - assert row[0] == i + 1 # rowid should be sequential - - await storage.close() - - @pytest.mark.asyncio - async def test_chunk_generated_event_serialization( - self, temp_db_path: Path, sample_node_id: NodeId - ) -> None: - """Test that ChunkGenerated event with nested types can be serialized and deserialized correctly.""" - default_config = EventLogConfig() - storage = AsyncSQLiteEventStorage( - db_path=temp_db_path, - batch_size=default_config.batch_size, - batch_timeout_ms=default_config.batch_timeout_ms, - debounce_ms=default_config.debounce_ms, - max_age_ms=default_config.max_age_ms, - ) - await storage.start() - - # Create a ChunkGenerated event with nested TokenChunk - command_id = CommandId() - token_chunk = TokenChunk( - text="Hello, world!", - token_id=42, - finish_reason="stop", - chunk_type=ChunkType.token, - command_id=command_id, - idx=0, - model="test-model", - ) - - chunk_generated_event = ChunkGenerated(command_id=command_id, chunk=token_chunk) - - # Store the event using the storage API - await storage.append_events([chunk_generated_event], sample_node_id) - - # Wait for batch to be written - await asyncio.sleep(0.5) - - # Retrieve the event - events = await storage.get_events_since(0) - - # Verify we got the event back - assert len(events) == 1 - retrieved_event_wrapper = events[0] - assert retrieved_event_wrapper.origin == sample_node_id - - # Verify the event was deserialized correctly - retrieved_event = retrieved_event_wrapper.event - assert isinstance(retrieved_event, ChunkGenerated) - assert retrieved_event.command_id == command_id - - # Verify the nested chunk was deserialized correctly - retrieved_chunk = retrieved_event.chunk - assert isinstance(retrieved_chunk, TokenChunk) - assert retrieved_chunk.chunk_type == ChunkType.token - assert retrieved_chunk.command_id == command_id - assert retrieved_chunk.idx == 0 - assert retrieved_chunk.model == "test-model" - - # Verify the chunk data - assert retrieved_chunk.text == "Hello, world!" - assert retrieved_chunk.token_id == 42 - assert retrieved_chunk.finish_reason == "stop" - - await storage.close() diff --git a/src/exo/shared/tests/test_state_serialization.py b/src/exo/shared/tests/test_state_serialization.py index 2497c437..5935d444 100644 --- a/src/exo/shared/tests/test_state_serialization.py +++ b/src/exo/shared/tests/test_state_serialization.py @@ -1,5 +1,3 @@ -from __future__ import annotations - from exo.shared.types.common import NodeId from exo.shared.types.multiaddr import Multiaddr from exo.shared.types.state import State @@ -16,13 +14,11 @@ def test_state_serialization_roundtrip() -> None: connection = Connection( local_node_id=node_a, send_back_node_id=node_b, - local_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/10000"), send_back_multiaddr=Multiaddr(address="/ip4/127.0.0.1/tcp/10001"), ) state = State() state.topology.add_connection(connection) - state.topology.master_node_id = node_a json_repr = state.model_dump_json() restored_state = State.model_validate_json(json_repr) diff --git a/src/exo/shared/topology.py b/src/exo/shared/topology.py index a3825a27..5be5af86 100644 --- a/src/exo/shared/topology.py +++ b/src/exo/shared/topology.py @@ -5,38 +5,33 @@ import rustworkx as rx from pydantic import BaseModel, ConfigDict from exo.shared.types.common import NodeId -from exo.shared.types.multiaddr import Multiaddr from exo.shared.types.profiling import ConnectionProfile, NodePerformanceProfile -from exo.shared.types.topology import Connection, Node, TopologyProto +from exo.shared.types.topology import Connection, NodeInfo class TopologySnapshot(BaseModel): - nodes: list[Node] + nodes: list[NodeInfo] connections: list[Connection] - master_node_id: NodeId | None = None model_config = ConfigDict(frozen=True, extra="forbid", strict=True) -class Topology(TopologyProto): +class Topology: def __init__(self) -> None: - self._graph: rx.PyDiGraph[Node, Connection] = rx.PyDiGraph() + self._graph: rx.PyDiGraph[NodeInfo, Connection] = rx.PyDiGraph() self._node_id_to_rx_id_map: dict[NodeId, int] = dict() self._rx_id_to_node_id_map: dict[int, NodeId] = dict() self._edge_id_to_rx_id_map: dict[Connection, int] = dict() - self.master_node_id: NodeId | None = None def to_snapshot(self) -> TopologySnapshot: return TopologySnapshot( nodes=list(self.list_nodes()), connections=list(self.list_connections()), - master_node_id=self.master_node_id, ) @classmethod def from_snapshot(cls, snapshot: TopologySnapshot) -> "Topology": topology = cls() - topology.master_node_id = snapshot.master_node_id for node in snapshot.nodes: with contextlib.suppress(ValueError): @@ -47,16 +42,13 @@ class Topology(TopologyProto): return topology - def add_node(self, node: Node) -> None: + def add_node(self, node: NodeInfo) -> None: if node.node_id in self._node_id_to_rx_id_map: return rx_id = self._graph.add_node(node) self._node_id_to_rx_id_map[node.node_id] = rx_id self._rx_id_to_node_id_map[rx_id] = node.node_id - def set_master_node_id(self, node_id: NodeId) -> None: - self.master_node_id = node_id - def contains_node(self, node_id: NodeId) -> bool: return node_id in self._node_id_to_rx_id_map @@ -68,9 +60,9 @@ class Topology(TopologyProto): connection: Connection, ) -> None: if connection.local_node_id not in self._node_id_to_rx_id_map: - self.add_node(Node(node_id=connection.local_node_id)) + self.add_node(NodeInfo(node_id=connection.local_node_id)) if connection.send_back_node_id not in self._node_id_to_rx_id_map: - self.add_node(Node(node_id=connection.send_back_node_id)) + self.add_node(NodeInfo(node_id=connection.send_back_node_id)) src_id = self._node_id_to_rx_id_map[connection.local_node_id] sink_id = self._node_id_to_rx_id_map[connection.send_back_node_id] @@ -78,12 +70,11 @@ class Topology(TopologyProto): rx_id = self._graph.add_edge(src_id, sink_id, connection) self._edge_id_to_rx_id_map[connection] = rx_id - def list_nodes(self) -> Iterable[Node]: - yield from (self._graph[i] for i in self._graph.node_indices()) + def list_nodes(self) -> Iterable[NodeInfo]: + return (self._graph[i] for i in self._graph.node_indices()) def list_connections(self) -> Iterable[Connection]: - for _, _, connection in self._graph.weighted_edge_list(): - yield connection + return (connection for _, _, connection in self._graph.weighted_edge_list()) def get_node_profile(self, node_id: NodeId) -> NodePerformanceProfile | None: try: @@ -92,14 +83,6 @@ class Topology(TopologyProto): except KeyError: return None - def get_node_multiaddr(self, node_id: NodeId) -> Multiaddr: - for connection in self.list_connections(): - if connection.local_node_id == node_id: - return connection.local_multiaddr - if connection.send_back_node_id == node_id: - return connection.send_back_multiaddr - raise ValueError(f"Node {node_id} is not connected to any other nodes") - def update_node_profile( self, node_id: NodeId, node_profile: NodePerformanceProfile ) -> None: @@ -128,37 +111,40 @@ class Topology(TopologyProto): def remove_connection(self, connection: Connection) -> None: rx_idx = self._edge_id_to_rx_id_map[connection] - if self._is_bridge(connection): - # Determine the reference node from which reachability is calculated. - # Prefer a master node if the topology knows one; otherwise fall back to - # the local end of the connection being removed. - reference_node_id: NodeId = ( - self.master_node_id - if self.master_node_id is not None - else connection.local_node_id - ) - orphan_node_ids = self._get_orphan_node_ids(reference_node_id, connection) - for orphan_node_id in orphan_node_ids: - orphan_node_rx_id = self._node_id_to_rx_id_map[orphan_node_id] - self._graph.remove_node(orphan_node_rx_id) - del self._node_id_to_rx_id_map[orphan_node_id] - del self._rx_id_to_node_id_map[orphan_node_rx_id] - self._graph.remove_edge_from_index(rx_idx) del self._edge_id_to_rx_id_map[connection] - if rx_idx in self._rx_id_to_node_id_map: - del self._rx_id_to_node_id_map[rx_idx] - def get_cycles(self) -> list[list[Node]]: + def get_cycles(self) -> list[list[NodeInfo]]: cycle_idxs = rx.simple_cycles(self._graph) - cycles: list[list[Node]] = [] + cycles: list[list[NodeInfo]] = [] for cycle_idx in cycle_idxs: cycle = [self._graph[idx] for idx in cycle_idx] cycles.append(cycle) return cycles - def get_subgraph_from_nodes(self, nodes: list[Node]) -> "Topology": + def get_cycles_tb(self) -> list[list[NodeInfo]]: + tb_edges = [ + (u, v, conn) + for u, v, conn in self._graph.weighted_edge_list() + if conn.is_thunderbolt() + ] + + tb_graph: rx.PyDiGraph[NodeInfo, Connection] = rx.PyDiGraph() + tb_graph.add_nodes_from(self._graph.nodes()) + + for u, v, conn in tb_edges: + tb_graph.add_edge(u, v, conn) + + cycle_idxs = rx.simple_cycles(tb_graph) + cycles: list[list[NodeInfo]] = [] + for cycle_idx in cycle_idxs: + cycle = [tb_graph[idx] for idx in cycle_idx] + cycles.append(cycle) + + return cycles + + def get_subgraph_from_nodes(self, nodes: list[NodeInfo]) -> "Topology": node_idxs = [node.node_id for node in nodes] rx_idxs = [self._node_id_to_rx_id_map[idx] for idx in node_idxs] topology = Topology() @@ -172,7 +158,7 @@ class Topology(TopologyProto): topology.add_connection(connection) return topology - def is_thunderbolt_cycle(self, cycle: list[Node]) -> bool: + def is_thunderbolt_cycle(self, cycle: list[NodeInfo]) -> bool: node_idxs = [node.node_id for node in cycle] rx_idxs = [self._node_id_to_rx_id_map[idx] for idx in node_idxs] for rid in rx_idxs: @@ -187,49 +173,3 @@ class Topology(TopologyProto): if not has_tb: return False return True - - def _is_bridge(self, connection: Connection) -> bool: - """Check if removing this connection will orphan any nodes from the master.""" - if self.master_node_id is None: - return False - - orphan_node_ids = self._get_orphan_node_ids(self.master_node_id, connection) - return len(orphan_node_ids) > 0 - - def _get_orphan_node_ids( - self, master_node_id: NodeId, connection: Connection - ) -> list[NodeId]: - """Return node_ids that become unreachable from `master_node_id` once `connection` is removed. - - A node is considered *orphaned* if there exists **no directed path** from - the master node to that node after deleting the edge identified by - ``connection``. This definition is strictly weaker than being in a - different *strongly* connected component and more appropriate for - directed networks where information only needs to flow *outwards* from - the master. - """ - edge_idx = self._edge_id_to_rx_id_map[connection] - # Operate on a copy so the original topology remains intact while we - # compute reachability. - graph_copy: rx.PyDiGraph[Node, Connection] = self._graph.copy() - graph_copy.remove_edge_from_index(edge_idx) - - if master_node_id not in self._node_id_to_rx_id_map: - # If the provided master node isn't present we conservatively treat - # every other node as orphaned. - return list(self._node_id_to_rx_id_map.keys()) - - master_rx_id = self._node_id_to_rx_id_map[master_node_id] - - # Nodes reachable by following outgoing edges from the master. - reachable_rx_ids: set[int] = set(rx.descendants(graph_copy, master_rx_id)) - reachable_rx_ids.add(master_rx_id) - - # Every existing node index not reachable is orphaned. - orphan_rx_ids = set(graph_copy.node_indices()) - reachable_rx_ids - - return [ - self._rx_id_to_node_id_map[rx_id] - for rx_id in orphan_rx_ids - if rx_id in self._rx_id_to_node_id_map - ] diff --git a/src/exo/shared/types/__init__.py b/src/exo/shared/types/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/src/exo/shared/types/api.py b/src/exo/shared/types/api.py index 22870e63..f91e315e 100644 --- a/src/exo/shared/types/api.py +++ b/src/exo/shared/types/api.py @@ -133,7 +133,6 @@ class CreateInstanceResponse(BaseModel): message: str command_id: CommandId model_meta: ModelMetadata - instance_id: InstanceId class DeleteInstanceResponse(BaseModel): diff --git a/src/exo/shared/types/chunks.py b/src/exo/shared/types/chunks.py new file mode 100644 index 00000000..ec7a8295 --- /dev/null +++ b/src/exo/shared/types/chunks.py @@ -0,0 +1,35 @@ +from enum import Enum +from typing import Annotated, Literal + +from pydantic import BaseModel, Field + +from exo.shared.openai_compat import FinishReason +from exo.shared.types.common import CommandId +from exo.shared.types.models import ModelId + + +class ChunkType(str, Enum): + token = "token" + image = "image" + + +class BaseChunk[ChunkTypeT: ChunkType](BaseModel): + chunk_type: ChunkTypeT + command_id: CommandId + idx: int + model: ModelId + + +class TokenChunk(BaseChunk[ChunkType.token]): + chunk_type: Literal[ChunkType.token] = Field(default=ChunkType.token, frozen=True) + text: str + token_id: int + finish_reason: FinishReason | None = None + + +class ImageChunk(BaseChunk[ChunkType.image]): + chunk_type: Literal[ChunkType.image] = Field(default=ChunkType.image, frozen=True) + data: bytes + + +GenerationChunk = Annotated[TokenChunk | ImageChunk, Field(discriminator="chunk_type")] diff --git a/src/exo/shared/types/commands.py b/src/exo/shared/types/commands.py new file mode 100644 index 00000000..4c9a1066 --- /dev/null +++ b/src/exo/shared/types/commands.py @@ -0,0 +1,78 @@ +from enum import Enum +from typing import Union + +from pydantic import Field + +from exo.shared.types.api import ChatCompletionTaskParams +from exo.shared.types.common import CommandId, NodeId +from exo.shared.types.models import ModelMetadata +from exo.shared.types.worker.common import InstanceId +from exo.utils.pydantic_ext import CamelCaseModel +from exo.utils.pydantic_tagged import Tagged, tagged_union + + +# TODO: We need to have a distinction between create instance and spin up instance. +class CommandType(str, Enum): + ChatCompletion = "ChatCompletion" + CreateInstance = "CreateInstance" + SpinUpInstance = "SpinUpInstance" + DeleteInstance = "DeleteInstance" + TaskFinished = "TaskFinished" + RequestEventLog = "RequestEventLog" + + +class BaseCommand(CamelCaseModel): + command_id: CommandId = Field(default_factory=CommandId) + + +class ChatCompletion(BaseCommand): + request_params: ChatCompletionTaskParams + + +class CreateInstance(BaseCommand): + model_meta: ModelMetadata + + +class SpinUpInstance(BaseCommand): + instance_id: InstanceId + + +class DeleteInstance(BaseCommand): + instance_id: InstanceId + + +class TaskFinished(BaseCommand): + finished_command_id: CommandId + + +class RequestEventLog(BaseCommand): + since_idx: int + + +Command = Union[ + RequestEventLog, + ChatCompletion, + CreateInstance, + SpinUpInstance, + DeleteInstance, + TaskFinished, +] + + +@tagged_union( + { + CommandType.ChatCompletion: ChatCompletion, + CommandType.CreateInstance: CreateInstance, + CommandType.SpinUpInstance: SpinUpInstance, + CommandType.DeleteInstance: DeleteInstance, + CommandType.TaskFinished: TaskFinished, + CommandType.RequestEventLog: RequestEventLog, + } +) +class TaggedCommand(Tagged[Command]): + pass + + +class ForwarderCommand(CamelCaseModel): + origin: NodeId + tagged_command: TaggedCommand diff --git a/src/exo/shared/types/common.py b/src/exo/shared/types/common.py index bc7cd127..b89ff915 100644 --- a/src/exo/shared/types/common.py +++ b/src/exo/shared/types/common.py @@ -1,5 +1,4 @@ -from ipaddress import IPv4Address, IPv6Address -from typing import Any, Self +from typing import Self from uuid import uuid4 from pydantic import BaseModel, GetCoreSchemaHandler, field_validator @@ -12,10 +11,10 @@ class ID(str): @classmethod def __get_pydantic_core_schema__( - cls, _source: type[Any], handler: GetCoreSchemaHandler + cls, _source: type, handler: GetCoreSchemaHandler ) -> core_schema.CoreSchema: - # Re‑use the already‑defined schema for `str` - return handler.generate_schema(str) + # Just use a plain string schema + return core_schema.str_schema() class NodeId(ID): @@ -27,7 +26,7 @@ class CommandId(ID): class Host(BaseModel): - ip: IPv4Address | IPv6Address + ip: str port: int def __str__(self) -> str: diff --git a/src/exo/shared/types/events.py b/src/exo/shared/types/events.py new file mode 100644 index 00000000..8d9aa32c --- /dev/null +++ b/src/exo/shared/types/events.py @@ -0,0 +1,199 @@ +from enum import Enum +from typing import Union + +from pydantic import Field + +from exo.shared.topology import Connection, NodePerformanceProfile +from exo.shared.types.chunks import CommandId, GenerationChunk +from exo.shared.types.common import ID, NodeId +from exo.shared.types.tasks import Task, TaskId, TaskStatus +from exo.shared.types.worker.common import InstanceId, WorkerStatus +from exo.shared.types.worker.instances import Instance +from exo.shared.types.worker.runners import RunnerId, RunnerStatus +from exo.utils.pydantic_ext import CamelCaseModel +from exo.utils.pydantic_tagged import Tagged, tagged_union + + +class EventId(ID): + """ + Newtype around `ID` + """ + + +class EventType(str, Enum): + """ + Here are all the unique kinds of events that can be sent over the network. + """ + + # Test Events, strictly for mocks and tests. + TestEvent = "TestEvent" + + # Task Events + TaskCreated = "TaskCreated" + TaskStateUpdated = "TaskStateUpdated" + TaskFailed = "TaskFailed" + TaskDeleted = "TaskDeleted" + + # Streaming Events + ChunkGenerated = "ChunkGenerated" + + # Instance Events + InstanceCreated = "InstanceCreated" + InstanceDeleted = "InstanceDeleted" + InstanceActivated = "InstanceActivated" + InstanceDeactivated = "InstanceDeactivated" + InstanceReplacedAtomically = "InstanceReplacedAtomically" + + # Runner Status Events + RunnerStatusUpdated = "RunnerStatusUpdated" + RunnerDeleted = "RunnerDeleted" + + # Node Performance Events + WorkerStatusUpdated = "WorkerStatusUpdated" + NodePerformanceMeasured = "NodePerformanceMeasured" + + # Topology Events + TopologyNodeCreated = "TopologyNodeCreated" + TopologyEdgeCreated = "TopologyEdgeCreated" + TopologyEdgeDeleted = "TopologyEdgeDeleted" + + +class BaseEvent(CamelCaseModel): + event_id: EventId = Field(default_factory=EventId) + + +class TestEvent(BaseEvent): + pass + + +class TaskCreated(BaseEvent): + task_id: TaskId + task: Task + + +class TaskDeleted(BaseEvent): + task_id: TaskId + + +class TaskStateUpdated(BaseEvent): + task_id: TaskId + task_status: TaskStatus + + +class TaskFailed(BaseEvent): + task_id: TaskId + error_type: str + error_message: str + + +class InstanceCreated(BaseEvent): + instance: Instance + + +class InstanceActivated(BaseEvent): + instance_id: InstanceId + + +class InstanceDeactivated(BaseEvent): + instance_id: InstanceId + + +class InstanceDeleted(BaseEvent): + instance_id: InstanceId + + +class RunnerStatusUpdated(BaseEvent): + runner_id: RunnerId + runner_status: RunnerStatus + + +class RunnerDeleted(BaseEvent): + runner_id: RunnerId + + +class NodePerformanceMeasured(BaseEvent): + node_id: NodeId + node_profile: NodePerformanceProfile + + +class WorkerStatusUpdated(BaseEvent): + node_id: NodeId + node_state: WorkerStatus + + +class ChunkGenerated(BaseEvent): + command_id: CommandId + chunk: GenerationChunk + + +class TopologyNodeCreated(BaseEvent): + node_id: NodeId + + +class TopologyEdgeCreated(BaseEvent): + edge: Connection + + +class TopologyEdgeDeleted(BaseEvent): + edge: Connection + + +Event = Union[ + TestEvent, + TaskCreated, + TaskStateUpdated, + TaskFailed, + TaskDeleted, + InstanceCreated, + InstanceActivated, + InstanceDeactivated, + InstanceDeleted, + RunnerStatusUpdated, + RunnerDeleted, + NodePerformanceMeasured, + WorkerStatusUpdated, + ChunkGenerated, + TopologyNodeCreated, + TopologyEdgeCreated, + TopologyEdgeDeleted, +] + + +@tagged_union( + { + EventType.TestEvent: TestEvent, + EventType.TaskCreated: TaskCreated, + EventType.TaskStateUpdated: TaskStateUpdated, + EventType.TaskFailed: TaskFailed, + EventType.TaskDeleted: TaskDeleted, + EventType.InstanceCreated: InstanceCreated, + EventType.InstanceActivated: InstanceActivated, + EventType.InstanceDeactivated: InstanceDeactivated, + EventType.InstanceDeleted: InstanceDeleted, + EventType.RunnerStatusUpdated: RunnerStatusUpdated, + EventType.RunnerDeleted: RunnerDeleted, + EventType.NodePerformanceMeasured: NodePerformanceMeasured, + EventType.WorkerStatusUpdated: WorkerStatusUpdated, + EventType.ChunkGenerated: ChunkGenerated, + EventType.TopologyNodeCreated: TopologyNodeCreated, + EventType.TopologyEdgeCreated: TopologyEdgeCreated, + EventType.TopologyEdgeDeleted: TopologyEdgeDeleted, + } +) +class TaggedEvent(Tagged[Event]): + pass + + +class IndexedEvent(CamelCaseModel): + """An event indexed by the master, with a globally unique index""" + + idx: int = Field(ge=0) + event: Event + + +class ForwarderEvent(CamelCaseModel): + """An event the forwarder will serialize and send over the network""" + + origin_idx: int = Field(ge=0) + origin: NodeId + tagged_event: TaggedEvent diff --git a/src/exo/shared/types/events/__init__.py b/src/exo/shared/types/events/__init__.py deleted file mode 100644 index 462d460c..00000000 --- a/src/exo/shared/types/events/__init__.py +++ /dev/null @@ -1,13 +0,0 @@ -# ruff: noqa: F403 -# ruff: noqa: F405 - -# Note: we are implementing internal details here, so importing private stuff is fine!!! -from pydantic import TypeAdapter - -from ._events import * -from .components import EventFromEventLog - -EventParser: TypeAdapter[Event] = TypeAdapter(Event) -"""Type adaptor to parse :class:`Event`s.""" - -__all__ = ["Event", "EventParser", "EventFromEventLog"] diff --git a/src/exo/shared/types/events/_events.py b/src/exo/shared/types/events/_events.py deleted file mode 100644 index dccb9f6f..00000000 --- a/src/exo/shared/types/events/_events.py +++ /dev/null @@ -1,340 +0,0 @@ -import types -from enum import Enum -from typing import ( - TYPE_CHECKING, - Annotated, - Any, - Literal, - TypeVar, - Union, - get_args, - get_origin, - get_type_hints, -) - -from pydantic import Field - -from exo.shared.constants import get_error_reporting_message -from exo.shared.topology import Connection, ConnectionProfile, NodePerformanceProfile -from exo.shared.types.common import NodeId -from exo.shared.types.events.chunks import CommandId, GenerationChunk -from exo.shared.types.tasks import Task, TaskId, TaskStatus -from exo.shared.types.worker.common import InstanceId, NodeStatus -from exo.shared.types.worker.instances import Instance -from exo.shared.types.worker.runners import RunnerId, RunnerStatus - -if TYPE_CHECKING: - pass - -from pydantic import BaseModel - -from exo.shared.types.common import ID - - -class EventId(ID): - """ - Newtype around `ID` - """ - - -# Event base-class boilerplate (you should basically never touch these) -# Only very specialised registry or serialisation/deserialization logic might need know about these - - -class _EventType(str, Enum): - """ - Here are all the unique kinds of events that can be sent over the network. - """ - - # Heartbeat Events - Heartbeat = "Heartbeat" - - # Task Events - TaskCreated = "TaskCreated" - TaskStateUpdated = "TaskStateUpdated" - TaskFailed = "TaskFailed" - TaskDeleted = "TaskDeleted" - - # Streaming Events - ChunkGenerated = "ChunkGenerated" - - # Instance Events - InstanceCreated = "InstanceCreated" - InstanceDeleted = "InstanceDeleted" - InstanceActivated = "InstanceActivated" - InstanceDeactivated = "InstanceDeactivated" - InstanceReplacedAtomically = "InstanceReplacedAtomically" - - # Runner Status Events - RunnerStatusUpdated = "RunnerStatusUpdated" - RunnerDeleted = "RunnerDeleted" - - # Node Performance Events - NodePerformanceMeasured = "NodePerformanceMeasured" - - # Topology Events - TopologyNodeCreated = "TopologyNodeCreated" - TopologyEdgeCreated = "TopologyEdgeCreated" - TopologyEdgeReplacedAtomically = "TopologyEdgeReplacedAtomically" - TopologyEdgeDeleted = "TopologyEdgeDeleted" - WorkerStatusUpdated = "WorkerStatusUpdated" - - # # Timer Events - # TimerCreated = "TimerCreated" - # TimerFired = "TimerFired" - - -class _BaseEvent[T: _EventType](BaseModel): - """ - This is the event base-class, to please the Pydantic gods. - PLEASE don't use this for anything unless you know why you are doing so, - instead just use the events union :) - """ - - event_type: T - event_id: EventId = EventId() - __no_apply__: bool = False - - def check_event_was_sent_by_correct_node(self, origin_id: NodeId) -> bool: - """Check if the event was sent by the correct node. - - This is a placeholder implementation that always returns True. - Subclasses can override this method to implement specific validation logic. - """ - return True - - -_E = TypeVar("_E", bound=_BaseEvent[Any]) - - -def no_op_event(cls: type[_E]) -> type[_E]: - """Decorator to mark an event class as a *no-op*. - - Events marked as no-ops do not require an `event_apply` registration – the - apply layer will simply return the current state unchanged. This reduces - boilerplate and keeps console output quieter for high-frequency events - such as *Heartbeat* or streaming *ChunkGenerated* messages. - """ - - cls.__no_apply__ = True # Used by the apply layer to identify no-op events - return cls - - -@no_op_event -class Heartbeat(_BaseEvent[_EventType.Heartbeat]): - event_type: Literal[_EventType.Heartbeat] = _EventType.Heartbeat - node_id: NodeId - - -class TaskCreated(_BaseEvent[_EventType.TaskCreated]): - event_type: Literal[_EventType.TaskCreated] = _EventType.TaskCreated - task_id: TaskId - task: Task - - -class TaskDeleted(_BaseEvent[_EventType.TaskDeleted]): - event_type: Literal[_EventType.TaskDeleted] = _EventType.TaskDeleted - task_id: TaskId - - -class TaskStateUpdated(_BaseEvent[_EventType.TaskStateUpdated]): - event_type: Literal[_EventType.TaskStateUpdated] = _EventType.TaskStateUpdated - task_id: TaskId - task_status: TaskStatus - - -class TaskFailed(_BaseEvent[_EventType.TaskFailed]): - event_type: Literal[_EventType.TaskFailed] = _EventType.TaskFailed - task_id: TaskId - error_type: str - error_message: str - - -class InstanceCreated(_BaseEvent[_EventType.InstanceCreated]): - event_type: Literal[_EventType.InstanceCreated] = _EventType.InstanceCreated - instance: Instance - - -class InstanceActivated(_BaseEvent[_EventType.InstanceActivated]): - event_type: Literal[_EventType.InstanceActivated] = _EventType.InstanceActivated - instance_id: InstanceId - - -class InstanceDeactivated(_BaseEvent[_EventType.InstanceDeactivated]): - event_type: Literal[_EventType.InstanceDeactivated] = _EventType.InstanceDeactivated - instance_id: InstanceId - - -class InstanceDeleted(_BaseEvent[_EventType.InstanceDeleted]): - event_type: Literal[_EventType.InstanceDeleted] = _EventType.InstanceDeleted - instance_id: InstanceId - - -class InstanceReplacedAtomically(_BaseEvent[_EventType.InstanceReplacedAtomically]): - event_type: Literal[_EventType.InstanceReplacedAtomically] = ( - _EventType.InstanceReplacedAtomically - ) - instance_to_replace: InstanceId - new_instance_id: InstanceId - - -# TODO: RunnerCreated - - -class RunnerStatusUpdated(_BaseEvent[_EventType.RunnerStatusUpdated]): - event_type: Literal[_EventType.RunnerStatusUpdated] = _EventType.RunnerStatusUpdated - runner_id: RunnerId - runner_status: RunnerStatus - - -class RunnerDeleted(_BaseEvent[_EventType.RunnerDeleted]): - event_type: Literal[_EventType.RunnerDeleted] = _EventType.RunnerDeleted - runner_id: RunnerId - - -class NodePerformanceMeasured(_BaseEvent[_EventType.NodePerformanceMeasured]): - event_type: Literal[_EventType.NodePerformanceMeasured] = ( - _EventType.NodePerformanceMeasured - ) - node_id: NodeId - node_profile: NodePerformanceProfile - - -class WorkerStatusUpdated(_BaseEvent[_EventType.WorkerStatusUpdated]): - event_type: Literal[_EventType.WorkerStatusUpdated] = _EventType.WorkerStatusUpdated - node_id: NodeId - node_state: NodeStatus - - -@no_op_event -class ChunkGenerated(_BaseEvent[_EventType.ChunkGenerated]): - event_type: Literal[_EventType.ChunkGenerated] = _EventType.ChunkGenerated - command_id: CommandId - chunk: GenerationChunk - - -class TopologyNodeCreated(_BaseEvent[_EventType.TopologyNodeCreated]): - event_type: Literal[_EventType.TopologyNodeCreated] = _EventType.TopologyNodeCreated - node_id: NodeId - role: Literal["MASTER", "REPLICA"] - - -class TopologyEdgeCreated(_BaseEvent[_EventType.TopologyEdgeCreated]): - event_type: Literal[_EventType.TopologyEdgeCreated] = _EventType.TopologyEdgeCreated - edge: Connection - - -class TopologyEdgeReplacedAtomically( - _BaseEvent[_EventType.TopologyEdgeReplacedAtomically] -): - """ - TODO: delete this???? - """ - - event_type: Literal[_EventType.TopologyEdgeReplacedAtomically] = ( - _EventType.TopologyEdgeReplacedAtomically - ) - edge: Connection - edge_profile: ConnectionProfile - - -class TopologyEdgeDeleted(_BaseEvent[_EventType.TopologyEdgeDeleted]): - event_type: Literal[_EventType.TopologyEdgeDeleted] = _EventType.TopologyEdgeDeleted - edge: Connection - - -_Event = Union[ - Heartbeat, - TaskCreated, - TaskStateUpdated, - TaskFailed, - TaskDeleted, - InstanceCreated, - InstanceActivated, - InstanceDeactivated, - InstanceDeleted, - InstanceReplacedAtomically, - RunnerStatusUpdated, - RunnerDeleted, - NodePerformanceMeasured, - WorkerStatusUpdated, - ChunkGenerated, - TopologyNodeCreated, - TopologyEdgeCreated, - TopologyEdgeReplacedAtomically, - TopologyEdgeDeleted, -] -""" -Un-annotated union of all events. Only used internally to create the registry. -For all other usecases, use the annotated union of events :class:`Event` :) -""" - - -def _check_event_type_consistency(): - # Grab enum values from members - member_enum_values = [m for m in _EventType] - - # grab enum values from the union => scrape the type annotation - union_enum_values: list[_EventType] = [] - union_classes = list(get_args(_Event)) - for cls in union_classes: # pyright: ignore[reportAny] - assert issubclass(cls, object), ( - f"{get_error_reporting_message()}", - f"The class {cls} is NOT a subclass of {object}.", - ) - - # ensure the first base parameter is ALWAYS _BaseEvent - base_cls = list(types.get_original_bases(cls)) - assert ( - len(base_cls) >= 1 - and issubclass(base_cls[0], object) - and issubclass(base_cls[0], _BaseEvent) - ), ( - f"{get_error_reporting_message()}", - f"The class {cls} does NOT inherit from {_BaseEvent} {get_origin(base_cls[0])}.", - ) - - # grab type hints and extract the right values from it - cls_hints = get_type_hints(cls) - assert ( - "event_type" in cls_hints and get_origin(cls_hints["event_type"]) is Literal # type: ignore - ), ( - f"{get_error_reporting_message()}", - f"The class {cls} is missing a {Literal}-annotated `event_type` field.", - ) - - # make sure the value is an instance of `_EventType` - enum_value = list(get_args(cls_hints["event_type"])) - assert len(enum_value) == 1 and isinstance(enum_value[0], _EventType), ( - f"{get_error_reporting_message()}", - f"The `event_type` of {cls} has a non-{_EventType} literal-type.", - ) - union_enum_values.append(enum_value[0]) - - # ensure there is a 1:1 bijection between the two - for m in member_enum_values: - assert m in union_enum_values, ( - f"{get_error_reporting_message()}", - f"There is no event-type registered for {m} in {_Event}.", - ) - union_enum_values.remove(m) - assert len(union_enum_values) == 0, ( - f"{get_error_reporting_message()}", - f"The following events have multiple event types defined in {_Event}: {union_enum_values}.", - ) - - -_check_event_type_consistency() - -Event = Annotated[_Event, Field(discriminator="event_type")] -"""Type of events, a discriminated union.""" - -# class TimerCreated(_BaseEvent[_EventType.TimerCreated]): -# event_type: Literal[_EventType.TimerCreated] = _EventType.TimerCreated -# timer_id: TimerId -# delay_seconds: float -# -# -# class TimerFired(_BaseEvent[_EventType.TimerFired]): -# event_type: Literal[_EventType.TimerFired] = _EventType.TimerFired -# timer_id: TimerId diff --git a/src/exo/shared/types/events/chunks.py b/src/exo/shared/types/events/chunks.py deleted file mode 100644 index 7a69ae5c..00000000 --- a/src/exo/shared/types/events/chunks.py +++ /dev/null @@ -1,71 +0,0 @@ -from enum import Enum -from typing import Annotated, Literal - -from pydantic import BaseModel, Field, TypeAdapter - -from exo.shared.openai_compat import FinishReason -from exo.shared.types.common import CommandId -from exo.shared.types.models import ModelId - - -class ChunkType(str, Enum): - token = "token" - image = "image" - - -class BaseChunk[ChunkTypeT: ChunkType](BaseModel): - chunk_type: ChunkTypeT - command_id: CommandId - idx: int - model: ModelId - - -class TokenChunk(BaseChunk[ChunkType.token]): - chunk_type: Literal[ChunkType.token] = Field(default=ChunkType.token, frozen=True) - text: str - token_id: int - finish_reason: FinishReason | None = None - - -class ImageChunk(BaseChunk[ChunkType.image]): - chunk_type: Literal[ChunkType.image] = Field(default=ChunkType.image, frozen=True) - data: bytes - - -GenerationChunk = Annotated[TokenChunk | ImageChunk, Field(discriminator="chunk_type")] -GenerationChunkTypeAdapter: TypeAdapter[GenerationChunk] = TypeAdapter(GenerationChunk) - -## OpenAIResponse = ( -## ChatCompletion | ChatCompletionChunk -## ) ## Currently we only support chat completions - -# my_chunk: dict[str, Any] = TokenChunk( -# task_id=TaskId('nicerid'), -# idx=0, -# text='hello', -# token_id=12, -# chunk_type=ChunkType.token, -# model='llama-3.1', -# ).model_dump() -# print(my_chunk) -# restored = GenerationChunkTypeAdapter.validate_python(my_chunk) -# print(restored) - -#### OpenAI API Interfaces ### - -""" -def send_task(task: Any) -> AsyncGenerator[GenerationChunk]: - # This is the 'command' - turns the task into an event and pushes to the event queue. - # Tokens are then read off the event queue and pushed back to the api via an AsyncGenerator. - ... - -def parse_chunk_to_openai_response(chunk: GenerationChunk) -> OpenAIResponse: - ... - -async def handle_task(task: Any) -> AsyncGenerator[OpenAIResponse]: - ## In our api call function, we will do: - generator: AsyncGenerator[GenerationChunk] = send_task(task) - - async for chunk in generator: - yield parse_chunk_to_openai_response(chunk) -""" diff --git a/src/exo/shared/types/events/commands.py b/src/exo/shared/types/events/commands.py deleted file mode 100644 index 7469e1fa..00000000 --- a/src/exo/shared/types/events/commands.py +++ /dev/null @@ -1,61 +0,0 @@ -from enum import Enum -from typing import Annotated, Callable, Literal, Sequence - -from pydantic import BaseModel, Field, TypeAdapter - -from exo.shared.types.api import ChatCompletionTaskParams -from exo.shared.types.common import CommandId -from exo.shared.types.events import Event -from exo.shared.types.models import ModelMetadata -from exo.shared.types.state import State -from exo.shared.types.worker.common import InstanceId - - -# TODO: We need to have a distinction between create instance and spin up instance. -class CommandType(str, Enum): - CHAT_COMPLETION = "CHAT_COMPLETION" - CREATE_INSTANCE = "CREATE_INSTANCE" - DELETE_INSTANCE = "DELETE_INSTANCE" - TASK_FINISHED = "TASK_FINISHED" - - -class _BaseCommand[T: CommandType](BaseModel): - command_id: CommandId - command_type: T - - -class ChatCompletionCommand(_BaseCommand[CommandType.CHAT_COMPLETION]): - command_type: Literal[CommandType.CHAT_COMPLETION] = CommandType.CHAT_COMPLETION - request_params: ChatCompletionTaskParams - - -class CreateInstanceCommand(_BaseCommand[CommandType.CREATE_INSTANCE]): - command_type: Literal[CommandType.CREATE_INSTANCE] = CommandType.CREATE_INSTANCE - model_meta: ModelMetadata - instance_id: InstanceId - - -class DeleteInstanceCommand(_BaseCommand[CommandType.DELETE_INSTANCE]): - command_type: Literal[CommandType.DELETE_INSTANCE] = CommandType.DELETE_INSTANCE - instance_id: InstanceId - - -class TaskFinishedCommand(_BaseCommand[CommandType.TASK_FINISHED]): - command_type: Literal[CommandType.TASK_FINISHED] = CommandType.TASK_FINISHED - - -Command = Annotated[ - ChatCompletionCommand - | CreateInstanceCommand - | DeleteInstanceCommand - | TaskFinishedCommand, - Field(discriminator="command_type"), -] - -CommandParser: TypeAdapter[Command] = TypeAdapter(Command) - - -type Decide = Callable[ - [State, Command], - Sequence[Event], -] diff --git a/src/exo/shared/types/events/components.py b/src/exo/shared/types/events/components.py deleted file mode 100644 index d0764b85..00000000 --- a/src/exo/shared/types/events/components.py +++ /dev/null @@ -1,36 +0,0 @@ -# components.py defines the small event functions, adapters etc. -# this name could probably be improved. - -from typing import ( - TYPE_CHECKING, -) - -if TYPE_CHECKING: - pass - -from typing import Callable - -from pydantic import BaseModel, Field, model_validator - -from exo.shared.types.common import NodeId -from exo.shared.types.state import State - -from ._events import Event - - -class EventFromEventLog[T: Event](BaseModel): - event: T - origin: NodeId - idx_in_log: int = Field(gt=0) - - @model_validator(mode="after") - def check_event_was_sent_by_correct_node( - self, - ) -> "EventFromEventLog[T]": - if self.event.check_event_was_sent_by_correct_node(self.origin): - return self - raise ValueError("Invalid Event: Origin ID Does Not Match") - - -type Apply = Callable[[State, Event], State] -type ApplyFromEventLog = Callable[[State, EventFromEventLog[Event]], State] diff --git a/src/exo/shared/types/graphs/pydantic.py b/src/exo/shared/types/graphs/pydantic.py deleted file mode 100644 index ce2afabb..00000000 --- a/src/exo/shared/types/graphs/pydantic.py +++ /dev/null @@ -1,8 +0,0 @@ -from typing import Any, List - -from pydantic import BaseModel - - -class PydanticGraph(BaseModel): - vertices: List[Any] - edges: List[Any] diff --git a/src/exo/shared/types/memory.py b/src/exo/shared/types/memory.py new file mode 100644 index 00000000..21cd1534 --- /dev/null +++ b/src/exo/shared/types/memory.py @@ -0,0 +1,63 @@ +from math import ceil +from typing import Self + +from exo.utils.pydantic_ext import CamelCaseModel + + +class Memory(CamelCaseModel): + in_bytes: int = 0 + + @classmethod + def from_bytes(cls, val: int) -> Self: + """Construct a new Memory object from a number of bytes""" + return cls(in_bytes=val) + + @property + def in_kb(self) -> int: + """The approximate kilobytes this memory represents, rounded up. Setting this property rounds to the nearest byte.""" + return ceil(self.in_bytes / 1024) + + @in_kb.setter + def in_kb(self, val: int): + """Set this memorys value in kilobytes.""" + self.in_bytes = val * 1024 + + @classmethod + def from_kb(cls, val: int) -> Self: + """Construct a new Memory object from a number of kilobytes""" + return cls(in_bytes=val * 1024) + + @classmethod + def from_float_kb(cls, val: float) -> Self: + """Construct a new Memory object from a number of kilobytes, rounding where appropriate""" + return cls(in_bytes=round(val * 1024)) + + @property + def in_mb(self) -> float: + """The approximate megabytes this memory represents. Setting this property rounds to the nearest byte.""" + return self.in_bytes / (1024**2) + + @in_mb.setter + def in_mb(self, val: float): + """Set the megabytes for this memory, rounded to the nearest byte.""" + self.in_bytes = round(val * (1024**2)) + + @classmethod + def from_mb(cls, val: float) -> Self: + """Construct a new Memory object from a number of megabytes""" + return cls(in_bytes=round(val * (1024**2))) + + def __add__(self, other: "Memory") -> "Memory": + return Memory.from_bytes(self.in_bytes + other.in_bytes) + + def __lt__(self, other: Self) -> bool: + return self.in_bytes < other.in_bytes + + def __le__(self, other: Self) -> bool: + return self.in_bytes <= other.in_bytes + + def __gt__(self, other: Self) -> bool: + return self.in_bytes > other.in_bytes + + def __ge__(self, other: Self) -> bool: + return self.in_bytes >= other.in_bytes diff --git a/src/exo/shared/types/models.py b/src/exo/shared/types/models.py index 3d3d0456..eaff0d79 100644 --- a/src/exo/shared/types/models.py +++ b/src/exo/shared/types/models.py @@ -1,12 +1,16 @@ -from typing import Annotated, TypeAlias +from pydantic import PositiveInt -from pydantic import BaseModel, PositiveInt - -ModelId: TypeAlias = str +from exo.shared.types.common import ID +from exo.shared.types.memory import Memory +from exo.utils.pydantic_ext import CamelCaseModel -class ModelMetadata(BaseModel): +class ModelId(ID): + pass + + +class ModelMetadata(CamelCaseModel): model_id: ModelId pretty_name: str - storage_size_kilobytes: Annotated[int, PositiveInt] - n_layers: Annotated[int, PositiveInt] + storage_size: Memory + n_layers: PositiveInt diff --git a/src/exo/shared/types/multiaddr.py b/src/exo/shared/types/multiaddr.py index 23cf55ae..769e920d 100644 --- a/src/exo/shared/types/multiaddr.py +++ b/src/exo/shared/types/multiaddr.py @@ -1,8 +1,7 @@ import re -from ipaddress import IPv4Address, IPv6Address from typing import ClassVar -from pydantic import BaseModel, computed_field, field_serializer, field_validator +from pydantic import BaseModel, computed_field, field_validator class Multiaddr(BaseModel): @@ -33,32 +32,28 @@ class Multiaddr(BaseModel): raise ValueError(f"Invalid multiaddr format: {self.address}") @property - def ipv6_address(self) -> IPv6Address: + def ipv6_address(self) -> str: match = re.match(r"^/ip6/([0-9a-fA-F:]+)", self.address) if not match: raise ValueError( f"Invalid multiaddr format: {self.address}. Expected format like /ip6/::1/tcp/4001" ) - return IPv6Address(match.group(1)) + return match.group(1) @property - def ipv4_address(self) -> IPv4Address: + def ipv4_address(self) -> str: match = re.match(r"^/ip4/(\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3})", self.address) if not match: raise ValueError( f"Invalid multiaddr format: {self.address}. Expected format like /ip4/127.0.0.1/tcp/4001" ) - return IPv4Address(match.group(1)) + return match.group(1) @computed_field @property - def ip_address(self) -> IPv4Address | IPv6Address: + def ip_address(self) -> str: return self.ipv4_address if self.address_type == "ip4" else self.ipv6_address - @field_serializer("ip_address") - def serialize_ipv4_address(self, value: IPv4Address | IPv6Address) -> str: - return str(value) - @computed_field @property def port(self) -> int: diff --git a/src/exo/shared/types/profiling.py b/src/exo/shared/types/profiling.py index 304ac434..3ebb6798 100644 --- a/src/exo/shared/types/profiling.py +++ b/src/exo/shared/types/profiling.py @@ -1,14 +1,28 @@ -from pydantic import BaseModel, Field +from typing import Self + +from exo.shared.types.memory import Memory +from exo.utils.pydantic_ext import CamelCaseModel -class MemoryPerformanceProfile(BaseModel): - ram_total: int - ram_available: int - swap_total: int - swap_available: int +class MemoryPerformanceProfile(CamelCaseModel): + ram_total: Memory + ram_available: Memory + swap_total: Memory + swap_available: Memory + + @classmethod + def from_bytes( + cls, *, ram_total: int, ram_available: int, swap_total: int, swap_available: int + ) -> Self: + return cls( + ram_total=Memory.from_bytes(ram_total), + ram_available=Memory.from_bytes(ram_available), + swap_total=Memory.from_bytes(swap_total), + swap_available=Memory.from_bytes(swap_available), + ) -class SystemPerformanceProfile(BaseModel): +class SystemPerformanceProfile(CamelCaseModel): flops_fp16: float gpu_usage: float = 0.0 @@ -19,22 +33,22 @@ class SystemPerformanceProfile(BaseModel): ane_power: float = 0.0 -class NetworkInterfaceInfo(BaseModel): +class NetworkInterfaceInfo(CamelCaseModel): name: str ip_address: str type: str -class NodePerformanceProfile(BaseModel): +class NodePerformanceProfile(CamelCaseModel): model_id: str chip_id: str friendly_name: str memory: MemoryPerformanceProfile - network_interfaces: list[NetworkInterfaceInfo] = Field(default_factory=list) + network_interfaces: list[NetworkInterfaceInfo] = [] system: SystemPerformanceProfile -class ConnectionProfile(BaseModel): +class ConnectionProfile(CamelCaseModel): throughput: float latency: float jitter: float diff --git a/src/exo/shared/types/request.py b/src/exo/shared/types/request.py deleted file mode 100644 index d471be8b..00000000 --- a/src/exo/shared/types/request.py +++ /dev/null @@ -1,26 +0,0 @@ -from pydantic import BaseModel - -from exo.shared.types.api import ( - ChatCompletionTaskParams, - CreateInstanceTaskParams, - DeleteInstanceTaskParams, -) -from exo.shared.types.events import CommandId - - -class ChatCompletionCommand(BaseModel): - command_id: CommandId - command_params: ChatCompletionTaskParams - - -class CreateInstanceCommand(BaseModel): - command_id: CommandId - command_params: CreateInstanceTaskParams - - -class DeleteInstanceCommand(BaseModel): - command_id: CommandId - command_params: DeleteInstanceTaskParams - - -type Command = ChatCompletionCommand | CreateInstanceCommand | DeleteInstanceCommand diff --git a/src/exo/shared/types/state.py b/src/exo/shared/types/state.py index 368400df..e599b0af 100644 --- a/src/exo/shared/types/state.py +++ b/src/exo/shared/types/state.py @@ -3,11 +3,11 @@ from typing import Any, cast from pydantic import BaseModel, ConfigDict, Field, field_validator -from exo.shared.topology import Topology +from exo.shared.topology import Topology, TopologySnapshot from exo.shared.types.common import NodeId from exo.shared.types.profiling import NodePerformanceProfile from exo.shared.types.tasks import Task, TaskId -from exo.shared.types.worker.common import InstanceId, NodeStatus +from exo.shared.types.worker.common import InstanceId, WorkerStatus from exo.shared.types.worker.instances import Instance from exo.shared.types.worker.runners import RunnerId, RunnerStatus @@ -32,14 +32,14 @@ class State(BaseModel): Topology: _encode_topology, }, ) - node_status: Mapping[NodeId, NodeStatus] = {} + node_status: Mapping[NodeId, WorkerStatus] = {} instances: Mapping[InstanceId, Instance] = {} runners: Mapping[RunnerId, RunnerStatus] = {} tasks: Mapping[TaskId, Task] = {} node_profiles: Mapping[NodeId, NodePerformanceProfile] = {} topology: Topology = Topology() history: Sequence[Topology] = [] - last_event_applied_idx: int = Field(default=0, ge=0) + last_event_applied_idx: int = Field(default=-1, ge=-1) @field_validator("topology", mode="before") @classmethod @@ -53,12 +53,8 @@ class State(BaseModel): if isinstance(value, Topology): return value - # Lazy import to avoid circular dependencies. - from exo.shared.topology import Topology as _Topology - from exo.shared.topology import TopologySnapshot - if isinstance(value, Mapping): # likely a snapshot-dict coming from JSON snapshot = TopologySnapshot(**cast(dict[str, Any], value)) # type: ignore[arg-type] - return _Topology.from_snapshot(snapshot) + return Topology.from_snapshot(snapshot) raise TypeError("Invalid representation for Topology field in State") diff --git a/src/exo/shared/types/tasks.py b/src/exo/shared/types/tasks.py index 58f4b67f..200cef1c 100644 --- a/src/exo/shared/types/tasks.py +++ b/src/exo/shared/types/tasks.py @@ -1,5 +1,5 @@ from enum import Enum -from typing import Annotated, Literal, Optional +from typing import Annotated, Literal from pydantic import BaseModel, Field @@ -31,8 +31,8 @@ class ChatCompletionTask(BaseModel): task_status: TaskStatus task_params: ChatCompletionTaskParams - error_type: Optional[str] = Field(default=None) - error_message: Optional[str] = Field(default=None) + error_type: str | None = Field(default=None) + error_message: str | None = Field(default=None) Task = Annotated[ChatCompletionTask, Field(discriminator="task_type")] diff --git a/src/exo/shared/types/topology.py b/src/exo/shared/types/topology.py index 98f1d29c..1695a98b 100644 --- a/src/exo/shared/types/topology.py +++ b/src/exo/shared/types/topology.py @@ -1,31 +1,31 @@ -from typing import Iterable, Protocol - -from pydantic import BaseModel, ConfigDict - from exo.shared.types.common import NodeId from exo.shared.types.multiaddr import Multiaddr from exo.shared.types.profiling import ConnectionProfile, NodePerformanceProfile +from exo.utils.pydantic_ext import CamelCaseModel -class Connection(BaseModel): +class NodeInfo(CamelCaseModel): + node_id: NodeId + node_profile: NodePerformanceProfile | None = None + + +class Connection(CamelCaseModel): local_node_id: NodeId send_back_node_id: NodeId - local_multiaddr: Multiaddr - send_back_multiaddr: Multiaddr + send_back_multiaddr: Multiaddr | None connection_profile: ConnectionProfile | None = None - # required for Connection to be used as a key - model_config = ConfigDict(frozen=True, extra="forbid", strict=True) - def __hash__(self) -> int: - return hash( - ( - self.local_node_id, - self.send_back_node_id, - self.local_multiaddr.ip_address, - self.send_back_multiaddr.ip_address, + if self.send_back_multiaddr: + return hash( + ( + self.local_node_id, + self.send_back_node_id, + self.send_back_multiaddr.address, + ) ) - ) + else: + return hash((self.local_node_id, self.send_back_node_id)) def __eq__(self, other: object) -> bool: if not isinstance(other, Connection): @@ -33,48 +33,17 @@ class Connection(BaseModel): return ( self.local_node_id == other.local_node_id and self.send_back_node_id == other.send_back_node_id - and self.local_multiaddr.ip_address == other.local_multiaddr.ip_address - and self.send_back_multiaddr.ip_address - == other.send_back_multiaddr.ip_address + and self.send_back_multiaddr == other.send_back_multiaddr ) def is_thunderbolt(self) -> bool: - return str(self.local_multiaddr.ip_address).startswith("169.254") and str( - self.send_back_multiaddr.ip_address + return self.send_back_multiaddr is not None and str( + self.send_back_multiaddr.ipv4_address ).startswith("169.254") - -class Node(BaseModel): - node_id: NodeId - node_profile: NodePerformanceProfile | None = None - - -class TopologyProto(Protocol): - def add_node(self, node: Node) -> None: ... - - def add_connection( - self, - connection: Connection, - ) -> None: ... - - def list_nodes(self) -> Iterable[Node]: ... - - def list_connections(self) -> Iterable[Connection]: ... - - def update_node_profile( - self, node_id: NodeId, node_profile: NodePerformanceProfile - ) -> None: ... - - def update_connection_profile(self, connection: Connection) -> None: ... - - def remove_connection(self, connection: Connection) -> None: ... - - def remove_node(self, node_id: NodeId) -> None: ... - - def get_node_profile(self, node_id: NodeId) -> NodePerformanceProfile | None: ... - - def get_connection_profile( - self, connection: Connection - ) -> ConnectionProfile | None: ... - - def get_cycles(self) -> list[list[Node]]: ... + def reverse(self) -> "Connection": + return Connection( + local_node_id=self.send_back_node_id, + send_back_node_id=self.local_node_id, + send_back_multiaddr=None, + ) diff --git a/src/exo/shared/types/worker/commands_runner.py b/src/exo/shared/types/worker/commands_runner.py index 512e81cc..66696482 100644 --- a/src/exo/shared/types/worker/commands_runner.py +++ b/src/exo/shared/types/worker/commands_runner.py @@ -1,5 +1,5 @@ from enum import Enum -from typing import Annotated, Generic, Literal, TypeVar +from typing import Annotated, Literal from pydantic import BaseModel, Field, TypeAdapter @@ -8,19 +8,15 @@ from exo.shared.types.common import Host from exo.shared.types.tasks import ChatCompletionTaskParams from exo.shared.types.worker.shards import ShardMetadata + ## Messages passed TO the runner - - class MessageType(str, Enum): Setup = "setup" ChatTask = "chat_task" Exit = "exit" -MT = TypeVar(name="MT", bound=MessageType) - - -class BaseRunnerMessage(BaseModel, Generic[MT]): +class BaseRunnerMessage[MT: MessageType](BaseModel): pass @@ -47,9 +43,8 @@ RunnerMessage = Annotated[ ] RunnerMessageTypeAdapter: TypeAdapter[RunnerMessage] = TypeAdapter(RunnerMessage) + ## Responses passed FROM the runner - - class RunnerResponseType(str, Enum): InitializedResponse = "initialized_response" TokenizedResponse = "tokenized_response" @@ -59,10 +54,7 @@ class RunnerResponseType(str, Enum): ErrorResponse = "error_response" -RRT = TypeVar(name="RRT", bound=RunnerResponseType) - - -class BaseRunnerResponse(BaseModel, Generic[RRT]): +class BaseRunnerResponse[RRT: RunnerResponseType](BaseModel): pass diff --git a/src/exo/shared/types/worker/common.py b/src/exo/shared/types/worker/common.py index 37502167..55441dd9 100644 --- a/src/exo/shared/types/worker/common.py +++ b/src/exo/shared/types/worker/common.py @@ -11,7 +11,7 @@ class RunnerId(ID): pass -class NodeStatus(str, Enum): +class WorkerStatus(str, Enum): Idle = "Idle" Running = "Running" diff --git a/src/exo/shared/types/worker/communication.py b/src/exo/shared/types/worker/communication.py index 3afe8e69..0171acd6 100644 --- a/src/exo/shared/types/worker/communication.py +++ b/src/exo/shared/types/worker/communication.py @@ -38,7 +38,6 @@ def runner_write_error(error: Exception) -> None: logger.opt(exception=error).exception("Critical Runner error") - ## TODO: To make this cleaner, it seems like we should have only one writer. # This is fine in runner_supervisor but there's a risk in runner.py that we overlap things -# We can guarantee this by enqueueing messages and have a writing thread. \ No newline at end of file +# We can guarantee this by enqueueing messages and have a writing thread. diff --git a/src/exo/shared/types/worker/downloads.py b/src/exo/shared/types/worker/downloads.py index 54672205..aa5ee576 100644 --- a/src/exo/shared/types/worker/downloads.py +++ b/src/exo/shared/types/worker/downloads.py @@ -1,23 +1,20 @@ from enum import Enum from typing import ( Annotated, - Callable, Literal, - NewType, - Sequence, Union, ) -from pydantic import BaseModel, Field, PositiveInt +from pydantic import Field from exo.shared.types.common import NodeId -from exo.shared.types.models import ModelId -from exo.shared.types.worker.shards import ShardMetadata +from exo.shared.types.memory import Memory +from exo.utils.pydantic_ext import CamelCaseModel -class DownloadProgressData(BaseModel): - total_bytes: Annotated[int, PositiveInt] - downloaded_bytes: Annotated[int, PositiveInt] +class DownloadProgressData(CamelCaseModel): + total_bytes: Memory + downloaded_bytes: Memory class DownloadStatus(str, Enum): @@ -27,7 +24,7 @@ class DownloadStatus(str, Enum): Failed = "Failed" -class BaseDownloadProgress[DownloadStatusT: DownloadStatus](BaseModel): +class BaseDownloadProgress[DownloadStatusT: DownloadStatus](CamelCaseModel): node_id: NodeId download_status: DownloadStatusT @@ -67,18 +64,3 @@ DownloadProgress = Annotated[ ], Field(discriminator="download_status"), ] - - -BytesToDownload = NewType("BytesToDownload", int) -BytesDownloaded = NewType("BytesDownloaded", int) - -DownloadEffectHandler = Callable[ - [ModelId, DownloadStatus, BytesToDownload, BytesDownloaded], None -] - - -def download_shard( - model_id: ModelId, - shard_metadata: ShardMetadata, - effect_handlers: Sequence[DownloadEffectHandler], -) -> None: ... diff --git a/src/exo/shared/types/worker/runners.py b/src/exo/shared/types/worker/runners.py index 3bc70b5f..2a1e75da 100644 --- a/src/exo/shared/types/worker/runners.py +++ b/src/exo/shared/types/worker/runners.py @@ -1,6 +1,6 @@ from collections.abc import Mapping from enum import Enum -from typing import Annotated, Generic, Literal, TypeVar +from typing import Annotated, Literal from pydantic import BaseModel, Field, TypeAdapter, model_validator @@ -20,11 +20,8 @@ class RunnerStatusType(str, Enum): Failed = "Failed" -RunnerStatusTypeT = TypeVar("RunnerStatusTypeT", bound=RunnerStatusType, covariant=True) - - -class BaseRunnerStatus(BaseModel, Generic[RunnerStatusTypeT]): - runner_status: RunnerStatusTypeT +class BaseRunnerStatus[T: RunnerStatusType](BaseModel): + runner_status: T class DownloadingRunnerStatus(BaseRunnerStatus[RunnerStatusType.Downloading]): diff --git a/src/exo/shared/utils/pydantic_ext.py b/src/exo/shared/utils/pydantic_ext.py deleted file mode 100644 index e85591f7..00000000 --- a/src/exo/shared/utils/pydantic_ext.py +++ /dev/null @@ -1,52 +0,0 @@ -from pydantic import BaseModel -from pydantic.alias_generators import to_camel - - -class CamelCaseModel(BaseModel): - """ - A model whose fields are aliased to camel-case from snake-case. - """ - - class Config: - alias_generator = to_camel - allow_population_by_field_name = True - - -class Tagged[Tag: str, Content]( - CamelCaseModel -): # TODO: figure out how to make pydantic work with LiteralString - """ - Utility for helping with serializing unions as adjacently tagged with Pydantic. - - By default, Pydantic uses internally tagged union ser/de BUT to play nicely with - other cross-language ser/de tools, you need adjacently tagged unions, and Pydantic - doesn't support those out of the box. - - SEE: https://serde.rs/enum-representations.html#adjacently-tagged - - Example usage: - ```python - TaggedUnion = Annotated[Union[ - Tagged[Literal["Foo"], Foo], - Tagged[Literal["Bar"], Bar] - ], Field(discriminator="t")] - - Parser: TypeAdapter[TaggedUnion] = TypeAdapter(TaggedUnion) - - def validate_python(v: any) -> Foo | Bar: - v = Parser.validate_python(v) - match v.t: - case "Foo": return v.c - case "Bar": return v.c - ``` - """ - - t: Tag - """ - The tag corresponding to the type of the object in the union. - """ - - c: Content - """ - The actual content of the object of that type. - """ diff --git a/src/exo/shared/utils/__init__.py b/src/exo/utils/__init__.py similarity index 82% rename from src/exo/shared/utils/__init__.py rename to src/exo/utils/__init__.py index 87131484..53679125 100644 --- a/src/exo/shared/utils/__init__.py +++ b/src/exo/utils/__init__.py @@ -1,8 +1,6 @@ -from __future__ import annotations - from typing import Any, Type -from exo.shared.utils.phantom import PhantomData +from .phantom import PhantomData def ensure_type[T](obj: Any, expected_type: Type[T]) -> T: # type: ignore diff --git a/src/exo/utils/channels.py b/src/exo/utils/channels.py new file mode 100644 index 00000000..bc203e53 --- /dev/null +++ b/src/exo/utils/channels.py @@ -0,0 +1,56 @@ +from math import inf + +from anyio import ClosedResourceError, WouldBlock +from anyio.streams.memory import ( + MemoryObjectReceiveStream as AnyioReceiver, +) +from anyio.streams.memory import ( + MemoryObjectSendStream as AnyioSender, +) +from anyio.streams.memory import ( + MemoryObjectStreamState as AnyioState, +) + + +class Sender[T](AnyioSender[T]): + def clone_receiver(self) -> "Receiver[T]": + """Constructs a Sender using a Receivers shared state - similar to calling Receiver.clone() without needing the receiver""" + if self._closed: + raise ClosedResourceError + return Receiver(_state=self._state) + + +class Receiver[T](AnyioReceiver[T]): + def clone_sender(self) -> Sender[T]: + """Constructs a Sender using a Receivers shared state - similar to calling Sender.clone() without needing the sender""" + if self._closed: + raise ClosedResourceError + return Sender(_state=self._state) + + def collect(self) -> list[T]: + """Collect all currently available items from this receiver""" + out: list[T] = [] + while True: + try: + item = self.receive_nowait() + out.append(item) + except WouldBlock: + break + return out + + async def receive_at_least(self, n: int) -> list[T]: + out: list[T] = [] + out.append(await self.receive()) + out.extend(self.collect()) + while len(out) < n: + out.append(await self.receive()) + out.extend(self.collect()) + return out + + +class channel[T]: # noqa: N801 + def __new__(cls, max_buffer_size: float = inf) -> tuple[Sender[T], Receiver[T]]: + if max_buffer_size != inf and not isinstance(max_buffer_size, int): + raise ValueError("max_buffer_size must be either an integer or math.inf") + state = AnyioState[T](max_buffer_size) + return Sender(_state=state), Receiver(_state=state) diff --git a/src/exo/utils/event_buffer.py b/src/exo/utils/event_buffer.py new file mode 100644 index 00000000..eb1b4cf0 --- /dev/null +++ b/src/exo/utils/event_buffer.py @@ -0,0 +1,67 @@ +from loguru import logger + + +class OrderedBuffer[T]: + """ + A buffer that resequences events to ensure their ordering is preserved. + Currently this buffer doesn't raise any errors if an event is lost + This buffer is NOT thread safe, and is designed to only be polled from one + source at a time. + """ + + def __init__(self): + self.store: dict[int, T] = {} + self.next_idx_to_release: int = 0 + + def ingest(self, idx: int, t: T): + """Ingest a sequence into the buffer""" + logger.trace(f"Ingested event {t}") + if idx < self.next_idx_to_release: + return + if idx in self.store: + return + self.store[idx] = t + + def drain(self) -> list[T]: + """Drain all available events from the buffer""" + ret: list[T] = [] + while self.next_idx_to_release in self.store: + idx = self.next_idx_to_release + event = self.store.pop(idx) + ret.append(event) + self.next_idx_to_release += 1 + logger.trace(f"Releasing event {ret}") + return ret + + def drain_indexed(self) -> list[tuple[int, T]]: + """Drain all available events from the buffer""" + ret: list[tuple[int, T]] = [] + while self.next_idx_to_release in self.store: + idx = self.next_idx_to_release + event = self.store.pop(idx) + ret.append((idx, event)) + self.next_idx_to_release += 1 + logger.trace(f"Releasing event {ret}") + return ret + + +class MultiSourceBuffer[SourceId, T]: + """ + A buffer that resequences events to ensure their ordering is preserved. + Tracks events with multiple sources + """ + + def __init__(self): + self.stores: dict[SourceId, OrderedBuffer[T]] = {} + + def ingest(self, idx: int, t: T, source: SourceId): + if source not in self.stores: + self.stores[source] = OrderedBuffer() + buffer = self.stores[source] + buffer.ingest(idx, t) + + def drain(self) -> list[T]: + ret: list[T] = [] + for store in self.stores.values(): + ret.extend(store.drain()) + return ret diff --git a/src/exo/shared/utils/fs.py b/src/exo/utils/fs.py similarity index 96% rename from src/exo/shared/utils/fs.py rename to src/exo/utils/fs.py index a72a73ba..5419bde9 100644 --- a/src/exo/shared/utils/fs.py +++ b/src/exo/utils/fs.py @@ -1,5 +1,3 @@ -from __future__ import annotations - import contextlib import os import pathlib diff --git a/src/exo/shared/utils/phantom.py b/src/exo/utils/phantom.py similarity index 76% rename from src/exo/shared/utils/phantom.py rename to src/exo/utils/phantom.py index 7311ea6e..4fe62afb 100644 --- a/src/exo/shared/utils/phantom.py +++ b/src/exo/utils/phantom.py @@ -1,13 +1,13 @@ from typing import Optional -class _PhantomData[T]: +class _PhantomData[*T]: """ Internal machinery of the phantom data - it stores nothing. """ -type PhantomData[T] = Optional[_PhantomData[T]] +type PhantomData[*T] = Optional[_PhantomData[*T]] """ Allows you to use generics in functions without storing anything of that generic type. Just use `None` and you'll be fine diff --git a/src/exo/utils/pydantic_ext.py b/src/exo/utils/pydantic_ext.py new file mode 100644 index 00000000..1bbedea2 --- /dev/null +++ b/src/exo/utils/pydantic_ext.py @@ -0,0 +1,16 @@ +from pydantic import BaseModel, ConfigDict +from pydantic.alias_generators import to_camel + + +class CamelCaseModel(BaseModel): + """ + A model whose fields are aliased to camel-case from snake-case. + """ + + model_config = ConfigDict( + alias_generator=to_camel, + validate_by_name=True, + extra="forbid", + # I want to reenable this ASAP, but it's causing an issue with TaskStatus + # strict=True, + ) diff --git a/src/exo/utils/pydantic_tagged.py b/src/exo/utils/pydantic_tagged.py new file mode 100644 index 00000000..3840e7dd --- /dev/null +++ b/src/exo/utils/pydantic_tagged.py @@ -0,0 +1,229 @@ +# pyright: reportAny=false, reportPrivateUsage=false, reportUnusedParameter=false, reportUnknownMemberType=false + +from collections.abc import Callable +from types import get_original_bases +from typing import ( + Any, + ClassVar, + Self, + Union, + cast, + get_args, + get_origin, +) + +import pydantic +from bidict import bidict +from pydantic import ( + BaseModel, + Field, + TypeAdapter, + model_serializer, + model_validator, +) +from pydantic_core import ( + PydanticCustomError, +) + + +def tagged_union[T: Tagged[Any]]( + type_map: dict[str, type], +) -> Callable[[type[T]], type[T]]: + def _decorator(cls: type[T]): + # validate and process the types + tagged_union_cls = _ensure_single_tagged_union_base(cls) + adapter_dict = _ensure_tagged_union_generic_is_union(tagged_union_cls) + type_bidict = _ensure_bijection_between_union_members_and_type_map( + set(adapter_dict.keys()), type_map + ) + + # inject the adapter and type class variables + cast(type[_TaggedImpl[Any]], cls)._type_bidict = type_bidict + cast(type[_TaggedImpl[Any]], cls)._adapter_dict = adapter_dict + + return cls + + return _decorator + + +class Tagged[C](BaseModel): + """ + Utility for helping with serializing unions as adjacently tagged with Pydantic. + + By default, Pydantic uses internally tagged union ser/de BUT to play nicely with + other cross-language ser/de tools, you need adjacently tagged unions, and Pydantic + doesn't support those out of the box. + SEE: https://serde.rs/enum-representations.html#adjacently-tagged + + This type is a Pydantic model in its own right and can be used on fields of other + Pydantic models. It must be used in combination with `tagged_union` decorator to work. + + Example usage: + ```python + FoobarUnion = Union[Foo, Bar, Baz] + + @tagged_union({ + "Foo": Foo, + "Bar": Bar, + "Baz": Baz, + }) + class TaggedFoobarUnion(Tagged[FoobarUnion]): ... + ``` + """ + + t: str = Field(frozen=True) + """ + The tag corresponding to the type of the object in the union. + """ + + c: C = Field(frozen=True) + """ + The actual content of the object of that type. + """ + + @classmethod + def from_(cls, c: C) -> Self: + t = cast(type[_TaggedImpl[C]], cls)._type_bidict.inv[type(c)] + return cls(t=t, c=c) + + @model_serializer + def _model_dump(self) -> dict[str, Any]: + cls = type(cast(_TaggedImpl[C], self)) + adapter = cls._adapter_dict[cls._type_bidict[self.t]] + return { + "t": self.t, + "c": adapter.dump_python(self.c), + } + + @model_validator(mode="before") + @classmethod + def _model_validate_before(cls, data: Any) -> Any: + cls = cast(type[_TaggedImpl[C]], cls) + + # check object shape & check "t" type is `str` + if not isinstance(data, dict): + raise PydanticCustomError( + "dict_type", "Wrong object type: expected a dictionary type" + ) + if "t" not in data or "c" not in data or len(data) != 2: # pyright: ignore[reportUnknownArgumentType] + raise ValueError( + "Wrong object shape: expected exactly {t: , c: }" + ) + if not isinstance(data["t"], str): + raise PydanticCustomError( + "string_type", 'Wrong field type: expected "t" to be `str`' + ) + + # grab tag & content keys + look up the type based on the tag + t = data["t"] + c = cast(Any, data["c"]) + ccls = cls._type_bidict.get(t) + if ccls is None: + raise PydanticCustomError( + "union_tag_not_found", + 'Wrong "t"-value: could not find tag within this discriminated union', + ) + cadapter = cls._adapter_dict[ccls] + + return { + "t": t, + "c": cadapter.validate_python(c), + } + + @model_validator(mode="after") + def _model_validate_after(self) -> Self: + cls = type(cast(_TaggedImpl[C], self)) + ccls = type(self.c) + + # sanity check for consistency + t = cls._type_bidict.inv.get(ccls) + if t is None: + raise ValueError( + 'Wrong "c"-value: could not find a tag corresponding to the type of this value' + ) + if t != self.t: + raise ValueError( + 'Wrong "t"-value: the provided tag for this content\'s type mismatches the configured tag' + ) + + return self + + +class _TaggedImpl[C](Tagged[C]): + _type_bidict: ClassVar[bidict[str, type]] + _adapter_dict: ClassVar[dict[type, TypeAdapter[Any]]] + + +def _ensure_single_tagged_union_base(cls: type[Any]) -> type[Any]: + bases = get_original_bases(cls) + + # count up all the bases (generic removed) and store last found one + cnt = 0 + last = None + for b in bases: + if pydantic._internal._generics.get_origin(b) == Tagged: # pyright: ignore[reportAttributeAccessIssue] + last = cast(type[Tagged[Any]], b) + cnt += 1 + + # sanity-check the bases + if last is None: + raise TypeError(f"Expected {Tagged!r} to be a base-class of {cls!r}") + if cnt > 1: + raise TypeError( + f"Expected only one {Tagged!r} base-class of {cls!r}, but got {cnt}" + ) + + return last + + +def _ensure_tagged_union_generic_is_union( + cls: type[Any], +) -> dict[type, TypeAdapter[Any]]: + # extract type of the generic argument + base_generics = cast(Any, pydantic._internal._generics.get_args(cls)) # pyright: ignore[reportAttributeAccessIssue] + assert len(base_generics) == 1 + union_cls = base_generics[0] + + # ensure the generic is a union => extract the members + union_origin = get_origin(union_cls) + if union_origin != Union: + raise TypeError( + f"Expected {Tagged!r} base-class to have its generic be a {Union!r}, but got {union_cls!r}" + ) + union_members = get_args(union_cls) + + # typecheck each of the members, creating a type<->adapter mapping + adapter_dict: dict[type, TypeAdapter[Any]] = {} + for m in union_members: + if not isinstance(m, type): + raise TypeError(f"Expected union member {m!r} to be a type") + adapter_dict[m] = TypeAdapter(m) + + return adapter_dict + + +def _ensure_bijection_between_union_members_and_type_map( + members: set[type], type_map: dict[str, type] +) -> bidict[str, type]: + mapped_members = set(type_map.values()) + + illegal_members = mapped_members - members + for m in illegal_members: + raise TypeError( + f"Expected type-map member {m!r} to be member of the union, but is not" + ) + missing_members = members - mapped_members + for m in missing_members: + raise TypeError( + f"Expected type-map to include a tag for member {m!r}, but is missing" + ) + assert mapped_members == members + + tag_sets = {m: {t for t in type_map if type_map[t] == m} for m in mapped_members} + for m, ts in tag_sets.items(): + if len(ts) > 1: + raise TypeError( + f"Expected a single tag per member of the union, but found {ts} for member {m!r}" + ) + + return bidict(type_map) diff --git a/src/exo/shared/utils/reactive.py b/src/exo/utils/reactive.py similarity index 100% rename from src/exo/shared/utils/reactive.py rename to src/exo/utils/reactive.py diff --git a/src/exo/utils/tests/test_tagged.py b/src/exo/utils/tests/test_tagged.py new file mode 100644 index 00000000..b138dcac --- /dev/null +++ b/src/exo/utils/tests/test_tagged.py @@ -0,0 +1,182 @@ +from typing import Union + +import pytest +from pydantic import BaseModel, TypeAdapter, ValidationError + +from exo.utils.pydantic_tagged import Tagged, tagged_union # ← CHANGE ME + + +def test_plain_union_prefers_first_member_when_shapes_are_identical(): + class Foo1(BaseModel): + x: int + + class Foo2(BaseModel): + x: int + + # Base Pydantic behavior: ambiguous dict goes to the first union member + ta = TypeAdapter[Foo1 | Foo2](Foo1 | Foo2) + out = ta.validate_python({"x": 1}) + assert isinstance(out, Foo1), ( + "Base Pydantic should pick the first union member for identical shapes" + ) + + +def test_tagged_union_serializes_and_deserializes_two_identical_shapes_correctly(): + class Foo1(BaseModel): + x: int + + class Foo2(BaseModel): + x: int + + foos = Union[Foo1, Foo2] + + @tagged_union({"Foo1": Foo1, "Foo2": Foo2}) + class TaggedFoos(Tagged[foos]): + pass + + # ---- serialize (via custom model_serializer) ---- + t1 = TaggedFoos.from_(Foo1(x=1)) + assert t1.model_dump() == {"t": "Foo1", "c": {"x": 1}} + + t2 = TaggedFoos.from_(Foo2(x=2)) + assert t2.model_dump() == {"t": "Foo2", "c": {"x": 2}} + + # ---- deserialize (TypeAdapter -> model_validator(before)) ---- + ta = TypeAdapter(TaggedFoos) + + out1 = ta.validate_python({"t": "Foo1", "c": {"x": 10}}) + assert isinstance(out1.c, Foo1) and out1.c.x == 10 + + out2 = ta.validate_python({"t": "Foo2", "c": {"x": 20}}) + assert isinstance(out2.c, Foo2) and out2.c.x == 20 + + +def test_tagged_union_rejects_unknown_tag(): + class Foo1(BaseModel): + x: int + + class Foo2(BaseModel): + x: int + + foos = Union[Foo1, Foo2] + + @tagged_union({"Foo1": Foo1, "Foo2": Foo2}) + class TaggedFoos(Tagged[foos]): + pass + + ta = TypeAdapter(TaggedFoos) + with pytest.raises(ValidationError): + ta.validate_python({"t": "NotARealTag", "c": {"x": 0}}) + + +def test_multiple_tagged_classes_do_not_override_each_others_mappings(): + """ + Creating a *new* Tagged[T] class must not mutate the previously defined one. + This checks both the tag mapping and the per-class adapter dicts. + """ + + class Foo1(BaseModel): + x: int + + class Foo2(BaseModel): + x: int + + foos = Union[Foo1, Foo2] + + @tagged_union({"One": Foo1, "Two": Foo2}) + class TaggedEN(Tagged[foos]): + pass + + # Sanity: initial mapping/behavior + obj_en_1 = TaggedEN.from_(Foo1(x=5)) + assert obj_en_1.t == "One" + obj_en_2 = TaggedEN.from_(Foo2(x=6)) + assert obj_en_2.t == "Two" + + # Define a second, different mapping + @tagged_union({"Uno": Foo1, "Dos": Foo2}) + class TaggedES(Tagged[foos]): + pass + + # The two classes should have *independent* mappings + # (not the same object, and not equal content) + assert TaggedEN._type_bidict is not TaggedES._type_bidict # pyright: ignore + assert TaggedEN._type_bidict != TaggedES._type_bidict # pyright: ignore + + # Their adapters dicts should also be distinct objects + assert TaggedEN._adapter_dict is not TaggedES._adapter_dict # pyright: ignore + # And both should cover the same set of member types + assert set(TaggedEN._adapter_dict.keys()) == {Foo1, Foo2} # pyright: ignore + assert set(TaggedES._adapter_dict.keys()) == {Foo1, Foo2} # pyright: ignore + + # Re-check that EN behavior has NOT changed after ES was created + obj_en_1_again = TaggedEN.from_(Foo1(x=7)) + obj_en_2_again = TaggedEN.from_(Foo2(x=8)) + assert obj_en_1_again.t == "One" + assert obj_en_2_again.t == "Two" + + # ES behavior is per its *own* mapping + obj_es_1 = TaggedES.from_(Foo1(x=9)) + obj_es_2 = TaggedES.from_(Foo2(x=10)) + assert obj_es_1.t == "Uno" + assert obj_es_2.t == "Dos" + + # And deserialization respects each class's mapping independently + ta_en = TypeAdapter(TaggedEN) + ta_es = TypeAdapter(TaggedES) + + out_en = ta_en.validate_python({"t": "Two", "c": {"x": 123}}) + assert isinstance(out_en.c, Foo2) and out_en.c.x == 123 + + out_es = ta_es.validate_python({"t": "Dos", "c": {"x": 456}}) + assert isinstance(out_es.c, Foo2) and out_es.c.x == 456 + + +def test_two_tagged_classes_with_different_shapes_are_independent_and_not_cross_deserializable(): + class A1(BaseModel): + x: int + + class A2(BaseModel): + name: str + + union_a = Union[A1, A2] + + @tagged_union({"One": A1, "Two": A2}) + class TaggedA(Tagged[union_a]): + pass + + class B1(BaseModel): + name: str + + class B2(BaseModel): + active: bool + + union_b = Union[B1, B2] + + # Note: using the SAME tag strings intentionally to ensure mappings are per-class + @tagged_union({"One": B1, "Two": B2}) + class TaggedB(Tagged[union_b]): + pass + + # --- Per-class state must be independent --- + assert TaggedA._type_bidict is not TaggedB._type_bidict # pyright: ignore + assert TaggedA._adapter_dict is not TaggedB._adapter_dict # pyright: ignore + assert set(TaggedA._adapter_dict.keys()) == {A1, A2} # pyright: ignore + assert set(TaggedB._adapter_dict.keys()) == {B1, B2} # pyright: ignore + + # --- Round-trip for each class with overlapping tag strings --- + a_payload = TaggedA.from_(A1(x=123)).model_dump() + b_payload = TaggedB.from_(B1(name="neo")).model_dump() + + assert a_payload == {"t": "One", "c": {"x": 123}} + assert b_payload == {"t": "One", "c": {"name": "neo"}} + + # --- Cross-deserialization must fail despite overlapping "t" values --- + ta_a = TypeAdapter(TaggedA) + ta_b = TypeAdapter(TaggedB) + + with pytest.raises(ValidationError): + ta_a.validate_python(b_payload) # TaggedA expects {"x": ...} for tag "One" + + with pytest.raises(ValidationError): + ta_b.validate_python(a_payload) # TaggedB expects {"name": ...} for tag "One" diff --git a/src/exo/worker/common.py b/src/exo/worker/common.py index 143061a7..535fd8b3 100644 --- a/src/exo/worker/common.py +++ b/src/exo/worker/common.py @@ -1,5 +1,4 @@ from copy import deepcopy -from typing import Optional from pydantic import BaseModel, ConfigDict @@ -24,7 +23,7 @@ class AssignedRunner(BaseModel): status: RunnerStatus failures: list[tuple[float, Exception]] = [] - runner: Optional[RunnerSupervisor] # set if the runner is 'up' + runner: RunnerSupervisor | None # set if the runner is 'up' model_config = ConfigDict(arbitrary_types_allowed=True) diff --git a/src/exo/worker/download/download_utils.py b/src/exo/worker/download/download_utils.py index e2b4e8a2..b03e59eb 100644 --- a/src/exo/worker/download/download_utils.py +++ b/src/exo/worker/download/download_utils.py @@ -6,13 +6,13 @@ import time import traceback from datetime import timedelta from pathlib import Path -from typing import Annotated, Callable, Dict, List, Literal, Optional, Tuple, Union +from typing import Callable, Dict, List, Literal, Optional, Tuple, Union from urllib.parse import urljoin import aiofiles import aiofiles.os as aios import aiohttp -from pydantic import BaseModel, DirectoryPath, Field, TypeAdapter +from pydantic import BaseModel, DirectoryPath, Field, PositiveInt, TypeAdapter from exo.shared.constants import EXO_HOME from exo.shared.types.worker.shards import ShardMetadata @@ -25,7 +25,7 @@ from exo.worker.download.huggingface_utils import ( class ModelSafetensorsIndexMetadata(BaseModel): - total_size: Annotated[int, Field(ge=0)] + total_size: PositiveInt class ModelSafetensorsIndex(BaseModel): diff --git a/src/exo/worker/download/shard_downloader.py b/src/exo/worker/download/shard_downloader.py index ddb78915..30615222 100644 --- a/src/exo/worker/download/shard_downloader.py +++ b/src/exo/worker/download/shard_downloader.py @@ -3,7 +3,8 @@ from datetime import timedelta from pathlib import Path from typing import AsyncIterator, Callable -from exo.shared.types.models import ModelMetadata +from exo.shared.types.memory import Memory +from exo.shared.types.models import ModelId, ModelMetadata from exo.shared.types.worker.shards import ( PartitionStrategy, PipelineShardMetadata, @@ -51,9 +52,9 @@ class ShardDownloader(ABC): repo_revision="noop", shard=PipelineShardMetadata( model_meta=ModelMetadata( - model_id="noop", + model_id=ModelId("noop"), pretty_name="noope", - storage_size_kilobytes=0, + storage_size=Memory.from_bytes(0), n_layers=1, ), partition_strategy=PartitionStrategy.pipeline, @@ -101,9 +102,9 @@ class NoopShardDownloader(ShardDownloader): repo_revision="noop", shard=PipelineShardMetadata( model_meta=ModelMetadata( - model_id="noop", + model_id=ModelId("noop"), pretty_name="noope", - storage_size_kilobytes=0, + storage_size=Memory.from_bytes(0), n_layers=1, ), partition_strategy=PartitionStrategy.pipeline, diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index edb58f2c..24c60323 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -1,109 +1,643 @@ import asyncio -from pathlib import Path +import time +from asyncio import Queue +from functools import partial +from random import random +from typing import AsyncGenerator, Optional +import anyio +from anyio import CancelScope, create_task_group +from anyio.abc import TaskGroup from loguru import logger +from exo.routing.connection_message import ConnectionMessage, ConnectionMessageType from exo.shared.apply import apply -from exo.shared.constants import EXO_WORKER_LOG -from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from exo.shared.keypair import Keypair, get_node_id_keypair -from exo.shared.logging import logger_cleanup, logger_setup +from exo.shared.types.commands import ForwarderCommand, RequestEventLog, TaggedCommand from exo.shared.types.common import NodeId from exo.shared.types.events import ( + ChunkGenerated, + Event, + EventId, + ForwarderEvent, + IndexedEvent, + InstanceDeleted, NodePerformanceMeasured, + RunnerDeleted, + RunnerStatusUpdated, + TaggedEvent, + TaskFailed, + TaskStateUpdated, + TopologyEdgeCreated, + TopologyEdgeDeleted, ) +from exo.shared.types.memory import Memory +from exo.shared.types.multiaddr import Multiaddr from exo.shared.types.profiling import NodePerformanceProfile -from exo.shared.types.worker.ops import ( - ExecuteTaskOp, - RunnerOp, +from exo.shared.types.state import State +from exo.shared.types.tasks import TaskId, TaskStatus +from exo.shared.types.topology import Connection +from exo.shared.types.worker.common import RunnerId +from exo.shared.types.worker.downloads import ( + DownloadCompleted, + DownloadOngoing, + DownloadPending, + DownloadProgressData, ) -from exo.worker.download.impl_shard_downloader import exo_shard_downloader +from exo.shared.types.worker.ops import ( + AssignRunnerOp, + ExecuteTaskOp, + RunnerDownOp, + RunnerFailedOp, + RunnerOp, + RunnerOpType, + RunnerUpOp, + UnassignRunnerOp, +) +from exo.shared.types.worker.runners import ( + DownloadingRunnerStatus, + FailedRunnerStatus, + InactiveRunnerStatus, + LoadedRunnerStatus, + RunningRunnerStatus, + StartingRunnerStatus, +) +from exo.shared.types.worker.shards import ShardMetadata +from exo.utils.channels import Receiver, Sender +from exo.utils.event_buffer import OrderedBuffer +from exo.worker.common import AssignedRunner +from exo.worker.download.shard_downloader import RepoDownloadProgress, ShardDownloader from exo.worker.plan import plan -from exo.worker.utils.profile import start_polling_node_metrics -from exo.worker.worker import Worker +from exo.worker.runner.runner_supervisor import RunnerSupervisor +from exo.worker.utils import start_polling_node_metrics -async def run(worker: Worker): - assert worker.global_events is not None +class Worker: + def __init__( + self, + node_id: NodeId, + shard_downloader: ShardDownloader, + *, + initial_connection_messages: list[ConnectionMessage], + connection_message_receiver: Receiver[ConnectionMessage], + # Having written this pattern 3 times in the codebase: + # Should this be inherited??? Is this a real inheritance + # W???? + # Limitation: This SHOULD be a MasterForwarderEvent, but inheritance says no :| + global_event_receiver: Receiver[ForwarderEvent], + # Limitation: This SHOULD be a WorkerForwarderEvent, but inheritance says no :| + local_event_sender: Sender[ForwarderEvent], + # This is for requesting updates. It doesn't need to be a general command sender right now, + # but I think it's the correct way to be thinking about commands + command_sender: Sender[ForwarderCommand], + ): + self.node_id: NodeId = node_id + self.shard_downloader: ShardDownloader = shard_downloader + self.global_event_receiver = global_event_receiver + self.local_event_sender = local_event_sender + self.local_event_index = 0 + self.command_sender = command_sender + self.connection_message_receiver = connection_message_receiver + self.event_buffer = OrderedBuffer[Event]() + self._initial_connection_messages = initial_connection_messages + self.out_for_delivery: dict[EventId, ForwarderEvent] = {} - while True: - # 1. get latest events - events = await worker.global_events.get_events_since( - worker.state.last_event_applied_idx - ) + self.state: State = State() + self.assigned_runners: dict[RunnerId, AssignedRunner] = {} + self._tg: TaskGroup | None = None + self._nack_cancel_scope: CancelScope | None = None - # 2. for each event, apply it to the state and run sagas - for event_from_log in events: - worker.state = apply(worker.state, event_from_log) + async def run(self): + logger.info("Starting Worker") + # TODO: CLEANUP HEADER + async def resource_monitor_callback( + node_performance_profile: NodePerformanceProfile, + ) -> None: + await self.event_publisher( + NodePerformanceMeasured( + node_id=self.node_id, node_profile=node_performance_profile + ), + ) + + # END CLEANUP + + async with create_task_group() as tg: + self._tg = tg + tg.start_soon(start_polling_node_metrics, resource_monitor_callback) + tg.start_soon(self._connection_message_event_writer) + tg.start_soon(self._resend_out_for_delivery) + tg.start_soon(self._event_applier) + # TODO: This is a little gross, but not too bad + for msg in self._initial_connection_messages: + await self.event_publisher( + self._convert_connection_message_to_event(msg) + ) + self._initial_connection_messages = [] + + # Actual shutdown code - waits for all tasks to complete before executing. + self.local_event_sender.close() + self.command_sender.close() + for runner in self.assigned_runners.values(): + if runner.runner: + await runner.runner.astop() + + async def _event_applier(self): + with self.global_event_receiver as events: + async for event in events: + self.event_buffer.ingest(event.origin_idx, event.tagged_event.c) + event_id = event.tagged_event.c.event_id + if event_id in self.out_for_delivery: + del self.out_for_delivery[event_id] + + # 2. for each event, apply it to the state + indexed_events = self.event_buffer.drain_indexed() + if not indexed_events: + if ( + self._nack_cancel_scope is None + or self._nack_cancel_scope.cancel_called + ): + assert self._tg + self._tg.start_soon(self._nack_request) + elif self._nack_cancel_scope: + self._nack_cancel_scope.cancel() + + flag = False + for idx, event in indexed_events: + self.state = apply(self.state, IndexedEvent(idx=idx, event=event)) + if event_relevant_to_worker(event, self): + flag = True + + # 3. If we've found a "relevant" event, run a plan -> op -> execute cycle. + if flag: + await self.plan_step() + + async def plan_step(self): # 3. based on the updated state, we plan & execute an operation. op: RunnerOp | None = plan( - worker.assigned_runners, - worker.node_id, - worker.state.instances, - worker.state.runners, - worker.state.tasks, + self.assigned_runners, + self.node_id, + self.state.instances, + self.state.runners, + self.state.tasks, ) # run the op, synchronously blocking for now if op is not None: - logger.info(f"Executing op {str(op)[:500]}") - logger.bind(user_facing=True).debug(f"Worker executing op: {str(op)[:500]}") + logger.info(f"Executing op {str(op)[:100]}") + logger.debug(f"Worker executing op: {str(op)[:100]}") try: - async for event in worker.execute_op(op): - await worker.event_publisher(event) + async for event in self.execute_op(op): + await self.event_publisher(event) except Exception as e: if isinstance(op, ExecuteTaskOp): - generator = worker.fail_task( + generator = self.fail_task( e, runner_id=op.runner_id, task_id=op.task.task_id ) else: - generator = worker.fail_runner(e, runner_id=op.runner_id) + generator = self.fail_runner(e, runner_id=op.runner_id) async for event in generator: - await worker.event_publisher(event) + await self.event_publisher(event) - await asyncio.sleep(0.01) + def shutdown(self): + if self._tg: + self._tg.cancel_scope.cancel() - -async def async_main(): - node_id_keypair: Keypair = get_node_id_keypair() - node_id = NodeId(node_id_keypair.to_peer_id().to_base58()) - - event_log_manager = EventLogManager(EventLogConfig()) - await event_log_manager.initialize() - shard_downloader = exo_shard_downloader() - - # TODO: add profiling etc to resource monitor - async def resource_monitor_callback( - node_performance_profile: NodePerformanceProfile, - ) -> None: - await event_log_manager.worker_events.append_events( - [ - NodePerformanceMeasured( - node_id=node_id, node_profile=node_performance_profile + async def _connection_message_event_writer(self): + with self.connection_message_receiver as connection_messages: + async for msg in connection_messages: + await self.event_publisher( + self._convert_connection_message_to_event(msg) ) - ], - origin=node_id, + + def _convert_connection_message_to_event(self, msg: ConnectionMessage): + match msg.connection_type: + case ConnectionMessageType.Connected: + return TopologyEdgeCreated( + edge=Connection( + local_node_id=self.node_id, + send_back_node_id=msg.node_id, + send_back_multiaddr=Multiaddr( + address=f"/ip4/{msg.remote_ipv4}/tcp/{msg.remote_tcp_port}" + ), + ) + ) + + case ConnectionMessageType.Disconnected: + return TopologyEdgeDeleted( + edge=Connection( + local_node_id=self.node_id, + send_back_node_id=msg.node_id, + send_back_multiaddr=Multiaddr( + address=f"/ip4/{msg.remote_ipv4}/tcp/{msg.remote_tcp_port}" + ), + ) + ) + + async def _nack_request(self) -> None: + # This function is started whenever we receive an event that is out of sequence. + # It is cancelled as soon as we receiver an event that is in sequence. + # Thus, if we don't make any progress within 1 + random() seconds, we request a copy of the event log + # This can be MASSIVELY tightened - just requesting a single event should be sufficient. + with CancelScope() as scope: + self._nack_cancel_scope = scope + try: + await anyio.sleep(1 + random()) + await self.command_sender.send( + ForwarderCommand( + origin=self.node_id, + tagged_command=TaggedCommand.from_( + RequestEventLog(since_idx=0) + ), + ) + ) + finally: + if self._nack_cancel_scope is scope: + self._nack_cancel_scope = None + + async def _resend_out_for_delivery(self) -> None: + # This can also be massively tightened, we should check events are at least a certain age before resending. + # Exponential backoff would also certainly help here. + while True: + await anyio.sleep(1 + random()) + for event in self.out_for_delivery.copy().values(): + await self.local_event_sender.send(event) + + ## Op Executors + + def _create_assigned_runner(self, op: AssignRunnerOp) -> AssignedRunner: + """Creates and stores a new AssignedRunner with initial downloading status.""" + assigned_runner = AssignedRunner( + runner_id=op.runner_id, + instance_id=op.instance_id, + shard_metadata=op.shard_metadata, + hosts=op.hosts, + status=DownloadingRunnerStatus( + download_progress=DownloadPending(node_id=self.node_id) + ), + runner=None, + ) + self.assigned_runners[op.runner_id] = assigned_runner + return assigned_runner + + async def _update_runner_status_to_completed_then_inactive( + self, assigned_runner: AssignedRunner + ) -> AsyncGenerator[Event, None]: + """Updates runner status from downloading to completed, then to inactive.""" + assigned_runner.status = DownloadingRunnerStatus( + download_progress=DownloadCompleted(node_id=self.node_id) + ) + yield assigned_runner.status_update_event() + + assigned_runner.status = InactiveRunnerStatus() + yield assigned_runner.status_update_event() + + async def _handle_already_downloaded_shard( + self, assigned_runner: AssignedRunner + ) -> AsyncGenerator[Event, None]: + """Handles the case where the shard is already downloaded.""" + async for event in self._update_runner_status_to_completed_then_inactive( + assigned_runner + ): + yield event + + async def _handle_shard_download_process( + self, + assigned_runner: AssignedRunner, + op: AssignRunnerOp, + initial_progress: RepoDownloadProgress, + ) -> AsyncGenerator[Event, None]: + """Manages the shard download process with progress tracking.""" + # Set initial ongoing status + assigned_runner.status = DownloadingRunnerStatus( + download_progress=DownloadOngoing( + node_id=self.node_id, + download_progress=DownloadProgressData( + total_bytes=Memory.from_bytes(initial_progress.total_bytes), + downloaded_bytes=Memory.from_bytes( + initial_progress.downloaded_bytes + ), + ), + ) + ) + yield assigned_runner.status_update_event() + + # Set up download progress tracking + download_progress_queue: asyncio.Queue[RepoDownloadProgress] = asyncio.Queue() + + def download_progress_callback( + shard: ShardMetadata, progress: RepoDownloadProgress + ) -> None: + download_progress_queue.put_nowait(progress) + + self.shard_downloader.on_progress(download_progress_callback) + download_task = asyncio.create_task( + self.shard_downloader.ensure_shard(op.shard_metadata) ) - asyncio.create_task(start_polling_node_metrics(callback=resource_monitor_callback)) + try: + async for event in self._monitor_download_progress( + assigned_runner, download_progress_queue + ): + yield event + finally: + if not download_task.done(): + download_task.cancel() - worker = Worker( - node_id, - shard_downloader, - event_log_manager.worker_events, - event_log_manager.global_events, - ) + async def _monitor_download_progress( + self, + assigned_runner: AssignedRunner, + download_progress_queue: asyncio.Queue[RepoDownloadProgress], + ) -> AsyncGenerator[Event, None]: + """Monitors download progress and yields status updates.""" + last_progress_time = 0.0 + throttle_interval_secs = 1.0 - await run(worker) - logger_cleanup() + while True: + progress: RepoDownloadProgress = await asyncio.wait_for( + download_progress_queue.get(), timeout=15 + ) + + if progress.status == "complete": + async for ( + event + ) in self._update_runner_status_to_completed_then_inactive( + assigned_runner + ): + yield event + break + elif progress.status == "in_progress": + if time.monotonic() - last_progress_time > throttle_interval_secs: + assigned_runner.status = DownloadingRunnerStatus( + download_progress=DownloadOngoing( + node_id=self.node_id, + download_progress=DownloadProgressData( + total_bytes=Memory.from_bytes(progress.total_bytes), + downloaded_bytes=Memory.from_bytes( + progress.downloaded_bytes + ), + ), + ) + ) + yield assigned_runner.status_update_event() + last_progress_time = time.monotonic() + + async def _execute_assign_op( + self, op: AssignRunnerOp + ) -> AsyncGenerator[Event, None]: + """ + A runner has been assigned. We need to also ensure that it's downloaded. + This op assigns the runner, and moves from Downloading -> Inactive (ready to spin) state. + """ + assigned_runner = self._create_assigned_runner(op) + initial_progress = ( + await self.shard_downloader.get_shard_download_status_for_shard( + op.shard_metadata + ) + ) + + if initial_progress.status == "complete": + async for event in self._handle_already_downloaded_shard(assigned_runner): + yield event + else: + async for event in self._handle_shard_download_process( + assigned_runner, op, initial_progress + ): + yield event + + async def _execute_unassign_op( + self, op: UnassignRunnerOp + ) -> AsyncGenerator[Event, None]: + if op.runner_id not in self.assigned_runners: + return + + # We can try to do a graceful shutdown of the runner. + runner: RunnerSupervisor | None = self.assigned_runners[op.runner_id].runner + if runner is not None: + await runner.astop() + + # This is all we really need: + del self.assigned_runners[op.runner_id] + yield RunnerDeleted(runner_id=op.runner_id) + + async def _execute_runner_up_op( + self, op: RunnerUpOp, initialize_timeout: Optional[float] = None + ) -> AsyncGenerator[Event, None]: + assigned_runner = self.assigned_runners[op.runner_id] + + # Emit "Starting" status right away so UI can show loading state + assigned_runner.status = StartingRunnerStatus() + yield assigned_runner.status_update_event() + + assigned_runner.runner = await RunnerSupervisor.create( + model_shard_meta=assigned_runner.shard_metadata, + hosts=assigned_runner.hosts, + initialize_timeout=initialize_timeout, + ) + + if assigned_runner.runner.runner_process.is_alive(): + assigned_runner.status = LoadedRunnerStatus() + else: + runner = assigned_runner.runner + logger.warning( + f"Runner status is not runner_process.is_alive(): exit code {runner.runner_process.exitcode}" + ) + + assigned_runner.status = FailedRunnerStatus() + yield self.assigned_runners[op.runner_id].status_update_event() + + async def _execute_runner_down_op( + self, op: RunnerDownOp + ) -> AsyncGenerator[Event, None]: + assigned_runner = self.assigned_runners[op.runner_id] + + if isinstance(assigned_runner.runner, RunnerSupervisor): + await assigned_runner.runner.astop() + + assigned_runner.runner = None + + assigned_runner.status = InactiveRunnerStatus() + yield assigned_runner.status_update_event() + return + + async def _execute_runner_failed_op( + self, op: RunnerFailedOp + ) -> AsyncGenerator[Event, None]: + """ + We detected that this runner has failed. So we'll put it into 'failed' state now, triggering the rest of the instance to spin down. + """ + assigned_runner = self.assigned_runners[op.runner_id] + + if isinstance(assigned_runner.runner, RunnerSupervisor): + await ( + assigned_runner.runner.astop() + ) # astop the runner to ensure it clears out of memory. + + assigned_runner.status = FailedRunnerStatus() + yield self.assigned_runners[op.runner_id].status_update_event() + + async def _execute_task_op(self, op: ExecuteTaskOp) -> AsyncGenerator[Event, None]: + """ + This is the entry point for a chat completion starting. + While there is only one execute function, it will get called in different ways for runner 0 and runner [1, 2, 3, ...]. + Runners [1, 2, 3, ...] will run this method when a task is in 'pending' state. + Runner 0 will run this method when a task is in 'running' state. + TODO: How do we handle the logic of ensuring that n-1 nodes have started their execution before allowing the 0'th runner to start? + This is still a little unclear to me. + """ + assigned_runner = self.assigned_runners[op.runner_id] + + async def inner_execute(queue: asyncio.Queue[Event]) -> None: + async def running_callback(queue: asyncio.Queue[Event]) -> None: + # Called when the MLX process has been kicked off + assigned_runner.status = RunningRunnerStatus() + await queue.put(assigned_runner.status_update_event()) + + if assigned_runner.shard_metadata.device_rank == 0: + await queue.put( + TaskStateUpdated( + task_id=op.task.task_id, + task_status=TaskStatus.RUNNING, + ) + ) + + assert assigned_runner.runner is not None + assert assigned_runner.runner.runner_process.is_alive() + + async for chunk in assigned_runner.runner.stream_response( + task=op.task, request_started_callback=partial(running_callback, queue) + ): + if assigned_runner.shard_metadata.device_rank == 0: + await queue.put( + ChunkGenerated( + # TODO: at some point we will no longer have a bijection between task_id and row_id. + # So we probably want to store a mapping between these two in our Worker object. + command_id=chunk.command_id, + chunk=chunk, + ) + ) + + if op.task.task_id in self.state.tasks: + self.state.tasks[op.task.task_id].task_status = TaskStatus.COMPLETE + + if assigned_runner.shard_metadata.device_rank == 0: + # kind of hack - we don't want to wait for the round trip for this to complete + await queue.put( + TaskStateUpdated( + task_id=op.task.task_id, + task_status=TaskStatus.COMPLETE, + ) + ) + + # After a successful inference: + assigned_runner.status = LoadedRunnerStatus() + await queue.put(assigned_runner.status_update_event()) + + queue: Queue[Event] = asyncio.Queue() + task = asyncio.create_task(inner_execute(queue)) + + # TODO: Initial (prefil) timeout can be dynamic + # model_kb = assigned_runner.shard_metadata.model_meta.storage_size_kilobytes + + try: + # Yield items from the queue + while True: + if task.done() and (exception := task.exception()): + raise exception + + try: + # Use a timeout to periodically check task status + item: Event = await asyncio.wait_for(queue.get(), timeout=0.01) + except asyncio.TimeoutError: + continue + + yield item + if isinstance(item, RunnerStatusUpdated) and isinstance( + item.runner_status, (LoadedRunnerStatus, FailedRunnerStatus) + ): + if isinstance(item.runner_status, LoadedRunnerStatus): + assigned_runner.failures = [] + + break + finally: + # Ensure the task is cleaned up + try: + await asyncio.wait_for(task, timeout=5) + except asyncio.TimeoutError: + logger.warning( + "Timed out waiting for task cleanup after inference execution." + ) + + ## Operation Planner + + async def execute_op(self, op: RunnerOp) -> AsyncGenerator[Event, None]: + ## It would be great if we can get rid of this async for ... yield pattern. + match op.op_type: + case RunnerOpType.ASSIGN_RUNNER: + event_generator = self._execute_assign_op(op) + case RunnerOpType.UNASSIGN_RUNNER: + event_generator = self._execute_unassign_op(op) + case RunnerOpType.RUNNER_UP: + event_generator = self._execute_runner_up_op(op) + case RunnerOpType.RUNNER_DOWN: + event_generator = self._execute_runner_down_op(op) + case RunnerOpType.RUNNER_FAILED: + event_generator = self._execute_runner_failed_op(op) + case RunnerOpType.CHAT_COMPLETION: + event_generator = self._execute_task_op(op) + + async for event in event_generator: + yield event + + async def fail_runner( + self, e: Exception, runner_id: RunnerId + ) -> AsyncGenerator[Event]: + if runner_id in self.assigned_runners: + assigned_runner = self.assigned_runners[runner_id] + + if assigned_runner.runner is not None: + await assigned_runner.runner.astop() + assigned_runner.runner = None + assigned_runner.status = FailedRunnerStatus(error_message=str(e)) + assigned_runner.failures.append((time.time(), e)) + + # Reset failure count back to 0 when succesful + if len(assigned_runner.failures) >= 3: + # Too many retries. We will emit a DeleteInstance + yield InstanceDeleted(instance_id=assigned_runner.instance_id) + + yield assigned_runner.status_update_event() + + async def fail_task( + self, e: Exception, runner_id: RunnerId, task_id: TaskId + ) -> AsyncGenerator[Event]: + if runner_id in self.assigned_runners: + yield TaskStateUpdated( + task_id=task_id, + task_status=TaskStatus.FAILED, + ) + + yield TaskFailed( + task_id=task_id, error_type=str(type(e)), error_message=str(e) + ) + + async for event in self.fail_runner(e, runner_id): + yield event + + async def event_publisher(self, event: Event) -> None: + fe = ForwarderEvent( + origin_idx=self.local_event_index, + origin=self.node_id, + tagged_event=TaggedEvent.from_(event), + ) + await self.local_event_sender.send(fe) + self.out_for_delivery[event.event_id] = fe + logger.debug( + f"Worker published event {self.local_event_index}: {str(event)[:100]}" + ) + self.local_event_index += 1 -def main(logfile: Path = EXO_WORKER_LOG, verbosity: int = 1): - logger_setup(logfile, verbosity) - asyncio.run(async_main()) - - -if __name__ == "__main__": - main() +def event_relevant_to_worker(event: Event, worker: Worker): + # TODO + return True diff --git a/src/exo/worker/plan.py b/src/exo/worker/plan.py index 250f8fd3..bf32f960 100644 --- a/src/exo/worker/plan.py +++ b/src/exo/worker/plan.py @@ -6,6 +6,7 @@ from exo.shared.types.events import ( ) from exo.shared.types.tasks import Task, TaskId, TaskStatus from exo.shared.types.worker.common import RunnerId +from exo.shared.types.worker.downloads import DownloadStatus from exo.shared.types.worker.instances import Instance, InstanceStatus from exo.shared.types.worker.ops import ( AssignRunnerOp, @@ -44,8 +45,12 @@ def unassign_runners( # If our instance is in 'downloading' or 'assigned' state, then we know the runner is stale. These are part of AssignRunnerOp and should be blocking. for assigned_runner_id in assigned_runners: - if assigned_runner_id in state_runners and isinstance( - state_runners[assigned_runner_id], DownloadingRunnerStatus + if ( + assigned_runner_id in state_runners + and isinstance(state_runners[assigned_runner_id], DownloadingRunnerStatus) + # Not sure about this type ignore, i don't think it should be necessary + and state_runners[assigned_runner_id].download_progress.download_status # type: ignore + != DownloadStatus.Completed ): return UnassignRunnerOp(runner_id=assigned_runner_id) @@ -196,11 +201,12 @@ def spin_up_runners( # Need to assert all other runners are ready before we can spin up. ready_to_spin = True for runner_id in instance.shard_assignments.node_to_runner.values(): - if ( - runner_id in state_runners - and state_runners[runner_id].runner_status - not in [RunnerStatusType.Inactive, RunnerStatusType.Starting] - ): + if runner_id in state_runners and state_runners[ + runner_id + ].runner_status not in [ + RunnerStatusType.Inactive, + RunnerStatusType.Starting, + ]: ready_to_spin = False if ready_to_spin: diff --git a/src/exo/worker/runner/bootstrap.py b/src/exo/worker/runner/bootstrap.py index 24d96bf3..b30271b5 100644 --- a/src/exo/worker/runner/bootstrap.py +++ b/src/exo/worker/runner/bootstrap.py @@ -13,6 +13,7 @@ def _redirect_stderr_to_file(path: str) -> None: # Rebind sys.stderr so Python's own writes go to the new fd as well (line-buffered) sys.stderr = os.fdopen(2, "w", buffering=1, closefd=False) + def entrypoint(raw_conn: Connection, err_path: str) -> None: """ Minimal entrypoint for the spawned child process. @@ -25,4 +26,5 @@ def entrypoint(raw_conn: Connection, err_path: str) -> None: # Import the heavy runner only after stderr is redirected from exo.worker.runner.runner import main + asyncio.run(main(raw_conn)) diff --git a/src/exo/worker/runner/generate.py b/src/exo/worker/runner/generate.py index b415fb54..5cfe1014 100644 --- a/src/exo/worker/runner/generate.py +++ b/src/exo/worker/runner/generate.py @@ -32,6 +32,7 @@ from exo.shared.types.worker.communication import ( generation_stream = mx.new_stream(mx.default_device()) + def generate_step( prompt: mx.array, model: Model, @@ -90,14 +91,13 @@ def generate_step( prompt_processed_tokens = 0 while total_prompt_tokens - prompt_processed_tokens > prefill_step_size: - runner_print(f'Prefilling {min(prefill_step_size, len(prompt))} tokens. Remaining tokens: {len(prompt)}. Peak memory: {mx.get_peak_memory() // 2**30} GB') - logits = model( - prompt[:prefill_step_size][None], - cache=prompt_cache + runner_print( + f"Prefilling {min(prefill_step_size, len(prompt))} tokens. Remaining tokens: {len(prompt)}. Peak memory: {mx.get_peak_memory() // 2**30} GB" ) + logits = model(prompt[:prefill_step_size][None], cache=prompt_cache) start_time = time.time() - mx.eval([c.state for c in prompt_cache] + [logits]) # type: ignore + mx.eval([c.state for c in prompt_cache] + [logits]) # type: ignore eval_time = time.time() - start_time prompt_processed_tokens += prefill_step_size @@ -109,34 +109,36 @@ def generate_step( prefill_step_size = broadcast_from_zero(prefill_step_size) prefill_step_size = max(1, prefill_step_size) + if prompt_processed_tokens > 0: + runner_print("finished prefil stage.") - runner_print('finished prefil.') y, logprobs = _step(input_tokens=prompt) - mx.async_eval(y, logprobs) # type: ignore + # TODO: Why on earth is this async_eval called twice? + # Also why is it async_eval not eval ? + mx.async_eval(y, logprobs) # type: ignore n = 0 next_y: array | None = None next_logprobs: array | None = None - mx.async_eval(y, logprobs) # type: ignore + mx.async_eval(y, logprobs) # type: ignore n = 0 while True: if n != max_tokens: assert y is not None next_y, next_logprobs = _step(y) - mx.async_eval(next_y, next_logprobs) # type: ignore + mx.async_eval(next_y, next_logprobs) # type: ignore if n == 0: - mx.eval(y) # type: ignore + mx.eval(y) # type: ignore if n == max_tokens: break - yield int(y.item()), logprobs # type: ignore + yield int(y.item()), logprobs # type: ignore if n % 256 == 0: mx.clear_cache() y, logprobs = next_y, next_logprobs n += 1 - def stream_generate( model: Model, tokenizer: TokenizerWrapper, @@ -147,21 +149,22 @@ def stream_generate( prompt_cache: Optional[list[KVCache]] = None, prefill_step_size: int = 2048, ) -> Generator[GenerationResponse, None, None]: - # Try to infer if special tokens are needed add_special_tokens = tokenizer.bos_token is None or not prompt.startswith( tokenizer.bos_token ) - prompt_array: mx.array = mx.array(tokenizer.encode(prompt, add_special_tokens=add_special_tokens)) + prompt_array: mx.array = mx.array( + tokenizer.encode(prompt, add_special_tokens=add_special_tokens) + ) if conn is not None: conn.send_sync(TokenizedResponse(prompt_tokens=len(prompt_array))) detokenizer = tokenizer.detokenizer token_generator: Generator[Tuple[int, array], None, None] = generate_step( - prompt_array, - model, - max_tokens=max_tokens, + prompt_array, + model, + max_tokens=max_tokens, sampler=sampler, prompt_cache=prompt_cache, prefill_step_size=prefill_step_size, @@ -190,6 +193,7 @@ def stream_generate( finish_reason="stop" if token in tokenizer.eos_token_ids else "length", ) + async def warmup_inference( mlx_executor: concurrent.futures.ThreadPoolExecutor, model: Model, @@ -222,7 +226,7 @@ async def warmup_inference( prompt=warmup_prompt, max_tokens=50, sampler=sampler, - conn=None + conn=None, ): tokens_generated += 1 @@ -231,6 +235,7 @@ async def warmup_inference( return tokens_generated + async def mlx_generate( mlx_executor: concurrent.futures.ThreadPoolExecutor, model: Model, @@ -272,9 +277,11 @@ async def mlx_generate( cache_future = loop.run_in_executor( mlx_executor, - lambda: asyncio.run(make_kv_cache( - model=model, - )) + lambda: asyncio.run( + make_kv_cache( + model=model, + ) + ), ) cache = await cache_future @@ -298,4 +305,4 @@ async def mlx_generate( yield item # Wait for the executor thread to complete - await future \ No newline at end of file + await future diff --git a/src/exo/worker/runner/runner.py b/src/exo/worker/runner/runner.py index 44874a0d..0de25749 100644 --- a/src/exo/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -25,14 +25,12 @@ from exo.shared.types.worker.communication import ( runner_write_error, ) from exo.shared.types.worker.shards import ShardMetadata -from exo.shared.utils import ensure_type +from exo.utils import ensure_type from exo.worker.runner.generate import mlx_generate, warmup_inference -from exo.worker.runner.utils import get_weights_size_kb +from exo.worker.runner.utils import get_weights_size -async def main( - raw_conn: Connection -): +async def main(raw_conn: Connection): conn = AsyncConnection[RunnerResponse, RunnerMessage](raw_conn) set_conn(conn) @@ -49,9 +47,9 @@ async def main( await asyncio.sleep(timeout) mlx_setup( - int(get_weights_size_kb(model_shard_meta) // 2**10), + int(get_weights_size(model_shard_meta).in_kb // 2**10), cache_frac_of_mrwss=0.8, - wired_frac_of_mrwss=0.8 + wired_frac_of_mrwss=0.8, ) setup_start_time = time.time() @@ -71,9 +69,7 @@ async def main( sampler=sampler, ) runner_print(f"Warmed up by generating {toks} tokens") - await conn.send( - InitializedResponse(time_taken=time.time() - setup_start_time) - ) + await conn.send(InitializedResponse(time_taken=time.time() - setup_start_time)) while True: message = await conn.recv() @@ -121,4 +117,3 @@ async def main( except Exception as e: runner_write_error(e) - diff --git a/src/exo/worker/runner/runner_supervisor.py b/src/exo/worker/runner/runner_supervisor.py index d9cc638a..9dcecf62 100644 --- a/src/exo/worker/runner/runner_supervisor.py +++ b/src/exo/worker/runner/runner_supervisor.py @@ -12,8 +12,11 @@ from typing import Any, AsyncGenerator, Callable, Coroutine, Optional import psutil from loguru import logger +from exo.shared.global_conn import ( + AsyncConnection, +) +from exo.shared.types.chunks import GenerationChunk, TokenChunk from exo.shared.types.common import CommandId, Host -from exo.shared.types.events.chunks import GenerationChunk, TokenChunk from exo.shared.types.tasks import ChatCompletionTaskParams, Task from exo.shared.types.worker.commands_runner import ( ChatTaskMessage, @@ -28,16 +31,13 @@ from exo.shared.types.worker.commands_runner import ( TokenizedResponse, ) from exo.shared.types.worker.common import RunnerError -from exo.shared.types.worker.communication import ( - AsyncConnection, -) from exo.shared.types.worker.shards import ShardMetadata from exo.worker.runner.bootstrap import entrypoint from exo.worker.runner.utils import ( get_init_timeout, get_prefil_timeout, get_token_generate_timeout, - get_weights_size_kb, + get_weights_size, ) @@ -74,16 +74,16 @@ class RunnerSupervisor: Create and initialize a RunnerSupervisor instance. The .create() classmethod pattern is used to ensure the constructor is asynchronous. """ - ctx = mp.get_context('spawn') + ctx = mp.get_context("spawn") parent_conn, child_conn = ctx.Pipe(duplex=True) - - with tempfile.NamedTemporaryFile(prefix="child_stderr_", suffix=".log", delete=False) as tmp: + + with tempfile.NamedTemporaryFile( + prefix="child_stderr_", suffix=".log", delete=False + ) as tmp: err_path = tmp.name runner_process = Process( - target=entrypoint, - args=(child_conn, err_path), - daemon=False + target=entrypoint, args=(child_conn, err_path), daemon=False ) runner_process.start() child_conn.close() @@ -96,7 +96,7 @@ class RunnerSupervisor: runner_process=runner_process, read_queue=read_queue, conn=parent_conn, - err_path=err_path + err_path=err_path, ) logger.info(f"Initializing mlx instance with {model_shard_meta=}") @@ -124,7 +124,7 @@ class RunnerSupervisor: if self.read_task.done(): e = self.read_task.exception() await self.astop() - if e is not None: + if e is not None: raise e else: return None @@ -149,10 +149,14 @@ class RunnerSupervisor: await self.read_task # Re-raises any exception from read_task # This should never get hit. - raise RunnerError("RunnerStopped", "Runner read loop terminated unexpectedly before any response.", "") - + raise RunnerError( + "RunnerStopped", + "Runner read loop terminated unexpectedly before any response.", + "", + ) + # if we haven't read from the queue, we have timed out. - await self.astop() # TODO: This could be handled by the called or _read_with_error_check - as we don't want a false Timeout to bring the whole runner down. + await self.astop() # TODO: This could be handled by the called or _read_with_error_check - as we don't want a false Timeout to bring the whole runner down. raise asyncio.TimeoutError() async def _read_coro(self): @@ -168,9 +172,11 @@ class RunnerSupervisor: match response: case PrintResponse(): # TODO: THIS IS A REALLY IMPORTANT LOG MESSAGE, AND SHOULD BE MADE PRETTIER - logger.bind(user_facing=True).info(f"{response.text}") + logger.info(f"{response.text}") case ErrorResponse(): - raise RunnerError(response.error_type, response.error_message, response.traceback) + raise RunnerError( + response.error_type, response.error_message, response.traceback + ) case _: await self.read_queue.put(response) @@ -205,7 +211,9 @@ class RunnerSupervisor: if request_started_callback is not None: await request_started_callback() - prefil_timeout = get_prefil_timeout(self.model_shard_meta, prompt_tokens=prompt_tokens) + prefil_timeout = get_prefil_timeout( + self.model_shard_meta, prompt_tokens=prompt_tokens + ) token_timeout = get_token_generate_timeout(self.model_shard_meta) timeout = prefil_timeout logger.bind(user_facing=True).info( @@ -237,7 +245,6 @@ class RunnerSupervisor: case _: raise ValueError(f"Unexpected response type found: {response}") - async def astop(self) -> None: # Cancel the stderr monitoring task async def await_task(task: asyncio.Task[Any]): @@ -255,7 +262,7 @@ class RunnerSupervisor: # Wait to make sure that the model has been unloaded from memory async def wait_for_memory_release() -> None: - required_memory_bytes = get_weights_size_kb(self.model_shard_meta) * 1024 + required_memory_bytes = get_weights_size(self.model_shard_meta).in_bytes start_time = asyncio.get_event_loop().time() while True: available_memory_bytes = psutil.virtual_memory().available @@ -315,12 +322,10 @@ class RunnerSupervisor: except Exception: cause = f"signal={sig}" - logger.bind(user_facing=True).error( - f"Runner terminated ({cause}).\n{captured}" - ) + logger.bind(user_facing=True).error(f"Runner terminated ({cause}).\n{captured}") return RunnerError( - error_type='RunnerCrash', + error_type="RunnerCrash", error_message=f"Runner terminated ({cause}).\n{captured}", traceback=traceback.format_exc(), ) diff --git a/src/exo/worker/runner/utils.py b/src/exo/worker/runner/utils.py index 1d68f377..3661ea2b 100644 --- a/src/exo/worker/runner/utils.py +++ b/src/exo/worker/runner/utils.py @@ -6,6 +6,7 @@ import psutil from loguru import logger from exo.shared.constants import LB_DISK_GBPS, LB_MEMBW_GBPS, LB_TFLOPS +from exo.shared.types.memory import Memory from exo.shared.types.worker.shards import ShardMetadata @@ -51,36 +52,36 @@ def get_runner_command() -> list[str]: return [python, "-m", "exo.worker.runner.runner"] -def get_weights_size_kb(model_shard_meta: ShardMetadata) -> float: - return ( +def get_weights_size(model_shard_meta: ShardMetadata) -> Memory: + return Memory.from_float_kb( (model_shard_meta.end_layer - model_shard_meta.start_layer) / model_shard_meta.n_layers - * model_shard_meta.model_meta.storage_size_kilobytes + * model_shard_meta.model_meta.storage_size.in_kb ) def get_init_timeout(model_shard_meta: ShardMetadata) -> float: - weights_size_kb = get_weights_size_kb(model_shard_meta) + weights_size = get_weights_size(model_shard_meta) kbps_read = 1024 * 1024 * LB_DISK_GBPS / 3 - return weights_size_kb / kbps_read + 2.0 - + return weights_size.in_kb / kbps_read + 2.0 def _prefill_flops_for_shard(model_shard_meta: ShardMetadata, s: int) -> float: - p = get_weights_size_kb(model_shard_meta) * 1024 + p = get_weights_size(model_shard_meta).in_bytes flops = 2.0 * p * s # parameter-dependent GEMMs # flops += _attention_flops(meta, S) # optional S^2 term return flops + def get_prefil_timeout( model_shard_meta: ShardMetadata, prompt_tokens: int, *, effective_tflops: float = LB_TFLOPS, safety_mult: float = 1.6, - base_pad_s: float = 5.0 + base_pad_s: float = 5.0, ) -> float: """ Returns a conservative timeout (seconds) for the prefill stage. @@ -95,10 +96,9 @@ def get_prefil_timeout( return base_pad_s + safety_mult * time_seconds - def get_token_generate_timeout(model_shard_meta: ShardMetadata) -> float: - weights_size_kb = get_weights_size_kb(model_shard_meta) + weights_size = get_weights_size(model_shard_meta) kbps_read = 1024 * 1024 * LB_MEMBW_GBPS / 3 - return weights_size_kb / kbps_read + 2.0 + return weights_size.in_kb / kbps_read + 2.0 diff --git a/src/exo/worker/tests/conftest.py b/src/exo/worker/tests/conftest.py index 3f24ae5c..3c876418 100644 --- a/src/exo/worker/tests/conftest.py +++ b/src/exo/worker/tests/conftest.py @@ -1,5 +1,3 @@ -from ipaddress import IPv4Address -from logging import Logger, getLogger from typing import Callable, Optional import pytest @@ -18,40 +16,48 @@ from exo.shared.types.worker.common import InstanceId from exo.shared.types.worker.instances import Instance, InstanceStatus from exo.shared.types.worker.runners import RunnerId, ShardAssignments from exo.shared.types.worker.shards import PipelineShardMetadata +from exo.worker.main import Worker from exo.worker.tests.constants import ( COMMAND_1_ID, INSTANCE_1_ID, MODEL_A_ID, NODE_A, + NODE_B, RUNNER_1_ID, TASK_1_ID, ) +from .worker_management import ( + WorkerMailbox, + create_worker_and_mailbox, + create_worker_void_mailbox, + create_worker_with_old_mailbox, +) + @pytest.fixture -def user_message(): +def worker_void_mailbox() -> Worker: + return create_worker_void_mailbox(NODE_A) + + +@pytest.fixture +def worker_and_mailbox() -> tuple[Worker, WorkerMailbox]: + return create_worker_and_mailbox(NODE_A) + + +@pytest.fixture +def two_workers_with_shared_mailbox() -> tuple[Worker, Worker, WorkerMailbox]: + worker1, mailbox = create_worker_and_mailbox(NODE_A) + worker2 = create_worker_with_old_mailbox(NODE_B, mailbox) + return worker1, worker2, mailbox + + +@pytest.fixture +def user_message() -> str: """Override this fixture in tests to customize the message""" return "Hello, how are you?" -@pytest.fixture -def logger() -> Logger: - import logging - - logger = getLogger("test_logger") - logger.setLevel(logging.DEBUG) - - # Add console handler if none exists - if not logger.handlers: - handler = logging.StreamHandler() - handler.setLevel(logging.DEBUG) - formatter = logging.Formatter("%(name)s - %(levelname)s - %(message)s") - handler.setFormatter(formatter) - logger.addHandler(handler) - - return logger - - @pytest.fixture async def model_meta() -> ModelMetadata: return await get_model_meta("mlx-community/Llama-3.2-1B-Instruct-4bit") @@ -62,7 +68,7 @@ def hosts(): def _hosts(count: int, offset: int = 0) -> list[Host]: return [ Host( - ip=IPv4Address("127.0.0.1"), + ip="127.0.0.1", port=5000 + offset + i, ) for i in range(count) diff --git a/src/exo/worker/tests/constants.py b/src/exo/worker/tests/constants.py index 4de842f5..85e16ed6 100644 --- a/src/exo/worker/tests/constants.py +++ b/src/exo/worker/tests/constants.py @@ -16,8 +16,8 @@ RUNNER_2_ID: Final[RunnerId] = RunnerId("33333333-3333-4333-8333-333333333333") INSTANCE_1_ID: Final[InstanceId] = InstanceId("22222222-2222-4222-8222-222222222222") INSTANCE_2_ID: Final[InstanceId] = InstanceId("44444444-4444-4444-8444-444444444444") -MODEL_A_ID: Final[ModelId] = "mlx-community/Llama-3.2-1B-Instruct-4bit" -MODEL_B_ID: Final[ModelId] = "mlx-community/TinyLlama-1.1B-Chat-v1.0" +MODEL_A_ID: Final[ModelId] = ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit") +MODEL_B_ID: Final[ModelId] = ModelId("mlx-community/TinyLlama-1.1B-Chat-v1.0") TASK_1_ID: Final[TaskId] = TaskId("55555555-5555-4555-8555-555555555555") TASK_2_ID: Final[TaskId] = TaskId("66666666-6666-4666-8666-666666666666") diff --git a/src/exo/worker/tests/test_handlers/conftest.py b/src/exo/worker/tests/test_handlers/conftest.py index b05fb23a..1cfd7a41 100644 --- a/src/exo/worker/tests/test_handlers/conftest.py +++ b/src/exo/worker/tests/test_handlers/conftest.py @@ -1,10 +1,7 @@ -from logging import Logger from typing import Callable import pytest -from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from exo.shared.logging import logger_test_install from exo.shared.types.common import NodeId from exo.shared.types.worker.common import InstanceId from exo.shared.types.worker.instances import Instance @@ -13,9 +10,8 @@ from exo.shared.types.worker.ops import ( RunnerUpOp, ) from exo.shared.types.worker.runners import RunnerId -from exo.worker.download.shard_downloader import NoopShardDownloader -from exo.worker.tests.constants import INSTANCE_1_ID, NODE_A, RUNNER_1_ID -from exo.worker.worker import Worker +from exo.worker.main import Worker +from exo.worker.tests.constants import INSTANCE_1_ID, RUNNER_1_ID @pytest.fixture @@ -23,27 +19,14 @@ def user_message(): return "What, according to Douglas Adams, is the meaning of life, the universe and everything?" -@pytest.fixture -async def worker(logger: Logger): - logger_test_install(logger) - event_log_manager = EventLogManager(EventLogConfig()) - shard_downloader = NoopShardDownloader() - await event_log_manager.initialize() - - return Worker( - NODE_A, - shard_downloader, - worker_events=event_log_manager.global_events, - global_events=event_log_manager.global_events, - ) - - # TODO: instance_id and runner_id are selectable. @pytest.fixture async def worker_with_assigned_runner( - worker: Worker, instance: Callable[[InstanceId, NodeId, RunnerId], Instance] + worker_void_mailbox: Worker, + instance: Callable[[InstanceId, NodeId, RunnerId], Instance], ): """Fixture that provides a worker with an already assigned runner.""" + worker = worker_void_mailbox instance_id = INSTANCE_1_ID runner_id = RUNNER_1_ID diff --git a/src/exo/worker/tests/test_handlers/test_handlers_happy.py b/src/exo/worker/tests/test_handlers/test_handlers_happy.py index 7accd983..86eb6ebf 100644 --- a/src/exo/worker/tests/test_handlers/test_handlers_happy.py +++ b/src/exo/worker/tests/test_handlers/test_handlers_happy.py @@ -2,6 +2,7 @@ from typing import Callable import pytest +from exo.shared.types.chunks import TokenChunk from exo.shared.types.common import NodeId from exo.shared.types.events import ( ChunkGenerated, @@ -9,7 +10,6 @@ from exo.shared.types.events import ( RunnerStatusUpdated, TaskStateUpdated, ) -from exo.shared.types.events.chunks import TokenChunk from exo.shared.types.tasks import ChatCompletionTask, TaskStatus from exo.shared.types.worker.common import RunnerId from exo.shared.types.worker.instances import Instance, InstanceId @@ -36,8 +36,10 @@ from exo.worker.tests.test_handlers.utils import read_events_op @pytest.mark.asyncio async def test_assign_op( - worker: Worker, instance: Callable[[InstanceId, NodeId, RunnerId], Instance] + worker_void_mailbox: Worker, + instance: Callable[[InstanceId, NodeId, RunnerId], Instance], ): + worker = worker_void_mailbox instance_obj: Instance = instance(InstanceId(), worker.node_id, RUNNER_1_ID) assign_op = AssignRunnerOp( diff --git a/src/exo/worker/tests/test_integration/integration_utils.py b/src/exo/worker/tests/test_integration/integration_utils.py deleted file mode 100644 index 50154020..00000000 --- a/src/exo/worker/tests/test_integration/integration_utils.py +++ /dev/null @@ -1,145 +0,0 @@ -import asyncio -import contextlib -from contextlib import asynccontextmanager -from logging import Logger -from typing import Callable, Optional, Tuple, TypeVar - -from exo.shared.db.sqlite.connector import AsyncSQLiteEventStorage -from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from exo.shared.logging import logger_test_install -from exo.shared.types.common import NodeId -from exo.shared.types.events import ChunkGenerated, TaskStateUpdated -from exo.shared.types.events.chunks import TokenChunk -from exo.shared.types.tasks import TaskId, TaskStatus -from exo.worker.download.shard_downloader import NoopShardDownloader -from exo.worker.main import run -from exo.worker.worker import Worker - - -@asynccontextmanager -async def worker_running(node_id: NodeId, logger: Logger): - """Context manager that provides a running worker and cleans up after.""" - logger_test_install(logger) - event_log_manager = EventLogManager(EventLogConfig()) - await event_log_manager.initialize() - - global_events = event_log_manager.global_events - await global_events.delete_all_events() - - shard_downloader = NoopShardDownloader() - worker = Worker( - node_id, - shard_downloader=shard_downloader, - worker_events=global_events, - global_events=global_events, - ) - - # Start the worker task - task = asyncio.create_task(run(worker)) - - try: - yield worker, global_events - finally: - # Cleanup - task.cancel() - with contextlib.suppress(asyncio.CancelledError, asyncio.TimeoutError): - await asyncio.wait_for(task, timeout=1.0) - - # Clean up any runners - for assigned_runner in worker.assigned_runners.values(): - if assigned_runner.runner: - await assigned_runner.runner.astop() - -async def read_streaming_response( - global_events: AsyncSQLiteEventStorage, filter_task: Optional[TaskId] = None -) -> Tuple[bool, bool, str, int]: - # Read off all events - these should be our GenerationChunk events - seen_task_started, seen_task_finished = 0, 0 - response_string = "" - finish_reason: str | None = None - token_count = 0 - - if not filter_task: - idx = await global_events.get_last_idx() - else: - found = False - idx = 0 - while not found: - events = await global_events.get_events_since(idx) - - for event in events: - if ( - isinstance(event.event, TaskStateUpdated) - and event.event.task_status == TaskStatus.RUNNING - and event.event.task_id == filter_task - ): - found = True - idx = event.idx_in_log - 1 - break - - print(f"START IDX {idx}") - - while not finish_reason: - events = await global_events.get_events_since(idx) - if len(events) == 0: - await asyncio.sleep(0.01) - continue - idx = events[-1].idx_in_log - - for wrapped_event in events: - event = wrapped_event.event - if isinstance(event, TaskStateUpdated): - if event.task_status == TaskStatus.RUNNING: - seen_task_started += 1 - if event.task_status == TaskStatus.COMPLETE: - seen_task_finished += 1 - - if isinstance(event, ChunkGenerated) and isinstance( - event.chunk, TokenChunk - ): - response_string += event.chunk.text - token_count += 1 - if event.chunk.finish_reason: - finish_reason = event.chunk.finish_reason - - await asyncio.sleep(0.2) - - print(f"event log: {await global_events.get_events_since(0)}") - - return seen_task_started == 1, seen_task_finished == 1, response_string, token_count - - -T = TypeVar("T") - - -async def until_event_with_timeout( - global_events: AsyncSQLiteEventStorage, - event_type: type[T], - multiplicity: int = 1, - condition: Callable[[T], bool] = lambda x: True, - timeout: float = 30.0, -) -> None: - idx = await global_events.get_last_idx() - times_seen = 0 - start_time = asyncio.get_event_loop().time() - - while True: - events = await global_events.get_events_since(idx) - if events: - for wrapped_event in events: - if isinstance(wrapped_event.event, event_type) and condition( - wrapped_event.event - ): - times_seen += 1 - if times_seen >= multiplicity: - return - idx = events[-1].idx_in_log - - current_time = asyncio.get_event_loop().time() - if current_time - start_time > timeout: - raise asyncio.TimeoutError( - f"Timeout waiting for {multiplicity} events of type {event_type.__name__} " - f"(found {times_seen} in {timeout}s)" - ) - - await asyncio.sleep(0.01) diff --git a/src/exo/worker/tests/test_integration/test_inference.py b/src/exo/worker/tests/test_integration/test_inference.py index 33a3c7ee..4118896f 100644 --- a/src/exo/worker/tests/test_integration/test_inference.py +++ b/src/exo/worker/tests/test_integration/test_inference.py @@ -1,11 +1,9 @@ import asyncio -from logging import Logger from typing import Callable import pytest +from anyio import create_task_group -from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from exo.shared.logging import logger_test_install from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams from exo.shared.types.common import CommandId, Host, NodeId from exo.shared.types.events import ( @@ -28,8 +26,7 @@ from exo.shared.types.worker.instances import ( ShardAssignments, ) from exo.shared.types.worker.shards import PipelineShardMetadata -from exo.worker.download.shard_downloader import NoopShardDownloader -from exo.worker.main import run +from exo.worker.main import Worker from exo.worker.tests.constants import ( INSTANCE_1_ID, MASTER_NODE_ID, @@ -39,11 +36,10 @@ from exo.worker.tests.constants import ( RUNNER_2_ID, TASK_1_ID, ) -from exo.worker.tests.test_integration.integration_utils import ( +from exo.worker.tests.worker_management import ( + WorkerMailbox, read_streaming_response, - worker_running, ) -from exo.worker.worker import Worker @pytest.fixture @@ -51,12 +47,15 @@ def user_message(): """Override this fixture in tests to customize the message""" return "What's the capital of Japan?" + async def test_runner_inference( instance: Callable[[InstanceId, NodeId, RunnerId], Instance], chat_completion_task: Callable[[InstanceId, TaskId], Task], - logger: Logger, + worker_and_mailbox: tuple[Worker, WorkerMailbox], ): - async with worker_running(NODE_A, logger) as (_, global_events): + worker, global_events = worker_and_mailbox + async with create_task_group() as tg: + tg.start_soon(worker.run) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) instance_value.instance_type = InstanceStatus.ACTIVE @@ -93,238 +92,173 @@ async def test_runner_inference( ) await asyncio.sleep(0.3) + worker.shutdown() + # TODO: Ensure this is sufficient, or add mechanism to fail the test gracefully if workers do not shutdown properly. async def test_2_runner_inference( - logger: Logger, pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], + two_workers_with_shared_mailbox: tuple[Worker, Worker, WorkerMailbox], ): - logger_test_install(logger) - event_log_manager = EventLogManager(EventLogConfig()) - await event_log_manager.initialize() - shard_downloader = NoopShardDownloader() + worker1, worker2, global_events = two_workers_with_shared_mailbox + async with create_task_group() as tg: + tg.start_soon(worker1.run) + tg.start_soon(worker2.run) + ## Instance + model_id = ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit") - global_events = event_log_manager.global_events - await global_events.delete_all_events() + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard={ + RUNNER_1_ID: pipeline_shard_meta(2, 0), + RUNNER_2_ID: pipeline_shard_meta(2, 1), + }, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, + ) - tasks: list[asyncio.Task[None]] = [] + instance = Instance( + instance_id=INSTANCE_1_ID, + instance_type=InstanceStatus.ACTIVE, + shard_assignments=shard_assignments, + hosts=hosts(2), + ) - worker1 = Worker( - NODE_A, - shard_downloader=shard_downloader, - worker_events=global_events, - global_events=global_events, - ) - tasks.append(asyncio.create_task(run(worker1))) + task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) + await global_events.append_events( + [ + InstanceCreated(instance=instance), + TaskCreated(task_id=task.task_id, task=task), + ], + origin=MASTER_NODE_ID, + ) - worker2 = Worker( - NODE_B, - shard_downloader=shard_downloader, - worker_events=global_events, - global_events=global_events, - ) - tasks.append(asyncio.create_task(run(worker2))) + ( + seen_task_started, + seen_task_finished, + response_string, + _, + ) = await read_streaming_response(global_events) - ## Instance - model_id = ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit") + assert seen_task_started + assert seen_task_finished + assert "tokyo" in response_string.lower() - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard={ - RUNNER_1_ID: pipeline_shard_meta(2, 0), - RUNNER_2_ID: pipeline_shard_meta(2, 1), - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, - ) + _ = global_events.collect() + await asyncio.sleep(1.0) + events = global_events.collect() + assert len(events) == 0 - instance = Instance( - instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.ACTIVE, - shard_assignments=shard_assignments, - hosts=hosts(2), - ) + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance.instance_id, + ), + ], + origin=MASTER_NODE_ID, + ) - task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - await global_events.append_events( - [ - InstanceCreated(instance=instance), - TaskCreated(task_id=task.task_id, task=task), - ], - origin=MASTER_NODE_ID, - ) - - ( - seen_task_started, - seen_task_finished, - response_string, - _, - ) = await read_streaming_response(global_events) - - assert seen_task_started - assert seen_task_finished - assert "tokyo" in response_string.lower() - - idx = await global_events.get_last_idx() - await asyncio.sleep(1.0) - events = await global_events.get_events_since(idx) - assert len(events) == 0 - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - await asyncio.sleep(2.0) - - for task in tasks: - task.cancel() - try: - await task - except asyncio.CancelledError: - pass # This is expected when we cancel a task - except Exception: - pass # Suppress any other exceptions during cleanup - - - for worker in (worker1, worker2): - for assigned_runner in worker.assigned_runners.values(): - if assigned_runner.runner: - await assigned_runner.runner.astop() + await asyncio.sleep(2.0) + worker1.shutdown() + worker2.shutdown() + # TODO: Ensure this is sufficient, or add mechanism to fail the test gracefully if workers do not shutdown properly. # TODO: Multi message parallel async def test_2_runner_multi_message( - logger: Logger, pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]], + two_workers_with_shared_mailbox: tuple[Worker, Worker, WorkerMailbox], ): - logger_test_install(logger) - event_log_manager = EventLogManager(EventLogConfig()) - await event_log_manager.initialize() - shard_downloader = NoopShardDownloader() + worker1, worker2, global_events = two_workers_with_shared_mailbox + async with create_task_group() as tg: + tg.start_soon(worker1.run) + tg.start_soon(worker2.run) - global_events = event_log_manager.global_events - await global_events.delete_all_events() + ## Instance + model_id = ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit") - tasks: list[asyncio.Task[None]] = [] + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard={ + RUNNER_1_ID: pipeline_shard_meta(2, 0), + RUNNER_2_ID: pipeline_shard_meta(2, 1), + }, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, + ) - worker1 = Worker( - NODE_A, - shard_downloader=shard_downloader, - worker_events=global_events, - global_events=global_events, - ) - tasks.append(asyncio.create_task(run(worker1))) + instance = Instance( + instance_id=INSTANCE_1_ID, + instance_type=InstanceStatus.ACTIVE, + shard_assignments=shard_assignments, + hosts=hosts(2), + ) - worker2 = Worker( - NODE_B, - shard_downloader=shard_downloader, - worker_events=global_events, - global_events=global_events, - ) - tasks.append(asyncio.create_task(run(worker2))) + # Task - we have three messages here, which is what the task is about - ## Instance - model_id = ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit") + completion_create_params = ChatCompletionTaskParams( + model="gpt-4", + messages=[ + ChatCompletionMessage( + role="user", content="What is the capital of France?" + ), + ChatCompletionMessage( + role="assistant", content="The capital of France is Paris." + ), + ChatCompletionMessage( + role="user", + content="Ok great. Now write me a haiku about what you can do there.", + ), + ], + stream=True, + ) - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard={ - RUNNER_1_ID: pipeline_shard_meta(2, 0), - RUNNER_2_ID: pipeline_shard_meta(2, 1), - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, - ) + task = ChatCompletionTask( + task_id=TASK_1_ID, + command_id=CommandId(), + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_status=TaskStatus.PENDING, + task_params=completion_create_params, + ) - instance = Instance( - instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.ACTIVE, - shard_assignments=shard_assignments, - hosts=hosts(2), - ) + await global_events.append_events( + [ + InstanceCreated(instance=instance), + TaskCreated(task_id=task.task_id, task=task), + ], + origin=MASTER_NODE_ID, + ) - # Task - we have three messages here, which is what the task is about + ( + seen_task_started, + seen_task_finished, + response_string, + _, + ) = await read_streaming_response(global_events) - completion_create_params = ChatCompletionTaskParams( - model="gpt-4", - messages=[ - ChatCompletionMessage( - role="user", content="What is the capital of France?" - ), - ChatCompletionMessage( - role="assistant", content="The capital of France is Paris." - ), - ChatCompletionMessage( - role="user", - content="Ok great. Now write me a haiku about what you can do there.", - ), - ], - stream=True, - ) + assert seen_task_started + assert seen_task_finished + assert any( + keyword in response_string.lower() + for keyword in ("kiss", "paris", "art", "love") + ) - task = ChatCompletionTask( - task_id=TASK_1_ID, - command_id=CommandId(), - instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.PENDING, - task_params=completion_create_params, - ) + _ = global_events.collect() + await asyncio.sleep(1.0) + events = global_events.collect() + assert len(events) == 0 - await global_events.append_events( - [ - InstanceCreated(instance=instance), - TaskCreated(task_id=task.task_id, task=task), - ], - origin=MASTER_NODE_ID, - ) + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance.instance_id, + ), + ], + origin=MASTER_NODE_ID, + ) - ( - seen_task_started, - seen_task_finished, - response_string, - _, - ) = await read_streaming_response(global_events) - - assert seen_task_started - assert seen_task_finished - assert any( - keyword in response_string.lower() - for keyword in ("kiss", "paris", "art", "love") - ) - - idx = await global_events.get_last_idx() - await asyncio.sleep(1.0) - events = await global_events.get_events_since(idx) - assert len(events) == 0 - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - for task in tasks: - task.cancel() - try: - await task - except asyncio.CancelledError: - pass # This is expected when we cancel a task - except Exception: - pass # Suppress any other exceptions during cleanup - - for worker in (worker1, worker2): - for assigned_runner in worker.assigned_runners.values(): - if assigned_runner.runner: - await assigned_runner.runner.astop() - - await asyncio.sleep(2.0) + worker1.shutdown() + worker2.shutdown() + # TODO: Ensure this is sufficient, or add mechanism to fail the test gracefully if workers do not shutdown properly. diff --git a/src/exo/worker/tests/test_integration/test_inference_sad.py b/src/exo/worker/tests/test_integration/test_inference_sad.py index e88bba39..82916549 100644 --- a/src/exo/worker/tests/test_integration/test_inference_sad.py +++ b/src/exo/worker/tests/test_integration/test_inference_sad.py @@ -1,11 +1,13 @@ import asyncio from collections.abc import AsyncGenerator -from logging import Logger from types import CoroutineType from typing import Any, Callable import pytest from _pytest.monkeypatch import MonkeyPatch +from anyio import create_task_group + +from exo.shared.types.chunks import GenerationChunk, TokenChunk # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py from exo.shared.types.common import NodeId @@ -15,10 +17,9 @@ from exo.shared.types.events import ( InstanceDeleted, RunnerStatusUpdated, TaskCreated, + TaskFailed, TaskStateUpdated, ) -from exo.shared.types.events._events import TaskFailed -from exo.shared.types.events.chunks import GenerationChunk, TokenChunk from exo.shared.types.tasks import Task, TaskId, TaskStatus from exo.shared.types.worker.common import InstanceId, RunnerId from exo.shared.types.worker.instances import ( @@ -26,6 +27,7 @@ from exo.shared.types.worker.instances import ( InstanceStatus, ) from exo.shared.types.worker.runners import FailedRunnerStatus +from exo.worker.main import Worker from exo.worker.runner.runner_supervisor import RunnerSupervisor from exo.worker.tests.constants import ( INSTANCE_1_ID, @@ -34,9 +36,9 @@ from exo.worker.tests.constants import ( RUNNER_1_ID, TASK_1_ID, ) -from exo.worker.tests.test_integration.integration_utils import ( +from exo.worker.tests.worker_management import ( + WorkerMailbox, until_event_with_timeout, - worker_running, ) @@ -49,10 +51,12 @@ def user_message(): async def test_stream_response_failed_always( monkeypatch: MonkeyPatch, instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - logger: Logger, chat_completion_task: Callable[[InstanceId, TaskId], Task], + worker_and_mailbox: tuple[Worker, WorkerMailbox], ) -> None: - async with worker_running(NODE_A, logger) as (_, global_events): + worker, global_events = worker_and_mailbox + async with create_task_group() as tg: + tg.start_soon(worker.run) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) instance_value.instance_type = InstanceStatus.ACTIVE @@ -61,10 +65,8 @@ async def test_stream_response_failed_always( task: Task, request_started_callback: Callable[..., CoroutineType[Any, Any, None]] | None = None, - ) -> AsyncGenerator[GenerationChunk]: + ) -> AsyncGenerator[GenerationChunk, None]: raise RuntimeError("Simulated stream response failure") - return - yield monkeypatch.setattr(RunnerSupervisor, "stream_response", mock_stream_response) @@ -79,15 +81,15 @@ async def test_stream_response_failed_always( await until_event_with_timeout(global_events, InstanceDeleted, timeout=10.0) - events = await global_events.get_events_since(0) + events = global_events.collect() assert ( len( [ x for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) + if isinstance(x.tagged_event.c, RunnerStatusUpdated) + and isinstance(x.tagged_event.c.runner_status, FailedRunnerStatus) ] ) == 3 @@ -97,13 +99,13 @@ async def test_stream_response_failed_always( [ x for x in events - if isinstance(x.event, TaskStateUpdated) - and x.event.task_status == TaskStatus.FAILED + if isinstance(x.tagged_event.c, TaskStateUpdated) + and x.tagged_event.c.task_status == TaskStatus.FAILED ] ) == 3 ) - assert any([isinstance(x.event, InstanceDeleted) for x in events]) + assert any([isinstance(x.tagged_event.c, InstanceDeleted) for x in events]) await global_events.append_events( [ @@ -115,14 +117,16 @@ async def test_stream_response_failed_always( ) await asyncio.sleep(0.3) + worker.shutdown() async def test_stream_response_failed_once( monkeypatch: MonkeyPatch, - logger: Logger, instance: Callable[[InstanceId, NodeId, RunnerId], Instance], chat_completion_task: Callable[[InstanceId, TaskId], Task], + worker_and_mailbox: tuple[Worker, WorkerMailbox], ): + worker, global_events = worker_and_mailbox failed_already = False original_stream_response = RunnerSupervisor.stream_response @@ -145,7 +149,8 @@ async def test_stream_response_failed_once( monkeypatch.setattr(RunnerSupervisor, "stream_response", mock_stream_response) - async with worker_running(NODE_A, logger) as (worker, global_events): + async with create_task_group() as tg: + tg.start_soon(worker.run) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) instance_value.instance_type = InstanceStatus.ACTIVE @@ -175,14 +180,14 @@ async def test_stream_response_failed_once( assert worker.state.tasks[TASK_1_ID].error_type is None assert worker.state.tasks[TASK_1_ID].error_message is None - events = await global_events.get_events_since(0) + events = global_events.collect() assert ( len( [ x for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) + if isinstance(x.tagged_event.c, RunnerStatusUpdated) + and isinstance(x.tagged_event.c.runner_status, FailedRunnerStatus) ] ) == 1 @@ -192,19 +197,19 @@ async def test_stream_response_failed_once( [ x for x in events - if isinstance(x.event, TaskStateUpdated) - and x.event.task_status == TaskStatus.FAILED + if isinstance(x.tagged_event.c, TaskStateUpdated) + and x.tagged_event.c.task_status == TaskStatus.FAILED ] ) == 1 ) response_string = "" - events = await global_events.get_events_since(0) + events = global_events.collect() seen_task_started, seen_task_finished = False, False for wrapped_event in events: - event = wrapped_event.event + event = wrapped_event.tagged_event.c if isinstance(event, TaskStateUpdated): if event.task_status == TaskStatus.RUNNING: seen_task_started = True @@ -229,14 +234,17 @@ async def test_stream_response_failed_once( ) await asyncio.sleep(0.3) + worker.shutdown() async def test_stream_response_timeout( instance: Callable[[InstanceId, NodeId, RunnerId], Instance], chat_completion_task: Callable[[InstanceId, TaskId], Task], - logger: Logger, + worker_and_mailbox: tuple[Worker, WorkerMailbox], ): - async with worker_running(NODE_A, logger) as (_, global_events): + worker, global_events = worker_and_mailbox + async with create_task_group() as tg: + tg.start_soon(worker.run) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) instance_value.instance_type = InstanceStatus.ACTIVE @@ -250,17 +258,19 @@ async def test_stream_response_timeout( origin=MASTER_NODE_ID, ) - await until_event_with_timeout(global_events, TaskFailed, multiplicity=3, timeout=30.0) + await until_event_with_timeout( + global_events, TaskFailed, multiplicity=3, timeout=30.0 + ) - events = await global_events.get_events_since(0) + events = global_events.collect() print(events) assert ( len( [ x for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) + if isinstance(x.tagged_event.c, RunnerStatusUpdated) + and isinstance(x.tagged_event.c.runner_status, FailedRunnerStatus) ] ) == 3 @@ -270,8 +280,8 @@ async def test_stream_response_timeout( [ x for x in events - if isinstance(x.event, TaskStateUpdated) - and x.event.task_status == TaskStatus.FAILED + if isinstance(x.tagged_event.c, TaskStateUpdated) + and x.tagged_event.c.task_status == TaskStatus.FAILED ] ) == 3 @@ -281,8 +291,8 @@ async def test_stream_response_timeout( [ x for x in events - if isinstance(x.event, TaskFailed) - and "timeouterror" in x.event.error_type.lower() + if isinstance(x.tagged_event.c, TaskFailed) + and "timeouterror" in x.tagged_event.c.error_type.lower() ] ) == 3 @@ -298,3 +308,4 @@ async def test_stream_response_timeout( ) await asyncio.sleep(0.3) + worker.shutdown() diff --git a/src/exo/worker/tests/test_integration/test_instantiation.py b/src/exo/worker/tests/test_integration/test_instantiation.py index 673afd92..fdba8ba1 100644 --- a/src/exo/worker/tests/test_integration/test_instantiation.py +++ b/src/exo/worker/tests/test_integration/test_instantiation.py @@ -1,6 +1,7 @@ -from logging import Logger from typing import Callable +from anyio import create_task_group + # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py from exo.shared.types.common import NodeId @@ -18,26 +19,28 @@ from exo.shared.types.worker.instances import ( from exo.shared.types.worker.runners import ( FailedRunnerStatus, ) +from exo.worker.main import Worker from exo.worker.tests.constants import ( INSTANCE_1_ID, MASTER_NODE_ID, NODE_A, RUNNER_1_ID, ) -from exo.worker.tests.test_integration.integration_utils import ( - until_event_with_timeout, - worker_running, -) +from exo.worker.tests.worker_management import WorkerMailbox, until_event_with_timeout async def test_runner_spinup_timeout( instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - logger: Logger, + worker_and_mailbox: tuple[Worker, WorkerMailbox], ): - async with worker_running(NODE_A, logger) as (_, global_events): + worker, global_events = worker_and_mailbox + async with create_task_group() as tg: + tg.start_soon(worker.run) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) instance_value.instance_type = InstanceStatus.ACTIVE - instance_value.shard_assignments.runner_to_shard[RUNNER_1_ID].should_timeout = 10 + instance_value.shard_assignments.runner_to_shard[ + RUNNER_1_ID + ].should_timeout = 10 await global_events.append_events( [InstanceCreated(instance=instance_value)], origin=MASTER_NODE_ID @@ -51,17 +54,18 @@ async def test_runner_spinup_timeout( ) # Ensure the correct events have been emitted - events = await global_events.get_events_since(0) + events = global_events.collect() assert ( len( [ x for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) + if isinstance(x.tagged_event.c, RunnerStatusUpdated) + and isinstance(x.tagged_event.c.runner_status, FailedRunnerStatus) ] ) == 3 ) - assert any([isinstance(x.event, InstanceDeleted) for x in events]) \ No newline at end of file + assert any([isinstance(x.tagged_event.c, InstanceDeleted) for x in events]) + worker.shutdown() diff --git a/src/exo/worker/tests/test_integration/test_instantiation_sad.py b/src/exo/worker/tests/test_integration/test_instantiation_sad.py index ed4b59e4..f96c227f 100644 --- a/src/exo/worker/tests/test_integration/test_instantiation_sad.py +++ b/src/exo/worker/tests/test_integration/test_instantiation_sad.py @@ -1,7 +1,8 @@ import asyncio -from logging import Logger from typing import Callable +from anyio import create_task_group + # TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py from exo.shared.types.common import NodeId @@ -19,23 +20,23 @@ from exo.shared.types.worker.instances import ( from exo.shared.types.worker.runners import ( FailedRunnerStatus, ) +from exo.worker.main import Worker from exo.worker.tests.constants import ( INSTANCE_1_ID, MASTER_NODE_ID, NODE_A, RUNNER_1_ID, ) -from exo.worker.tests.test_integration.integration_utils import ( - until_event_with_timeout, - worker_running, -) +from exo.worker.tests.worker_management import WorkerMailbox, until_event_with_timeout async def test_runner_spinup_exception( instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - logger: Logger, + worker_and_mailbox: tuple[Worker, WorkerMailbox], ): - async with worker_running(NODE_A, logger) as (_, global_events): + worker, global_events = worker_and_mailbox + async with create_task_group() as tg: + tg.start_soon(worker.run) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) instance_value.instance_type = InstanceStatus.ACTIVE instance_value.shard_assignments.runner_to_shard[ @@ -49,30 +50,35 @@ async def test_runner_spinup_exception( await asyncio.sleep(10.0) # Ensure the correct events have been emitted - events = await global_events.get_events_since(0) + events = global_events.collect() assert ( len( [ x for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) + if isinstance(x.tagged_event.c, RunnerStatusUpdated) + and isinstance(x.tagged_event.c.runner_status, FailedRunnerStatus) ] ) == 3 ) - assert any([isinstance(x.event, InstanceDeleted) for x in events]) + assert any([isinstance(x.tagged_event.c, InstanceDeleted) for x in events]) + worker.shutdown() async def test_runner_spinup_timeout( instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - logger: Logger, + worker_and_mailbox: tuple[Worker, WorkerMailbox], ): - async with worker_running(NODE_A, logger) as (_, global_events): + worker, global_events = worker_and_mailbox + async with create_task_group() as tg: + tg.start_soon(worker.run) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) instance_value.instance_type = InstanceStatus.ACTIVE - instance_value.shard_assignments.runner_to_shard[RUNNER_1_ID].should_timeout = 10 + instance_value.shard_assignments.runner_to_shard[ + RUNNER_1_ID + ].should_timeout = 10 await global_events.append_events( [InstanceCreated(instance=instance_value)], origin=MASTER_NODE_ID @@ -86,17 +92,18 @@ async def test_runner_spinup_timeout( ) # Ensure the correct events have been emitted - events = await global_events.get_events_since(0) + events = global_events.collect() assert ( len( [ x for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) + if isinstance(x.tagged_event.c, RunnerStatusUpdated) + and isinstance(x.tagged_event.c.runner_status, FailedRunnerStatus) ] ) == 3 ) - assert any([isinstance(x.event, InstanceDeleted) for x in events]) + assert any([isinstance(x.tagged_event.c, InstanceDeleted) for x in events]) + worker.shutdown() diff --git a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py index 2cc9f7da..9ce8746f 100644 --- a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py +++ b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py @@ -1,13 +1,11 @@ import asyncio import os import time -from logging import Logger from typing import Callable import pytest +from anyio import create_task_group -from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from exo.shared.logging import logger_test_install from exo.shared.models.model_meta import get_model_meta from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams from exo.shared.types.common import Host @@ -34,8 +32,7 @@ from exo.shared.types.worker.instances import ( ) from exo.shared.types.worker.runners import LoadedRunnerStatus from exo.shared.types.worker.shards import PipelineShardMetadata -from exo.worker.download.shard_downloader import NoopShardDownloader -from exo.worker.main import run +from exo.worker.main import Worker from exo.worker.tests.constants import ( COMMAND_1_ID, COMMAND_2_ID, @@ -48,16 +45,16 @@ from exo.worker.tests.constants import ( TASK_1_ID, TASK_2_ID, ) -from exo.worker.tests.test_integration.integration_utils import ( +from exo.worker.tests.worker_management import ( + WorkerMailbox, read_streaming_response, until_event_with_timeout, - worker_running, ) -from exo.worker.worker import Worker MODEL_ID = "mlx-community/Llama-3.3-70B-Instruct-4bit" SKIP = True + @pytest.fixture async def model_meta() -> ModelMetadata: return await get_model_meta(MODEL_ID) @@ -73,30 +70,32 @@ def _get_model_size_gb(path: str) -> float: total_size += os.path.getsize(filepath) return total_size / (1024**3) # Convert bytes to GB + skip = SKIP or not ( - os.path.exists( - os.path.expanduser( - "~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/" - ) - ) - and _get_model_size_gb( - os.path.expanduser( - "~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/" - ) - ) - > 30 + os.path.exists( + os.path.expanduser("~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/") + ) + and _get_model_size_gb( + os.path.expanduser("~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/") + ) + > 30 ) + @pytest.mark.skipif( skip, reason="This test only runs when model mlx-community/Llama-3.3-70B-Instruct-4bit is downloaded", ) async def test_ttft( - logger: Logger, pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]], + worker_and_mailbox: tuple[Worker, WorkerMailbox], ): - async with worker_running(NODE_A, logger) as (_, global_events): + from loguru import logger + + worker, global_events = worker_and_mailbox + async with create_task_group() as tg: + tg.start_soon(worker.run) ## Instance model_id = ModelId(MODEL_ID) @@ -146,8 +145,8 @@ async def test_ttft( ) print("Starting first inference...") - # Record the current event index before creating the task - idx_before_task1 = await global_events.get_last_idx() + # Clean out the current global events + _ = global_events.collect() task_created_time_1 = time.time() await global_events.append_events( @@ -158,21 +157,19 @@ async def test_ttft( first_chunk_seen_1 = False time_to_first_token_1: None | float = None while not first_chunk_seen_1: - events = await global_events.get_events_since(idx_before_task1) - for wrapped_event in events: - if isinstance(wrapped_event.event, ChunkGenerated) and hasattr( - wrapped_event.event, "chunk" - ): - first_chunk_time_1 = time.time() - time_to_first_token_1 = first_chunk_time_1 - task_created_time_1 - first_chunk_seen_1 = True - break - if not first_chunk_seen_1: - await asyncio.sleep(0.01) + event = (await global_events.receive()).tagged_event.c + if isinstance(event, ChunkGenerated) and hasattr(event, "chunk"): + first_chunk_time_1 = time.time() + time_to_first_token_1 = first_chunk_time_1 - task_created_time_1 + first_chunk_seen_1 = True + break - _, seen_task_finished_1, response_string_1, token_count_1 = await read_streaming_response( - global_events - ) + ( + _, + seen_task_finished_1, + response_string_1, + token_count_1, + ) = await read_streaming_response(global_events) total_time_1 = time.time() - task_created_time_1 assert seen_task_finished_1 @@ -201,8 +198,9 @@ async def test_ttft( ) print("Starting second inference...") + # Clean out the current global events # Record the current event index before creating the second task - idx_before_task2 = await global_events.get_last_idx() + _ = global_events.collect() task_created_time_2 = time.time() await global_events.append_events( @@ -213,21 +211,19 @@ async def test_ttft( first_chunk_seen_2 = False time_to_first_token_2: float | None = None while not first_chunk_seen_2: - events = await global_events.get_events_since(idx_before_task2) - for wrapped_event in events: - if isinstance(wrapped_event.event, ChunkGenerated) and hasattr( - wrapped_event.event, "chunk" - ): - first_chunk_time_2 = time.time() - time_to_first_token_2 = first_chunk_time_2 - task_created_time_2 - first_chunk_seen_2 = True - break - if not first_chunk_seen_2: - await asyncio.sleep(0.01) + event = (await global_events.receive()).tagged_event.c + if isinstance(event, ChunkGenerated) and hasattr(event, "chunk"): + first_chunk_time_2 = time.time() + time_to_first_token_2 = first_chunk_time_2 - task_created_time_2 + first_chunk_seen_2 = True + break - _, seen_task_finished_2, response_string_2, token_count_2 = await read_streaming_response( - global_events, filter_task=TASK_2_ID - ) + ( + _, + seen_task_finished_2, + response_string_2, + token_count_2, + ) = await read_streaming_response(global_events, filter_task=TASK_2_ID) total_time_2 = time.time() - task_created_time_2 assert seen_task_finished_2 @@ -239,15 +235,23 @@ async def test_ttft( prompt_tokens = 45 # Prefill TPS = prompt tokens / time to first token - prefill_tps_1 = prompt_tokens / time_to_first_token_1 if time_to_first_token_1 > 0 else 0 - prefill_tps_2 = prompt_tokens / time_to_first_token_2 if time_to_first_token_2 > 0 else 0 + prefill_tps_1 = ( + prompt_tokens / time_to_first_token_1 if time_to_first_token_1 > 0 else 0 + ) + prefill_tps_2 = ( + prompt_tokens / time_to_first_token_2 if time_to_first_token_2 > 0 else 0 + ) # Generation TPS = generated tokens / generation time # Generation time = total time - time to first token generation_time_1 = total_time_1 - time_to_first_token_1 generation_time_2 = total_time_2 - time_to_first_token_2 - generation_tps_1 = token_count_1 / generation_time_1 if generation_time_1 > 0 else 0 - generation_tps_2 = token_count_2 / generation_time_2 if generation_time_2 > 0 else 0 + generation_tps_1 = ( + token_count_1 / generation_time_1 if generation_time_1 > 0 else 0 + ) + generation_tps_2 = ( + token_count_2 / generation_time_2 if generation_time_2 > 0 else 0 + ) # Display time to first token profiling results print("\n=== Time to First Token Profiling ===") @@ -256,21 +260,35 @@ async def test_ttft( print(f" Total completion time: {total_time_1:.3f}s") print(f" Tokens generated: {token_count_1}") print(f" Response length: {len(response_string_1)} chars") - print(f" Prefill TPS: {prefill_tps_1:.1f} tokens/sec ({prompt_tokens} prompt tokens / {time_to_first_token_1:.3f}s)") - print(f" Generation TPS: {generation_tps_1:.1f} tokens/sec ({token_count_1} tokens / {generation_time_1:.3f}s)") + print( + f" Prefill TPS: {prefill_tps_1:.1f} tokens/sec ({prompt_tokens} prompt tokens / {time_to_first_token_1:.3f}s)" + ) + print( + f" Generation TPS: {generation_tps_1:.1f} tokens/sec ({token_count_1} tokens / {generation_time_1:.3f}s)" + ) print(f"\nSecond inference ('{task2.task_params.messages[0].content}'):") print(f" Time to first token: {time_to_first_token_2:.3f}s") print(f" Total completion time: {total_time_2:.3f}s") print(f" Tokens generated: {token_count_2}") print(f" Response length: {len(response_string_2)} chars") - print(f" Prefill TPS: {prefill_tps_2:.1f} tokens/sec ({prompt_tokens} prompt tokens / {time_to_first_token_2:.3f}s)") - print(f" Generation TPS: {generation_tps_2:.1f} tokens/sec ({token_count_2} tokens / {generation_time_2:.3f}s)") + print( + f" Prefill TPS: {prefill_tps_2:.1f} tokens/sec ({prompt_tokens} prompt tokens / {time_to_first_token_2:.3f}s)" + ) + print( + f" Generation TPS: {generation_tps_2:.1f} tokens/sec ({token_count_2} tokens / {generation_time_2:.3f}s)" + ) print("\nComparison:") - print(f" Second inference time to first token: {time_to_first_token_2/time_to_first_token_1:.2f}x the first") - print(f" Second inference prefill TPS: {prefill_tps_2/prefill_tps_1:.2f}x the first") - print(f" Second inference generation TPS: {generation_tps_2/generation_tps_1:.2f}x the first") + print( + f" Second inference time to first token: {time_to_first_token_2 / time_to_first_token_1:.2f}x the first" + ) + print( + f" Second inference prefill TPS: {prefill_tps_2 / prefill_tps_1:.2f}x the first" + ) + print( + f" Second inference generation TPS: {generation_tps_2 / generation_tps_1:.2f}x the first" + ) # Basic assertions to ensure responses make sense assert len(response_string_1) > 0 @@ -279,9 +297,86 @@ async def test_ttft( assert time_to_first_token_2 and time_to_first_token_2 > 0 # Cleanup - idx = await global_events.get_last_idx() + _ = global_events.collect() await asyncio.sleep(1.0) - events = await global_events.get_events_since(idx) + events = global_events.collect() + assert len(events) == 0 + + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance.instance_id, + ), + ], + origin=MASTER_NODE_ID, + ) + + await asyncio.sleep(2.0) + worker.shutdown() + + +@pytest.mark.skipif( + skip, + reason="This test only runs when model mlx-community/Llama-3.3-70B-Instruct-4bit is downloaded", +) +async def test_2_runner_inference( + pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], + hosts: Callable[[int], list[Host]], + chat_completion_task: Callable[[InstanceId, TaskId], Task], + two_workers_with_shared_mailbox: tuple[Worker, Worker, WorkerMailbox], +): + worker1, worker2, global_events = two_workers_with_shared_mailbox + + async with create_task_group() as tg: + tg.start_soon(worker1.run) + tg.start_soon(worker2.run) + ## Instance + model_id = ModelId(MODEL_ID) + + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard={ + RUNNER_1_ID: pipeline_shard_meta(2, 0), + RUNNER_2_ID: pipeline_shard_meta(2, 1), + }, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, + ) + + instance = Instance( + instance_id=INSTANCE_1_ID, + instance_type=InstanceStatus.ACTIVE, + shard_assignments=shard_assignments, + hosts=hosts(2), + ) + + task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) + task.task_params.messages[ + 0 + ].content = "Can you explain to me how a bubble sort works, speaking as if you are a fairy." + task.task_params.max_tokens = 1000 + + await global_events.append_events( + [ + InstanceCreated(instance=instance), + TaskCreated(task_id=task.task_id, task=task), + ], + origin=MASTER_NODE_ID, + ) + + ( + seen_task_started, + seen_task_finished, + response_string, + _, + ) = await read_streaming_response(global_events) + + assert seen_task_started + assert seen_task_finished + assert "swap" in response_string.lower() + + _ = global_events.collect() + await asyncio.sleep(1.0) + events = global_events.collect() assert len(events) == 0 await global_events.append_events( @@ -295,118 +390,8 @@ async def test_ttft( await asyncio.sleep(2.0) - -@pytest.mark.skipif( - skip, - reason="This test only runs when model mlx-community/Llama-3.3-70B-Instruct-4bit is downloaded", -) -async def test_2_runner_inference( - logger: Logger, - pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], - hosts: Callable[[int], list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task], -): - logger_test_install(logger) - event_log_manager = EventLogManager(EventLogConfig()) - await event_log_manager.initialize() - shard_downloader = NoopShardDownloader() - - global_events = event_log_manager.global_events - await global_events.delete_all_events() - - tasks: list[asyncio.Task[None]] = [] - - worker1 = Worker( - NODE_A, - shard_downloader=shard_downloader, - worker_events=global_events, - global_events=global_events, - ) - tasks.append(asyncio.create_task(run(worker1))) - - worker2 = Worker( - NODE_B, - shard_downloader=shard_downloader, - worker_events=global_events, - global_events=global_events, - ) - tasks.append(asyncio.create_task(run(worker2))) - - ## Instance - model_id = ModelId(MODEL_ID) - - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard={ - RUNNER_1_ID: pipeline_shard_meta(2, 0), - RUNNER_2_ID: pipeline_shard_meta(2, 1), - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, - ) - - instance = Instance( - instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.ACTIVE, - shard_assignments=shard_assignments, - hosts=hosts(2), - ) - - task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - task.task_params.messages[ - 0 - ].content = ( - "Can you explain to me how a bubble sort works, speaking as if you are a fairy." - ) - task.task_params.max_tokens = 1000 - - await global_events.append_events( - [ - InstanceCreated(instance=instance), - TaskCreated(task_id=task.task_id, task=task), - ], - origin=MASTER_NODE_ID, - ) - - ( - seen_task_started, - seen_task_finished, - response_string, - _, - ) = await read_streaming_response(global_events) - - assert seen_task_started - assert seen_task_finished - assert "swap" in response_string.lower() - - idx = await global_events.get_last_idx() - await asyncio.sleep(1.0) - events = await global_events.get_events_since(idx) - assert len(events) == 0 - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - await asyncio.sleep(2.0) - - for task in tasks: - task.cancel() - try: - await task - except asyncio.CancelledError: - pass # This is expected when we cancel a task - except Exception: - pass # Suppress any other exceptions during cleanup - - for worker in (worker1, worker2): - for assigned_runner in worker.assigned_runners.values(): - if assigned_runner.runner: - await assigned_runner.runner.astop() + worker1.shutdown() + worker2.shutdown() @pytest.mark.skipif( @@ -414,163 +399,132 @@ async def test_2_runner_inference( reason="This test only runs when model mlx-community/Llama-3.3-70B-Instruct-4bit is downloaded", ) async def test_parallel_inference( - logger: Logger, pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], + two_workers_with_shared_mailbox: tuple[Worker, Worker, WorkerMailbox], ): - logger_test_install(logger) - event_log_manager = EventLogManager(EventLogConfig()) - await event_log_manager.initialize() - shard_downloader = NoopShardDownloader() + worker1, worker2, global_events = two_workers_with_shared_mailbox - global_events = event_log_manager.global_events - await global_events.delete_all_events() + async with create_task_group() as tg: + tg.start_soon(worker1.run) + tg.start_soon(worker2.run) - tasks: list[asyncio.Task[None]] = [] + ## Instance + model_id = ModelId(MODEL_ID) - worker1 = Worker( - NODE_A, - shard_downloader=shard_downloader, - worker_events=global_events, - global_events=global_events, - ) - tasks.append(asyncio.create_task(run(worker1))) + shard_assignments = ShardAssignments( + model_id=model_id, + runner_to_shard={ + RUNNER_1_ID: pipeline_shard_meta(2, 0), + RUNNER_2_ID: pipeline_shard_meta(2, 1), + }, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, + ) - worker2 = Worker( - NODE_B, - shard_downloader=shard_downloader, - worker_events=global_events, - global_events=global_events, - ) - tasks.append(asyncio.create_task(run(worker2))) + instance = Instance( + instance_id=INSTANCE_1_ID, + instance_type=InstanceStatus.ACTIVE, + shard_assignments=shard_assignments, + hosts=hosts(2), + ) - ## Instance - model_id = ModelId(MODEL_ID) + completion_create_params_1 = ChatCompletionTaskParams( + model="gpt-4", + messages=[ + ChatCompletionMessage( + role="user", content='Tell me a haiku that uses the word "pond".' + ) + ], + stream=True, + max_tokens=1000, + ) + task1 = ChatCompletionTask( + task_id=TASK_1_ID, + command_id=COMMAND_1_ID, + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_status=TaskStatus.PENDING, + task_params=completion_create_params_1, + ) - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard={ - RUNNER_1_ID: pipeline_shard_meta(2, 0), - RUNNER_2_ID: pipeline_shard_meta(2, 1), - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, - ) + completion_create_params_2 = ChatCompletionTaskParams( + model="gpt-4", + messages=[ + ChatCompletionMessage( + role="user", content='Tell me a haiku that uses the word "tree".' + ) + ], + stream=True, + max_tokens=1000, + ) + task2 = ChatCompletionTask( + task_id=TASK_2_ID, + command_id=COMMAND_2_ID, + instance_id=INSTANCE_1_ID, + task_type=TaskType.CHAT_COMPLETION, + task_status=TaskStatus.PENDING, + task_params=completion_create_params_2, + ) - instance = Instance( - instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.ACTIVE, - shard_assignments=shard_assignments, - hosts=hosts(2), - ) + await global_events.append_events( + [ + InstanceCreated(instance=instance), + TaskCreated(task_id=task1.task_id, task=task1), + TaskCreated(task_id=task2.task_id, task=task2), + ], + origin=MASTER_NODE_ID, + ) - completion_create_params_1 = ChatCompletionTaskParams( - model="gpt-4", - messages=[ - ChatCompletionMessage( - role="user", content='Tell me a haiku that uses the word "pond".' - ) - ], - stream=True, - max_tokens=1000, - ) - task1 = ChatCompletionTask( - task_id=TASK_1_ID, - command_id=COMMAND_1_ID, - instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.PENDING, - task_params=completion_create_params_1, - ) + ( + seen_task_started_1, + seen_task_finished_1, + response_string_1, + _, + ) = await read_streaming_response(global_events) - completion_create_params_2 = ChatCompletionTaskParams( - model="gpt-4", - messages=[ - ChatCompletionMessage( - role="user", content='Tell me a haiku that uses the word "tree".' - ) - ], - stream=True, - max_tokens=1000, - ) - task2 = ChatCompletionTask( - task_id=TASK_2_ID, - command_id=COMMAND_2_ID, - instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.PENDING, - task_params=completion_create_params_2, - ) + incomplete_task = ( + TASK_2_ID + if worker1.state.tasks[TASK_1_ID].task_status == TaskStatus.COMPLETE + else TASK_2_ID + ) + ( + seen_task_started_2, + seen_task_finished_2, + response_string_2, + _, + ) = await read_streaming_response(global_events, filter_task=incomplete_task) - await global_events.append_events( - [ - InstanceCreated(instance=instance), - TaskCreated(task_id=task1.task_id, task=task1), - TaskCreated(task_id=task2.task_id, task=task2), - ], - origin=MASTER_NODE_ID, - ) + assert seen_task_started_1 + assert seen_task_finished_1 + assert seen_task_started_2 + assert seen_task_finished_2 - ( - seen_task_started_1, - seen_task_finished_1, - response_string_1, - _, - ) = await read_streaming_response(global_events) + print(response_string_1) + print(response_string_2) - incomplete_task = ( - TASK_2_ID - if worker1.state.tasks[TASK_1_ID].task_status == TaskStatus.COMPLETE - else TASK_2_ID - ) - ( - seen_task_started_2, - seen_task_finished_2, - response_string_2, - _, - ) = await read_streaming_response(global_events, filter_task=incomplete_task) + assert ("pond" in response_string_1.lower()) ^ ( + "pond" in response_string_2.lower() + ), "'pond' must appear in exactly one response" + assert ("tree" in response_string_1.lower()) ^ ( + "tree" in response_string_2.lower() + ), "'tree' must appear in exactly one response" - assert seen_task_started_1 - assert seen_task_finished_1 - assert seen_task_started_2 - assert seen_task_finished_2 + _ = global_events.collect() + await asyncio.sleep(1.0) + events = global_events.collect() + assert len(events) == 0 - print(response_string_1) - print(response_string_2) + await global_events.append_events( + [ + InstanceDeleted( + instance_id=instance.instance_id, + ), + ], + origin=MASTER_NODE_ID, + ) - assert ("pond" in response_string_1.lower()) ^ ( - "pond" in response_string_2.lower() - ), "'pond' must appear in exactly one response" - assert ("tree" in response_string_1.lower()) ^ ( - "tree" in response_string_2.lower() - ), "'tree' must appear in exactly one response" + await asyncio.sleep(2.0) - idx = await global_events.get_last_idx() - await asyncio.sleep(1.0) - events = await global_events.get_events_since(idx) - assert len(events) == 0 - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - await asyncio.sleep(2.0) - - for task in tasks: - task.cancel() - try: - await task - except asyncio.CancelledError: - pass # This is expected when we cancel a task - except Exception: - pass # Suppress any other exceptions during cleanup - - for worker in (worker1, worker2): - for assigned_runner in worker.assigned_runners.values(): - if assigned_runner.runner: - await assigned_runner.runner.astop() + worker1.shutdown() + worker2.shutdown() diff --git a/src/exo/worker/tests/test_plan/test_worker_plan.py b/src/exo/worker/tests/test_plan/test_worker_plan.py index bbb59fc1..c04038a5 100644 --- a/src/exo/worker/tests/test_plan/test_worker_plan.py +++ b/src/exo/worker/tests/test_plan/test_worker_plan.py @@ -1,10 +1,5 @@ -from __future__ import annotations - -import logging - import pytest -from exo.shared.logging import logger_test_install from exo.shared.types.api import ChatCompletionMessage from exo.shared.types.state import State from exo.shared.types.tasks import ( @@ -13,7 +8,7 @@ from exo.shared.types.tasks import ( TaskStatus, TaskType, ) -from exo.shared.types.worker.common import NodeStatus +from exo.shared.types.worker.common import WorkerStatus from exo.shared.types.worker.downloads import ( DownloadPending, ) @@ -34,7 +29,6 @@ from exo.shared.types.worker.runners import ( ) from exo.shared.types.worker.shards import PipelineShardMetadata from exo.worker.common import AssignedRunner -from exo.worker.download.shard_downloader import NoopShardDownloader from exo.worker.main import Worker from exo.worker.plan import plan from exo.worker.tests.constants import ( @@ -74,7 +68,7 @@ def _get_test_cases() -> list[PlanTestCase]: description="no runners -> no-op", in_process_runners=[], state=State( - node_status={NODE_A: NodeStatus.Idle}, instances={}, runners={} + node_status={NODE_A: WorkerStatus.Idle}, instances={}, runners={} ), expected_op=None, ), @@ -144,7 +138,7 @@ def _get_test_cases() -> list[PlanTestCase]: ) ], state=State( - node_status={NODE_A: NodeStatus.Idle}, instances={}, runners={} + node_status={NODE_A: WorkerStatus.Idle}, instances={}, runners={} ), expected_op=UnassignRunnerOp(runner_id=RUNNER_1_ID), ), @@ -496,7 +490,7 @@ def _get_test_cases() -> list[PlanTestCase]: # We use a factory to delay test case generation until tmp_path is available. [pytest.param(c, id=c.id()) for c in _get_test_cases()], ) -def test_worker_plan(case: PlanTestCase) -> None: +def test_worker_plan(case: PlanTestCase, worker_void_mailbox: Worker) -> None: """Exercise Worker.plan across declarative scenarios.""" print(f"----- case: {case.description}") @@ -505,17 +499,7 @@ def test_worker_plan(case: PlanTestCase) -> None: test_cases = {c.description: c for c in _get_test_cases()} case = test_cases[case.description] - node_id = NODE_A - - logger = logging.getLogger("test_worker_plan") - logger_test_install(logger) - shard_downloader = NoopShardDownloader() - worker = Worker( - node_id=node_id, - shard_downloader=shard_downloader, - worker_events=None, - global_events=None, - ) + worker = worker_void_mailbox runner_config: InProcessRunner for runner_config in case.in_process_runners: @@ -532,7 +516,7 @@ def test_worker_plan(case: PlanTestCase) -> None: runner_node = node break - if runner_node != node_id: + if runner_node != worker.node_id: # This runner belongs to a different node, skip it continue diff --git a/src/exo/worker/tests/test_plan/test_worker_plan_utils.py b/src/exo/worker/tests/test_plan/test_worker_plan_utils.py index dce20444..4c7d12f9 100644 --- a/src/exo/worker/tests/test_plan/test_worker_plan_utils.py +++ b/src/exo/worker/tests/test_plan/test_worker_plan_utils.py @@ -1,5 +1,3 @@ -from __future__ import annotations - from dataclasses import dataclass from typing import List, NotRequired, Optional, TypedDict @@ -8,10 +6,11 @@ from typing_extensions import Literal from exo.shared.models.model_cards import MODEL_CARDS, ModelCard from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams from exo.shared.types.common import CommandId, NodeId +from exo.shared.types.memory import Memory from exo.shared.types.models import ModelId, ModelMetadata from exo.shared.types.state import State from exo.shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus, TaskType -from exo.shared.types.worker.common import InstanceId, NodeStatus, RunnerId +from exo.shared.types.worker.common import InstanceId, RunnerId, WorkerStatus from exo.shared.types.worker.downloads import DownloadOngoing, DownloadProgressData from exo.shared.types.worker.instances import Instance, InstanceStatus from exo.shared.types.worker.ops import RunnerOp @@ -117,7 +116,9 @@ def make_downloading_status(node_id: NodeId) -> DownloadingRunnerStatus: return DownloadingRunnerStatus( download_progress=DownloadOngoing( node_id=node_id, - download_progress=DownloadProgressData(total_bytes=1, downloaded_bytes=0), + download_progress=DownloadProgressData( + total_bytes=Memory.from_bytes(1), downloaded_bytes=Memory.from_bytes(0) + ), ) ) @@ -129,9 +130,9 @@ def make_model_meta(model_id: str) -> ModelMetadata: model_card = card return ModelMetadata( - model_id=model_id, + model_id=ModelId(model_id), pretty_name=model_card.model_id, - storage_size_kilobytes=10**6, + storage_size=Memory.from_kb(10**6), n_layers=16, ) @@ -146,7 +147,7 @@ def make_instance( runner_specs: list[tuple[RunnerId, NodeId, int, RunnerStatus]], model_id: ModelId = MODEL_A_ID, instance_status: InstanceStatus = InstanceStatus.ACTIVE, -) -> tuple[Instance, dict[RunnerId, RunnerStatus], dict[NodeId, NodeStatus]]: +) -> tuple[Instance, dict[RunnerId, RunnerStatus], dict[NodeId, WorkerStatus]]: """Creates an instance with one or more runners.""" runner_to_shard: dict[RunnerId, PipelineShardMetadata] = {} node_to_runner: dict[NodeId, RunnerId] = {} @@ -170,13 +171,13 @@ def make_instance( ) # Currently nodes are only ever idle - as if they were running we would be blocking - so we wouldn't be running plan() - # node_statuses = {node_id: NodeStatus.Idle for _, node_id, _, _ in runner_specs} - node_statuses: dict[NodeId, NodeStatus] = {} + # node_statuses = {node_id: WorkerStatus.Idle for _, node_id, _, _ in runner_specs} + node_statuses: dict[NodeId, WorkerStatus] = {} for _runner_id, node_id, _, status in runner_specs: if isinstance(status, RunningRunnerStatus): - node_statuses[node_id] = NodeStatus.Running + node_statuses[node_id] = WorkerStatus.Running else: - node_statuses[node_id] = NodeStatus.Idle + node_statuses[node_id] = WorkerStatus.Idle runner_statuses = {runner_id: status for runner_id, _, _, status in runner_specs} return instance, runner_statuses, node_statuses @@ -195,7 +196,7 @@ def make_state( tasks = {} instances: dict[InstanceId, Instance] = {} all_runner_statuses: dict[RunnerId, RunnerStatus] = {} - all_node_statuses: dict[NodeId, NodeStatus] = {} + all_node_statuses: dict[NodeId, WorkerStatus] = {} for inst_id, specs in runner_specs_per_instance.items(): # Build per-instance data using make_instance diff --git a/src/exo/worker/tests/test_runner_connection.py b/src/exo/worker/tests/test_runner_connection.py index 29e2f1ba..0eccf5d3 100644 --- a/src/exo/worker/tests/test_runner_connection.py +++ b/src/exo/worker/tests/test_runner_connection.py @@ -1,20 +1,18 @@ import asyncio import os -from logging import Logger from typing import Callable import pytest +from anyio import create_task_group, move_on_after -from exo.shared.db.sqlite.event_log_manager import EventLogConfig, EventLogManager -from exo.shared.logging import logger_test_install from exo.shared.types.common import Host from exo.shared.types.events import InstanceCreated, InstanceDeleted from exo.shared.types.models import ModelId from exo.shared.types.worker.instances import Instance, InstanceStatus, ShardAssignments from exo.shared.types.worker.runners import FailedRunnerStatus from exo.shared.types.worker.shards import PipelineShardMetadata -from exo.worker.download.shard_downloader import NoopShardDownloader -from exo.worker.main import run +from exo.worker.main import Worker +from exo.worker.runner.runner_supervisor import RunnerSupervisor from exo.worker.tests.constants import ( INSTANCE_1_ID, MASTER_NODE_ID, @@ -23,7 +21,7 @@ from exo.worker.tests.constants import ( RUNNER_1_ID, RUNNER_2_ID, ) -from exo.worker.worker import Worker +from exo.worker.tests.worker_management import WorkerMailbox @pytest.fixture @@ -36,43 +34,31 @@ def user_message() -> str: reason="This test only runs when ENABLE_SPINUP_TIMEOUT_TEST=true environment variable is set", ) async def check_runner_connection( - logger: Logger, pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]], + two_workers_with_shared_mailbox: tuple[Worker, Worker, WorkerMailbox], ) -> bool: - logger_test_install(logger) + async def wait_for_runner_supervisor( + worker: Worker, timeout: float = 5.0 + ) -> RunnerSupervisor | None: + with move_on_after(timeout): + while True: + assigned_runners = list(worker.assigned_runners.values()) + if assigned_runners: + runner = assigned_runners[0].runner + if isinstance(runner, RunnerSupervisor): + print("breaking because success") + return runner + if isinstance(assigned_runners[0].status, FailedRunnerStatus): + print("breaking because failed") + return runner + await asyncio.sleep(0.001) + + worker1, worker2, global_events = two_workers_with_shared_mailbox # Track all tasks and workers for cleanup - tasks: list[asyncio.Task[None]] = [] - workers: list[Worker] = [] - - try: - event_log_manager = EventLogManager(EventLogConfig()) - await event_log_manager.initialize() - shard_downloader = NoopShardDownloader() - - global_events = event_log_manager.global_events - await global_events.delete_all_events() - - worker1 = Worker( - NODE_A, - shard_downloader=shard_downloader, - worker_events=global_events, - global_events=global_events, - ) - workers.append(worker1) - task1 = asyncio.create_task(run(worker1)) - tasks.append(task1) - - worker2 = Worker( - NODE_B, - shard_downloader=shard_downloader, - worker_events=global_events, - global_events=global_events, - ) - workers.append(worker2) - task2 = asyncio.create_task(run(worker2)) - tasks.append(task2) - + async with create_task_group() as tg: + tg.start_soon(worker1.run) + tg.start_soon(worker2.run) model_id = ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit") shard_assignments = ShardAssignments( @@ -98,28 +84,11 @@ async def check_runner_connection( origin=MASTER_NODE_ID, ) - from exo.worker.runner.runner_supervisor import RunnerSupervisor - - async def wait_for_runner_supervisor( - worker: Worker, timeout: float = 5.0 - ) -> RunnerSupervisor | None: - end = asyncio.get_event_loop().time() + timeout - while True: - assigned_runners = list(worker.assigned_runners.values()) - if assigned_runners: - runner = assigned_runners[0].runner - if isinstance(runner, RunnerSupervisor): - print("breaking because success") - return runner - if isinstance(assigned_runners[0].status, FailedRunnerStatus): - print("breaking because failed") - return runner - if asyncio.get_event_loop().time() > end: - raise TimeoutError("RunnerSupervisor was not set within timeout") - await asyncio.sleep(0.001) - runner_supervisor = await wait_for_runner_supervisor(worker1, timeout=6.0) - ret = runner_supervisor is not None and runner_supervisor.runner_process.is_alive() + ret = ( + runner_supervisor is not None + and runner_supervisor.runner_process.is_alive() + ) await global_events.append_events( [ @@ -132,14 +101,13 @@ async def check_runner_connection( await asyncio.sleep(0.5) - return ret - finally: - # Cancel all worker tasks - for task in tasks: - task.cancel() + worker1.shutdown() + worker2.shutdown() + tg.cancel_scope.cancel() - # Wait for cancellation to complete - await asyncio.gather(*tasks, return_exceptions=True) + return ret + # should be unreachable + raise # Check Running status @@ -147,7 +115,6 @@ async def check_runner_connection( # # not now. # def test_runner_connection_stress( -# logger: Logger, # pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], # hosts: Callable[[int], list[Host]], # chat_completion_task: Callable[[InstanceId, str], Task], @@ -157,12 +124,10 @@ async def check_runner_connection( # # not now. # def test_runner_connection_stress( -# logger: Logger, # pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], # hosts: Callable[[int], list[Host]], # chat_completion_task: Callable[[InstanceId, str], Task], # ) -> None: -# logger_test_install(logger) # total_runs = 100 # successes = 0 diff --git a/src/exo/worker/tests/test_serdes.py b/src/exo/worker/tests/test_serdes.py index 4239b17d..bee86310 100644 --- a/src/exo/worker/tests/test_serdes.py +++ b/src/exo/worker/tests/test_serdes.py @@ -1,4 +1,4 @@ -from typing import Callable, TypeVar +from typing import Callable from pydantic import BaseModel, TypeAdapter @@ -12,10 +12,8 @@ from exo.shared.types.worker.commands_runner import ( from exo.shared.types.worker.common import InstanceId from exo.shared.types.worker.shards import PipelineShardMetadata -T = TypeVar("T", bound=BaseModel) - -def assert_equal_serdes(obj: T, typeadapter: TypeAdapter[T]): +def assert_equal_serdes[T: BaseModel](obj: T, typeadapter: TypeAdapter[T]): encoded: bytes = obj.model_dump_json().encode("utf-8") + b"\n" decoded: T = typeadapter.validate_json(encoded) diff --git a/src/exo/worker/tests/test_spinup_timeout.py b/src/exo/worker/tests/test_spinup_timeout.py index 501ca649..3780023a 100644 --- a/src/exo/worker/tests/test_spinup_timeout.py +++ b/src/exo/worker/tests/test_spinup_timeout.py @@ -7,8 +7,8 @@ import pytest from exo.shared.types.events import ( Event, + RunnerStatusUpdated, ) -from exo.shared.types.events._events import RunnerStatusUpdated from exo.shared.types.tasks import Task, TaskId from exo.shared.types.worker.instances import Instance, InstanceId from exo.shared.types.worker.ops import ( diff --git a/src/exo/worker/tests/test_supervisor/test_long.py b/src/exo/worker/tests/test_supervisor/test_long.py index 51381ba5..89f81969 100644 --- a/src/exo/worker/tests/test_supervisor/test_long.py +++ b/src/exo/worker/tests/test_supervisor/test_long.py @@ -1,14 +1,12 @@ import asyncio -from logging import Logger from typing import Callable import pytest -from exo.shared.logging import logger_test_install from exo.shared.models.model_cards import MODEL_CARDS from exo.shared.openai_compat import FinishReason +from exo.shared.types.chunks import TokenChunk from exo.shared.types.common import Host -from exo.shared.types.events.chunks import TokenChunk from exo.shared.types.tasks import ( Task, TaskId, @@ -23,6 +21,7 @@ def user_message(): """Override the default message to ask about France's capital""" return "What is the capital of France?" + @pytest.fixture def lorem_ipsum() -> str: return """ @@ -48,18 +47,17 @@ Curabitur non vehicula purus. Cras et justo risus. Duis et rutrum urna. Aliquam Vestibulum ante ipsum primis in faucibus orci luctus et ultrices posuere cubilia curae; Praesent porttitor tempor ligula. Quisque mollis arcu in metus ornare pellentesque. Aenean ultrices mollis quam quis sodales. Maecenas a cursus elit, id gravida tortor. Donec vel purus magna. Aliquam elementum est sed convallis fermentum. Nam nec eros arcu. Pellentesque sed eros a lacus sagittis maximus. Integer et tellus id libero dapibus convallis. Maecenas viverra, purus facilisis porttitor tincidunt, tellus lacus elementum dui, sed porttitor sem justo a lorem. Curabitur ipsum odio, efficitur quis efficitur at, tempus aliquet nisi. Aliquam ultrices tortor in arcu vulputate, vel iaculis lorem facilisis. Cras eleifend laoreet feugiat. Integer placerat blandit sem, mattis elementum purus pellentesque quis. Etiam vel arcu ut mi commodo placerat non id tortor. """ + @pytest.mark.asyncio async def test_supervisor_long_prompt_response( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], lorem_ipsum: str, - logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" - logger_test_install(logger) - model_meta = MODEL_CARDS['llama-3.2-1b'].metadata + model_meta = MODEL_CARDS["llama-3.2-1b"].metadata model_shard_meta = PipelineShardMetadata( model_meta=model_meta, device_rank=0, @@ -83,10 +81,7 @@ async def test_supervisor_long_prompt_response( task = chat_completion_task(instance_id, TaskId()) task.task_params.messages[0].content = lorem_ipsum * 3 - - async for chunk in supervisor.stream_response( - task=task - ): + async for chunk in supervisor.stream_response(task=task): if isinstance(chunk, TokenChunk): full_response += chunk.text @@ -102,21 +97,21 @@ async def test_supervisor_two_node_long_prompt_response( hosts: Callable[..., list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], lorem_ipsum: str, - logger: Logger, ): """Test two-node long prompt inference""" - logger_test_install(logger) instance_id = InstanceId() async def create_supervisor(shard_idx: int) -> RunnerSupervisor: - model_meta = MODEL_CARDS['llama-3.2-1b'].metadata + model_meta = MODEL_CARDS["llama-3.2-1b"].metadata model_shard_meta = PipelineShardMetadata( model_meta=model_meta, device_rank=shard_idx, world_size=2, n_layers=model_meta.n_layers, start_layer=0 if shard_idx == 0 else model_meta.n_layers // 2, - end_layer=model_meta.n_layers // 2 if shard_idx == 0 else model_meta.n_layers, + end_layer=model_meta.n_layers // 2 + if shard_idx == 0 + else model_meta.n_layers, ) supervisor = await RunnerSupervisor.create( model_shard_meta=model_shard_meta, @@ -166,4 +161,3 @@ async def test_supervisor_two_node_long_prompt_response( finally: await supervisor_0.astop() await supervisor_1.astop() - diff --git a/src/exo/worker/tests/test_supervisor/test_memory.py b/src/exo/worker/tests/test_supervisor/test_memory.py index e250e5a4..140923a2 100644 --- a/src/exo/worker/tests/test_supervisor/test_memory.py +++ b/src/exo/worker/tests/test_supervisor/test_memory.py @@ -1,11 +1,9 @@ -from logging import Logger from multiprocessing import Process from typing import Callable import psutil import pytest -from exo.shared.logging import logger_test_install from exo.shared.models.model_meta import get_model_meta from exo.shared.types.common import Host from exo.shared.types.models import ModelMetadata @@ -35,9 +33,7 @@ async def test_supervisor_inference_exception( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], - logger: Logger, ): - logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) supervisor = await RunnerSupervisor.create( diff --git a/src/exo/worker/tests/test_supervisor/test_oom.py b/src/exo/worker/tests/test_supervisor/test_oom.py index 9b1b4778..8ea4c2b8 100644 --- a/src/exo/worker/tests/test_supervisor/test_oom.py +++ b/src/exo/worker/tests/test_supervisor/test_oom.py @@ -1,9 +1,7 @@ -from logging import Logger from typing import Callable import pytest -from exo.shared.logging import logger_test_install from exo.shared.types.common import Host from exo.shared.types.tasks import ( Task, @@ -29,9 +27,7 @@ async def test_supervisor_catches_oom( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], - logger: Logger, ): - logger_test_install(logger) """Test that asking for the capital of France returns 'Paris' in the response""" model_shard_meta = pipeline_shard_meta(1, 0) diff --git a/src/exo/worker/tests/test_supervisor/test_supervisor.py b/src/exo/worker/tests/test_supervisor/test_supervisor.py index 1a7f7fb3..6b44c9b9 100644 --- a/src/exo/worker/tests/test_supervisor/test_supervisor.py +++ b/src/exo/worker/tests/test_supervisor/test_supervisor.py @@ -1,13 +1,11 @@ import asyncio -from logging import Logger from typing import Callable import pytest -from exo.shared.logging import logger_test_install from exo.shared.openai_compat import FinishReason +from exo.shared.types.chunks import TokenChunk from exo.shared.types.common import Host -from exo.shared.types.events.chunks import TokenChunk from exo.shared.types.tasks import ( ChatCompletionTaskParams, Task, @@ -30,10 +28,8 @@ async def test_supervisor_single_node_response( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], - logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" - logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) instance_id = InstanceId() @@ -71,10 +67,8 @@ async def test_supervisor_two_node_response( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], - logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" - logger_test_install(logger) instance_id = InstanceId() async def create_supervisor(shard_idx: int) -> RunnerSupervisor: @@ -136,10 +130,8 @@ async def test_supervisor_early_stopping( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], - logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" - logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) instance_id = InstanceId() @@ -190,10 +182,8 @@ async def test_supervisor_early_stopping( async def test_supervisor_handles_terminated_runner( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - logger: Logger, ): """Test that the supervisor handles a terminated runner""" - logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) supervisor = await RunnerSupervisor.create( @@ -214,10 +204,8 @@ async def test_supervisor_handles_terminated_runner( async def test_supervisor_handles_killed_runner( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - logger: Logger, ): """Test that the supervisor handles a killed runner""" - logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) supervisor = await RunnerSupervisor.create( diff --git a/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py b/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py index 87a06273..11d24f2b 100644 --- a/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py +++ b/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py @@ -1,10 +1,8 @@ import asyncio -from logging import Logger from typing import Callable import pytest -from exo.shared.logging import logger_test_install from exo.shared.types.common import Host from exo.shared.types.tasks import Task, TaskId from exo.shared.types.worker.common import InstanceId, RunnerError @@ -17,10 +15,8 @@ from exo.worker.tests.constants import INSTANCE_1_ID, TASK_1_ID async def test_supervisor_instantiation_exception( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" - logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) model_shard_meta.immediate_exception = True @@ -40,10 +36,8 @@ async def test_supervisor_instantiation_exception( async def test_supervisor_instantiation_timeout( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], - logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" - logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) model_shard_meta.should_timeout = 10 # timeout after 10s @@ -59,10 +53,8 @@ async def test_supervisor_inference_exception( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], - logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" - logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) supervisor = await RunnerSupervisor.create( @@ -82,10 +74,8 @@ async def test_supervisor_inference_timeout( pipeline_shard_meta: Callable[..., PipelineShardMetadata], hosts: Callable[..., list[Host]], chat_completion_task: Callable[[InstanceId, TaskId], Task], - logger: Logger, ): """Test that asking for the capital of France returns 'Paris' in the response""" - logger_test_install(logger) model_shard_meta = pipeline_shard_meta(1, 0) supervisor = await RunnerSupervisor.create( diff --git a/src/exo/worker/tests/worker_management.py b/src/exo/worker/tests/worker_management.py new file mode 100644 index 00000000..34b6db13 --- /dev/null +++ b/src/exo/worker/tests/worker_management.py @@ -0,0 +1,177 @@ +from dataclasses import dataclass +from typing import Callable + +from anyio import fail_after + +from exo.routing.topics import ConnectionMessage, ForwarderCommand, ForwarderEvent +from exo.shared.types.chunks import TokenChunk +from exo.shared.types.common import NodeId +from exo.shared.types.events import ChunkGenerated, Event, TaggedEvent, TaskStateUpdated +from exo.shared.types.tasks import TaskId, TaskStatus +from exo.utils.channels import Receiver, Sender, channel +from exo.worker.download.shard_downloader import NoopShardDownloader, ShardDownloader +from exo.worker.main import Worker + + +@dataclass +class WorkerMailbox: + sender: Sender[ForwarderEvent] + receiver: Receiver[ForwarderEvent] + counter: int = 0 + + async def append_events(self, events: list[Event], *, origin: NodeId): + for event in events: + await self.sender.send( + ForwarderEvent( + origin=origin, + tagged_event=TaggedEvent.from_(event), + origin_idx=self.counter, + ) + ) + self.counter += 1 + + async def receive(self) -> ForwarderEvent: + return await self.receiver.receive() + + def collect(self) -> list[ForwarderEvent]: + # Clear out the test mailboxes currently held events + return self.receiver.collect() + + +def create_worker_void_mailbox( + node_id: NodeId, shard_downloader: ShardDownloader | None = None +) -> Worker: + if shard_downloader is None: + shard_downloader = NoopShardDownloader() + return Worker( + node_id, + shard_downloader=shard_downloader, + initial_connection_messages=[], + connection_message_receiver=channel[ConnectionMessage]()[1], + global_event_receiver=channel[ForwarderEvent]()[1], + local_event_sender=channel[ForwarderEvent]()[0], + command_sender=channel[ForwarderCommand]()[0], + ) + + +def create_worker_and_mailbox( + node_id: NodeId, shard_downloader: ShardDownloader | None = None +) -> tuple[Worker, WorkerMailbox]: + if shard_downloader is None: + shard_downloader = NoopShardDownloader() + + lsend, receiver = channel[ForwarderEvent]() + sender, grecv = channel[ForwarderEvent]() + worker = Worker( + node_id, + shard_downloader=shard_downloader, + initial_connection_messages=[], + connection_message_receiver=channel[ConnectionMessage]()[1], + global_event_receiver=grecv, + local_event_sender=lsend, + command_sender=channel[ForwarderCommand]()[0], + ) + return worker, WorkerMailbox(sender, receiver) + + +def create_worker_with_old_mailbox( + node_id: NodeId, + mailbox: WorkerMailbox, + shard_downloader: ShardDownloader | None = None, +) -> Worker: + if shard_downloader is None: + shard_downloader = NoopShardDownloader() + # This function is subtly complex, come talk to Evan if you want to know what it's actually doing. + worker = Worker( + node_id, + shard_downloader=shard_downloader, + initial_connection_messages=[], + connection_message_receiver=channel[ConnectionMessage]()[1], + global_event_receiver=mailbox.sender.clone_receiver(), + local_event_sender=mailbox.receiver.clone_sender(), + command_sender=channel[ForwarderCommand]()[0], + ) + return worker + + +async def read_streaming_response( + global_event_receiver: WorkerMailbox, filter_task: TaskId | None = None +) -> tuple[bool, bool, str, int]: + # Read off all events - these should be our GenerationChunk events + seen_task_started = 0 + seen_task_finished = 0 + response_string = "" + finish_reason: str | None = None + token_count = 0 + extra_events: list[Event] = [] + + event = (await global_event_receiver.receive()).tagged_event.c + extra_events.append(event) + + from loguru import logger + + logger.info("STARTING READ") + + with fail_after(10.0): + if filter_task: + while not ( + isinstance(event, TaskStateUpdated) + and event.task_status == TaskStatus.RUNNING + and event.task_id == filter_task + ): + event = (await global_event_receiver.receive()).tagged_event.c + extra_events.append(event) + + for event in extra_events: + if isinstance(event, TaskStateUpdated): + if event.task_status == TaskStatus.RUNNING: + seen_task_started += 1 + if event.task_status == TaskStatus.COMPLETE: + seen_task_finished += 1 + if isinstance(event, ChunkGenerated) and isinstance( + event.chunk, TokenChunk + ): + response_string += event.chunk.text + token_count += 1 + if event.chunk.finish_reason: + finish_reason = event.chunk.finish_reason + + while not seen_task_finished: + event = (await global_event_receiver.receive()).tagged_event.c + if isinstance(event, TaskStateUpdated): + if event.task_status == TaskStatus.RUNNING: + seen_task_started += 1 + if event.task_status == TaskStatus.COMPLETE: + seen_task_finished += 1 + if isinstance(event, ChunkGenerated) and isinstance( + event.chunk, TokenChunk + ): + response_string += event.chunk.text + token_count += 1 + if event.chunk.finish_reason: + finish_reason = event.chunk.finish_reason + + logger.info(f"finish reason {finish_reason}") + + return seen_task_started == 1, seen_task_finished == 1, response_string, token_count + + +async def until_event_with_timeout[T]( + global_event_receiver: WorkerMailbox, + event_type: type[T], + multiplicity: int = 1, + condition: Callable[[T], bool] = lambda x: True, + timeout: float = 30.0, +) -> None: + times_seen = 0 + + with fail_after(timeout): + while times_seen < multiplicity: + event = (await global_event_receiver.receive()).tagged_event.c + if isinstance(event, event_type): + print(f"Wow! We got a {event}") + print( + f"But condition? {condition(event) if isinstance(event, event_type) else False}" + ) + if event and isinstance(event, event_type) and condition(event): + times_seen += 1 diff --git a/src/exo/worker/utils/profile.py b/src/exo/worker/utils/profile.py index ab4d3e33..174c1a41 100644 --- a/src/exo/worker/utils/profile.py +++ b/src/exo/worker/utils/profile.py @@ -3,6 +3,7 @@ import os import platform from typing import Any, Callable, Coroutine +import anyio from loguru import logger from exo.shared.types.profiling import ( @@ -75,7 +76,7 @@ async def start_polling_node_metrics( chip_id=system_info.chip_id, friendly_name=mac_friendly_name or "Unknown", network_interfaces=network_interfaces, - memory=MemoryPerformanceProfile( + memory=MemoryPerformanceProfile.from_bytes( ram_total=total_mem, ram_available=override_memory if override_memory @@ -125,4 +126,4 @@ async def start_polling_node_metrics( # Catch-all to ensure the monitor keeps running. logger.opt(exception=e).error("Resource Monitor encountered error") finally: - await asyncio.sleep(poll_interval_s) + await anyio.sleep(poll_interval_s) diff --git a/src/exo/worker/worker.py b/src/exo/worker/worker.py deleted file mode 100644 index 606f487a..00000000 --- a/src/exo/worker/worker.py +++ /dev/null @@ -1,429 +0,0 @@ -import asyncio -import time -from asyncio import Queue -from functools import partial -from typing import AsyncGenerator, Optional - -from loguru import logger - -from exo.shared.db.sqlite import AsyncSQLiteEventStorage -from exo.shared.types.common import NodeId -from exo.shared.types.events import ( - ChunkGenerated, - Event, - InstanceDeleted, - RunnerDeleted, - RunnerStatusUpdated, - TaskFailed, - TaskStateUpdated, -) -from exo.shared.types.state import State -from exo.shared.types.tasks import TaskId, TaskStatus -from exo.shared.types.worker.common import RunnerId -from exo.shared.types.worker.downloads import ( - DownloadCompleted, - DownloadOngoing, - DownloadPending, - DownloadProgressData, -) -from exo.shared.types.worker.ops import ( - AssignRunnerOp, - ExecuteTaskOp, - RunnerDownOp, - RunnerFailedOp, - RunnerOp, - RunnerOpType, - RunnerUpOp, - UnassignRunnerOp, -) -from exo.shared.types.worker.runners import ( - DownloadingRunnerStatus, - FailedRunnerStatus, - InactiveRunnerStatus, - LoadedRunnerStatus, - RunningRunnerStatus, - StartingRunnerStatus, -) -from exo.shared.types.worker.shards import ShardMetadata -from exo.worker.common import AssignedRunner -from exo.worker.download.shard_downloader import RepoDownloadProgress, ShardDownloader -from exo.worker.runner.runner_supervisor import RunnerSupervisor - - -class Worker: - def __init__( - self, - node_id: NodeId, - shard_downloader: ShardDownloader, - worker_events: AsyncSQLiteEventStorage | None, - global_events: AsyncSQLiteEventStorage | None, - ): - self.node_id: NodeId = node_id - self.state: State = State() - self.shard_downloader: ShardDownloader = shard_downloader - self.worker_events: AsyncSQLiteEventStorage | None = ( - worker_events # worker_events is None in some tests. - ) - self.global_events: AsyncSQLiteEventStorage | None = global_events - - self.assigned_runners: dict[RunnerId, AssignedRunner] = {} - self._task: asyncio.Task[None] | None = None - - ## Op Executors - - def _create_assigned_runner(self, op: AssignRunnerOp) -> AssignedRunner: - """Creates and stores a new AssignedRunner with initial downloading status.""" - assigned_runner = AssignedRunner( - runner_id=op.runner_id, - instance_id=op.instance_id, - shard_metadata=op.shard_metadata, - hosts=op.hosts, - status=DownloadingRunnerStatus( - download_progress=DownloadPending(node_id=self.node_id) - ), - runner=None, - ) - self.assigned_runners[op.runner_id] = assigned_runner - return assigned_runner - - async def _update_runner_status_to_completed_then_inactive( - self, assigned_runner: AssignedRunner - ) -> AsyncGenerator[Event, None]: - """Updates runner status from downloading to completed, then to inactive.""" - assigned_runner.status = DownloadingRunnerStatus( - download_progress=DownloadCompleted(node_id=self.node_id) - ) - yield assigned_runner.status_update_event() - - assigned_runner.status = InactiveRunnerStatus() - yield assigned_runner.status_update_event() - - async def _handle_already_downloaded_shard( - self, assigned_runner: AssignedRunner - ) -> AsyncGenerator[Event, None]: - """Handles the case where the shard is already downloaded.""" - async for event in self._update_runner_status_to_completed_then_inactive( - assigned_runner - ): - yield event - - async def _handle_shard_download_process( - self, - assigned_runner: AssignedRunner, - op: AssignRunnerOp, - initial_progress: RepoDownloadProgress, - ) -> AsyncGenerator[Event, None]: - """Manages the shard download process with progress tracking.""" - # Set initial ongoing status - assigned_runner.status = DownloadingRunnerStatus( - download_progress=DownloadOngoing( - node_id=self.node_id, - download_progress=DownloadProgressData( - total_bytes=initial_progress.total_bytes, - downloaded_bytes=initial_progress.downloaded_bytes, - ), - ) - ) - yield assigned_runner.status_update_event() - - # Set up download progress tracking - download_progress_queue: asyncio.Queue[RepoDownloadProgress] = asyncio.Queue() - - def download_progress_callback( - shard: ShardMetadata, progress: RepoDownloadProgress - ) -> None: - download_progress_queue.put_nowait(progress) - - self.shard_downloader.on_progress(download_progress_callback) - download_task = asyncio.create_task( - self.shard_downloader.ensure_shard(op.shard_metadata) - ) - - try: - async for event in self._monitor_download_progress( - assigned_runner, download_progress_queue - ): - yield event - finally: - if not download_task.done(): - download_task.cancel() - - async def _monitor_download_progress( - self, - assigned_runner: AssignedRunner, - download_progress_queue: asyncio.Queue[RepoDownloadProgress], - ) -> AsyncGenerator[Event, None]: - """Monitors download progress and yields status updates.""" - last_progress_time = 0.0 - throttle_interval_secs = 1.0 - - while True: - progress: RepoDownloadProgress = await asyncio.wait_for( - download_progress_queue.get(), timeout=15 - ) - - if progress.status == "complete": - async for ( - event - ) in self._update_runner_status_to_completed_then_inactive( - assigned_runner - ): - yield event - break - elif progress.status == "in_progress": - if time.monotonic() - last_progress_time > throttle_interval_secs: - assigned_runner.status = DownloadingRunnerStatus( - download_progress=DownloadOngoing( - node_id=self.node_id, - download_progress=DownloadProgressData( - total_bytes=progress.total_bytes, - downloaded_bytes=progress.downloaded_bytes, - ), - ) - ) - yield assigned_runner.status_update_event() - last_progress_time = time.monotonic() - - async def _execute_assign_op( - self, op: AssignRunnerOp - ) -> AsyncGenerator[Event, None]: - """ - A runner has been assigned. We need to also ensure that it's downloaded. - This op assigns the runner, and moves from Downloading -> Inactive (ready to spin) state. - """ - assigned_runner = self._create_assigned_runner(op) - initial_progress = ( - await self.shard_downloader.get_shard_download_status_for_shard( - op.shard_metadata - ) - ) - - if initial_progress.status == "complete": - async for event in self._handle_already_downloaded_shard(assigned_runner): - yield event - else: - async for event in self._handle_shard_download_process( - assigned_runner, op, initial_progress - ): - yield event - - async def _execute_unassign_op( - self, op: UnassignRunnerOp - ) -> AsyncGenerator[Event, None]: - if op.runner_id not in self.assigned_runners: - return - - # We can try to do a graceful shutdown of the runner. - runner: RunnerSupervisor | None = self.assigned_runners[op.runner_id].runner - if runner is not None: - await runner.astop() - - # This is all we really need: - del self.assigned_runners[op.runner_id] - yield RunnerDeleted(runner_id=op.runner_id) - - return - yield - - async def _execute_runner_up_op( - self, op: RunnerUpOp, initialize_timeout: Optional[float] = None - ) -> AsyncGenerator[Event, None]: - assigned_runner = self.assigned_runners[op.runner_id] - - # Emit "Starting" status right away so UI can show loading state - assigned_runner.status = StartingRunnerStatus() - yield assigned_runner.status_update_event() - - assigned_runner.runner = await RunnerSupervisor.create( - model_shard_meta=assigned_runner.shard_metadata, - hosts=assigned_runner.hosts, - initialize_timeout=initialize_timeout, - ) - - if assigned_runner.runner.runner_process.is_alive(): - assigned_runner.status = LoadedRunnerStatus() - else: - runner = assigned_runner.runner - logger.warning(f"Runner status is not runner_process.is_alive(): exit code {runner.runner_process.exitcode}") - - assigned_runner.status = FailedRunnerStatus() - yield self.assigned_runners[op.runner_id].status_update_event() - - async def _execute_runner_down_op( - self, op: RunnerDownOp - ) -> AsyncGenerator[Event, None]: - assigned_runner = self.assigned_runners[op.runner_id] - - if isinstance(assigned_runner.runner, RunnerSupervisor): - await assigned_runner.runner.astop() - - assigned_runner.runner = None - - assigned_runner.status = InactiveRunnerStatus() - yield assigned_runner.status_update_event() - return - - async def _execute_runner_failed_op( - self, op: RunnerFailedOp - ) -> AsyncGenerator[Event, None]: - """ - We detected that this runner has failed. So we'll put it into 'failed' state now, triggering the rest of the instance to spin down. - """ - assigned_runner = self.assigned_runners[op.runner_id] - - if isinstance(assigned_runner.runner, RunnerSupervisor): - await ( - assigned_runner.runner.astop() - ) # astop the runner to ensure it clears out of memory. - - assigned_runner.status = FailedRunnerStatus() - yield self.assigned_runners[op.runner_id].status_update_event() - - async def _execute_task_op(self, op: ExecuteTaskOp) -> AsyncGenerator[Event, None]: - """ - This is the entry point for a chat completion starting. - While there is only one execute function, it will get called in different ways for runner 0 and runner [1, 2, 3, ...]. - Runners [1, 2, 3, ...] will run this method when a task is in 'pending' state. - Runner 0 will run this method when a task is in 'running' state. - TODO: How do we handle the logic of ensuring that n-1 nodes have started their execution before allowing the 0'th runner to start? - This is still a little unclear to me. - """ - assigned_runner = self.assigned_runners[op.runner_id] - - async def inner_execute(queue: asyncio.Queue[Event]) -> None: - async def running_callback(queue: asyncio.Queue[Event]) -> None: - # Called when the MLX process has been kicked off - assigned_runner.status = RunningRunnerStatus() - await queue.put(assigned_runner.status_update_event()) - - if assigned_runner.shard_metadata.device_rank == 0: - await queue.put( - TaskStateUpdated( - task_id=op.task.task_id, - task_status=TaskStatus.RUNNING, - ) - ) - - assert assigned_runner.runner is not None - assert assigned_runner.runner.runner_process.is_alive() - - async for chunk in assigned_runner.runner.stream_response( - task=op.task, request_started_callback=partial(running_callback, queue) - ): - if assigned_runner.shard_metadata.device_rank == 0: - await queue.put( - ChunkGenerated( - # todo: at some point we will no longer have a bijection between task_id and row_id. - # So we probably want to store a mapping between these two in our Worker object. - command_id=chunk.command_id, - chunk=chunk, - ) - ) - - if assigned_runner.shard_metadata.device_rank == 0: - await queue.put( - TaskStateUpdated( - task_id=op.task.task_id, - task_status=TaskStatus.COMPLETE, - ) - ) - - # After a successful inference: - assigned_runner.status = LoadedRunnerStatus() - await queue.put(assigned_runner.status_update_event()) - - queue: Queue[Event] = asyncio.Queue() - task = asyncio.create_task(inner_execute(queue)) - - # TODO: Initial (prefil) timeout can be dynamic - # model_kb = assigned_runner.shard_metadata.model_meta.storage_size_kilobytes - - try: - # Yield items from the queue - while True: - if task.done() and (exception := task.exception()): - raise exception - - try: - # Use a timeout to periodically check task status - item: Event = await asyncio.wait_for(queue.get(), timeout=0.01) - except asyncio.TimeoutError: - continue - - yield item - if isinstance(item, RunnerStatusUpdated) and isinstance( - item.runner_status, (LoadedRunnerStatus, FailedRunnerStatus) - ): - if isinstance(item.runner_status, LoadedRunnerStatus): - assigned_runner.failures = [] - - break - finally: - # Ensure the task is cleaned up - try: - await asyncio.wait_for(task, timeout=5) - except asyncio.TimeoutError: - logger.warning( - "Timed out waiting for task cleanup after inference execution." - ) - - ## Operation Planner - - async def execute_op(self, op: RunnerOp) -> AsyncGenerator[Event, None]: - ## It would be great if we can get rid of this async for ... yield pattern. - match op.op_type: - case RunnerOpType.ASSIGN_RUNNER: - event_generator = self._execute_assign_op(op) - case RunnerOpType.UNASSIGN_RUNNER: - event_generator = self._execute_unassign_op(op) - case RunnerOpType.RUNNER_UP: - event_generator = self._execute_runner_up_op(op) - case RunnerOpType.RUNNER_DOWN: - event_generator = self._execute_runner_down_op(op) - case RunnerOpType.RUNNER_FAILED: - event_generator = self._execute_runner_failed_op(op) - case RunnerOpType.CHAT_COMPLETION: - event_generator = self._execute_task_op(op) - - async for event in event_generator: - yield event - - async def fail_runner( - self, e: Exception, runner_id: RunnerId - ) -> AsyncGenerator[Event]: - if runner_id in self.assigned_runners: - assigned_runner = self.assigned_runners[runner_id] - - if assigned_runner.runner is not None: - await assigned_runner.runner.astop() - assigned_runner.runner = None - assigned_runner.status = FailedRunnerStatus(error_message=str(e)) - assigned_runner.failures.append((time.time(), e)) - - # Reset failure count back to 0 when succesful - if len(assigned_runner.failures) >= 3: - # Too many retries. We will emit a DeleteInstance - yield InstanceDeleted(instance_id=assigned_runner.instance_id) - - yield assigned_runner.status_update_event() - - async def fail_task( - self, e: Exception, runner_id: RunnerId, task_id: TaskId - ) -> AsyncGenerator[Event]: - if runner_id in self.assigned_runners: - yield TaskStateUpdated( - task_id=task_id, - task_status=TaskStatus.FAILED, - ) - - yield TaskFailed( - task_id=task_id, error_type=str(type(e)), error_message=str(e) - ) - - async for event in self.fail_runner(e, runner_id): - yield event - - async def event_publisher(self, event: Event) -> None: - assert self.worker_events is not None - await self.worker_events.append_events([event], self.node_id) - logger.info(f"published event: {event}") diff --git a/uv.lock b/uv.lock index 888d683e..798b19d4 100644 --- a/uv.lock +++ b/uv.lock @@ -13,6 +13,7 @@ supported-markers = [ [manifest] members = [ "exo", + "exo-pyo3-bindings", "exo-scripts", ] @@ -130,6 +131,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/4a/45/ec96b29162a402fc4c1c5512d114d7b3787b9d1c2ec241d9568b4816ee23/base58-2.1.1-py3-none-any.whl", hash = "sha256:11a36f4d3ce51dfc1043f3218591ac4eb1ceb172919cebe05b52a5bcc8d245c2", size = 5621, upload-time = "2021-10-30T22:12:16.658Z" }, ] +[[package]] +name = "bidict" +version = "0.23.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/9a/6e/026678aa5a830e07cd9498a05d3e7e650a4f56a42f267a53d22bcda1bdc9/bidict-0.23.1.tar.gz", hash = "sha256:03069d763bc387bbd20e7d49914e75fc4132a41937fa3405417e1a5a2d006d71", size = 29093, upload-time = "2024-02-18T19:09:05.748Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/99/37/e8730c3587a65eb5645d4aba2d27aae48e8003614d6aaf15dda67f702f1f/bidict-0.23.1-py3-none-any.whl", hash = "sha256:5dae8d4d79b552a71cbabc7deb25dfe8ce710b17ff41711e13010ead2abfc3e5", size = 32764, upload-time = "2024-02-18T19:09:04.156Z" }, +] + [[package]] name = "certifi" version = "2025.8.3" @@ -249,9 +259,12 @@ dependencies = [ { name = "aiofiles", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "aiohttp", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "aiosqlite", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "anyio", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "base58", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "bidict", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "cobs", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "cryptography", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "exo-pyo3-bindings", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "fastapi", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "filelock", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "greenlet", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, @@ -293,9 +306,12 @@ requires-dist = [ { name = "aiofiles", specifier = ">=24.1.0" }, { name = "aiohttp", specifier = ">=3.12.14" }, { name = "aiosqlite", specifier = ">=0.21.0" }, + { name = "anyio", specifier = ">=4.10.0" }, { name = "base58", specifier = ">=2.1.1" }, + { name = "bidict", specifier = ">=0.23.1" }, { name = "cobs", specifier = ">=1.2.2" }, { name = "cryptography", specifier = ">=45.0.5" }, + { name = "exo-pyo3-bindings", editable = "rust/exo_pyo3_bindings" }, { name = "fastapi", specifier = ">=0.116.1" }, { name = "filelock", specifier = ">=3.18.0" }, { name = "greenlet", specifier = ">=3.2.4" }, @@ -329,6 +345,27 @@ dev = [ { name = "ruff", specifier = ">=0.11.13" }, ] +[[package]] +name = "exo-pyo3-bindings" +version = "0.1.0" +source = { editable = "rust/exo_pyo3_bindings" } + +[package.dev-dependencies] +dev = [ + { name = "exo-pyo3-bindings", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "pytest", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, + { name = "pytest-asyncio", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, +] + +[package.metadata] + +[package.metadata.requires-dev] +dev = [ + { name = "exo-pyo3-bindings", editable = "rust/exo_pyo3_bindings" }, + { name = "pytest", specifier = ">=8.4.0" }, + { name = "pytest-asyncio", specifier = ">=1.0.0" }, +] + [[package]] name = "exo-scripts" version = "0.1.0" From 57486a4305f9f0ade1306171287d5fb590573bb9 Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Tue, 30 Sep 2025 11:10:55 +0100 Subject: [PATCH 165/224] kill go Fairwell Gelu, Chief Lunch Officer --- .gitignore | 10 +- app/.DS_Store | Bin 6148 -> 0 bytes app/exov2/.DS_Store | Bin 6148 -> 0 bytes app/exov2/exov2.xcodeproj/project.pbxproj | 550 ------------ .../contents.xcworkspacedata | 7 - .../UserInterfaceState.xcuserstate | Bin 34780 -> 0 bytes .../xcshareddata/xcschemes/exov2.xcscheme | 109 --- .../xcschemes/xcschememanagement.plist | 32 - .../Preview Assets.xcassets/Contents.json | 6 - app/exov2/exov2/ProcessManager.swift | 377 -------- app/exov2/exov2/exov2.entitlements | 14 - app/exov2/exov2/exov2App.swift | 115 --- app/exov2/exov2Tests/exov2Tests.swift | 17 - app/exov2/exov2UITests/exov2UITests.swift | 43 - .../exov2UITestsLaunchTests.swift | 33 - hosts.json | 1 - networking/forwarder/benchmark.sh | 106 --- networking/forwarder/go.mod | 114 --- networking/forwarder/go.sum | 472 ---------- networking/forwarder/lib/go.mod | 106 --- networking/forwarder/lib/go.sum | 443 ---------- networking/forwarder/lib/ipc/flock_mutex.go | 208 ----- .../forwarder/lib/ipc/flock_mutex_test.go | 86 -- networking/forwarder/lib/ipc/pipe_duplex.go | 400 --------- .../forwarder/lib/ipc/pipe_duplex_test.go | 85 -- .../forwarder/lib/libp2pext/dm/config.go | 38 - networking/forwarder/lib/libp2pext/dm/dm.go | 57 -- .../forwarder/lib/libp2pext/dm/dm_test.go | 88 -- .../forwarder/lib/libp2pext/dm/internal.go | 151 ---- networking/forwarder/lib/util.go | 52 -- networking/forwarder/main.go | 72 -- networking/forwarder/src/config.go | 91 -- networking/forwarder/src/event_writer.go | 219 ----- networking/forwarder/src/forwarder.go | 133 --- networking/forwarder/src/forwarder_test.go | 474 ---------- networking/forwarder/src/identity.go | 29 - networking/forwarder/src/libp2p.go | 819 ------------------ networking/forwarder/src/libp2p_test.go | 175 ---- networking/forwarder/src/schema.go | 72 -- networking/forwarder/src/sqlite.go | 649 -------------- networking/forwarder/src/sqlite_test.go | 236 ----- networking/forwarder/src/state_store.go | 240 ----- networking/forwarder/src/state_store_test.go | 283 ------ networking/forwarder/src/tcp_agent.go | 678 --------------- nodes.json | 1 - src/exo/master/forwarder_supervisor.py | 194 ----- .../master/tests/test_forwarder_supervisor.py | 397 --------- src/exo/shared/db/__init__.py | 0 src/exo/shared/db/config.py | 19 - src/exo/shared/db/connector.py | 418 --------- src/exo/shared/db/event_log_manager.py | 110 --- src/exo/shared/db/types.py | 27 - src/exo/shared/ipc/__init__.py | 14 - src/exo/shared/ipc/file_mutex/__init__.py | 4 - src/exo/shared/ipc/file_mutex/flock_mutex.py | 147 ---- src/exo/shared/ipc/pipe_duplex.py | 415 --------- src/exo/shared/tests/test_flock_mutex.py | 48 - 57 files changed, 3 insertions(+), 9681 deletions(-) delete mode 100644 app/.DS_Store delete mode 100644 app/exov2/.DS_Store delete mode 100644 app/exov2/exov2.xcodeproj/project.pbxproj delete mode 100644 app/exov2/exov2.xcodeproj/project.xcworkspace/contents.xcworkspacedata delete mode 100644 app/exov2/exov2.xcodeproj/project.xcworkspace/xcuserdata/samikhan.xcuserdatad/UserInterfaceState.xcuserstate delete mode 100644 app/exov2/exov2.xcodeproj/xcshareddata/xcschemes/exov2.xcscheme delete mode 100644 app/exov2/exov2.xcodeproj/xcuserdata/samikhan.xcuserdatad/xcschemes/xcschememanagement.plist delete mode 100644 app/exov2/exov2/Preview Content/Preview Assets.xcassets/Contents.json delete mode 100644 app/exov2/exov2/ProcessManager.swift delete mode 100644 app/exov2/exov2/exov2.entitlements delete mode 100644 app/exov2/exov2/exov2App.swift delete mode 100644 app/exov2/exov2Tests/exov2Tests.swift delete mode 100644 app/exov2/exov2UITests/exov2UITests.swift delete mode 100644 app/exov2/exov2UITests/exov2UITestsLaunchTests.swift delete mode 100644 hosts.json delete mode 100755 networking/forwarder/benchmark.sh delete mode 100644 networking/forwarder/go.mod delete mode 100644 networking/forwarder/go.sum delete mode 100644 networking/forwarder/lib/go.mod delete mode 100644 networking/forwarder/lib/go.sum delete mode 100644 networking/forwarder/lib/ipc/flock_mutex.go delete mode 100644 networking/forwarder/lib/ipc/flock_mutex_test.go delete mode 100644 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100644 networking/forwarder/src/sqlite_test.go delete mode 100644 networking/forwarder/src/state_store.go delete mode 100644 networking/forwarder/src/state_store_test.go delete mode 100644 networking/forwarder/src/tcp_agent.go delete mode 100644 nodes.json delete mode 100644 src/exo/master/forwarder_supervisor.py delete mode 100644 src/exo/master/tests/test_forwarder_supervisor.py delete mode 100644 src/exo/shared/db/__init__.py delete mode 100644 src/exo/shared/db/config.py delete mode 100644 src/exo/shared/db/connector.py delete mode 100644 src/exo/shared/db/event_log_manager.py delete mode 100644 src/exo/shared/db/types.py delete mode 100644 src/exo/shared/ipc/__init__.py delete mode 100644 src/exo/shared/ipc/file_mutex/__init__.py delete mode 100644 src/exo/shared/ipc/file_mutex/flock_mutex.py delete mode 100644 src/exo/shared/ipc/pipe_duplex.py delete mode 100644 src/exo/shared/tests/test_flock_mutex.py diff --git a/.gitignore b/.gitignore index 19b4dd09..12a0aec4 100644 --- a/.gitignore +++ b/.gitignore @@ -2,21 +2,17 @@ __pycache__ *.so +hosts.json hosts*.json - -# go cache is project local but not tracked -.go_cache +nodes.json # hide direnv stuff .direnv/ -# TODO figure out how to properly solve the issue with these target directories showing up -networking/target/ -networking/topology/target/ build/ dist/ -*.xcuserstate +*.xcuserstate .DS_Store */.DS_Store diff --git a/app/.DS_Store b/app/.DS_Store deleted file mode 100644 index 7a8425e4928eb7052a88e052eeb00514f3b3362f..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6148 zcmeHKOH0E*5Z>*>ZYe?!iXIod7VJZX;w8lT2aM=Jr6we3FlI~BTA>tj)j#Av@%K2h zyMY$#Rm9G~?l(J+-OLBs2V;!8)3C!>lQAZsA#zmK2%6WrN;Vjg>p8l?EE@%h3f4^X zH%<8MRTi;Vrq~Nx{{D|(l*HMj-TvgIa;3Ue6E)Egciy9#c@uv!&0K$cgQH8OlAzH2 z;3|%0!{*MJN+*7tMq`~2hY^I_UdL&uX0Dp1VWx9E;}CUGA2#>q^IpHxlE?i;OV0b< zc1s@hP8N&0*gZHry%;_vJdJaQmh%eKV=-a%O^=*1hSiAo>9T4WTFgv0!-4b0b<~125^6n&=4Jqxk0^kK!?|7^j8p3K*zTPqO|B(%ngDEgqu`A 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zmWeGzEzK?STkdIjwB?nSw^}}H`Ms5CwP+1#jcQG5o!C0LwGg)4YFe9H+gdwY4Xx8! z=eEvkUC_F?_4d{!ts7c*wVr6RZX40&)aKIW(-zbg+7{6k-4@%H-j>^z-&WXG(pJ@` zZmVt6wl%gbYun!Tb=x;>zqC{BbUW8BwyWCh+DEpJZg*<;Y!7IU(5L9r^?CX#eVx8p zKV5%|ev$q*{Sy5${R;g(`hNWe{YL#3{bTwk^iS!Z(I40UVem5)8Y&I-hBiZ|;<3b7 O`Lu{vKFvQ3EB+t9%i~M{ diff --git a/app/exov2/exov2.xcodeproj/xcshareddata/xcschemes/exov2.xcscheme b/app/exov2/exov2.xcodeproj/xcshareddata/xcschemes/exov2.xcscheme deleted file mode 100644 index 5d0981dc..00000000 --- a/app/exov2/exov2.xcodeproj/xcshareddata/xcschemes/exov2.xcscheme +++ /dev/null @@ -1,109 +0,0 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - diff --git a/app/exov2/exov2.xcodeproj/xcuserdata/samikhan.xcuserdatad/xcschemes/xcschememanagement.plist b/app/exov2/exov2.xcodeproj/xcuserdata/samikhan.xcuserdatad/xcschemes/xcschememanagement.plist deleted file mode 100644 index f9edf8e6..00000000 --- a/app/exov2/exov2.xcodeproj/xcuserdata/samikhan.xcuserdatad/xcschemes/xcschememanagement.plist +++ /dev/null @@ -1,32 +0,0 @@ - - - - - SchemeUserState - - exov2.xcscheme_^#shared#^_ - - orderHint - 0 - - - SuppressBuildableAutocreation - - E07D64B92E36127E009BFB4D - - primary - - - E07D64CA2E36127F009BFB4D - - primary - - - E07D64D42E36127F009BFB4D - - primary - - - - - diff --git a/app/exov2/exov2/Preview Content/Preview Assets.xcassets/Contents.json b/app/exov2/exov2/Preview Content/Preview Assets.xcassets/Contents.json deleted file mode 100644 index 73c00596..00000000 --- a/app/exov2/exov2/Preview Content/Preview Assets.xcassets/Contents.json +++ /dev/null @@ -1,6 +0,0 @@ -{ - "info" : { - "author" : "xcode", - "version" : 1 - } -} diff --git a/app/exov2/exov2/ProcessManager.swift b/app/exov2/exov2/ProcessManager.swift deleted file mode 100644 index 81c5275a..00000000 --- a/app/exov2/exov2/ProcessManager.swift +++ /dev/null @@ -1,377 +0,0 @@ -import Foundation -import OSLog -import SwiftUI -import AppKit -import ServiceManagement - -extension NSApplication { - func addTerminationHandler(_ handler: @escaping () -> Void) { - NSApp.setActivationPolicy(.accessory) - NotificationCenter.default.addObserver(forName: NSApplication.willTerminateNotification, - object: nil, - queue: .main) { _ in - handler() - } - } -} - -class ProcessManager: ObservableObject { - @Published var masterProcess: Process? - @Published var workerProcess: Process? - @Published var masterStatus: String = "Stopped" - @Published var workerStatus: String = "Stopped" - @Published var isLoginItemEnabled: Bool = false - @Published var isMasterMode: Bool = false // Default to replica mode (false) - - private var masterStdout: Pipe? - private var workerStdout: Pipe? - private let logger = Logger(subsystem: "exolabs.exov2", category: "ProcessManager") - - // Add file handle properties to track them - private var masterFileHandle: FileHandle? - private var workerFileHandle: FileHandle? - - private let loginService = SMAppService.mainApp - - // Find uv executable in common installation paths - private var uvPath: String? { - let commonPaths = [ - "/usr/local/bin/uv", - "/opt/homebrew/bin/uv", - "/usr/bin/uv", - "/bin/uv", - "/Users/\(NSUserName())/.cargo/bin/uv", - "/Users/\(NSUserName())/.local/bin/uv" - ] - - for path in commonPaths { - if FileManager.default.fileExists(atPath: path) { - return path - } - } - - // Try using 'which uv' command as fallback - let process = Process() - process.executableURL = URL(fileURLWithPath: "/usr/bin/which") - process.arguments = ["uv"] - - let pipe = Pipe() - process.standardOutput = pipe - process.standardError = Pipe() - - do { - try process.run() - process.waitUntilExit() - - if process.terminationStatus == 0 { - let data = pipe.fileHandleForReading.readDataToEndOfFile() - if let path = String(data: data, encoding: .utf8)?.trimmingCharacters(in: .whitespacesAndNewlines), - !path.isEmpty { - return path - } - } - } catch { - logger.error("Failed to run 'which uv': \(error.localizedDescription)") - } - - return nil - } - - // Project root path - assuming the app bundle is in the project directory - private var projectPath: URL? { - // Get the app bundle path and navigate to the project root - // This assumes the app is built/run from within the project directory - guard let bundlePath = Bundle.main.bundleURL.path as String? else { return nil } - - // Navigate up from the app bundle to find the project root - // Look for pyproject.toml to identify the project root - var currentPath = URL(fileURLWithPath: bundlePath) - while currentPath.pathComponents.count > 1 { - let pyprojectPath = currentPath.appendingPathComponent("pyproject.toml") - if FileManager.default.fileExists(atPath: pyprojectPath.path) { - return currentPath - } - currentPath = currentPath.deletingLastPathComponent() - } - - // Fallback: try to find project in common development locations - let homeDir = FileManager.default.homeDirectoryForCurrentUser - let commonPaths = [ - "exo", - "Projects/exo", - "Documents/exo", - "Desktop/exo" - ] - - for path in commonPaths { - let projectDir = homeDir.appendingPathComponent(path) - let pyprojectPath = projectDir.appendingPathComponent("pyproject.toml") - if FileManager.default.fileExists(atPath: pyprojectPath.path) { - return projectDir - } - } - - return nil - } - - init() { - // Add termination handler - NSApplication.shared.addTerminationHandler { [weak self] in - self?.stopAll() - } - - // Check if login item is enabled - isLoginItemEnabled = (loginService.status == .enabled) - - // Start processes automatically - startMaster() - DispatchQueue.main.asyncAfter(deadline: .now() + 2) { - self.startWorker() - } - } - - private func handleProcessOutput(_ pipe: Pipe, processName: String) -> FileHandle { - let fileHandle = pipe.fileHandleForReading - fileHandle.readabilityHandler = { [weak self] handle in - guard let data = try? handle.read(upToCount: 1024), - let output = String(data: data, encoding: .utf8) else { - return - } - - DispatchQueue.main.async { - self?.logger.info("\(processName) output: \(output)") - print("[\(processName)] \(output)") - } - } - return fileHandle - } - - private func cleanupProcess(process: Process?, fileHandle: FileHandle?, pipe: Pipe?) { - // Remove readability handler - fileHandle?.readabilityHandler = nil - - // Close file handles - try? fileHandle?.close() - try? pipe?.fileHandleForReading.close() - try? pipe?.fileHandleForWriting.close() - - // Terminate process if still running - if process?.isRunning == true { - process?.terminate() - } - } - - func startMaster() { - guard let projectPath = self.projectPath else { - masterStatus = "Error: Project directory not found" - logger.error("Could not find project directory with pyproject.toml") - return - } - - guard let uvPath = self.uvPath else { - masterStatus = "Error: uv not found" - logger.error("Could not find uv executable in common paths") - return - } - - // Cleanup any existing process - cleanupProcess(process: masterProcess, fileHandle: masterFileHandle, pipe: masterStdout) - - masterProcess = Process() - masterStdout = Pipe() - - // Use uv to run the master module - masterProcess?.executableURL = URL(fileURLWithPath: uvPath) - masterProcess?.arguments = ["run", "python", "-m", "master.main"] - masterProcess?.standardOutput = masterStdout - masterProcess?.standardError = masterStdout - - // Set up environment - var env = ProcessInfo.processInfo.environment - env["PYTHONUNBUFFERED"] = "1" - env["PYTHONPATH"] = projectPath.path - - // Set replica mode if not in master mode - if !self.isMasterMode { - env["EXO_RUN_AS_REPLICA"] = "1" - } - - masterProcess?.environment = env - - // Set working directory to project root - masterProcess?.currentDirectoryURL = projectPath - - // Store the file handle - masterFileHandle = handleProcessOutput(masterStdout!, processName: "Master") - - do { - logger.info("Starting master process with \(uvPath) run python -m master.main at \(projectPath.path)") - try masterProcess?.run() - masterStatus = "Running" - - masterProcess?.terminationHandler = { [weak self] process in - DispatchQueue.main.async { - let status = "Stopped (exit: \(process.terminationStatus))" - self?.masterStatus = status - self?.logger.error("Master process terminated: \(status)") - // Cleanup on termination - self?.cleanupProcess(process: self?.masterProcess, - fileHandle: self?.masterFileHandle, - pipe: self?.masterStdout) - } - } - } catch { - masterStatus = "Error: \(error.localizedDescription)" - logger.error("Failed to start master: \(error.localizedDescription)") - cleanupProcess(process: masterProcess, fileHandle: masterFileHandle, pipe: masterStdout) - } - } - - func startWorker() { - guard let projectPath = self.projectPath else { - workerStatus = "Error: Project directory not found" - logger.error("Could not find project directory with pyproject.toml") - return - } - - guard let uvPath = self.uvPath else { - workerStatus = "Error: uv not found" - logger.error("Could not find uv executable in common paths") - return - } - - // Cleanup any existing process - cleanupProcess(process: workerProcess, fileHandle: workerFileHandle, pipe: workerStdout) - - workerProcess = Process() - workerStdout = Pipe() - - // Use uv to run the worker module - workerProcess?.executableURL = URL(fileURLWithPath: uvPath) - workerProcess?.arguments = ["run", "python", "-m", "worker.main"] - workerProcess?.standardOutput = workerStdout - workerProcess?.standardError = workerStdout - - // Set up environment - var env = ProcessInfo.processInfo.environment - env["PYTHONUNBUFFERED"] = "1" - env["PYTHONPATH"] = projectPath.path - workerProcess?.environment = env - - // Set working directory to project root - workerProcess?.currentDirectoryURL = projectPath - - // Store the file handle - workerFileHandle = handleProcessOutput(workerStdout!, processName: "Worker") - - do { - logger.info("Starting worker process with \(uvPath) run python -m worker.main at \(projectPath.path)") - try workerProcess?.run() - workerStatus = "Running" - - workerProcess?.terminationHandler = { [weak self] process in - DispatchQueue.main.async { - let status = "Stopped (exit: \(process.terminationStatus))" - self?.workerStatus = status - self?.logger.error("Worker process terminated: \(status)") - // Cleanup on termination - self?.cleanupProcess(process: self?.workerProcess, - fileHandle: self?.workerFileHandle, - pipe: self?.workerStdout) - } - } - } catch { - workerStatus = "Error: \(error.localizedDescription)" - logger.error("Failed to start worker: \(error.localizedDescription)") - cleanupProcess(process: workerProcess, fileHandle: workerFileHandle, pipe: workerStdout) - } - } - - func stopAll() { - logger.info("Stopping all processes") - - // Clean up master process - cleanupProcess(process: masterProcess, fileHandle: masterFileHandle, pipe: masterStdout) - masterProcess = nil - masterStdout = nil - masterFileHandle = nil - masterStatus = "Stopped" - - // Clean up worker process - cleanupProcess(process: workerProcess, fileHandle: workerFileHandle, pipe: workerStdout) - workerProcess = nil - workerStdout = nil - workerFileHandle = nil - workerStatus = "Stopped" - } - - func checkBinaries() -> Bool { - guard let projectPath = self.projectPath else { - logger.error("Could not find project directory") - return false - } - - guard let uvPath = self.uvPath else { - logger.error("Could not find uv executable") - return false - } - - let fileManager = FileManager.default - let pyprojectPath = projectPath.appendingPathComponent("pyproject.toml").path - let masterPath = projectPath.appendingPathComponent("master/main.py").path - let workerPath = projectPath.appendingPathComponent("worker/main.py").path - - let uvExists = fileManager.fileExists(atPath: uvPath) - let pyprojectExists = fileManager.fileExists(atPath: pyprojectPath) - let masterExists = fileManager.fileExists(atPath: masterPath) - let workerExists = fileManager.fileExists(atPath: workerPath) - - if !uvExists { - logger.error("uv not found at \(uvPath)") - } - if !pyprojectExists { - logger.error("pyproject.toml not found at \(pyprojectPath)") - } - if !masterExists { - logger.error("master/main.py not found at \(masterPath)") - } - if !workerExists { - logger.error("worker/main.py not found at \(workerPath)") - } - - return uvExists && pyprojectExists && masterExists && workerExists - } - - func toggleLoginItem() { - do { - if isLoginItemEnabled { - try loginService.unregister() - } else { - try loginService.register() - } - isLoginItemEnabled = (loginService.status == .enabled) - } catch { - logger.error("Failed to toggle login item: \(error.localizedDescription)") - } - } - - func toggleMasterMode() { - isMasterMode.toggle() - logger.info("Toggling master mode to: \(self.isMasterMode ? "Master" : "Replica")") - - // Restart master process with new mode - if masterProcess?.isRunning == true { - // Clean up current master process - cleanupProcess(process: masterProcess, fileHandle: masterFileHandle, pipe: masterStdout) - masterProcess = nil - masterStdout = nil - masterFileHandle = nil - masterStatus = "Stopped" - - // Start master with new mode after a brief delay - DispatchQueue.main.asyncAfter(deadline: .now() + 0.5) { - self.startMaster() - } - } - } -} \ No newline at end of file diff --git a/app/exov2/exov2/exov2.entitlements b/app/exov2/exov2/exov2.entitlements deleted file mode 100644 index 9b5d06d4..00000000 --- a/app/exov2/exov2/exov2.entitlements +++ /dev/null @@ -1,14 +0,0 @@ - - - - - com.apple.security.app-sandbox - - com.apple.security.cs.allow-unsigned-executable-memory - - com.apple.security.cs.disable-library-validation - - com.apple.security.automation.apple-events - - - diff --git a/app/exov2/exov2/exov2App.swift b/app/exov2/exov2/exov2App.swift deleted file mode 100644 index 2a6910b6..00000000 --- a/app/exov2/exov2/exov2App.swift +++ /dev/null @@ -1,115 +0,0 @@ -// -// exov2App.swift -// exov2 -// -// Created by Sami Khan on 2025-07-27. -// - -import SwiftUI -import AppKit -import Foundation -import OSLog -import ServiceManagement - -@main -struct exov2App: App { - @StateObject private var processManager = ProcessManager() - - private func resizedMenuBarIcon(named: String, size: CGFloat = 18.0) -> NSImage? { - guard let original = NSImage(named: named) else { - print("Failed to load image named: \(named)") - return nil - } - - let resized = NSImage(size: NSSize(width: size, height: size), flipped: false) { rect in - NSGraphicsContext.current?.imageInterpolation = .high - original.draw(in: rect) - return true - } - - resized.isTemplate = false - resized.size = NSSize(width: size, height: size) - return resized - } - - var body: some Scene { - MenuBarExtra { - MenuBarView(processManager: processManager) - } label: { - if let resizedImage = resizedMenuBarIcon(named: "menubar-icon") { - Image(nsImage: resizedImage) - .opacity(processManager.masterStatus == "Running" ? 1.0 : 0.5) - } - } - .menuBarExtraStyle(.window) - } -} - -struct MenuBarView: View { - @ObservedObject var processManager: ProcessManager - - var body: some View { - VStack(alignment: .leading, spacing: 8) { - StatusSection(processManager: processManager) - - Divider() - - Toggle("Launch at Login", isOn: Binding( - get: { processManager.isLoginItemEnabled }, - set: { _ in processManager.toggleLoginItem() } - )) - .padding(.horizontal) - - Toggle("Is Master?", isOn: Binding( - get: { processManager.isMasterMode }, - set: { _ in processManager.toggleMasterMode() } - )) - .padding(.horizontal) - - Divider() - - Button("Quit") { - NSApplication.shared.terminate(nil) - } - } - .padding() - .frame(width: 250) - .onAppear { - if !processManager.checkBinaries() { - showEnvironmentError() - } - } - } - - private func showEnvironmentError() { - let alert = NSAlert() - alert.messageText = "Python Environment Error" - alert.informativeText = "Could not find the required Python environment, uv, or project files. Please ensure uv is installed and the project directory is accessible." - alert.alertStyle = .critical - alert.addButton(withTitle: "OK") - alert.runModal() - NSApplication.shared.terminate(nil) - } -} - -struct StatusSection: View { - @ObservedObject var processManager: ProcessManager - - var body: some View { - VStack(alignment: .leading, spacing: 4) { - HStack { - Text("Master:") - .bold() - Text(processManager.masterStatus) - .foregroundColor(processManager.masterStatus == "Running" ? .green : .red) - } - - HStack { - Text("Worker:") - .bold() - Text(processManager.workerStatus) - .foregroundColor(processManager.workerStatus == "Running" ? .green : .red) - } - } - } -} diff --git a/app/exov2/exov2Tests/exov2Tests.swift b/app/exov2/exov2Tests/exov2Tests.swift deleted file mode 100644 index dd137fbd..00000000 --- a/app/exov2/exov2Tests/exov2Tests.swift +++ /dev/null @@ -1,17 +0,0 @@ -// -// exov2Tests.swift -// exov2Tests -// -// Created by Sami Khan on 2025-07-27. -// - -import Testing -@testable import exov2 - -struct exov2Tests { - - @Test func example() async throws { - // Write your test here and use APIs like `#expect(...)` to check expected conditions. - } - -} diff --git a/app/exov2/exov2UITests/exov2UITests.swift b/app/exov2/exov2UITests/exov2UITests.swift deleted file mode 100644 index db1586a9..00000000 --- a/app/exov2/exov2UITests/exov2UITests.swift +++ /dev/null @@ -1,43 +0,0 @@ -// -// exov2UITests.swift -// exov2UITests -// -// Created by Sami Khan on 2025-07-27. -// - -import XCTest - -final class exov2UITests: XCTestCase { - - override func setUpWithError() throws { - // Put setup code here. This method is called before the invocation of each test method in the class. - - // In UI tests it is usually best to stop immediately when a failure occurs. - continueAfterFailure = false - - // In UI tests it’s important to set the initial state - such as interface orientation - required for your tests before they run. The setUp method is a good place to do this. - } - - override func tearDownWithError() throws { - // Put teardown code here. This method is called after the invocation of each test method in the class. - } - - @MainActor - func testExample() throws { - // UI tests must launch the application that they test. - let app = XCUIApplication() - app.launch() - - // Use XCTAssert and related functions to verify your tests produce the correct results. - } - - @MainActor - func testLaunchPerformance() throws { - if #available(macOS 10.15, iOS 13.0, tvOS 13.0, watchOS 7.0, *) { - // This measures how long it takes to launch your application. - measure(metrics: [XCTApplicationLaunchMetric()]) { - XCUIApplication().launch() - } - } - } -} diff --git a/app/exov2/exov2UITests/exov2UITestsLaunchTests.swift b/app/exov2/exov2UITests/exov2UITestsLaunchTests.swift deleted file mode 100644 index 928b4443..00000000 --- a/app/exov2/exov2UITests/exov2UITestsLaunchTests.swift +++ /dev/null @@ -1,33 +0,0 @@ -// -// exov2UITestsLaunchTests.swift -// exov2UITests -// -// Created by Sami Khan on 2025-07-27. -// - -import XCTest - -final class exov2UITestsLaunchTests: XCTestCase { - - override class var runsForEachTargetApplicationUIConfiguration: Bool { - true - } - - override func setUpWithError() throws { - continueAfterFailure = false - } - - @MainActor - func testLaunch() throws { - let app = XCUIApplication() - app.launch() - - // Insert steps here to perform after app launch but before taking a screenshot, - // such as logging into a test account or navigating somewhere in the app - - let attachment = XCTAttachment(screenshot: app.screenshot()) - attachment.name = "Launch Screen" - attachment.lifetime = .keepAlways - add(attachment) - } -} diff --git a/hosts.json b/hosts.json deleted file mode 100644 index e8452a99..00000000 --- a/hosts.json +++ /dev/null @@ -1 +0,0 @@ -["s17@169.254.17.227", "s18@169.254.27.237"] \ No newline at end of file diff --git a/networking/forwarder/benchmark.sh b/networking/forwarder/benchmark.sh deleted file mode 100755 index 72f4682b..00000000 --- a/networking/forwarder/benchmark.sh +++ /dev/null @@ -1,106 +0,0 @@ -#!/usr/bin/env bash -set -euo pipefail - -NUM_RECORDS="${1:-10000}" -BATCH_SIZE="${2:-100}" - -echo "Running burst benchmark with $NUM_RECORDS records in batches of $BATCH_SIZE..." - -# Build the forwarder binary -BIN_PATH="$(pwd)/forwarder_bin" -BUILD_TMPDIR="$(mktemp -d 2>/dev/null || mktemp -d -t forwarder-build)" -export TMPDIR="$BUILD_TMPDIR" - -pushd . >/dev/null -go build -o "$BIN_PATH" . -popd >/dev/null - -# Temporary workspace -TMP_DIR="$(mktemp -d 2>/dev/null || mktemp -d -t forwarder-burst)" -SRC_DB="$TMP_DIR/src.db" -DST_DB="$TMP_DIR/dst.db" -TABLE="records" -TOPIC="burst_topic_$$" - -# Cleanup function -cleanup() { - echo "Cleaning up…" - kill "${PID1:-}" "${PID2:-}" 2>/dev/null || true - wait "${PID1:-}" "${PID2:-}" 2>/dev/null || true - rm -rf "$TMP_DIR" "$BIN_PATH" "$BUILD_TMPDIR" -} -trap cleanup EXIT - -# Create databases with WAL mode -sqlite3 "$SRC_DB" <"$TMP_DIR/node1.log" 2>&1 & -PID1=$! - -"$BIN_PATH" -node-id node2 "libp2p:${TOPIC}|sqlite:${DST_DB}:${TABLE}" >"$TMP_DIR/node2.log" 2>&1 & -PID2=$! - -# Give nodes time to start -sleep 3 - -echo "Inserting $NUM_RECORDS records in batches of $BATCH_SIZE..." -START_NS=$(date +%s%N) - -# Insert records in batches for high throughput -for batch_start in $(seq 1 $BATCH_SIZE $NUM_RECORDS); do - batch_end=$((batch_start + BATCH_SIZE - 1)) - if [ $batch_end -gt $NUM_RECORDS ]; then - batch_end=$NUM_RECORDS - fi - - # Build values for batch insert - values="" - for i in $(seq $batch_start $batch_end); do - if [ -n "$values" ]; then - values="$values," - fi - values="$values('seednode','seedpath',$i,datetime('now'),'{}')" - done - - # Insert batch - sqlite3 -cmd ".timeout 5000" "$SRC_DB" \ - "INSERT INTO ${TABLE} (source_node_id, source_path, source_row_id, source_timestamp, data) VALUES $values;" - - # Small delay to prevent overwhelming - sleep 0.01 -done - -echo "Waiting for destination to catch up..." - -# Wait for completion -while true; do - dest_count=$(sqlite3 -cmd ".timeout 5000" "$DST_DB" "SELECT IFNULL(COUNT(*),0) FROM ${TABLE};" 2>/dev/null || echo 0) - if [[ "$dest_count" -ge "$NUM_RECORDS" ]]; then - break - fi - echo "Progress: $dest_count / $NUM_RECORDS" - sleep 1 -done - -END_NS=$(date +%s%N) -DURATION_NS=$((END_NS-START_NS)) -THROUGHPUT=$(echo "scale=2; $NUM_RECORDS*1000000000/$DURATION_NS" | bc) - -echo "Forwarded $NUM_RECORDS records in $(printf '%.2f' "$(echo "$DURATION_NS/1000000000" | bc -l)") seconds — $THROUGHPUT records/s" - -# Show some logs -echo "" -echo "=== Node1 Log (last 10 lines) ===" -tail -10 "$TMP_DIR/node1.log" -echo "" -echo "=== Node2 Log (last 10 lines) ===" -tail -10 "$TMP_DIR/node2.log" \ No newline at end of file diff --git a/networking/forwarder/go.mod b/networking/forwarder/go.mod deleted file mode 100644 index 51064579..00000000 --- a/networking/forwarder/go.mod +++ /dev/null @@ -1,114 +0,0 @@ -module forwarder - -go 1.24.5 - -replace lib => ./lib - -replace forwarder/src => ./src - -require ( - github.com/google/uuid v1.6.0 - github.com/libp2p/go-libp2p v0.43.0 - github.com/libp2p/go-libp2p-pubsub v0.14.2 - github.com/mattn/go-sqlite3 v1.14.28 - github.com/multiformats/go-multiaddr v0.16.0 - github.com/stretchr/testify v1.10.0 -) - -require ( - github.com/benbjohnson/clock v1.3.5 // indirect - github.com/beorn7/perks v1.0.1 // indirect - github.com/cespare/xxhash/v2 v2.3.0 // indirect - github.com/davecgh/go-spew v1.1.1 // indirect - github.com/davidlazar/go-crypto v0.0.0-20200604182044-b73af7476f6c // indirect - github.com/decred/dcrd/dcrec/secp256k1/v4 v4.4.0 // indirect - github.com/flynn/noise v1.1.0 // indirect - github.com/francoispqt/gojay v1.2.13 // indirect - github.com/gogo/protobuf v1.3.2 // indirect - github.com/google/gopacket v1.1.19 // indirect - github.com/gorilla/websocket v1.5.3 // indirect - github.com/hashicorp/golang-lru/v2 v2.0.7 // indirect - github.com/huin/goupnp v1.3.0 // indirect - github.com/ipfs/go-cid v0.5.0 // indirect - github.com/ipfs/go-log/v2 v2.6.0 // indirect - github.com/jackpal/go-nat-pmp v1.0.2 // indirect - github.com/jbenet/go-temp-err-catcher v0.1.0 // indirect - github.com/klauspost/compress v1.18.0 // indirect - github.com/klauspost/cpuid/v2 v2.2.10 // indirect - github.com/koron/go-ssdp v0.0.6 // indirect - github.com/libp2p/go-buffer-pool v0.1.0 // indirect - github.com/libp2p/go-flow-metrics v0.2.0 // indirect - github.com/libp2p/go-libp2p-asn-util v0.4.1 // indirect - github.com/libp2p/go-msgio v0.3.0 // indirect - github.com/libp2p/go-netroute v0.2.2 // indirect - github.com/libp2p/go-reuseport v0.4.0 // indirect - github.com/libp2p/go-yamux/v5 v5.0.1 // indirect - github.com/libp2p/zeroconf/v2 v2.2.0 // indirect - github.com/marten-seemann/tcp v0.0.0-20210406111302-dfbc87cc63fd // indirect - github.com/mattn/go-isatty v0.0.20 // indirect - github.com/miekg/dns v1.1.66 // indirect - github.com/mikioh/tcpinfo v0.0.0-20190314235526-30a79bb1804b // indirect - github.com/mikioh/tcpopt v0.0.0-20190314235656-172688c1accc // indirect - github.com/minio/sha256-simd v1.0.1 // indirect - github.com/mr-tron/base58 v1.2.0 // indirect - github.com/multiformats/go-base32 v0.1.0 // indirect - github.com/multiformats/go-base36 v0.2.0 // indirect - github.com/multiformats/go-multiaddr-dns v0.4.1 // indirect - github.com/multiformats/go-multiaddr-fmt v0.1.0 // indirect - github.com/multiformats/go-multibase v0.2.0 // indirect - github.com/multiformats/go-multicodec v0.9.1 // indirect - github.com/multiformats/go-multihash v0.2.3 // indirect - github.com/multiformats/go-multistream v0.6.1 // indirect - github.com/multiformats/go-varint v0.0.7 // indirect - github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect - github.com/pbnjay/memory v0.0.0-20210728143218-7b4eea64cf58 // indirect - github.com/pion/datachannel v1.5.10 // indirect - github.com/pion/dtls/v2 v2.2.12 // indirect - github.com/pion/dtls/v3 v3.0.6 // indirect - github.com/pion/ice/v4 v4.0.10 // indirect - github.com/pion/interceptor v0.1.40 // indirect - github.com/pion/logging v0.2.3 // indirect - github.com/pion/mdns/v2 v2.0.7 // indirect - github.com/pion/randutil v0.1.0 // indirect - github.com/pion/rtcp v1.2.15 // indirect - github.com/pion/rtp v1.8.19 // indirect - github.com/pion/sctp v1.8.39 // indirect - github.com/pion/sdp/v3 v3.0.13 // indirect - github.com/pion/srtp/v3 v3.0.6 // indirect - github.com/pion/stun v0.6.1 // indirect - github.com/pion/stun/v3 v3.0.0 // indirect - github.com/pion/transport/v2 v2.2.10 // indirect - github.com/pion/transport/v3 v3.0.7 // indirect - github.com/pion/turn/v4 v4.0.2 // indirect - github.com/pion/webrtc/v4 v4.1.2 // indirect - github.com/pmezard/go-difflib v1.0.0 // indirect - github.com/prometheus/client_golang v1.22.0 // indirect - github.com/prometheus/client_model v0.6.2 // indirect - github.com/prometheus/common v0.64.0 // indirect - github.com/prometheus/procfs v0.16.1 // indirect - github.com/quic-go/qpack v0.5.1 // indirect - github.com/quic-go/quic-go v0.54.0 // indirect - github.com/quic-go/webtransport-go v0.9.0 // indirect - github.com/rogpeppe/go-internal v1.13.1 // indirect - github.com/spaolacci/murmur3 v1.1.0 // indirect - github.com/wlynxg/anet v0.0.5 // indirect - go.uber.org/dig v1.19.0 // indirect - go.uber.org/fx v1.24.0 // indirect - go.uber.org/mock v0.5.2 // indirect - go.uber.org/multierr v1.11.0 // indirect - go.uber.org/zap v1.27.0 // indirect - golang.org/x/crypto v0.39.0 // indirect - golang.org/x/exp v0.0.0-20250606033433-dcc06ee1d476 // indirect - golang.org/x/mod v0.25.0 // indirect - golang.org/x/net v0.41.0 // indirect - golang.org/x/sync v0.16.0 // indirect - golang.org/x/sys v0.35.0 // indirect - golang.org/x/text v0.26.0 // indirect - golang.org/x/time v0.12.0 // indirect - golang.org/x/tools v0.34.0 // indirect - google.golang.org/protobuf v1.36.6 // indirect - gopkg.in/yaml.v3 v3.0.1 // indirect - lukechampine.com/blake3 v1.4.1 // indirect -) - -// Remember to run `go mod tidy` after adding dependencies. diff --git a/networking/forwarder/go.sum b/networking/forwarder/go.sum deleted file mode 100644 index 2d13eb91..00000000 --- a/networking/forwarder/go.sum +++ /dev/null @@ -1,472 +0,0 @@ -cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= -cloud.google.com/go v0.31.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= -cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= -cloud.google.com/go v0.37.0/go.mod h1:TS1dMSSfndXH133OKGwekG838Om/cQT0BUHV3HcBgoo= -dmitri.shuralyov.com/app/changes v0.0.0-20180602232624-0a106ad413e3/go.mod h1:Yl+fi1br7+Rr3LqpNJf1/uxUdtRUV+Tnj0o93V2B9MU= -dmitri.shuralyov.com/html/belt v0.0.0-20180602232347-f7d459c86be0/go.mod h1:JLBrvjyP0v+ecvNYvCpyZgu5/xkfAUhi6wJj28eUfSU= -dmitri.shuralyov.com/service/change v0.0.0-20181023043359-a85b471d5412/go.mod h1:a1inKt/atXimZ4Mv927x+r7UpyzRUf4emIoiiSC2TN4= -dmitri.shuralyov.com/state v0.0.0-20180228185332-28bcc343414c/go.mod h1:0PRwlb0D6DFvNNtx+9ybjezNCa8XF0xaYcETyp6rHWU= -git.apache.org/thrift.git v0.0.0-20180902110319-2566ecd5d999/go.mod h1:fPE2ZNJGynbRyZ4dJvy6G277gSllfV2HJqblrnkyeyg= -github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU= -github.com/anmitsu/go-shlex v0.0.0-20161002113705-648efa622239/go.mod h1:2FmKhYUyUczH0OGQWaF5ceTx0UBShxjsH6f8oGKYe2c= -github.com/benbjohnson/clock v1.3.5 h1:VvXlSJBzZpA/zum6Sj74hxwYI2DIxRWuNIoXAzHZz5o= -github.com/benbjohnson/clock v1.3.5/go.mod h1:J11/hYXuz8f4ySSvYwY0FKfm+ezbsZBKZxNJlLklBHA= -github.com/beorn7/perks v0.0.0-20180321164747-3a771d992973/go.mod h1:Dwedo/Wpr24TaqPxmxbtue+5NUziq4I4S80YR8gNf3Q= -github.com/beorn7/perks v1.0.1 h1:VlbKKnNfV8bJzeqoa4cOKqO6bYr3WgKZxO8Z16+hsOM= -github.com/beorn7/perks v1.0.1/go.mod h1:G2ZrVWU2WbWT9wwq4/hrbKbnv/1ERSJQ0ibhJ6rlkpw= -github.com/bradfitz/go-smtpd v0.0.0-20170404230938-deb6d6237625/go.mod h1:HYsPBTaaSFSlLx/70C2HPIMNZpVV8+vt/A+FMnYP11g= 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v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk= -gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q= -gopkg.in/inf.v0 v0.9.1/go.mod h1:cWUDdTG/fYaXco+Dcufb5Vnc6Gp2YChqWtbxRZE0mXw= -gopkg.in/yaml.v2 v2.2.1/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI= -gopkg.in/yaml.v2 v2.2.2/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI= -gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM= -gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA= -gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM= -grpc.go4.org v0.0.0-20170609214715-11d0a25b4919/go.mod h1:77eQGdRu53HpSqPFJFmuJdjuHRquDANNeA4x7B8WQ9o= -honnef.co/go/tools v0.0.0-20180728063816-88497007e858/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4= -honnef.co/go/tools v0.0.0-20190102054323-c2f93a96b099/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4= -honnef.co/go/tools v0.0.0-20190106161140-3f1c8253044a/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4= -lukechampine.com/blake3 v1.4.1 h1:I3Smz7gso8w4/TunLKec6K2fn+kyKtDxr/xcQEN84Wg= -lukechampine.com/blake3 v1.4.1/go.mod h1:QFosUxmjB8mnrWFSNwKmvxHpfY72bmD2tQ0kBMM3kwo= -sourcegraph.com/sourcegraph/go-diff v0.5.0/go.mod h1:kuch7UrkMzY0X+p9CRK03kfuPQ2zzQcaEFbx8wA8rck= -sourcegraph.com/sqs/pbtypes v0.0.0-20180604144634-d3ebe8f20ae4/go.mod h1:ketZ/q3QxT9HOBeFhu6RdvsftgpsbFHBF5Cas6cDKZ0= diff --git a/networking/forwarder/lib/go.mod b/networking/forwarder/lib/go.mod deleted file mode 100644 index 9f10985e..00000000 --- a/networking/forwarder/lib/go.mod +++ /dev/null @@ -1,106 +0,0 @@ -module lib - -go 1.24.5 - -require ( - github.com/ipfs/go-log/v2 v2.6.0 - github.com/stretchr/testify v1.10.0 - golang.org/x/sys v0.35.0 -) - -require ( - github.com/benbjohnson/clock v1.3.5 // indirect - github.com/beorn7/perks v1.0.1 // indirect - github.com/cespare/xxhash/v2 v2.3.0 // indirect - github.com/davidlazar/go-crypto v0.0.0-20200604182044-b73af7476f6c // indirect - github.com/decred/dcrd/dcrec/secp256k1/v4 v4.4.0 // indirect - github.com/flynn/noise v1.1.0 // indirect - github.com/francoispqt/gojay v1.2.13 // indirect - github.com/google/gopacket v1.1.19 // indirect - github.com/google/uuid v1.6.0 // indirect - github.com/gorilla/websocket v1.5.3 // indirect - github.com/huin/goupnp v1.3.0 // indirect - github.com/ipfs/go-cid v0.5.0 // indirect - github.com/jackpal/go-nat-pmp v1.0.2 // indirect - github.com/jbenet/go-temp-err-catcher v0.1.0 // indirect - github.com/klauspost/compress v1.18.0 // indirect - github.com/klauspost/cpuid/v2 v2.2.10 // indirect - github.com/koron/go-ssdp v0.0.6 // indirect - github.com/libp2p/go-buffer-pool v0.1.0 // indirect - github.com/libp2p/go-flow-metrics v0.2.0 // indirect - github.com/libp2p/go-libp2p-asn-util v0.4.1 // indirect - github.com/libp2p/go-msgio v0.3.0 // indirect - github.com/libp2p/go-netroute v0.2.2 // indirect - github.com/libp2p/go-reuseport v0.4.0 // indirect - github.com/libp2p/go-yamux/v5 v5.0.1 // indirect - github.com/marten-seemann/tcp v0.0.0-20210406111302-dfbc87cc63fd // indirect - github.com/mattn/go-isatty v0.0.20 // indirect - github.com/miekg/dns v1.1.66 // indirect - github.com/mikioh/tcpinfo v0.0.0-20190314235526-30a79bb1804b // indirect - github.com/mikioh/tcpopt v0.0.0-20190314235656-172688c1accc // indirect - github.com/minio/sha256-simd v1.0.1 // indirect - github.com/mr-tron/base58 v1.2.0 // indirect - github.com/multiformats/go-base32 v0.1.0 // indirect - github.com/multiformats/go-base36 v0.2.0 // indirect - github.com/multiformats/go-multiaddr v0.16.0 // indirect - github.com/multiformats/go-multiaddr-dns v0.4.1 // indirect - github.com/multiformats/go-multiaddr-fmt v0.1.0 // indirect - github.com/multiformats/go-multibase v0.2.0 // indirect - github.com/multiformats/go-multicodec v0.9.1 // indirect - github.com/multiformats/go-multihash v0.2.3 // indirect - github.com/multiformats/go-multistream v0.6.1 // indirect - github.com/multiformats/go-varint v0.0.7 // indirect - github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect - github.com/pbnjay/memory v0.0.0-20210728143218-7b4eea64cf58 // indirect - github.com/pion/datachannel v1.5.10 // indirect - github.com/pion/dtls/v2 v2.2.12 // indirect - github.com/pion/dtls/v3 v3.0.6 // indirect - github.com/pion/ice/v4 v4.0.10 // indirect - github.com/pion/interceptor v0.1.40 // indirect - github.com/pion/logging v0.2.3 // indirect - github.com/pion/mdns/v2 v2.0.7 // indirect - github.com/pion/randutil v0.1.0 // indirect - github.com/pion/rtcp v1.2.15 // indirect - github.com/pion/rtp v1.8.19 // indirect - github.com/pion/sctp v1.8.39 // indirect - github.com/pion/sdp/v3 v3.0.13 // indirect - github.com/pion/srtp/v3 v3.0.6 // indirect - github.com/pion/stun v0.6.1 // indirect - github.com/pion/stun/v3 v3.0.0 // indirect - github.com/pion/transport/v2 v2.2.10 // indirect - github.com/pion/transport/v3 v3.0.7 // indirect - github.com/pion/turn/v4 v4.0.2 // indirect - github.com/pion/webrtc/v4 v4.1.2 // indirect - github.com/prometheus/client_golang v1.22.0 // indirect - github.com/prometheus/client_model v0.6.2 // indirect - github.com/prometheus/common v0.64.0 // indirect - github.com/prometheus/procfs v0.16.1 // indirect - github.com/quic-go/qpack v0.5.1 // indirect - github.com/quic-go/quic-go v0.54.0 // indirect - github.com/quic-go/webtransport-go v0.9.0 // indirect - github.com/spaolacci/murmur3 v1.1.0 // indirect - github.com/wlynxg/anet v0.0.5 // indirect - go.uber.org/dig v1.19.0 // indirect - go.uber.org/fx v1.24.0 // indirect - go.uber.org/mock v0.5.2 // indirect - go.uber.org/multierr v1.11.0 // indirect - go.uber.org/zap v1.27.0 // indirect - golang.org/x/crypto v0.39.0 // indirect - golang.org/x/exp v0.0.0-20250606033433-dcc06ee1d476 // indirect - golang.org/x/mod v0.25.0 // indirect - golang.org/x/net v0.41.0 // indirect - golang.org/x/text v0.26.0 // indirect - golang.org/x/time v0.12.0 // indirect - golang.org/x/tools v0.34.0 // indirect - google.golang.org/protobuf v1.36.6 // indirect - lukechampine.com/blake3 v1.4.1 // indirect -) - -require ( - github.com/davecgh/go-spew v1.1.1 // indirect - github.com/libp2p/go-libp2p v0.43.0 - github.com/pdgendt/cobs v1.1.0 - github.com/pmezard/go-difflib v1.0.0 // indirect - golang.org/x/sync v0.16.0 - gopkg.in/yaml.v3 v3.0.1 // indirect -) diff --git a/networking/forwarder/lib/go.sum b/networking/forwarder/lib/go.sum deleted file mode 100644 index b4e5ba17..00000000 --- a/networking/forwarder/lib/go.sum +++ /dev/null @@ -1,443 +0,0 @@ -cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= -cloud.google.com/go v0.31.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= -cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= -cloud.google.com/go v0.37.0/go.mod h1:TS1dMSSfndXH133OKGwekG838Om/cQT0BUHV3HcBgoo= -dmitri.shuralyov.com/app/changes v0.0.0-20180602232624-0a106ad413e3/go.mod h1:Yl+fi1br7+Rr3LqpNJf1/uxUdtRUV+Tnj0o93V2B9MU= -dmitri.shuralyov.com/html/belt v0.0.0-20180602232347-f7d459c86be0/go.mod h1:JLBrvjyP0v+ecvNYvCpyZgu5/xkfAUhi6wJj28eUfSU= -dmitri.shuralyov.com/service/change v0.0.0-20181023043359-a85b471d5412/go.mod h1:a1inKt/atXimZ4Mv927x+r7UpyzRUf4emIoiiSC2TN4= -dmitri.shuralyov.com/state v0.0.0-20180228185332-28bcc343414c/go.mod h1:0PRwlb0D6DFvNNtx+9ybjezNCa8XF0xaYcETyp6rHWU= -git.apache.org/thrift.git v0.0.0-20180902110319-2566ecd5d999/go.mod h1:fPE2ZNJGynbRyZ4dJvy6G277gSllfV2HJqblrnkyeyg= -github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU= -github.com/anmitsu/go-shlex v0.0.0-20161002113705-648efa622239/go.mod h1:2FmKhYUyUczH0OGQWaF5ceTx0UBShxjsH6f8oGKYe2c= -github.com/benbjohnson/clock v1.3.5 h1:VvXlSJBzZpA/zum6Sj74hxwYI2DIxRWuNIoXAzHZz5o= -github.com/benbjohnson/clock v1.3.5/go.mod h1:J11/hYXuz8f4ySSvYwY0FKfm+ezbsZBKZxNJlLklBHA= -github.com/beorn7/perks v0.0.0-20180321164747-3a771d992973/go.mod h1:Dwedo/Wpr24TaqPxmxbtue+5NUziq4I4S80YR8gNf3Q= -github.com/beorn7/perks v1.0.1 h1:VlbKKnNfV8bJzeqoa4cOKqO6bYr3WgKZxO8Z16+hsOM= -github.com/beorn7/perks v1.0.1/go.mod h1:G2ZrVWU2WbWT9wwq4/hrbKbnv/1ERSJQ0ibhJ6rlkpw= -github.com/bradfitz/go-smtpd v0.0.0-20170404230938-deb6d6237625/go.mod h1:HYsPBTaaSFSlLx/70C2HPIMNZpVV8+vt/A+FMnYP11g= -github.com/buger/jsonparser v0.0.0-20181115193947-bf1c66bbce23/go.mod h1:bbYlZJ7hK1yFx9hf58LP0zeX7UjIGs20ufpu3evjr+s= -github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs= -github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs= -github.com/client9/misspell v0.3.4/go.mod h1:qj6jICC3Q7zFZvVWo7KLAzC3yx5G7kyvSDkc90ppPyw= -github.com/coreos/go-systemd v0.0.0-20181012123002-c6f51f82210d/go.mod h1:F5haX7vjVVG0kc13fIWeqUViNPyEJxv/OmvnBo0Yme4= -github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38= -github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c= -github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38= -github.com/davidlazar/go-crypto v0.0.0-20200604182044-b73af7476f6c h1:pFUpOrbxDR6AkioZ1ySsx5yxlDQZ8stG2b88gTPxgJU= -github.com/davidlazar/go-crypto v0.0.0-20200604182044-b73af7476f6c/go.mod h1:6UhI8N9EjYm1c2odKpFpAYeR8dsBeM7PtzQhRgxRr9U= -github.com/decred/dcrd/crypto/blake256 v1.1.0 h1:zPMNGQCm0g4QTY27fOCorQW7EryeQ/U0x++OzVrdms8= -github.com/decred/dcrd/crypto/blake256 v1.1.0/go.mod h1:2OfgNZ5wDpcsFmHmCK5gZTPcCXqlm2ArzUIkw9czNJo= -github.com/decred/dcrd/dcrec/secp256k1/v4 v4.4.0 h1:NMZiJj8QnKe1LgsbDayM4UoHwbvwDRwnI3hwNaAHRnc= -github.com/decred/dcrd/dcrec/secp256k1/v4 v4.4.0/go.mod h1:ZXNYxsqcloTdSy/rNShjYzMhyjf0LaoftYK0p+A3h40= -github.com/dustin/go-humanize v1.0.0/go.mod h1:HtrtbFcZ19U5GC7JDqmcUSB87Iq5E25KnS6fMYU6eOk= -github.com/flynn/go-shlex 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a/networking/forwarder/lib/ipc/flock_mutex.go b/networking/forwarder/lib/ipc/flock_mutex.go deleted file mode 100644 index a15775ff..00000000 --- a/networking/forwarder/lib/ipc/flock_mutex.go +++ /dev/null @@ -1,208 +0,0 @@ -//go:build unix - -package ipc - -import ( - "errors" - "syscall" - "time" - - "golang.org/x/sys/unix" -) - -var ( - ErrFileDescriptorAlreadyOpen = errors.New("file descriptor not open") - ErrFileDescriptorNotOpen = errors.New("file descriptor not open") - ErrLockAlreadyHeld = errors.New("lock already held") - ErrLockNotHeld = errors.New("lock not held") -) - -const ( - // open in read-write mode, creates file if it doesn't exist already, - // closes this file descriptor in any children processes (prevents FD leaking), - // truncates this file on opening (lock-files shouldn't hold content FOR NOW!!!) - // - // SEE: https://man7.org/linux/man-pages/man2/openat.2.html - flockMutexOpenFlags int = syscall.O_RDWR | syscall.O_CREAT | syscall.O_CLOEXEC | syscall.O_TRUNC - - // 0x644 mode flags -> user has read-write permissions, others have read permission only - // SEE: https://man7.org/linux/man-pages/man2/openat.2.html - flockMutexModeFlags uint32 = syscall.S_IRUSR | syscall.S_IWUSR | syscall.S_IRGRP | syscall.S_IROTH - - // default poll-interval for spin-blocking lock - flockMutexPollInterval = 50 * time.Millisecond -) - -type LockType int - -const ( - ReadLock LockType = syscall.LOCK_SH - WriteLock LockType = syscall.LOCK_EX - LockMissing LockType = -1 -) - -type AcquireMode int - -const ( - OsBlocking AcquireMode = iota - SpinBlocking - NonBlocking -) - -type FlockMutex struct { - filePath string - fd int - lockHeld LockType -} - -func NewFlockMutex(filePath string) *FlockMutex { - return &FlockMutex{ - filePath: filePath, - fd: -1, - lockHeld: LockMissing, - } -} - -func (mu *FlockMutex) openFd() error { - if mu.fd != -1 { - return ErrFileDescriptorAlreadyOpen - } - // TODO: ensure_directory_exists(mu.filePath) - - // open file & TRY to change permissions to `modeFlags` flags - fd, err := unix.Open(mu.filePath, flockMutexOpenFlags, flockMutexModeFlags) - if err != nil { - return err - } else { - mu.fd = fd - _ = unix.Fchmod(fd, flockMutexModeFlags) // This locked is not owned by this UID - } - return nil -} - -func (mu *FlockMutex) closeFd() error { - if mu.fd == -1 { - return ErrFileDescriptorNotOpen - } - - if err := unix.Close(mu.fd); err != nil { - mu.fd = -1 - return err - } - - mu.fd = -1 - return nil -} - -func (mu *FlockMutex) acquire(lockType LockType, blocking bool) (bool, error) { - // enforce preconditions/sanity checks - if mu.fd == -1 { - return false, ErrFileDescriptorNotOpen - } - if mu.lockHeld != LockMissing { - return false, ErrLockAlreadyHeld - } - - // create flags for acquiring lock - var flags = int(lockType) - if !blocking { - flags |= syscall.LOCK_NB - } - - // continually try to acquire lock (since it may fail due to interrupts) - for { - if err := unix.Flock(mu.fd, flags); err != nil { - if errno, ok := err.(unix.Errno); ok { - // call interrupted by signal -> try again - if errno == unix.EINTR { - continue - } - - // file is locked & non-blocking is enabled -> return false to indicate - if errno == unix.EWOULDBLOCK { - return false, nil - } - } - - // unhandleable errors -> close FD & return error - _ = mu.closeFd() // TODO: how to merge Go errors ??? - return false, err - } - break - } - - // set lock-type held - mu.lockHeld = lockType - return true, nil -} - -func (mu *FlockMutex) release() error { - // enforce preconditions/sanity checks - if mu.fd == -1 { - return ErrFileDescriptorNotOpen - } - if mu.lockHeld == LockMissing { - return ErrLockNotHeld - } - - // continually try to release lock (since it may fail due to interrupts) - for { - if err := unix.Flock(mu.fd, syscall.LOCK_UN); err != nil { - if errno, ok := err.(unix.Errno); ok { - // call interrupted by signal -> try again - if errno == unix.EINTR { - continue - } - } - - // unhandleable errors -> close FD & return error - mu.lockHeld = LockMissing - _ = mu.closeFd() // TODO: how to merge Go errors ??? - return err - } - break - } - - mu.lockHeld = LockMissing - return nil -} - -func (mu *FlockMutex) Acquire(lockType LockType, acquireMode AcquireMode) (bool, error) { - // open file if missing - if mu.fd == -1 { - if err := mu.openFd(); err != nil { - return false, err - } - } - - // OS-blocking & non-blocking is direct passthrough to private function - switch acquireMode { - case OsBlocking: - return mu.acquire(lockType, true) - case NonBlocking: - return mu.acquire(lockType, false) - } - - // spin-blocking works by trying to acquire the lock in non-blocking mode, and retrying until success - for { - locked, err := mu.acquire(lockType, false) - if err != nil { - return false, err - } - if locked { - return true, err - } - time.Sleep(flockMutexPollInterval) - } -} - -func (mu *FlockMutex) Release(lockType LockType, acquireMode AcquireMode) error { - if err := mu.release(); err != nil { - _ = mu.closeFd() // TODO: how to merge Go errors ??? - return err - } - if err := mu.closeFd(); err != nil { - return err - } - return nil -} diff --git a/networking/forwarder/lib/ipc/flock_mutex_test.go b/networking/forwarder/lib/ipc/flock_mutex_test.go deleted file mode 100644 index b0cb136f..00000000 --- a/networking/forwarder/lib/ipc/flock_mutex_test.go +++ /dev/null @@ -1,86 +0,0 @@ -//go:build unix - -package ipc - -import ( - "os" - "testing" - - "github.com/stretchr/testify/assert" -) - -func check(t *testing.T, err error) { - if err != nil { - t.Fatalf("unexpected error: %v", err) - } -} - -func makeTempPath(t *testing.T, pattern string) string { - f, err := os.CreateTemp("", pattern) - check(t, err) - name := f.Name() - defer os.Remove(name) - return name -} - -func TestLockHeld(t *testing.T) { - path := makeTempPath(t, "testing_flock.lock") - defer os.Remove(path) - mu := NewFlockMutex(path) - - assert.Equal(t, LockMissing, mu.lockHeld) - - acquired, err := mu.Acquire(WriteLock, SpinBlocking) - check(t, err) - assert.True(t, acquired) - assert.Equal(t, WriteLock, mu.lockHeld) - check(t, mu.release()) - - assert.Equal(t, LockMissing, mu.lockHeld) - - acquired, err = mu.Acquire(ReadLock, SpinBlocking) - check(t, err) - assert.True(t, acquired) - assert.Equal(t, ReadLock, mu.lockHeld) - check(t, mu.release()) - - assert.Equal(t, LockMissing, mu.lockHeld) -} - -func TestNoReentrantLock(t *testing.T) { - path := makeTempPath(t, "testing_flock.lock") - defer os.Remove(path) - mu := NewFlockMutex(path) - - // no write-lock reentrancy - acquired, err := mu.Acquire(WriteLock, SpinBlocking) - check(t, err) - assert.True(t, acquired) - { - acquired, err = mu.Acquire(WriteLock, SpinBlocking) - assert.False(t, acquired) - assert.Equal(t, ErrLockAlreadyHeld, err) - } - { - acquired, err = mu.Acquire(ReadLock, SpinBlocking) - assert.False(t, acquired) - assert.Equal(t, ErrLockAlreadyHeld, err) - } - check(t, mu.release()) - - // no read-lock reentrancy - acquired, err = mu.Acquire(ReadLock, SpinBlocking) - check(t, err) - assert.True(t, acquired) - { - acquired, err = mu.Acquire(WriteLock, SpinBlocking) - assert.False(t, acquired) - assert.Equal(t, ErrLockAlreadyHeld, err) - } - { - acquired, err = mu.Acquire(ReadLock, SpinBlocking) - assert.False(t, acquired) - assert.Equal(t, ErrLockAlreadyHeld, err) - } - check(t, mu.release()) -} diff --git a/networking/forwarder/lib/ipc/pipe_duplex.go b/networking/forwarder/lib/ipc/pipe_duplex.go deleted file mode 100644 index eeb0a396..00000000 --- a/networking/forwarder/lib/ipc/pipe_duplex.go +++ /dev/null @@ -1,400 +0,0 @@ -//go:build unix - -package ipc - -import ( - "bytes" - "context" - "errors" - "io/fs" - "lib" - "log" - "os" - "sync" - "syscall" - "time" - - "github.com/pdgendt/cobs" - "golang.org/x/sync/errgroup" - "golang.org/x/sys/unix" -) - -var ( - ErrInOutPipesAreSame = errors.New("the in-pipe and out-pipe are the same") - ErrExistingFileNotFifo = errors.New("the existing file is not a FIFO") -) - -const ( - pipeDuplexOpenReaderFlags = syscall.O_RDONLY | syscall.O_NONBLOCK - pipeDuplexOpenWriterFlags = syscall.O_WRONLY | syscall.O_NONBLOCK - pipeDuplexModeFlags = syscall.S_IRUSR | syscall.S_IWUSR | syscall.S_IRGRP | syscall.S_IROTH - pipeDuplexPollInterval = 50 * time.Millisecond - pipeDuplex_PIPE_BUF = 4096 -) - -// Signal messages range from 1 to 255 & indicate control flow for the bytestream of the pipe. -type SignalMessage byte - -const ( - // DISCARD_PREVIOUS tells the receiver to discard previous partial work. - DiscardPrevious SignalMessage = 0x01 -) - -type OnMessage = func(msg []byte) error - -// Creates a named-pipe communication duplex. Creates a named-pipe communication duplex. -// The reader end is responsible for creating the pipe. -// -// The layers are: -// 1. Raw binary data over pipes -// 2. Variable-length binary packets with COBS -// 3. JSON-like values with Message Pack -type PipeDuplex struct { - inPath string - outPath string - - rawOutMu sync.Mutex - rawOut chan []byte - - ctx context.Context - cancel context.CancelFunc - errg *errgroup.Group -} - -func NewPipeDuplex(inPath, outPath string, onMessage OnMessage) (*PipeDuplex, error) { - // they must be different files - if inPath == outPath { - return nil, ErrInOutPipesAreSame - } - // pipes should only ever be created, and only by the reader (one-way operations) - if err := ensureFifoExists(inPath); err != nil { - return nil, err - } - - ctx, cancel := context.WithCancel(context.Background()) - errg, ctx := errgroup.WithContext(ctx) - p := &PipeDuplex{ - inPath: inPath, - outPath: outPath, - - rawOut: make(chan []byte, 128), // TODO: decide on size of this w/ constant?? - - ctx: ctx, - cancel: cancel, - errg: errg, - } - // Reader - p.errg.Go(func() error { - return p.pipeBufferReader(onMessage) - }) - - // Writer - p.errg.Go(func() error { - return p.pipeBufferWriter() - }) - - return p, nil -} - -// Close stops all goroutines and waits for them to exit. -func (p *PipeDuplex) Close() error { - p.cancel() - - // this channel is exclusively written to via methods on this object handle, so it is its owner; - // owners must be the ones to close channels to avoid race conditions - defer func() { - // lock channel to avoid race conditions when closing - p.rawOutMu.Lock() - defer p.rawOutMu.Unlock() - - close(p.rawOut) - }() - - return p.errg.Wait() -} - -// SendMessage MessagePack-encodes a "value" and enqueues it to the writer. -func (p *PipeDuplex) SendMessage(msg []byte) error { - // lock channel to avoid race conditions when closing - p.rawOutMu.Lock() - defer p.rawOutMu.Unlock() - - // send message bytes over outRaw channel - select { - case p.rawOut <- msg: - // TODO: could this trigger a race condition if calling Close() immediately after SendMessage()??? - // should I lock p.rawOut w/ a mutex?? - return nil - case <-p.ctx.Done(): - return nil - } -} - -func (p *PipeDuplex) InPath() string { return p.inPath } -func (p *PipeDuplex) OutPath() string { return p.outPath } - -// ===== Private ===== - -func ensureFifoExists(path string) error { - // try to make a file if one doesn't exist already - // TODO: add equivalent of `ensure_parent_directory_exists(path)` here !!!!!! <- may cause bugs w/out it??? - if err := unix.Mkfifo(path, pipeDuplexModeFlags); err != nil { - if errno, ok := err.(unix.Errno); ok { - // misc error, do not handle - if errno != unix.EEXIST { - return err - } - - // ensure the file exists is FIFO - fi, err := os.Stat(path) - if err != nil { - return err // misc error, do not handle - } - if fi.Mode()&fs.ModeNamedPipe == 0 { - return ErrExistingFileNotFifo - } - return nil - } else { - return err // misc error, do not handle - } - } - return nil -} - -func (p *PipeDuplex) pipeBufferReader(onMessage OnMessage) error { - // open reader in nonblocking mode -> should not fail & immediately open; - // this marks when the writer process has "started" - fd, err := unix.Open(p.inPath, pipeDuplexOpenReaderFlags, pipeDuplexModeFlags) - if err != nil { - return err - } - defer unix.Close(fd) - - // continually pull from the pipe and interpret messages as such: - // - all messages are separated/framed by NULL bytes (zero) - // - messages with >=2 bytes are COBS-encoded messages, because - // the smallest COBS-encoded message is 2 bytes - // - 1-byte messages are therefore to be treated as control signals - var buf []byte // accumulation buffer - for { - select { // check for kill-signal - case <-p.ctx.Done(): - return nil - default: - } - - // read available data (and try again if nothing) - data := make([]byte, pipeDuplex_PIPE_BUF) - n, err := unix.Read(fd, data) - if err != nil { - errno, ok := err.(unix.Errno) - if !ok || errno != unix.EAGAIN { - return err - } - - // if there is a writer connected & the buffer is empty, this would block - // so we must consume this error gracefully and try again - time.Sleep(pipeDuplexPollInterval) - continue - } - if n == 0 { - time.Sleep(pipeDuplexPollInterval) - continue - } - - // extend buffer with new data - buf = append(buf, data[:n]...) - - // if there are no NULL bytes in the buffer, no new message has been formed - chunks := bytes.Split(buf, []byte{0x00}) - if len(chunks) == 1 { - continue - } - - // last chunk is always an unfinished message, so that becomes our new buffer; - // the rest should be decoded as either signals or COBS and put on queue - buf = chunks[len(chunks)-1] - for i := 0; i < len(chunks)-1; i++ { - chunk := chunks[i] - - // ignore empty messages (they mean nothing) - if len(chunk) == 0 { - continue - } - - // interpret 1-byte messages as signals (they indicate control-flow on messages) - if len(chunk) == 1 { - log.Printf("(reader): gotten control signal: %v", chunk[0]) - // TODO: do some kind of stuff here?? - continue - } - - // interpret >=2 byte messages as COBS-encoded data (decode them) - decoded, err := cobs.Decode(chunk) - if err != nil { - return err - } - - // call the callback to handle message - if err := onMessage(decoded); err != nil { - return err - } - } - } -} - -func (p *PipeDuplex) pipeBufferWriter() error { - log.Printf("(writer): started") - - // continually attempt to open FIFO for reading in nonblocking mode -> will error that: - // - ENOENT[2] No such file or directory: until a reader creates FIFO - // - ENXIO[6] No such device or address: until a reader opens FIFO - fd := -1 - for { - select { // check for kill-signal - case <-p.ctx.Done(): - return nil - default: - } - - tempFd, err := unix.Open(p.outPath, pipeDuplexOpenWriterFlags, pipeDuplexModeFlags) - if err != nil { - if errno, ok := err.(unix.Errno); ok { - // misc error, do not handle - if !(errno == unix.ENOENT || errno == unix.ENXIO) { - return err - } - - // try again if waiting for FIFO creation or reader-end opening - time.Sleep(pipeDuplexPollInterval) - continue - } else { - return err // misc error, do not handle - } - } - fd = tempFd - defer unix.Close(fd) - - // ensure the file exists is FIFO - mode, err := lib.FstatGetMode(fd) - if err != nil { - return err // misc error, do not handle - } - if mode&fs.ModeNamedPipe == 0 { - return ErrExistingFileNotFifo - } - - break // continue logic - } - - // read bytes from rawOut & write them to pipe - for { - select { - case buf, ok := <-p.rawOut: - if !ok { - return nil - } - if err := p.writeData(fd, buf); err != nil { - return err - } - case <-p.ctx.Done(): - return nil - } - - } -} - -func (p *PipeDuplex) writeData(fd int, buf []byte) error { - // COBS-encode the data & append NULL-byte to signify end-of-frame - buf, err := cobs.Encode(buf) - if err != nil { - return err - } - buf = append(buf, 0x00) - total := len(buf) - sent := 0 - - // begin transmission progress - for sent < total { - select { // check for kill-signal - case <-p.ctx.Done(): - return nil - default: - } - - // write & progress on happy path - written, err := unix.Write(fd, buf[sent:]) - if err == nil { - sent += written - continue - } - - // cast to OS error for propper handling - errno, ok := err.(unix.Errno) - if !ok { - return err // misc error, do not handle - } - - // non-blocking pipe is full, wait a bit and retry - if errno == syscall.EAGAIN { - time.Sleep(pipeDuplexPollInterval) - continue - } - - // reader disconnected -> handle failure-recovery by doing: - // 1. signal DISCARD_PREVIOUS to any reader - // 2. re-setting the progress & trying again - if errno == syscall.EPIPE { - if err := p.writeSignal(fd, DiscardPrevious); err != nil { - return err - } - sent = 0 - continue - } - - return err // misc error, do not handle - } - return nil -} - -func (p *PipeDuplex) writeSignal(fd int, sig SignalMessage) error { - signalMessageLength := 2 - - // Turn signal-byte into message by terminating with NULL-byte - buf := []byte{byte(sig), 0x00} - lib.Assert(len(buf) == signalMessageLength, "this must never NOT be the case") - - // attempt to write until successful - for { - select { // check for kill-signal - case <-p.ctx.Done(): - return nil - default: - } - - // small writes (e.g. 2 bytes) should be atomic as per Pipe semantics, - // meaning IF SUCCESSFUL: the number of bytes written MUST be exactly 2 - written, err := unix.Write(fd, buf) - if err == nil { - lib.Assert(written == signalMessageLength, "this must never NOT be the case") - break - } - - // cast to OS error for propper handling - errno, ok := err.(unix.Errno) - if !ok { - return err // misc error, do not handle - } - - // wait a bit and retry if: - // - non-blocking pipe is full - // - the pipe is broken because of reader disconnection - if errno == syscall.EAGAIN || errno == syscall.EPIPE { - time.Sleep(pipeDuplexPollInterval) - continue - } - - return err // misc error, do not handle - } - return nil -} diff --git a/networking/forwarder/lib/ipc/pipe_duplex_test.go b/networking/forwarder/lib/ipc/pipe_duplex_test.go deleted file mode 100644 index 7cd87b2d..00000000 --- a/networking/forwarder/lib/ipc/pipe_duplex_test.go +++ /dev/null @@ -1,85 +0,0 @@ -//go:build unix - -package ipc - -import ( - "log" - "os" - "testing" - "time" -) - -func TestOneTwoThree(t *testing.T) { - // Avoid SIGPIPE killing the test if a writer outlives its reader. - // signal.Ignore(syscall.SIGPIPE) TODO: shoudn't sigpipe be handled by the error-code deep inside the duplex?? - - // Clean slate before/after. - onePath := "/tmp/one.pipe" - twoPath := "/tmp/two.pipe" - _ = os.Remove(onePath) - _ = os.Remove(twoPath) - defer os.Remove(onePath) - defer os.Remove(twoPath) - - owner, err := NewPipeDuplex( - onePath, // in - twoPath, // out - func(m []byte) error { log.Printf("wow, owner got: [%v]%v", len(m), m); return nil }, - ) - if err != nil { - t.Fatalf("owner New failed: %v", err) - } - - time.Sleep(1 * time.Second) - - guest1, err := NewPipeDuplex( - twoPath, // in - onePath, // out - func(m []byte) error { log.Printf("wow, guest1 got: [%v]%v", len(m), m); return nil }, - ) - if err != nil { - t.Fatalf("guest1 New failed: %v", err) - } - - if err := owner.SendMessage(make([]byte, 10)); err != nil { - t.Fatalf("owner SendMessage failed: %v", err) - } - - // batch send - if err := guest1.SendMessage(make([]byte, 200)); err != nil { - t.Fatalf("guest1 SendMessage failed: %v", err) - } - - time.Sleep(1 * time.Second) - - if err := guest1.Close(); err != nil { - t.Fatalf("guest1 Close failed: %v", err) - } - - if err := owner.SendMessage(make([]byte, 21)); err != nil { - t.Fatalf("owner SendMessage failed: %v", err) - } - - guest2, err := NewPipeDuplex( - twoPath, // in - onePath, // out - func(m []byte) error { log.Printf("wow, guest2 got: [%v]%v", len(m), m); return nil }, - ) - if err != nil { - t.Fatalf("guest2 New failed: %v", err) - } - - if err := guest2.SendMessage(make([]byte, 12)); err != nil { - t.Fatalf("guest2 SendMessage failed: %v", err) - } - - time.Sleep(1 * time.Second) - - if err := guest2.Close(); err != nil { - t.Fatalf("guest2 Close failed: %v", err) - } - if err := owner.Close(); err != nil { - t.Fatalf("owner Close failed: %v", err) - } - t.Fail() -} diff --git a/networking/forwarder/lib/libp2pext/dm/config.go b/networking/forwarder/lib/libp2pext/dm/config.go deleted file mode 100644 index 9fdc9d3e..00000000 --- a/networking/forwarder/lib/libp2pext/dm/config.go +++ /dev/null @@ -1,38 +0,0 @@ -package dm - -import ( - "context" - - logging "github.com/ipfs/go-log/v2" - "github.com/libp2p/go-libp2p/core/host" - "github.com/libp2p/go-libp2p/core/peer" - "github.com/libp2p/go-libp2p/core/protocol" -) - -type Config struct { - Host host.Host - Protocol protocol.ID - MessageHandler MessageHandler - Logger *logging.ZapEventLogger -} - -type Option func(c *Config) error // TODO: add more options ?? - -func WithHandler(h MessageHandler) Option { - return func(c *Config) error { - c.MessageHandler = h - return nil - } -} -func WithHandlerFunction(onMessage func(ctx context.Context, from peer.ID, msg []byte) error) Option { - return func(c *Config) error { - c.MessageHandler = &MessageHandlerBundle{OnMessageF: onMessage} - return nil - } -} -func WithLogger(l *logging.ZapEventLogger) Option { - return func(c *Config) error { - c.Logger = l - return nil - } -} diff --git a/networking/forwarder/lib/libp2pext/dm/dm.go b/networking/forwarder/lib/libp2pext/dm/dm.go deleted file mode 100644 index 5cdba978..00000000 --- a/networking/forwarder/lib/libp2pext/dm/dm.go +++ /dev/null @@ -1,57 +0,0 @@ -package dm - -import ( - "context" - "errors" - - "github.com/libp2p/go-libp2p/core/host" - "github.com/libp2p/go-libp2p/core/peer" - "github.com/libp2p/go-libp2p/core/protocol" -) - -const ( - ServiceName = "libp2p.ext.dm/v1" - DmProtocol = protocol.ID("/dm/1.0.0") -) - -var ( - ErrMissingHandler = errors.New("the message handler is missing") -) - -type MessageHandler interface { - OnMessage(ctx context.Context, from peer.ID, msg []byte) error -} - -type MessageHandlerBundle struct { - OnMessageF func(ctx context.Context, from peer.ID, msg []byte) error -} - -func (m *MessageHandlerBundle) OnMessage(ctx context.Context, from peer.ID, msg []byte) error { - return m.OnMessageF(ctx, from, msg) -} - -type DirectMessenger interface { - Send(to peer.ID, msg []byte) error - Close() error -} - -func NewDirectMessenger(h host.Host, opts ...Option) (DirectMessenger, error) { - cfg := &Config{ - Host: h, - Protocol: DmProtocol, - Logger: logger, - } - - // apply all configs - for _, o := range opts { - if err := o(cfg); err != nil { - return nil, err - } - } - if cfg.MessageHandler == nil { - return nil, ErrMissingHandler - } - - // create DM from config - return newDirectMessenger(cfg) -} diff --git a/networking/forwarder/lib/libp2pext/dm/dm_test.go b/networking/forwarder/lib/libp2pext/dm/dm_test.go deleted file mode 100644 index afa6cf02..00000000 --- a/networking/forwarder/lib/libp2pext/dm/dm_test.go +++ /dev/null @@ -1,88 +0,0 @@ -package dm - -import ( - "bytes" - "context" - "crypto/sha256" - "log" - "testing" - "time" - - "github.com/libp2p/go-libp2p/core/crypto" - "github.com/libp2p/go-libp2p/core/host" - "github.com/libp2p/go-libp2p/core/peer" - libp2pquic "github.com/libp2p/go-libp2p/p2p/transport/quic" - - "github.com/libp2p/go-libp2p" -) - -func genPriv(t *testing.T, seed [32]byte) crypto.PrivKey { - priv, _, err := crypto.GenerateEd25519Key(bytes.NewReader(seed[:])) - if err != nil { - t.Fatalf("failed generating key from seed %v: %v", seed, err) - } - return priv -} - -func createTestHost(t *testing.T, name string, opts ...Option) (host.Host, DirectMessenger) { - // generate key - seed := sha256.Sum256([]byte(name)) - id := genPriv(t, seed) - - // create host - h, err := libp2p.New( - libp2p.Identity(id), - libp2p.Transport(libp2pquic.NewTransport), - libp2p.ListenAddrStrings( - "/ip4/0.0.0.0/udp/0/quic-v1", - ), - ) - if err != nil { - t.Fatalf("failed creating test host '%v': %v", name, err) - } - - // configure direct messaging - dmOpts := []Option{WithHandler(&MessageHandlerBundle{ - OnMessageF: func(ctx context.Context, from peer.ID, msg []byte) error { - log.Printf("[%v]<-[%v]: [%v]%v", name, from, len(msg), msg) - return nil - }, - })} - dmOpts = append(dmOpts, opts...) - dm, err := NewDirectMessenger(h, dmOpts...) - if err != nil { - t.Fatalf("failed creating test DM manager for host '%v': %v", name, err) - } - - return h, dm -} - -func createConnection(t *testing.T, p1, p2 host.Host) { - ctx := context.Background() - if err := p1.Connect(ctx, p2.Peerstore().PeerInfo(p2.ID())); err != nil { - t.Fatalf("failed connecting '%v' to '%v': %v", p1.ID(), p2.ID(), err) - } -} - -func TestJsonEncoder(t *testing.T) { - peer1, dm1 := createTestHost(t, "peer 1") - defer dm1.Close() - defer peer1.Close() - - peer2, dm2 := createTestHost(t, "peer 2") - defer dm2.Close() - defer peer2.Close() - - createConnection(t, peer1, peer2) - - if err := dm1.Send(peer2.ID(), make([]byte, 10)); err != nil { - t.Fatalf("dm1 Send failed: %v", err) - } - - // big send - if err := dm2.Send(peer1.ID(), make([]byte, 10_000)); err != nil { - t.Fatalf("dm2 Send failed: %v", err) - } - time.Sleep(500 * time.Millisecond) - t.Fail() -} diff --git a/networking/forwarder/lib/libp2pext/dm/internal.go b/networking/forwarder/lib/libp2pext/dm/internal.go deleted file mode 100644 index 24b7dff3..00000000 --- a/networking/forwarder/lib/libp2pext/dm/internal.go +++ /dev/null @@ -1,151 +0,0 @@ -package dm - -import ( - "context" - "encoding/binary" - "io" - "lib" - "sync" - - logging "github.com/ipfs/go-log/v2" - "github.com/libp2p/go-libp2p/core/host" - "github.com/libp2p/go-libp2p/core/network" - "github.com/libp2p/go-libp2p/core/peer" - "github.com/libp2p/go-libp2p/core/protocol" - "github.com/libp2p/go-libp2p/p2p/protocol/circuitv2/proto" -) - -const ( - uint64NumBytes = 8 -) - -var ( - logger = logging.Logger(ServiceName) -) - -type directMessenger struct { - ctx context.Context - cancel func() - - h host.Host - pid protocol.ID - handler MessageHandler - log *logging.ZapEventLogger - - scope network.ResourceScopeSpan - notifiee network.Notifiee - - mx sync.Mutex - closed bool -} - -func newDirectMessenger(cfg *Config) (*directMessenger, error) { - ctx, cancel := context.WithCancel(context.Background()) - dm := &directMessenger{ - ctx: ctx, - cancel: cancel, - - h: cfg.Host, - pid: cfg.Protocol, - handler: cfg.MessageHandler, - log: cfg.Logger, - } - - // get a scope for memory reservations at service level - err := dm.h.Network().ResourceManager().ViewService(ServiceName, - func(s network.ServiceScope) error { - var err error - dm.scope, err = s.BeginSpan() - return err - }) - if err != nil { - return nil, err - } - - dm.h.SetStreamHandler(dm.pid, dm.handleStream) - dm.notifiee = &network.NotifyBundle{} // TODO: add handler funcions in the future if so needed?? - dm.h.Network().Notify(dm.notifiee) - - return dm, nil -} - -func (dm *directMessenger) Close() error { - dm.mx.Lock() - if !dm.closed { - dm.closed = true - dm.mx.Unlock() - - dm.h.RemoveStreamHandler(proto.ProtoIDv2Hop) - dm.h.Network().StopNotify(dm.notifiee) - defer dm.scope.Done() - dm.cancel() - return nil - } - dm.mx.Unlock() - return nil -} - -func (dm *directMessenger) Send(p peer.ID, msg []byte) error { - dm.log.Infof("outgoing DM stream to: %s", p) - - // create new stream - s, err := dm.h.NewStream(dm.ctx, p, dm.pid) - if err != nil { - return err - } - defer s.Close() - - // grab length if byte-buffer and encode it as big-endian - mLen := len(msg) - buf := make([]byte, uint64NumBytes, uint64NumBytes+mLen) // allocate enough capacity - binary.BigEndian.PutUint64(buf, uint64(mLen)) - buf = append(buf, msg...) - lib.Assert(len(buf) == uint64NumBytes+mLen, "literally what????") - - // write to stream & handle any potential errors - if _, err := s.Write(buf); err != nil { - dm.log.Debugf("error writing message to DM service stream: %s", err) - s.Reset() - return err - } - - _ = s.CloseWrite() // signal EOF to caller if half-close is supported - return nil -} - -func (dm *directMessenger) handleStream(s network.Stream) { - dm.log.Infof("incoming DM stream from: %s", s.Conn().RemotePeer()) - - defer s.Close() - - // attach scope to this service (for scoped capacity allocation reasons) - if err := s.Scope().SetService(ServiceName); err != nil { - dm.log.Debugf("error attaching stream to DM service: %s", err) - s.Reset() - return - } - - // read big-endian length bytes & decode - buf := make([]byte, uint64NumBytes) - if _, err := io.ReadFull(s, buf); err != nil { - dm.log.Debugf("error reading message length from DM service stream: %s", err) - s.Reset() - return - } - mLen := binary.BigEndian.Uint64(buf) - - // read rest of message & call OnMessage callback - buf = make([]byte, mLen) - if _, err := io.ReadFull(s, buf); err != nil { - dm.log.Debugf("error reading message body from DM service stream: %s", err) - s.Reset() - return - } - if err := dm.handler.OnMessage(dm.ctx, s.Conn().RemotePeer(), buf); err != nil { - dm.log.Debugf("error handling incoming message from DM service stream: %s", err) - s.Reset() - return - } - - _ = s.CloseWrite() // signal EOF to caller if half-close is supported -} diff --git a/networking/forwarder/lib/util.go b/networking/forwarder/lib/util.go deleted file mode 100644 index 879b9ba3..00000000 --- a/networking/forwarder/lib/util.go +++ /dev/null @@ -1,52 +0,0 @@ -package lib - -import ( - "log" - "os" - "syscall" - - "golang.org/x/sys/unix" -) - -func Assert(b bool, msg string) { - if !b { - log.Panic(msg) - } -} - -func FstatGetMode(fd int) (os.FileMode, error) { - // perform fstat syscall - var sys unix.Stat_t = unix.Stat_t{} - if err := unix.Fstat(fd, &sys); err != nil { - return 0, err - } - - // reconstruct FileMode from sys-struct; SEE: https://github.com/golang/go/blob/5a56d8848b4ffb79c5ccc11ec6fa01823a91aaf8/src/os/stat_linux.go#L17 - mode := os.FileMode(sys.Mode & 0777) - switch sys.Mode & syscall.S_IFMT { - case syscall.S_IFBLK: - mode |= os.ModeDevice - case syscall.S_IFCHR: - mode |= os.ModeDevice | os.ModeCharDevice - case syscall.S_IFDIR: - mode |= os.ModeDir - case syscall.S_IFIFO: - mode |= os.ModeNamedPipe - case syscall.S_IFLNK: - mode |= os.ModeSymlink - case syscall.S_IFREG: - // nothing to do - case syscall.S_IFSOCK: - mode |= os.ModeSocket - } - if sys.Mode&syscall.S_ISGID != 0 { - mode |= os.ModeSetgid - } - if sys.Mode&syscall.S_ISUID != 0 { - mode |= os.ModeSetuid - } - if sys.Mode&syscall.S_ISVTX != 0 { - mode |= os.ModeSticky - } - return mode, nil -} diff --git a/networking/forwarder/main.go b/networking/forwarder/main.go deleted file mode 100644 index 65974fa1..00000000 --- a/networking/forwarder/main.go +++ /dev/null @@ -1,72 +0,0 @@ -package main - -import ( - "context" - "flag" - forwarder "forwarder/src" - "log" - "os" - "os/signal" - "syscall" -) - -var nodeID = flag.String("node-id", "", "Node ID (defaults to FORWARDER_NODE_ID env var or a new UUID)") -var eventsDBPath = flag.String("events-db", "", "Path to the worker events SQLite database") - -var SourceHash = "dev" - -func main() { - flag.Parse() - - log.Printf("SourceHash: %s\n", SourceHash) - - os.Setenv("SOURCE_HASH", SourceHash) - - id := *nodeID - if id != "" { - forwarder.SetNodeId(id) - } else { - id = forwarder.GetNodeId() - } - log.Printf("Starting forwarder with node ID: %s", id) - - // Set the events database path if provided - if *eventsDBPath != "" { - forwarder.SetEventsDBPath(*eventsDBPath) - log.Printf("Using events database: %s", *eventsDBPath) - } - - args := flag.Args() - if len(args) == 0 { - log.Fatal("forwarding pairs argument is required as the first positional argument (of the form {source}|{sink}) where source and sink sqlite:db_file:table_name or libp2p:topic") - } - - ctx, cancel := context.WithCancel(context.Background()) - defer cancel() - - forwardingPairs := args[0] - connections, err := forwarder.ParseForwardingPairs(forwardingPairs, ctx, cancel) - if err != nil { - log.Fatalf("Failed to parse forwarding pairs: %v", err) - } - for _, conn := range connections { - log.Printf("Forwarding Pair %v", conn) - } - - for _, conn := range connections { - fwd, err := forwarder.NewForwarder(conn) - if err != nil { - log.Fatalf("Failed to create forwarder: %v", err) - } - fwd.Start(ctx) - } - sig := make(chan os.Signal, 1) - signal.Notify(sig, syscall.SIGINT, syscall.SIGTERM) - go func() { - <-sig - cancel() - }() - - <-ctx.Done() - log.Println("Forwarder is shutting down...") -} diff --git a/networking/forwarder/src/config.go b/networking/forwarder/src/config.go deleted file mode 100644 index ad0a392e..00000000 --- a/networking/forwarder/src/config.go +++ /dev/null @@ -1,91 +0,0 @@ -package forwarder - -import ( - "context" - "fmt" - "strings" -) - -func ParseForwardingPairs(pairsStr string, ctx context.Context, cancel context.CancelFunc) ([]ForwardingPair, error) { - if pairsStr == "" { - return nil, fmt.Errorf("forwarding pairs string is empty") - } - - pairStrs := strings.Split(pairsStr, ",") - var connections []ForwardingPair - - for _, pairStr := range pairStrs { - pairStr = strings.TrimSpace(pairStr) - if pairStr == "" { - continue - } - - parts := strings.Split(pairStr, "|") - if len(parts) != 2 { - return nil, fmt.Errorf("invalid forwarding pair format: %s", pairStr) - } - - sourceStr := strings.TrimSpace(parts[0]) - sinkStr := strings.TrimSpace(parts[1]) - - sourceType := strings.Split(sourceStr, ":")[0] - sinkType := strings.Split(sinkStr, ":")[0] - if sinkType == sourceType { - return nil, fmt.Errorf("source and sink types cannot be the same: %s", pairStr) - } - - sourceConn, err := parseEndpoint(sourceStr, ctx, cancel) - if err != nil { - return nil, fmt.Errorf("invalid source endpoint '%s': %w", sourceStr, err) - } - - sinkConn, err := parseEndpoint(sinkStr, ctx, cancel) - if err != nil { - return nil, fmt.Errorf("invalid sink endpoint '%s': %w", sinkStr, err) - } - - conn := ForwardingPair{ - source: sourceConn, - sink: sinkConn, - } - connections = append(connections, conn) - } - tables := make(map[string]bool) - for _, conn := range connections { - if conn.sink.getType() == "sqlite" { - tableName := conn.sink.(*sqliteConnector).tableName - if _, ok := tables[tableName]; ok { - return nil, fmt.Errorf("sink table '%s' already used in another connection", tableName) - } - tables[tableName] = true - } - } - - return connections, nil -} - -func parseEndpoint(endpointStr string, ctx context.Context, cancel context.CancelFunc) (connection, error) { - parts := strings.SplitN(endpointStr, ":", 2) - if len(parts) < 2 || parts[1] == "" { - return nil, fmt.Errorf("invalid endpoint format: %s", endpointStr) - } - - endpointType := parts[0] - endpointArgsStr := parts[1] - - switch endpointType { - case "sqlite": - args := strings.SplitN(endpointArgsStr, ":", 2) - if len(args) != 2 || args[0] == "" || args[1] == "" { - return nil, fmt.Errorf("invalid sqlite endpoint format: %s. Expected 'sqlite:db_file:table'", endpointStr) - } - return newSQLiteConnector(args[0], args[1]) - case "libp2p": - if strings.Contains(endpointArgsStr, ":") { - return nil, fmt.Errorf("invalid libp2p topic format: %s. Topic should not contain ':'", endpointStr) - } - return newLibP2PConnector(endpointArgsStr, ctx, cancel), nil - default: - return nil, fmt.Errorf("unknown endpoint type: %s", endpointType) - } -} diff --git a/networking/forwarder/src/event_writer.go b/networking/forwarder/src/event_writer.go deleted file mode 100644 index 34032f32..00000000 --- a/networking/forwarder/src/event_writer.go +++ /dev/null @@ -1,219 +0,0 @@ -package forwarder - -import ( - "database/sql" - "encoding/json" - "fmt" - "log" - "net" - "sync" - - "github.com/google/uuid" - "github.com/libp2p/go-libp2p/core/network" - _ "github.com/mattn/go-sqlite3" - "github.com/multiformats/go-multiaddr" -) - -var ( - eventsDBPath string - eventsDB *sql.DB - eventsDBMu sync.Mutex -) - -func SetEventsDBPath(path string) { - eventsDBMu.Lock() - defer eventsDBMu.Unlock() - eventsDBPath = path -} - -const ( - EventTypeTopologyEdgeCreated = "TopologyEdgeCreated" - EventTypeTopologyEdgeDeleted = "TopologyEdgeDeleted" -) - -type ConnectionProfile struct { - Throughput float64 `json:"throughput"` - Latency float64 `json:"latency"` - Jitter float64 `json:"jitter"` -} - -type Multiaddr struct { - Address string `json:"address"` - IPv4Address string `json:"ipv4_address,omitempty"` - IPv6Address string `json:"ipv6_address,omitempty"` - Port int `json:"port,omitempty"` - Transport string `json:"transport,omitempty"` // tcp/quic/ws/etc -} - -type Connection struct { - LocalNodeID string `json:"local_node_id"` - SendBackNodeID string `json:"send_back_node_id"` - LocalMultiaddr Multiaddr `json:"local_multiaddr"` - SendBackMultiaddr Multiaddr `json:"send_back_multiaddr"` - ConnectionProfile *ConnectionProfile `json:"connection_profile"` -} - -type TopologyEdgeCreated struct { - EventType string `json:"event_type"` - EventID string `json:"event_id"` - Edge Connection `json:"edge"` -} - -type TopologyEdgeDeleted struct { - EventType string `json:"event_type"` - EventID string `json:"event_id"` - Edge Connection `json:"edge"` -} - -func initEventsDB() error { - eventsDBMu.Lock() - defer eventsDBMu.Unlock() - if eventsDB != nil { - return nil - } - if eventsDBPath == "" { - return nil - } - db, err := sql.Open("sqlite3", eventsDBPath) - if err != nil { - return fmt.Errorf("failed to open events database: %w", err) - } - eventsDB = db - - const schema = ` - CREATE TABLE IF NOT EXISTS events ( - rowid INTEGER PRIMARY KEY AUTOINCREMENT, - origin TEXT NOT NULL, - event_type TEXT NOT NULL, - event_id TEXT NOT NULL, - event_data TEXT NOT NULL, - created_at TIMESTAMP NOT NULL DEFAULT CURRENT_TIMESTAMP - ); - CREATE INDEX IF NOT EXISTS idx_events_origin ON events(origin); - CREATE INDEX IF NOT EXISTS idx_events_event_type ON events(event_type); - CREATE INDEX IF NOT EXISTS idx_events_created_at ON events(created_at); - ` - if _, err := eventsDB.Exec(schema); err != nil { - eventsDB.Close() - eventsDB = nil - return fmt.Errorf("failed to create events table: %w", err) - } - return nil -} - -func writeEvent(eventType string, eventData interface{}) error { - if eventsDB == nil { - if err := initEventsDB(); err != nil { - return err - } - if eventsDB == nil { - return nil - } - } - jsonData, err := json.Marshal(eventData) - if err != nil { - return fmt.Errorf("failed to marshal event data: %w", err) - } - var eventID string - switch e := eventData.(type) { - case *TopologyEdgeCreated: - eventID = e.EventID - case *TopologyEdgeDeleted: - eventID = e.EventID - default: - eventID = uuid.New().String() - } - const insert = `INSERT INTO events (origin, event_type, event_id, event_data) VALUES (?, ?, ?, ?)` - _, err = eventsDB.Exec(insert, GetNodeId(), eventType, eventID, string(jsonData)) - return err -} - -var WriteEdgeCreatedEvent = func(localNodeID, remoteNodeID, localIP, remoteIP, proto string) { - event := &TopologyEdgeCreated{ - EventType: EventTypeTopologyEdgeCreated, - EventID: uuid.New().String(), - Edge: Connection{ - LocalNodeID: localNodeID, - SendBackNodeID: remoteNodeID, - LocalMultiaddr: Multiaddr{ - Address: fmt.Sprintf("/ip4/%s/tcp/7847", localIP), - IPv4Address: localIP, - Port: 7847, - Transport: proto, - }, - SendBackMultiaddr: Multiaddr{ - Address: fmt.Sprintf("/ip4/%s/tcp/7847", remoteIP), - IPv4Address: remoteIP, - Port: 7847, - Transport: proto, - }, - ConnectionProfile: nil, - }, - } - if err := writeEvent(EventTypeTopologyEdgeCreated, event); err != nil { - log.Printf("Failed to write edge created event: %v", err) - } else { - log.Printf("Wrote TCP edge created event: %s -> %s (%s:%s)", localNodeID, remoteNodeID, remoteIP, proto) - } -} - -var WriteEdgeDeletedEvent = func(localNodeID, remoteNodeID, localIP, remoteIP, proto string) { - event := &TopologyEdgeDeleted{ - EventType: EventTypeTopologyEdgeDeleted, - EventID: uuid.New().String(), - Edge: Connection{ - LocalNodeID: localNodeID, - SendBackNodeID: remoteNodeID, - LocalMultiaddr: Multiaddr{ - Address: fmt.Sprintf("/ip4/%s/tcp/7847", localIP), - IPv4Address: localIP, - Port: 7847, - Transport: proto, - }, - SendBackMultiaddr: Multiaddr{ - Address: fmt.Sprintf("/ip4/%s/tcp/7847", remoteIP), - IPv4Address: remoteIP, - Port: 7847, - Transport: proto, - }, - ConnectionProfile: nil, - }, - } - if err := writeEvent(EventTypeTopologyEdgeDeleted, event); err != nil { - log.Printf("Failed to write edge deleted event: %v", err) - } else { - log.Printf("Wrote TCP edge deleted event: %s -> %s (%s:%s)", localNodeID, remoteNodeID, remoteIP, proto) - } -} - -type NotifeeHandler struct{} - -func (n *NotifeeHandler) Listen(net network.Network, ma multiaddr.Multiaddr) {} -func (n *NotifeeHandler) ListenClose(net network.Network, ma multiaddr.Multiaddr) {} -func (n *NotifeeHandler) Connected(netw network.Network, conn network.Conn) { - pid := conn.RemotePeer() - rawR := conn.RemoteMultiaddr() - - if node != nil && node.ConnManager() != nil { - node.ConnManager().Protect(pid, "multipath-"+hostTransportKey(rawR)) - } - - if ipStr, err := rawR.ValueForProtocol(multiaddr.P_IP4); err == nil && ipStr != "" { - if ip := net.ParseIP(ipStr); ip != nil { - GetTCPAgent().UpdateDiscoveredIPs(pid, []net.IP{ip}) - } - } -} -func (n *NotifeeHandler) Disconnected(net network.Network, conn network.Conn) { - pid := conn.RemotePeer() - rawR := conn.RemoteMultiaddr() - - if node != nil && node.ConnManager() != nil { - tag := "multipath-" + hostTransportKey(rawR) - node.ConnManager().Unprotect(pid, tag) - } -} -func (n *NotifeeHandler) OpenedStream(net network.Network, str network.Stream) {} -func (n *NotifeeHandler) ClosedStream(net network.Network, str network.Stream) {} - -func GetNotifee() network.Notifiee { return &NotifeeHandler{} } diff --git a/networking/forwarder/src/forwarder.go b/networking/forwarder/src/forwarder.go deleted file mode 100644 index 8ad32b35..00000000 --- a/networking/forwarder/src/forwarder.go +++ /dev/null @@ -1,133 +0,0 @@ -package forwarder - -import ( - "context" - "fmt" - "log" - "time" -) - -type libP2PToSqliteForwarder struct { - source LibP2PConnection - sink SQLiteConnection - recordStore stateStoreInterface -} - -func newLibP2PToSqliteForwarder(source LibP2PConnection, sink SQLiteConnection) (*libP2PToSqliteForwarder, error) { - latestRowIds, err := sink.getLatestRowIds() - if err != nil { - return nil, fmt.Errorf("failed to get latest row IDs: %w", err) - } - return &libP2PToSqliteForwarder{ - source: source, - sink: sink, - recordStore: newStateStore(latestRowIds), - }, nil -} - -func (f *libP2PToSqliteForwarder) Start(ctx context.Context) error { - f.source.tail(func(record RecordData) error { - f.recordStore.onRecord(record) - return nil - }) - - go func() { - ticker := time.NewTicker(10 * time.Millisecond) - defer ticker.Stop() - for { - select { - case <-ctx.Done(): - return - case <-ticker.C: - msgs := f.recordStore.getWriteableMessages() - for _, msg := range msgs { - if err := f.sink.write(msg); err != nil { - log.Printf("Error writing to sink: %v", err) - } - } - } - } - }() - - // Resend handler with less frequent checks - go func() { - ticker := time.NewTicker(500 * time.Millisecond) // Less frequent than before - defer ticker.Stop() - for { - select { - case <-ctx.Done(): - return - case <-ticker.C: - reqs := f.recordStore.getResendRequests() - for _, req := range reqs { - if err := f.source.writeResend(req); err != nil { - log.Printf("Error writing resend request: %v", err) - } - } - } - } - }() - - return nil -} - -type sqliteToLibP2PForwarder struct { - source SQLiteConnection - sink LibP2PConnection -} - -func newSqliteToLibP2PForwarder(source SQLiteConnection, sink LibP2PConnection) (*sqliteToLibP2PForwarder, error) { - return &sqliteToLibP2PForwarder{ - source: source, - sink: sink, - }, nil -} - -func (f *sqliteToLibP2PForwarder) Start(ctx context.Context) error { - // Handle resend requests - f.sink.tailResend(func(req ResendRequest) error { - if req.SourceNodeID != f.source.getNodeId() { - return nil - } - if req.SourcePath != f.source.getTablePath() { - return nil - } - - // Process resends in a separate goroutine to not block - go func() { - for _, gap := range req.Gaps { - records, err := f.source.readRange(gap.Start, gap.End) - if err != nil { - log.Printf("Error getting records for resend: %v", err) - continue - } - // Send resend records - libp2p connector will handle batching - for _, rec := range records { - if err := f.sink.write(rec); err != nil { - log.Printf("Error writing resend record: %v", err) - } - } - } - }() - return nil - }) - - // Tail new records - libp2p connector handles async batching internally - f.source.tail(func(record RecordData) error { - if err := f.sink.write(record); err != nil { - log.Printf("Error writing record: %v", err) - } - return nil - }) - - return nil -} - -func NewForwarder(forwardingPair ForwardingPair) (Forwarder, error) { - if forwardingPair.source.getType() == "libp2p" && forwardingPair.sink.getType() == "sqlite" { - return newLibP2PToSqliteForwarder(forwardingPair.source.(*libP2PConnector), forwardingPair.sink.(*sqliteConnector)) - } else if forwardingPair.source.getType() == "sqlite" && forwardingPair.sink.getType() == "libp2p" { - return newSqliteToLibP2PForwarder(forwardingPair.source.(*sqliteConnector), forwardingPair.sink.(*libP2PConnector)) - } - return nil, fmt.Errorf("unsupported forwarding pair: %v", forwardingPair) -} diff --git a/networking/forwarder/src/forwarder_test.go b/networking/forwarder/src/forwarder_test.go deleted file mode 100644 index 82d78952..00000000 --- a/networking/forwarder/src/forwarder_test.go +++ /dev/null @@ -1,474 +0,0 @@ -package forwarder - -import ( - "context" - "fmt" - "reflect" - "testing" - "time" -) - -type mockLibP2PConnector struct { - tailHandler func(RecordData) error - tailResendHandler func(ResendRequest) error - writtenRecords []RecordData - writeErr error - resendRequests []ResendRequest - writeResendErr error -} - -func (m *mockLibP2PConnector) tail(handler func(record RecordData) error) { - m.tailHandler = handler -} - -func (m *mockLibP2PConnector) tailResend(handler func(req ResendRequest) error) { - m.tailResendHandler = handler -} - -func (m *mockLibP2PConnector) write(record RecordData) error { - m.writtenRecords = append(m.writtenRecords, record) - return m.writeErr -} - -func (m *mockLibP2PConnector) writeResend(req ResendRequest) error { - m.resendRequests = append(m.resendRequests, req) - return m.writeResendErr -} - -func (m *mockLibP2PConnector) close() error { - return nil -} - -func (m *mockLibP2PConnector) getType() string { - return "libp2p" -} - -func (m *mockLibP2PConnector) SendRecord(record RecordData) error { - if m.tailHandler == nil { - return fmt.Errorf("no tail handler registered") - } - return m.tailHandler(record) -} - -func (m *mockLibP2PConnector) SendResend(req ResendRequest) error { - if m.tailResendHandler == nil { - return fmt.Errorf("no tailResend handler registered") - } - return m.tailResendHandler(req) -} - -type mockSqliteConnector struct { - getLatestRowIdsRet map[SourceKey]int64 - getLatestRowIdsErr error - writtenRecords []RecordData - writeErr error - readRangeCalls []struct{ start, end int64 } - readRangeRet []RecordData - readRangeErr error - nodeId string - tablePath string - tailHandler func(RecordData) error -} - -func (m *mockSqliteConnector) getLatestRowIds() (map[SourceKey]int64, error) { - return m.getLatestRowIdsRet, m.getLatestRowIdsErr -} - -func (m *mockSqliteConnector) write(record RecordData) error { - m.writtenRecords = append(m.writtenRecords, record) - return m.writeErr -} - -func (m *mockSqliteConnector) readRange(start, end int64) ([]RecordData, error) { - m.readRangeCalls = append(m.readRangeCalls, struct{ start, end int64 }{start, end}) - return m.readRangeRet, m.readRangeErr -} - -func (m *mockSqliteConnector) tail(handler func(record RecordData) error) { - m.tailHandler = handler -} - -func (m *mockSqliteConnector) close() error { - return nil -} - -func (m *mockSqliteConnector) getType() string { - return "sqlite" -} - -func (m *mockSqliteConnector) SendRecord(record RecordData) error { - if m.tailHandler == nil { - return fmt.Errorf("no tail handler registered") - } - return m.tailHandler(record) -} - -func (m *mockSqliteConnector) getNodeId() string { - return m.nodeId -} - -func (m *mockSqliteConnector) getTablePath() string { - return m.tablePath -} - -func TestNewLibP2PToSqliteForwarder(t *testing.T) { - source := &mockLibP2PConnector{} - sink := &mockSqliteConnector{ - getLatestRowIdsRet: map[SourceKey]int64{}, - } - f, err := newLibP2PToSqliteForwarder(source, sink) - if err != nil { - t.Fatalf("unexpected error: %v", err) - } - if f == nil { - t.Fatal("expected non-nil forwarder") - } -} - -func TestLibP2PToSqliteForwarder_Start_InOrderRecords(t *testing.T) { - ctx, cancel := context.WithCancel(context.Background()) - defer cancel() - - source := &mockLibP2PConnector{} - sink := &mockSqliteConnector{ - getLatestRowIdsRet: map[SourceKey]int64{}, - } - - f, err := newLibP2PToSqliteForwarder(source, sink) - if err != nil { - t.Fatalf("unexpected error: %v", err) - } - - err = f.Start(ctx) - if err != nil { - t.Fatalf("unexpected error: %v", err) - } - - key := SourceKey{SourceNodeId: "node1", SourcePath: "path1"} - - rec1 := RecordData{TrackingData: TrackingData{SourceKey: key, SourceRowID: 1}} - source.SendRecord(rec1) - - time.Sleep(500 * time.Millisecond) - - if len(sink.writtenRecords) != 1 { - t.Fatalf("expected 1 written record, got %d", len(sink.writtenRecords)) - } - if !reflect.DeepEqual(sink.writtenRecords[0], rec1) { - t.Fatal("written record mismatch") - } - - rec2 := RecordData{TrackingData: TrackingData{SourceKey: key, SourceRowID: 2}} - source.SendRecord(rec2) - - time.Sleep(200 * time.Millisecond) - - if len(sink.writtenRecords) != 2 { - t.Fatalf("expected 2 written records, got %d", len(sink.writtenRecords)) - } - if !reflect.DeepEqual(sink.writtenRecords[1], rec2) { - t.Fatal("written record mismatch") - } -} - -func TestLibP2PToSqliteForwarder_Start_OutOfOrderRecords(t *testing.T) { - ctx, cancel := context.WithCancel(context.Background()) - defer cancel() - - source := &mockLibP2PConnector{} - sink := &mockSqliteConnector{ - getLatestRowIdsRet: map[SourceKey]int64{}, - } - - f, err := newLibP2PToSqliteForwarder(source, sink) - if err != nil { - t.Fatalf("unexpected error: %v", err) - } - - err = f.Start(ctx) - if err != nil { - t.Fatalf("unexpected error: %v", err) - } - - key := SourceKey{SourceNodeId: "node1", SourcePath: "path1"} - - rec1 := RecordData{TrackingData: TrackingData{SourceKey: key, SourceRowID: 1}} - source.SendRecord(rec1) - - time.Sleep(200 * time.Millisecond) - - if len(sink.writtenRecords) != 1 { - t.Fatalf("expected 1 written record, got %d", len(sink.writtenRecords)) - } - - rec3 := RecordData{TrackingData: TrackingData{SourceKey: key, SourceRowID: 3}} - source.SendRecord(rec3) - - time.Sleep(200 * time.Millisecond) - - if len(sink.writtenRecords) != 1 { - t.Fatalf("expected still 1 written record, got %d", len(sink.writtenRecords)) - } - - time.Sleep(5500 * time.Millisecond) // Wait for resend ticker - - if len(source.resendRequests) != 1 { - t.Fatalf("expected 1 resend request, got %d", len(source.resendRequests)) - } - - req := source.resendRequests[0] - if req.SourceNodeID != "node1" || req.SourcePath != "path1" { - t.Fatal("resend request mismatch") - } - if len(req.Gaps) != 1 || req.Gaps[0].Start != 2 || req.Gaps[0].End != 2 { - t.Fatal("gap mismatch") - } - - rec2 := RecordData{TrackingData: TrackingData{SourceKey: key, SourceRowID: 2}} - source.SendRecord(rec2) - - time.Sleep(200 * time.Millisecond) - - if len(sink.writtenRecords) != 3 { - t.Fatalf("expected 3 written records, got %d", len(sink.writtenRecords)) - } - // Check order: rec1, rec2, rec3 - if !reflect.DeepEqual(sink.writtenRecords[1], rec2) || !reflect.DeepEqual(sink.writtenRecords[2], rec3) { - t.Fatal("written records order mismatch") - } -} - -func TestLibP2PToSqliteForwarder_Start_MultipleSources(t *testing.T) { - ctx, cancel := context.WithCancel(context.Background()) - defer cancel() - - source := &mockLibP2PConnector{} - sink := &mockSqliteConnector{ - getLatestRowIdsRet: map[SourceKey]int64{}, - } - - f, err := newLibP2PToSqliteForwarder(source, sink) - if err != nil { - t.Fatalf("unexpected error: %v", err) - } - - err = f.Start(ctx) - if err != nil { - t.Fatalf("unexpected error: %v", err) - } - - key1 := SourceKey{SourceNodeId: "node1", SourcePath: "path1"} - key2 := SourceKey{SourceNodeId: "node2", SourcePath: "path2"} - - rec1_1 := RecordData{TrackingData: TrackingData{SourceKey: key1, SourceRowID: 1}} - source.SendRecord(rec1_1) - - rec2_1 := RecordData{TrackingData: TrackingData{SourceKey: key2, SourceRowID: 1}} - source.SendRecord(rec2_1) - - time.Sleep(200 * time.Millisecond) - - if len(sink.writtenRecords) != 2 { - t.Fatalf("expected 2 written records, got %d", len(sink.writtenRecords)) - } - - rec1_3 := RecordData{TrackingData: TrackingData{SourceKey: key1, SourceRowID: 3}} - source.SendRecord(rec1_3) - - time.Sleep(200 * time.Millisecond) - - if len(sink.writtenRecords) != 2 { - t.Fatalf("expected still 2 written records, got %d", len(sink.writtenRecords)) - } - - time.Sleep(5500 * time.Millisecond) - - if len(source.resendRequests) != 1 { - t.Fatalf("expected 1 resend request, got %d", len(source.resendRequests)) - } - if source.resendRequests[0].SourceNodeID != "node1" { - t.Fatal("resend for wrong source") - } -} - -func TestLibP2PToSqliteForwarder_Start_WithInitialLatest(t *testing.T) { - ctx, cancel := context.WithCancel(context.Background()) - defer cancel() - - key := SourceKey{SourceNodeId: "node1", SourcePath: "path1"} - - source := &mockLibP2PConnector{} - sink := &mockSqliteConnector{ - getLatestRowIdsRet: map[SourceKey]int64{key: 5}, - } - - f, err := newLibP2PToSqliteForwarder(source, sink) - if err != nil { - t.Fatalf("unexpected error: %v", err) - } - - err = f.Start(ctx) - if err != nil { - t.Fatalf("unexpected error: %v", err) - } - - rec6 := RecordData{TrackingData: TrackingData{SourceKey: key, SourceRowID: 6}} - source.SendRecord(rec6) - - time.Sleep(200 * time.Millisecond) - - if len(sink.writtenRecords) != 1 { - t.Fatalf("expected 1 written record, got %d", len(sink.writtenRecords)) - } - - rec7 := RecordData{TrackingData: TrackingData{SourceKey: key, SourceRowID: 7}} - source.SendRecord(rec7) - - time.Sleep(200 * time.Millisecond) - - if len(sink.writtenRecords) != 2 { - t.Fatalf("expected 2 written records, got %d", len(sink.writtenRecords)) - } -} - -func TestNewSqliteToLibP2PForwarder(t *testing.T) { - source := &mockSqliteConnector{} - sink := &mockLibP2PConnector{} - f, err := newSqliteToLibP2PForwarder(source, sink) - if err != nil { - t.Fatalf("unexpected error: %v", err) - } - if f == nil { - t.Fatal("expected non-nil forwarder") - } -} - -func TestSqliteToLibP2PForwarder_Start_TailRecords(t *testing.T) { - ctx, cancel := context.WithCancel(context.Background()) - defer cancel() - - source := &mockSqliteConnector{ - nodeId: "node1", - tablePath: "path1", - } - sink := &mockLibP2PConnector{} - - f, err := newSqliteToLibP2PForwarder(source, sink) - if err != nil { - t.Fatalf("unexpected error: %v", err) - } - - err = f.Start(ctx) - if err != nil { - t.Fatalf("unexpected error: %v", err) - } - - rec1 := RecordData{TrackingData: TrackingData{SourceRowID: 1}} - source.SendRecord(rec1) - - time.Sleep(100 * time.Millisecond) - - if len(sink.writtenRecords) != 1 { - t.Fatalf("expected 1 written record, got %d", len(sink.writtenRecords)) - } - if !reflect.DeepEqual(sink.writtenRecords[0], rec1) { - t.Fatal("written record mismatch") - } - - rec2 := RecordData{TrackingData: TrackingData{SourceRowID: 2}} - source.SendRecord(rec2) - - time.Sleep(100 * time.Millisecond) - - if len(sink.writtenRecords) != 2 { - t.Fatalf("expected 2 written records, got %d", len(sink.writtenRecords)) - } - if !reflect.DeepEqual(sink.writtenRecords[1], rec2) { - t.Fatal("written record mismatch") - } -} - -func TestSqliteToLibP2PForwarder_Start_ResendRequest_Matching(t *testing.T) { - ctx, cancel := context.WithCancel(context.Background()) - defer cancel() - - source := &mockSqliteConnector{ - nodeId: "node1", - tablePath: "path1", - readRangeRet: []RecordData{ - {TrackingData: TrackingData{SourceRowID: 5}}, - }, - } - sink := &mockLibP2PConnector{} - - f, err := newSqliteToLibP2PForwarder(source, sink) - if err != nil { - t.Fatalf("unexpected error: %v", err) - } - - err = f.Start(ctx) - if err != nil { - t.Fatalf("unexpected error: %v", err) - } - - req := ResendRequest{ - SourceNodeID: "node1", - SourcePath: "path1", - Gaps: []GapRange{{Start: 5, End: 6}}, - } - sink.SendResend(req) - - time.Sleep(100 * time.Millisecond) - - if len(source.readRangeCalls) != 1 { - t.Fatalf("expected 1 readRange call, got %d", len(source.readRangeCalls)) - } - if source.readRangeCalls[0].start != 5 || source.readRangeCalls[0].end != 6 { - t.Fatal("readRange args mismatch") - } - - if len(sink.writtenRecords) != 1 { - t.Fatalf("expected 1 written record from resend, got %d", len(sink.writtenRecords)) - } - if sink.writtenRecords[0].SourceRowID != 5 { - t.Fatal("resend record mismatch") - } -} - -func TestSqliteToLibP2PForwarder_Start_ResendRequest_NotMatching(t *testing.T) { - ctx, cancel := context.WithCancel(context.Background()) - defer cancel() - - source := &mockSqliteConnector{ - nodeId: "node1", - tablePath: "path1", - } - sink := &mockLibP2PConnector{} - - f, err := newSqliteToLibP2PForwarder(source, sink) - if err != nil { - t.Fatalf("unexpected error: %v", err) - } - - err = f.Start(ctx) - if err != nil { - t.Fatalf("unexpected error: %v", err) - } - - req := ResendRequest{ - SourceNodeID: "node2", - SourcePath: "path2", - Gaps: []GapRange{{Start: 5, End: 5}}, - } - sink.SendResend(req) - - time.Sleep(100 * time.Millisecond) - - if len(source.readRangeCalls) != 0 { - t.Fatalf("expected 0 readRange calls, got %d", len(source.readRangeCalls)) - } - - if len(sink.writtenRecords) != 0 { - t.Fatalf("expected 0 written records, got %d", len(sink.writtenRecords)) - } -} diff --git a/networking/forwarder/src/identity.go b/networking/forwarder/src/identity.go deleted file mode 100644 index 5bf32351..00000000 --- a/networking/forwarder/src/identity.go +++ /dev/null @@ -1,29 +0,0 @@ -package forwarder - -import ( - "os" - "sync" - - "github.com/google/uuid" -) - -var ( - generatedNodeID string - nodeIDOnce sync.Once -) - -func GetNodeId() string { - if id := os.Getenv("FORWARDER_NODE_ID"); id != "" { - return id - } - - nodeIDOnce.Do(func() { - generatedNodeID = uuid.New().String() - }) - - return generatedNodeID -} - -func SetNodeId(id string) { - os.Setenv("FORWARDER_NODE_ID", id) -} diff --git a/networking/forwarder/src/libp2p.go b/networking/forwarder/src/libp2p.go deleted file mode 100644 index 83b45cd1..00000000 --- a/networking/forwarder/src/libp2p.go +++ /dev/null @@ -1,819 +0,0 @@ -package forwarder - -import ( - "bytes" - "context" - "crypto/sha256" - "encoding/json" - "fmt" - "log" - "net" - "os" - "strings" - "sync" - "time" - - "github.com/libp2p/go-libp2p" - pubsub "github.com/libp2p/go-libp2p-pubsub" - "github.com/libp2p/go-libp2p/core/crypto" - "github.com/libp2p/go-libp2p/core/host" - "github.com/libp2p/go-libp2p/core/network" - "github.com/libp2p/go-libp2p/core/peer" - "github.com/libp2p/go-libp2p/core/peerstore" - "github.com/libp2p/go-libp2p/core/pnet" - mdns "github.com/libp2p/go-libp2p/p2p/discovery/mdns" - connmgr "github.com/libp2p/go-libp2p/p2p/net/connmgr" - "github.com/libp2p/go-libp2p/p2p/security/noise" - "github.com/multiformats/go-multiaddr" -) - -var node host.Host -var ps *pubsub.PubSub -var mdnsSer mdns.Service - -var once sync.Once -var mu sync.Mutex -var refCount int -var topicsMap = make(map[string]*pubsub.Topic) - -type peerConnState struct { - retryCount int - lastAttempt time.Time -} - -type peerAddrKey struct { - id peer.ID - addr string // host+transport key (IP|transport) -} - -var ( - peerRetryState = make(map[peerAddrKey]*peerConnState) - retryMu sync.Mutex - - connecting = make(map[peerAddrKey]bool) - connMu sync.Mutex - - mdnsRestartMu sync.Mutex - lastMdnsRestart time.Time - restartPending bool - minRestartSpacing = 2 * time.Second -) - -const ( - connectTimeout = 25 * time.Second - mdnsFastInterval = 1 * time.Second - mdnsSlowInterval = 30 * time.Second -) - -var rendezvousTag string - -func computeRendezvousTag() string { - sum := sha256.Sum256([]byte("forwarder_network/" + os.Getenv("SOURCE_HASH"))) - return fmt.Sprintf("forwarder_network-%x", sum[:8]) -} - -func getRendezvousTag() string { - if rendezvousTag == "" { - rendezvousTag = computeRendezvousTag() - } - return rendezvousTag -} - -func ipString(a multiaddr.Multiaddr) string { - if v, err := a.ValueForProtocol(multiaddr.P_IP4); err == nil { - return v - } - if v, err := a.ValueForProtocol(multiaddr.P_IP6); err == nil { - return v - } - return "" -} - -func hostTransportKey(a multiaddr.Multiaddr) string { - ip := ipString(a) - t := "tcp" - if _, err := a.ValueForProtocol(multiaddr.P_QUIC_V1); err == nil { - t = "quic" - } - if _, err := a.ValueForProtocol(multiaddr.P_WS); err == nil { - t = "ws" - } - return ip + "|" + t -} - -func isAddressValid(addr multiaddr.Multiaddr) bool { - allowLoopback := os.Getenv("FORWARDER_ALLOW_LOOPBACK") == "true" - - if ipStr, err := addr.ValueForProtocol(multiaddr.P_IP4); err == nil && ipStr != "" { - ip := net.ParseIP(ipStr) - if ip == nil { - return false - } - if !allowLoopback && (ip.IsLoopback() || ip.IsUnspecified()) { - return false - } - if ip.IsUnspecified() { - return false - } - if b := ip.To4(); b != nil && b[0] == 100 && b[1] >= 64 && b[1] <= 127 { - return false - } - } - - if ipStr, err := addr.ValueForProtocol(multiaddr.P_IP6); err == nil && ipStr != "" { - ip := net.ParseIP(ipStr) - if ip == nil { - return false - } - if !allowLoopback && (ip.IsLoopback() || ip.IsUnspecified()) { - return false - } - if ip.IsUnspecified() { - return false - } - if strings.HasPrefix(strings.ToLower(ipStr), "fd7a:115c:a1e0:") { - return false - } - } - - return true -} - -func customInterfaceAddresses() ([]net.IP, error) { - var ips []net.IP - ifaces, err := net.Interfaces() - if err != nil { - return nil, err - } - for _, ifi := range ifaces { - if ifi.Flags&net.FlagUp == 0 { - continue - } - addrs, err := ifi.Addrs() - if err != nil { - return nil, err - } - for _, a := range addrs { - if ipnet, ok := a.(*net.IPNet); ok && ipnet.IP != nil { - ips = append(ips, ipnet.IP) - } - } - } - return ips, nil -} - -func customAddrsFactory(listenAddrs []multiaddr.Multiaddr) []multiaddr.Multiaddr { - ips, err := customInterfaceAddresses() - if err != nil { - log.Printf("Error getting interface IPs: %v", err) - return nil - } - - var advAddrs []multiaddr.Multiaddr - for _, la := range listenAddrs { - comps := multiaddr.Split(la) - if len(comps) == 0 { - continue - } - first := comps[0] - protos := first.Protocols() - if len(protos) == 0 { - continue - } - code := protos[0].Code - val, err := first.ValueForProtocol(code) - isWildcard := (err == nil && - ((code == multiaddr.P_IP4 && val == "0.0.0.0") || - (code == multiaddr.P_IP6 && val == "::"))) - - if isWildcard { - for _, ip := range ips { - var pcode string - if ip.To4() != nil { - pcode = "4" - } else { - pcode = "6" - } - newIPMA, err := multiaddr.NewMultiaddr("/ip" + pcode + "/" + ip.String()) - if err != nil { - continue - } - var newComps []multiaddr.Multiaddrer - newComps = append(newComps, newIPMA) - for _, c := range comps[1:] { - newComps = append(newComps, c.Multiaddr()) - } - newAddr := multiaddr.Join(newComps...) - if isAddressValid(newAddr) { - advAddrs = append(advAddrs, newAddr) - } - } - } else if isAddressValid(la) { - advAddrs = append(advAddrs, la) - } - } - return advAddrs -} - -type discoveryNotifee struct{ h host.Host } - -func (n *discoveryNotifee) HandlePeerFound(pi peer.AddrInfo) { - log.Printf("mDNS discovered peer %s with %d addresses", pi.ID, len(pi.Addrs)) - - var ipList []string - for _, a := range pi.Addrs { - if v := ipString(a); v != "" { - ipList = append(ipList, v) - } - } - if len(ipList) > 0 { - log.Printf("mDNS %s IPs: %s", pi.ID, strings.Join(ipList, ", ")) - } - - var filtered []multiaddr.Multiaddr - var ips []net.IP - for _, a := range pi.Addrs { - if isAddressValid(a) { - filtered = append(filtered, a) - - if ipStr := ipString(a); ipStr != "" { - if ip := net.ParseIP(ipStr); ip != nil { - ips = append(ips, ip) - } - } - } - } - if len(filtered) == 0 { - log.Printf("No valid addrs for %s", pi.ID) - return - } - - ps := n.h.Peerstore() - ps.AddAddrs(pi.ID, filtered, peerstore.TempAddrTTL) - - tcpAgent := GetTCPAgent() - if len(ips) > 0 { - tcpAgent.UpdateDiscoveredIPs(pi.ID, ips) - } - - existing := make(map[string]struct{}) - for _, c := range n.h.Network().ConnsToPeer(pi.ID) { - if cm, ok := c.(network.ConnMultiaddrs); ok { - existing[hostTransportKey(cm.RemoteMultiaddr())] = struct{}{} - } - } - - for _, a := range filtered { - if _, seen := existing[hostTransportKey(a)]; seen { - continue - } - go n.connectWithRetryToAddr(pi.ID, a) - } -} - -func (n *discoveryNotifee) connectWithRetryToAddr(pid peer.ID, addr multiaddr.Multiaddr) { - key := peerAddrKey{pid, hostTransportKey(addr)} - - connMu.Lock() - if connecting[key] { - connMu.Unlock() - return - } - connecting[key] = true - connMu.Unlock() - defer func() { - connMu.Lock() - delete(connecting, key) - connMu.Unlock() - }() - - retryMu.Lock() - state, ok := peerRetryState[key] - if !ok { - state = &peerConnState{} - peerRetryState[key] = state - } - backoff := time.Duration(1< maxBackoff { - backoff = maxBackoff - } - if state.retryCount > 0 && time.Since(state.lastAttempt) < backoff { - retryMu.Unlock() - return - } - state.lastAttempt = time.Now() - retryMu.Unlock() - - ai := peer.AddrInfo{ID: pid, Addrs: []multiaddr.Multiaddr{addr}} - - ctx, cancel := context.WithTimeout(network.WithForceDirectDial(context.Background(), "ensure-multipath"), connectTimeout) - defer cancel() - - n.h.Peerstore().AddAddrs(pid, []multiaddr.Multiaddr{addr}, peerstore.TempAddrTTL) - - if err := n.h.Connect(ctx, ai); err != nil { - log.Printf("Dial %s@%s failed (attempt %d): %v", pid, addr, state.retryCount+1, err) - retryMu.Lock() - state.retryCount++ - retryMu.Unlock() - - time.AfterFunc(backoff, func() { - pathStillMissing := true - for _, c := range n.h.Network().ConnsToPeer(pid) { - if cm, ok := c.(network.ConnMultiaddrs); ok && - hostTransportKey(cm.RemoteMultiaddr()) == key.addr { - pathStillMissing = false - break - } - } - if pathStillMissing { - n.connectWithRetryToAddr(pid, addr) - } - }) - return - } - - log.Printf("Connected to %s via %s", pid, addr) - retryMu.Lock() - delete(peerRetryState, key) - retryMu.Unlock() -} - -func getPrivKey(nodeId string) (crypto.PrivKey, error) { - seed := sha256.Sum256([]byte(nodeId)) - priv, _, err := crypto.GenerateEd25519Key(bytes.NewReader(seed[:])) - if err != nil { - return nil, err - } - return priv, nil -} - -func getNode(ctx context.Context) { - once.Do(func() { - nodeId := GetNodeId() - - var opts []libp2p.Option - - priv, err := getPrivKey(nodeId) - if err != nil { - log.Fatalf("failed to generate key: %v", err) - } - opts = append(opts, libp2p.Identity(priv)) - opts = append(opts, libp2p.Security(noise.ID, noise.New)) - - pskHash := sha256.Sum256([]byte("forwarder_network/" + os.Getenv("SOURCE_HASH"))) - psk := pnet.PSK(pskHash[:]) - opts = append(opts, libp2p.PrivateNetwork(psk)) - - opts = append(opts, libp2p.EnableHolePunching()) - opts = append(opts, libp2p.EnableRelay()) - - opts = append(opts, libp2p.AddrsFactory(customAddrsFactory)) - - cm, _ := connmgr.NewConnManager(100, 1000, connmgr.WithGracePeriod(2*time.Minute)) - opts = append(opts, libp2p.ConnectionManager(cm)) - - var errNode error - node, errNode = libp2p.New(opts...) - if errNode != nil { - log.Fatalf("failed to create host: %v", errNode) - } - - gossipOpts := []pubsub.Option{ - pubsub.WithMessageSigning(false), - pubsub.WithStrictSignatureVerification(false), - pubsub.WithMaxMessageSize(1024 * 1024), - pubsub.WithValidateQueueSize(1000), - pubsub.WithPeerOutboundQueueSize(1000), - } - ps, err = pubsub.NewGossipSub(ctx, node, gossipOpts...) - if err != nil { - _ = node.Close() - log.Fatalf("failed to create pubsub: %v", err) - } - - rendezvous := getRendezvousTag() - notifee := &discoveryNotifee{h: node} - mdnsSer = mdns.NewMdnsService(node, rendezvous, notifee) - if err := mdnsSer.Start(); err != nil { - _ = node.Close() - log.Fatalf("failed to start mdns service: %v", err) - } - - node.Network().Notify(&disconnectNotifee{}) - node.Network().Notify(GetNotifee()) - - tcpAgent := GetTCPAgent() - if err := tcpAgent.Start(ctx, node.ID()); err != nil { - log.Printf("Failed to start TCP agent: %v", err) - } - - go periodicMDNSDiscovery() - go watchInterfacesAndKickMDNS() - }) -} - -func periodicMDNSDiscovery() { - current := mdnsSlowInterval - t := time.NewTicker(current) - defer t.Stop() - - lastNoPeerRestart := time.Time{} - - for range t.C { - if mdnsSer == nil || node == nil { - return - } - n := len(node.Network().Peers()) - if n == 0 { - if current != mdnsFastInterval { - current = mdnsFastInterval - t.Reset(current) - } - if time.Since(lastNoPeerRestart) > 5*time.Second { - forceRestartMDNS("no-peers") - lastNoPeerRestart = time.Now() - } - } else { - if current != mdnsSlowInterval { - current = mdnsSlowInterval - t.Reset(current) - } - } - } -} - -func watchInterfacesAndKickMDNS() { - snap := interfacesSignature() - t := time.NewTicker(1 * time.Second) - defer t.Stop() - - for range t.C { - next := interfacesSignature() - if next != snap { - snap = next - kickMDNSBurst("iface-change") - } - } -} - -func kickMDNSBurst(reason string) { - forceRestartMDNS(reason) - time.AfterFunc(2*time.Second, func() { forceRestartMDNS(reason + "-stabilize-2s") }) - time.AfterFunc(6*time.Second, func() { forceRestartMDNS(reason + "-stabilize-6s") }) -} - -func interfacesSignature() string { - ifaces, _ := net.Interfaces() - var b strings.Builder - for _, ifi := range ifaces { - if ifi.Flags&net.FlagUp == 0 { - continue - } - addrs, _ := ifi.Addrs() - b.WriteString(ifi.Name) - b.WriteByte('|') - b.WriteString(ifi.Flags.String()) - for _, a := range addrs { - b.WriteByte('|') - b.WriteString(a.String()) - } - b.WriteByte(';') - } - return b.String() -} - -func forceRestartMDNS(reason string) { - mdnsRestartMu.Lock() - defer mdnsRestartMu.Unlock() - - now := time.Now() - if restartPending || now.Sub(lastMdnsRestart) < minRestartSpacing { - if !restartPending { - restartPending = true - wait := minRestartSpacing - now.Sub(lastMdnsRestart) - if wait < 0 { - wait = minRestartSpacing - } - time.AfterFunc(wait, func() { - forceRestartMDNS("coalesced") - }) - } - return - } - restartPending = false - lastMdnsRestart = now - - mu.Lock() - defer mu.Unlock() - - if mdnsSer != nil && node != nil { - log.Printf("Restarting mDNS (%s)", reason) - old := mdnsSer - rendezvous := getRendezvousTag() - notifee := &discoveryNotifee{h: node} - newMdns := mdns.NewMdnsService(node, rendezvous, notifee) - if err := newMdns.Start(); err != nil { - log.Printf("Failed to restart mDNS: %v", err) - return - } - _ = old.Close() - mdnsSer = newMdns - GetTCPAgent().OnInterfaceChange() - - retryMu.Lock() - peerRetryState = make(map[peerAddrKey]*peerConnState) - retryMu.Unlock() - } -} - -type disconnectNotifee struct{} - -func (d *disconnectNotifee) Connected(network.Network, network.Conn) {} -func (d *disconnectNotifee) Disconnected(n network.Network, c network.Conn) { - go func() { - time.Sleep(400 * time.Millisecond) - forceRestartMDNS("disconnect") - }() -} -func (d *disconnectNotifee) OpenedStream(network.Network, network.Stream) {} -func (d *disconnectNotifee) ClosedStream(network.Network, network.Stream) {} -func (d *disconnectNotifee) Listen(network.Network, multiaddr.Multiaddr) {} -func (d *disconnectNotifee) ListenClose(network.Network, multiaddr.Multiaddr) {} - -type libP2PConnector struct { - topic string - sub *pubsub.Subscription - subResend *pubsub.Subscription - top *pubsub.Topic - topResend *pubsub.Topic - ctx context.Context - cancel context.CancelFunc - - writeChan chan RecordData - batchSize int - batchTimeout time.Duration - workerPool int -} - -func newLibP2PConnector(topic string, ctx context.Context, cancel context.CancelFunc) *libP2PConnector { - getNode(ctx) - mu.Lock() - var err error - t, ok := topicsMap[topic] - if !ok { - t, err = ps.Join(topic) - if err != nil { - mu.Unlock() - log.Fatalf("failed to join topic %s: %v", topic, err) - } - topicsMap[topic] = t - } - t2, okResend := topicsMap[topic+"/resend"] - if !okResend { - t2, err = ps.Join(topic + "/resend") - if err != nil { - mu.Unlock() - log.Fatalf("failed to join topic %s: %v", topic+"/resend", err) - } - topicsMap[topic+"/resend"] = t2 - } - refCount++ - mu.Unlock() - - conn := &libP2PConnector{ - topic: topic, - top: t, - topResend: t2, - ctx: ctx, - cancel: cancel, - writeChan: make(chan RecordData, 2000), - batchSize: 100, - batchTimeout: 10 * time.Millisecond, - workerPool: 5, - } - conn.startAsyncPublishers() - return conn -} - -func (c *libP2PConnector) tail(handler func(record RecordData) error) { - sub, err := c.top.Subscribe() - if err != nil { - log.Fatalf("failed to subscribe to topic %s: %v", c.topic, err) - } - c.sub = sub - go handleRecordSub(c.sub, c.ctx, handler) -} - -func (c *libP2PConnector) tailResend(handler func(data ResendRequest) error) { - sub, err := c.topResend.Subscribe() - if err != nil { - log.Fatalf("failed to subscribe to topic %s: %v", c.topic, err) - } - c.subResend = sub - go handleSub(c.subResend, c.ctx, handler) -} - -func handleSub[T any](sub *pubsub.Subscription, ctx context.Context, handler func(data T) error) { - for { - msg, err := sub.Next(ctx) - if err != nil { - if err == context.Canceled { - return - } - log.Printf("subscription error for topic %s: %v", sub.Topic(), err) - return - } - var rec T - if err := json.Unmarshal(msg.Data, &rec); err != nil { - log.Printf("unmarshal error for topic %s: %v", sub.Topic(), err) - continue - } - if handler != nil { - if err := handler(rec); err != nil { - log.Printf("handler error for topic %s: %v", sub.Topic(), err) - } - } - } -} - -func handleRecordSub(sub *pubsub.Subscription, ctx context.Context, handler func(record RecordData) error) { - for { - msg, err := sub.Next(ctx) - if err != nil { - if err == context.Canceled { - return - } - log.Printf("subscription error for topic %s: %v", sub.Topic(), err) - return - } - var batch BatchRecord - if err := json.Unmarshal(msg.Data, &batch); err == nil && len(batch.Records) > 0 { - for _, r := range batch.Records { - if handler != nil { - if err := handler(r); err != nil { - log.Printf("handler error for batched record: %v", err) - } - } - } - continue - } - var single RecordData - if err := json.Unmarshal(msg.Data, &single); err == nil { - if handler != nil { - if err := handler(single); err != nil { - log.Printf("handler error for single record: %v", err) - } - } - continue - } - log.Printf("failed to unmarshal message for topic %s", sub.Topic()) - } -} - -func (c *libP2PConnector) startAsyncPublishers() { - for i := 0; i < c.workerPool; i++ { - go c.publishWorker() - } -} - -func (c *libP2PConnector) publishWorker() { - batch := make([]RecordData, 0, c.batchSize) - timer := time.NewTimer(c.batchTimeout) - timer.Stop() - - for { - select { - case <-c.ctx.Done(): - if len(batch) > 0 { - if err := c.publishBatch(batch); err != nil { - log.Printf("Error publishing batch: %v", err) - } - } - return - - case r := <-c.writeChan: - batch = append(batch, r) - if len(batch) >= c.batchSize { - if err := c.publishBatch(batch); err != nil { - log.Printf("Error publishing batch: %v", err) - } - batch = batch[:0] - timer.Stop() - } else if len(batch) == 1 { - timer.Reset(c.batchTimeout) - } - - case <-timer.C: - if len(batch) > 0 { - if err := c.publishBatch(batch); err != nil { - log.Printf("Error publishing batch: %v", err) - } - batch = batch[:0] - } - } - } -} - -func (c *libP2PConnector) publishBatch(records []RecordData) error { - if len(records) == 0 { - return nil - } - data, err := json.Marshal(BatchRecord{Records: records}) - if err != nil { - return err - } - go func() { - pubCtx, cancel := context.WithTimeout(c.ctx, 100*time.Millisecond) - defer cancel() - if err := c.top.Publish(pubCtx, data); err != nil && err != context.DeadlineExceeded { - log.Printf("Error publishing batch of %d: %v", len(records), err) - } - }() - return nil -} - -func (c *libP2PConnector) write(record RecordData) error { - select { - case c.writeChan <- record: - return nil - case <-c.ctx.Done(): - return c.ctx.Err() - default: - return c.publishSingle(record) - } -} - -func (c *libP2PConnector) publishSingle(record RecordData) error { - if c.top == nil { - return context.Canceled - } - data, err := json.Marshal(record) - if err != nil { - return err - } - return c.top.Publish(c.ctx, data) -} - -func (c *libP2PConnector) writeResend(req ResendRequest) error { - if c.topResend == nil { - return context.Canceled - } - data, err := json.Marshal(req) - if err != nil { - return err - } - return c.topResend.Publish(c.ctx, data) -} - -func (c *libP2PConnector) close() error { - mu.Lock() - refCount-- - closeHost := refCount == 0 - mu.Unlock() - - if c.cancel != nil { - c.cancel() - } - if c.sub != nil { - c.sub.Cancel() - } - if c.subResend != nil { - c.subResend.Cancel() - } - - if closeHost { - for _, top := range topicsMap { - _ = top.Close() - } - topicsMap = make(map[string]*pubsub.Topic) - } - - c.top = nil - - if !closeHost { - return nil - } - - if mdnsSer != nil { - _ = mdnsSer.Close() - mdnsSer = nil - } - - tcpAgent := GetTCPAgent() - if err := tcpAgent.Stop(); err != nil { - log.Printf("Error stopping TCP agent: %v", err) - } - - var err error - if node != nil { - err = node.Close() - } - node = nil - ps = nil - refCount = 0 - once = sync.Once{} - return err -} - -func (c *libP2PConnector) getType() string { return "libp2p" } diff --git a/networking/forwarder/src/libp2p_test.go b/networking/forwarder/src/libp2p_test.go deleted file mode 100644 index 3cbbb3fc..00000000 --- a/networking/forwarder/src/libp2p_test.go +++ /dev/null @@ -1,175 +0,0 @@ -package forwarder - -import ( - "context" - "testing" - "time" - - "github.com/stretchr/testify/assert" - "github.com/stretchr/testify/require" -) - -func TestLibP2PConnectorCreation(t *testing.T) { - ctx, cancel := context.WithCancel(context.Background()) - conn := newLibP2PConnector("test_topic", ctx, cancel) - assert.NotNil(t, conn) - assert.Equal(t, "test_topic", conn.topic) - assert.NotNil(t, conn.top) - assert.Nil(t, conn.sub) - err := conn.close() - assert.NoError(t, err) -} - -func TestLibP2PConnectorGetType(t *testing.T) { - ctx, cancel := context.WithCancel(context.Background()) - conn := newLibP2PConnector("test_topic", ctx, cancel) - assert.Equal(t, "libp2p", conn.getType()) - err := conn.close() - assert.NoError(t, err) -} - -func TestLibP2PConnectorTailAndWriteSameTopic(t *testing.T) { - ctx, cancel := context.WithCancel(context.Background()) - conn := newLibP2PConnector("test_topic_tail_and_write", ctx, cancel) - - received := make(chan RecordData, 1) - errChan := make(chan error, 1) - - conn.tail(func(rec RecordData) error { - received <- rec - return nil - }) - - time.Sleep(100 * time.Millisecond) - - rec := RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{ - SourceNodeId: "test_node_id", - SourcePath: "test_path", - }, - SourceRowID: 1, - SourceTimestamp: time.Now(), - }, - Data: map[string]interface{}{"test_key": "test_value"}, - } - err := conn.write(rec) - require.NoError(t, err) - - select { - case got := <-received: - assert.Equal(t, rec.SourceKey.SourceNodeId, got.SourceKey.SourceNodeId) - assert.Equal(t, rec.SourceKey.SourcePath, got.SourceKey.SourcePath) - assert.Equal(t, rec.SourceRowID, got.SourceRowID) - assert.Equal(t, rec.Data, got.Data) - assert.WithinDuration(t, rec.SourceTimestamp, got.SourceTimestamp, time.Second) - case err := <-errChan: - t.Fatalf("handler error: %v", err) - case <-time.After(2 * time.Second): - t.Fatal("timeout waiting for message") - } - - err = conn.close() - assert.NoError(t, err) -} - -func TestLibP2PConnectorTailAndWriteDifferentTopic(t *testing.T) { - ctx, cancel := context.WithCancel(context.Background()) - conn1 := newLibP2PConnector("test_topic_tail_and_write1", ctx, cancel) - conn2 := newLibP2PConnector("test_topic_tail_and_write2", ctx, cancel) - - received := make(chan RecordData, 1) - - conn1.tail(func(rec RecordData) error { - received <- rec - return nil - }) - - time.Sleep(100 * time.Millisecond) - - rec := RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{ - SourceNodeId: "test_node_id", - SourcePath: "test_path", - }, - SourceRowID: 1, - SourceTimestamp: time.Now(), - }, - Data: map[string]interface{}{"test_key": "test_value"}, - } - err := conn2.write(rec) - require.NoError(t, err) - - select { - case <-received: - t.Fatal("should not receive message from different topic") - case <-time.After(500 * time.Millisecond): - } - - err = conn1.close() - assert.NoError(t, err) - err = conn2.close() - assert.NoError(t, err) -} - -func TestLibP2PConnectorMultipleSubscriptionsSameTopic(t *testing.T) { - ctx, cancel := context.WithCancel(context.Background()) - conn1 := newLibP2PConnector("test_topic_multiple_subscriptions", ctx, cancel) - conn2 := newLibP2PConnector("test_topic_multiple_subscriptions", ctx, cancel) - - received1 := make(chan RecordData, 1) - received2 := make(chan RecordData, 1) - - conn1.tail(func(rec RecordData) error { - received1 <- rec - return nil - }) - conn2.tail(func(rec RecordData) error { - received2 <- rec - return nil - }) - - time.Sleep(100 * time.Millisecond) - - rec := RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{ - SourceNodeId: "test_node_id", - SourcePath: "test_path", - }, - SourceRowID: 1, - SourceTimestamp: time.Now(), - }, - Data: map[string]interface{}{"test_key": "test_value"}, - } - err := conn1.write(rec) - require.NoError(t, err) - - select { - case got := <-received1: - assert.Equal(t, rec.SourceKey.SourceNodeId, got.SourceKey.SourceNodeId) - assert.Equal(t, rec.SourceKey.SourcePath, got.SourceKey.SourcePath) - assert.Equal(t, rec.SourceRowID, got.SourceRowID) - assert.Equal(t, rec.Data, got.Data) - assert.WithinDuration(t, rec.SourceTimestamp, got.SourceTimestamp, time.Second) - case <-time.After(2 * time.Second): - t.Fatal("timeout waiting for message on conn1") - } - - select { - case got := <-received2: - assert.Equal(t, rec.SourceKey.SourceNodeId, got.SourceKey.SourceNodeId) - assert.Equal(t, rec.SourceKey.SourcePath, got.SourceKey.SourcePath) - assert.Equal(t, rec.SourceRowID, got.SourceRowID) - assert.Equal(t, rec.Data, got.Data) - assert.WithinDuration(t, rec.SourceTimestamp, got.SourceTimestamp, time.Second) - case <-time.After(2 * time.Second): - t.Fatal("timeout waiting for message on conn2") - } - - err = conn1.close() - assert.NoError(t, err) - err = conn2.close() - assert.NoError(t, err) -} diff --git a/networking/forwarder/src/schema.go b/networking/forwarder/src/schema.go deleted file mode 100644 index 5022468d..00000000 --- a/networking/forwarder/src/schema.go +++ /dev/null @@ -1,72 +0,0 @@ -package forwarder - -import ( - "context" - "time" -) - -type SourceKey struct { - SourceNodeId string `json:"source_node_id"` - SourcePath string `json:"source_path"` // db:table -} - -type TrackingData struct { - SourceKey - SourceRowID int64 `json:"source_row_id"` - SourceTimestamp time.Time `json:"source_timestamp"` -} -type RecordData struct { - TrackingData - Data map[string]interface{} `json:"data"` -} - -type BatchRecord struct { - Records []RecordData `json:"records"` -} - -type ForwardingPair struct { - source connection - sink connection -} - -type connection interface { - tail(handler func(record RecordData) error) - write(record RecordData) error - close() error - getType() string -} - -type LibP2PConnection interface { - connection - tailResend(handler func(record ResendRequest) error) - writeResend(record ResendRequest) error -} - -type SQLiteConnection interface { - connection - getLatestRowIds() (map[SourceKey]int64, error) - readRange(start, end int64) ([]RecordData, error) - getNodeId() string - getTablePath() string -} - -type GapRange struct { - Start int64 `json:"start"` - End int64 `json:"end"` -} -type ResendRequest struct { - SourceNodeID string `json:"source_node_id"` - SourcePath string `json:"source_path"` - Gaps []GapRange `json:"gaps"` -} - -type stateStoreInterface interface { - onRecord(record RecordData) - getWriteableMessages() []RecordData - getResendRequests() []ResendRequest - getCurrentGaps() map[SourceKey][]gap -} - -type Forwarder interface { - Start(ctx context.Context) error -} diff --git a/networking/forwarder/src/sqlite.go b/networking/forwarder/src/sqlite.go deleted file mode 100644 index 2f52d693..00000000 --- a/networking/forwarder/src/sqlite.go +++ /dev/null @@ -1,649 +0,0 @@ -package forwarder - -import ( - "database/sql" - "errors" - "fmt" - "log" - "reflect" - "sort" - "strconv" - "strings" - "sync" - "time" - - _ "github.com/mattn/go-sqlite3" -) - -type sqliteConnector struct { - db *sql.DB - tableName string - stop chan struct{} - wg sync.WaitGroup - pendingWrites []RecordData - mu sync.Mutex - nodeId string - tablePath string - // Cache the original columns (non-tracking columns) - originalColumns []string - columnTypes map[string]string -} - -func newSQLiteConnector(dbPath, tableName string) (*sqliteConnector, error) { - if tableName == "" { - return nil, errors.New("table name cannot be empty") - } - db, err := sql.Open("sqlite3", dbPath) - if err != nil { - return nil, err - } - _, err = db.Exec("PRAGMA journal_mode = WAL; PRAGMA synchronous = NORMAL; PRAGMA busy_timeout = 500; PRAGMA cache_size = -64000;") - if err != nil { - db.Close() - return nil, fmt.Errorf("failed to apply PRAGMA settings: %w", err) - } - - // Increase connection pool for better concurrency - db.SetMaxOpenConns(25) - db.SetMaxIdleConns(10) - db.SetConnMaxLifetime(5 * time.Minute) - - c := &sqliteConnector{ - db: db, - tableName: tableName, - stop: make(chan struct{}), - pendingWrites: []RecordData{}, - nodeId: GetNodeId(), - tablePath: dbPath + ":" + tableName, - columnTypes: make(map[string]string), - } - - // Get the table schema before adding tracking columns - err = c.loadTableSchema() - if err != nil && !strings.Contains(err.Error(), "no such table") { - db.Close() - return nil, err - } - - err = c.ensureTrackingColumns() - if err != nil { - db.Close() - return nil, err - } - - // Reload schema after ensuring tracking columns - err = c.loadTableSchema() - if err != nil { - db.Close() - return nil, err - } - - c.wg.Add(1) - go func() { - defer c.wg.Done() - c.writerLoop() - }() - return c, nil -} - -func (c *sqliteConnector) loadTableSchema() error { - rows, err := c.db.Query(fmt.Sprintf(`PRAGMA table_info("%s")`, c.tableName)) - if err != nil { - return err - } - defer rows.Close() - - trackingCols := make(map[string]bool) - for _, col := range []string{"source_node_id", "source_path", "source_row_id", "source_timestamp"} { - trackingCols[col] = true - } - - c.originalColumns = []string{} - c.columnTypes = make(map[string]string) - - for rows.Next() { - var cid int - var name string - var typ string - var notnull int - var dflt interface{} - var pk int - if err := rows.Scan(&cid, &name, &typ, ¬null, &dflt, &pk); err != nil { - return err - } - - c.columnTypes[name] = typ - - // Only include non-tracking columns in originalColumns - if !trackingCols[name] { - c.originalColumns = append(c.originalColumns, name) - } - } - - return nil -} - -func (c *sqliteConnector) getNodeId() string { - return c.nodeId -} - -func (c *sqliteConnector) getTablePath() string { - return c.tablePath -} - -func (c *sqliteConnector) writerLoop() { - ticker := time.NewTicker(50 * time.Millisecond) - defer ticker.Stop() - for { - select { - case <-ticker.C: - c.mu.Lock() - batch := c.pendingWrites - c.pendingWrites = nil - c.mu.Unlock() - if len(batch) > 0 { - if err := c.writeBatch(batch); err != nil { - log.Printf("Error writing batch: %v", err) - } - } - case <-c.stop: - c.mu.Lock() - batch := c.pendingWrites - c.pendingWrites = nil - c.mu.Unlock() - if len(batch) > 0 { - if err := c.writeBatch(batch); err != nil { - log.Printf("Error writing final batch: %v", err) - } - } - return - } - } -} - -func (c *sqliteConnector) writeBatch(records []RecordData) error { - if len(records) == 0 { - return nil - } - tx, err := c.db.Begin() - if err != nil { - return err - } - defer tx.Rollback() - - // Build column list: tracking columns + original columns - trackingCols := []string{"source_node_id", "source_path", "source_row_id", "source_timestamp"} - cols := append(trackingCols, c.originalColumns...) - colStr := strings.Join(cols, `", "`) - - places := make([]string, len(cols)) - for i := range places { - places[i] = "?" - } - singlePlace := "(" + strings.Join(places, ", ") + ")" - rowPlaces := make([]string, len(records)) - for i := range rowPlaces { - rowPlaces[i] = singlePlace - } - valuesStr := strings.Join(rowPlaces, ", ") - - query := fmt.Sprintf(`INSERT INTO "%s" ("%s") VALUES %s`, c.tableName, colStr, valuesStr) - - vals := make([]interface{}, 0, len(records)*len(cols)) - for _, rec := range records { - // Add tracking columns - vals = append(vals, rec.SourceNodeId, rec.SourcePath, rec.SourceRowID, rec.SourceTimestamp) - - // Add original column values from Data map - for _, col := range c.originalColumns { - if val, ok := rec.Data[col]; ok { - vals = append(vals, val) - } else { - vals = append(vals, nil) - } - } - } - - _, err = tx.Exec(query, vals...) - if err != nil { - return err - } - return tx.Commit() -} - -func (c *sqliteConnector) ensureTrackingColumns() error { - // Wrap table creation and alterations in a transaction for atomicity - tx, err := c.db.Begin() - if err != nil { - return err - } - defer tx.Rollback() - - // Check if table exists - var count int - err = tx.QueryRow(`SELECT count(*) FROM sqlite_master WHERE type = 'table' AND name = ?`, c.tableName).Scan(&count) - if err != nil { - return err - } - if count == 0 { - // Create table with only tracking columns initially - // The original schema should be defined by the first records written - typePairs := getJsonTagsWithSqliteTypes(reflect.TypeOf(TrackingData{})) - colDefs := make([]string, 0, len(typePairs)) - for _, pair := range typePairs { - colDefs = append(colDefs, fmt.Sprintf("%s %s", pair.name, pair.typeStr)) - } - createQuery := fmt.Sprintf(`CREATE TABLE "%s" (%s)`, c.tableName, strings.Join(colDefs, ", ")) - _, err := tx.Exec(createQuery) - if err != nil { - return err - } - } else { - // Table exists, ensure tracking columns - existing := make(map[string]bool) - rows, err := tx.Query(fmt.Sprintf(`PRAGMA table_info("%s")`, c.tableName)) - if err != nil { - return err - } - defer rows.Close() - for rows.Next() { - var cid int - var name string - var typ string - var notnull int - var dflt interface{} - var pk int - if err := rows.Scan(&cid, &name, &typ, ¬null, &dflt, &pk); err != nil { - return err - } - existing[name] = true - } - - typePairs := getJsonTagsWithSqliteTypes(reflect.TypeOf(TrackingData{})) - for _, pair := range typePairs { - if !existing[pair.name] { - if _, err := tx.Exec(fmt.Sprintf(`ALTER TABLE "%s" ADD COLUMN %s %s`, c.tableName, pair.name, pair.typeStr)); err != nil { - return err - } - } - } - } - - return tx.Commit() -} - -func (c *sqliteConnector) getLatestRowIds() (map[SourceKey]int64, error) { - keyCols := getJsonTagNames(reflect.TypeOf(SourceKey{})) - rowIdField := "SourceRowID" - rowIDCol := getFieldJsonTag(reflect.TypeOf(TrackingData{}), rowIdField) - if rowIDCol == "" { - return nil, fmt.Errorf("could not find field %s in TrackingData struct", rowIdField) - } - - selectCols := strings.Join(keyCols, ", ") - query := fmt.Sprintf(`SELECT %s, MAX(%s) FROM "%s" WHERE %s IS NOT NULL GROUP BY %s`, selectCols, rowIDCol, c.tableName, rowIDCol, selectCols) - - rows, err := c.db.Query(query) - if err != nil { - return nil, err - } - defer rows.Close() - - m := make(map[SourceKey]int64) - for rows.Next() { - strPtrs := make([]*string, len(keyCols)) - scanArgs := make([]interface{}, 0, len(keyCols)+1) - for i := range keyCols { - var s string - strPtrs[i] = &s - scanArgs = append(scanArgs, &s) - } - var maxPtr int64 - scanArgs = append(scanArgs, &maxPtr) - if err := rows.Scan(scanArgs...); err != nil { - return nil, err - } - var key SourceKey - val := reflect.ValueOf(&key).Elem() - keyType := reflect.TypeOf(key) - for i, colName := range keyCols { - // find field with json tag = colName - for f := 0; f < keyType.NumField(); f++ { - field := keyType.Field(f) - tag := strings.Split(field.Tag.Get("json"), ",")[0] - if tag == "" { - tag = strings.ToLower(field.Name) - } - if tag == colName { - if strPtrs[i] != nil { - val.FieldByName(field.Name).SetString(*strPtrs[i]) - } - break - } - } - } - m[key] = maxPtr - } - return m, nil -} - -func (c *sqliteConnector) scanToRecord(rows *sql.Rows) (RecordData, int64, error) { - // Get column names from the result set - columns, err := rows.Columns() - if err != nil { - return RecordData{}, 0, err - } - - // Create scan destinations - scanArgs := make([]interface{}, len(columns)) - values := make([]interface{}, len(columns)) - for i := range values { - scanArgs[i] = &values[i] - } - - err = rows.Scan(scanArgs...) - if err != nil { - return RecordData{}, 0, err - } - - var rec RecordData - rec.Data = make(map[string]interface{}) - var rowID int64 - - // Process each column - for i, col := range columns { - val := values[i] - - // Handle NULL values - if val == nil { - continue - } - - // Convert []byte to appropriate type - if b, ok := val.([]byte); ok { - val = string(b) - } - - switch col { - case "source_node_id": - if s, ok := val.(string); ok { - rec.SourceNodeId = s - } - case "source_path": - if s, ok := val.(string); ok { - rec.SourcePath = s - } - case "source_row_id": - switch v := val.(type) { - case int64: - rec.SourceRowID = v - case int: - rec.SourceRowID = int64(v) - case string: - if parsed, err := strconv.ParseInt(v, 10, 64); err == nil { - rec.SourceRowID = parsed - } - } - case "source_timestamp": - switch v := val.(type) { - case time.Time: - rec.SourceTimestamp = v - case string: - if parsed, err := time.Parse(time.RFC3339Nano, v); err == nil { - rec.SourceTimestamp = parsed - } else if parsed, err := time.Parse("2006-01-02 15:04:05", v); err == nil { - rec.SourceTimestamp = parsed - } - } - case "rowid": - switch v := val.(type) { - case int64: - rowID = v - case int: - rowID = int64(v) - } - default: - // All other columns go into the Data map - rec.Data[col] = val - } - } - - return rec, rowID, nil -} - -func (c *sqliteConnector) readRange(start, end int64) ([]RecordData, error) { - // Select all columns plus rowid - query := fmt.Sprintf(`SELECT *, rowid FROM "%s" WHERE rowid >= ? AND rowid <= ? ORDER BY rowid`, c.tableName) - rows, err := c.db.Query(query, start, end) - if err != nil { - return nil, err - } - defer rows.Close() - - var records []RecordData - for rows.Next() { - rec, rowID, err := c.scanToRecord(rows) - if err != nil { - return nil, err - } - // Override tracking data so that this table is treated as the new source - rec.SourceNodeId = c.nodeId - rec.SourcePath = c.tablePath - rec.SourceRowID = rowID - rec.SourceTimestamp = time.Now() - records = append(records, rec) - } - return records, nil -} - -func (c *sqliteConnector) tail(handler func(record RecordData) error) { - c.wg.Add(1) - go func() { - defer c.wg.Done() - var last int64 - err := c.db.QueryRow(fmt.Sprintf(`SELECT IFNULL(MAX(rowid), 0) FROM "%s"`, c.tableName)).Scan(&last) - if err != nil { - last = 0 - } - // Prepare the statement outside the loop for efficiency - query := fmt.Sprintf(`SELECT *, rowid FROM "%s" WHERE rowid > ? ORDER BY rowid LIMIT ?`, c.tableName) - stmt, err := c.db.Prepare(query) - if err != nil { - log.Printf("Error preparing tail statement: %v", err) - return - } - defer stmt.Close() - - // Adaptive polling: start fast, slow down when idle - minPollInterval := 1 * time.Millisecond - maxPollInterval := 50 * time.Millisecond - currentInterval := minPollInterval - batchSize := 500 // Process records in larger batches for better throughput - - for { - select { - case <-c.stop: - return - default: - } - rows, err := stmt.Query(last, batchSize) - if err != nil { - time.Sleep(currentInterval) - continue - } - hadNew := false - recordCount := 0 - for rows.Next() { - rec, rowID, err := c.scanToRecord(rows) - if err != nil { - log.Printf("Error scanning record: %v", err) - break - } - // Override tracking data so that this table is treated as the new source - rec.SourceNodeId = c.nodeId - rec.SourcePath = c.tablePath - rec.SourceRowID = rowID - rec.SourceTimestamp = time.Now() - last = rowID - err = handler(rec) - if err != nil { - log.Printf("Error handling record: %v", err) - } - hadNew = true - recordCount++ - } - rows.Close() - - // Adaptive interval adjustment - if hadNew { - // Had records, speed up polling - currentInterval = minPollInterval - if recordCount == batchSize { - // Full batch, poll immediately - continue - } - } else { - // No records, slow down gradually - currentInterval = time.Duration(float64(currentInterval) * 1.5) - if currentInterval > maxPollInterval { - currentInterval = maxPollInterval - } - } - time.Sleep(currentInterval) - } - }() -} - -func (c *sqliteConnector) write(record RecordData) error { - // If we don't know the schema yet, try to infer it from the first record - if len(c.originalColumns) == 0 && len(record.Data) > 0 { - c.mu.Lock() - if len(c.originalColumns) == 0 { - // Infer columns from the data - for col := range record.Data { - c.originalColumns = append(c.originalColumns, col) - } - // Sort for consistency - sort.Strings(c.originalColumns) - - // Add columns to table if they don't exist - tx, err := c.db.Begin() - if err == nil { - defer tx.Rollback() - for col := range record.Data { - // Infer SQL type from Go type - sqlType := "TEXT" // default - switch record.Data[col].(type) { - case int, int32, int64: - sqlType = "INTEGER" - case float32, float64: - sqlType = "REAL" - case bool: - sqlType = "INTEGER" - } - - // Try to add column (will fail silently if it exists) - tx.Exec(fmt.Sprintf(`ALTER TABLE "%s" ADD COLUMN "%s" %s`, c.tableName, col, sqlType)) - } - tx.Commit() - } - } - c.mu.Unlock() - } - - c.mu.Lock() - c.pendingWrites = append(c.pendingWrites, record) - c.mu.Unlock() - return nil -} - -func (c *sqliteConnector) close() error { - close(c.stop) - c.wg.Wait() - return c.db.Close() -} - -func (c *sqliteConnector) getType() string { - return "sqlite" -} - -type typedPair struct { - name string - typeStr string -} - -func getJsonTagsWithSqliteTypes(t reflect.Type) []typedPair { - typePairs := []typedPair{} - for i := 0; i < t.NumField(); i++ { - f := t.Field(i) - if f.Anonymous { - typePairs = append(typePairs, getJsonTagsWithSqliteTypes(f.Type)...) - continue - } - tag := f.Tag.Get("json") - if tag == "-" { - continue - } - if tag != "" { - tag = strings.Split(tag, ",")[0] - } - if tag == "" { - tag = strings.ToLower(f.Name) - } - var sqlType string - switch f.Type.Kind() { - case reflect.String: - sqlType = "TEXT" - case reflect.Int, reflect.Int32, reflect.Int64: - sqlType = "INTEGER" - default: - if f.Type == reflect.TypeOf(time.Time{}) { - sqlType = "DATETIME" - } else { - sqlType = "BLOB" - } - } - typePairs = append(typePairs, typedPair{tag, sqlType}) - } - return typePairs -} - -func getJsonTagNames(t reflect.Type) []string { - cols := []string{} - for i := 0; i < t.NumField(); i++ { - f := t.Field(i) - if f.Anonymous { - cols = append(cols, getJsonTagNames(f.Type)...) - continue - } - tag := strings.Split(f.Tag.Get("json"), ",")[0] - if tag == "-" { - continue - } - if tag == "" { - tag = strings.ToLower(f.Name) - } - cols = append(cols, tag) - } - return cols -} - -func getFieldJsonTag(t reflect.Type, fieldName string) string { - for i := 0; i < t.NumField(); i++ { - f := t.Field(i) - if f.Anonymous { - if tag := getFieldJsonTag(f.Type, fieldName); tag != "" { - return tag - } - continue - } - if f.Name == fieldName { - tag := strings.Split(f.Tag.Get("json"), ",")[0] - if tag == "" { - return strings.ToLower(f.Name) - } - return tag - } - } - return "" -} diff --git a/networking/forwarder/src/sqlite_test.go b/networking/forwarder/src/sqlite_test.go deleted file mode 100644 index 12913948..00000000 --- a/networking/forwarder/src/sqlite_test.go +++ /dev/null @@ -1,236 +0,0 @@ -package forwarder - -import ( - "fmt" - "os" - "reflect" - "testing" - "time" - - "database/sql" - - _ "github.com/mattn/go-sqlite3" -) - -func TestNewSQLiteConnectorCreatesTable(t *testing.T) { - c, err := newSQLiteConnector(":memory:", "test_table") - if err != nil { - t.Fatalf("failed to create connector: %v", err) - } - defer c.close() - - rows, err := c.db.Query(`PRAGMA table_info("test_table")`) - if err != nil { - t.Fatalf("failed to query table info: %v", err) - } - defer rows.Close() - - expectedCols := map[string]string{ - "source_node_id": "TEXT", - "source_path": "TEXT", - "source_row_id": "INTEGER", - "source_timestamp": "DATETIME", - } - foundCols := make(map[string]string) - for rows.Next() { - var cid int - var name, typ string - var notnull int - var dflt interface{} - var pk int - if err := rows.Scan(&cid, &name, &typ, ¬null, &dflt, &pk); err != nil { - t.Fatalf("failed to scan: %v", err) - } - foundCols[name] = typ - } - if !reflect.DeepEqual(expectedCols, foundCols) { - t.Errorf("expected columns %v, got %v", expectedCols, foundCols) - } -} - -func TestEnsureTrackingColumnsAddsMissing(t *testing.T) { - db, err := sql.Open("sqlite3", ":memory:") - if err != nil { - t.Fatalf("failed to open db: %v", err) - } - _, err = db.Exec(`CREATE TABLE test_table (source_node_id TEXT, data TEXT)`) - if err != nil { - t.Fatalf("failed to create partial table: %v", err) - } - db.Close() - - tempDB := t.TempDir() + "/test.db" - db, err = sql.Open("sqlite3", tempDB) - if err != nil { - t.Fatalf("failed to open db: %v", err) - } - _, err = db.Exec(`CREATE TABLE test_table (source_node_id TEXT, data TEXT)`) - if err != nil { - t.Fatalf("failed to create partial table: %v", err) - } - db.Close() - - c, err := newSQLiteConnector(tempDB, "test_table") - if err != nil { - t.Fatalf("failed to create connector: %v", err) - } - defer c.close() - - rows, err := c.db.Query(`PRAGMA table_info("test_table")`) - if err != nil { - t.Fatalf("failed to query table info: %v", err) - } - defer rows.Close() - - expectedCols := []string{"source_node_id", "data", "source_path", "source_row_id", "source_timestamp"} - foundCols := []string{} - for rows.Next() { - var cid int - var name string - var typ string - var notnull int - var dflt interface{} - var pk int - if err := rows.Scan(&cid, &name, &typ, ¬null, &dflt, &pk); err != nil { - t.Fatalf("failed to scan: %v", err) - } - foundCols = append(foundCols, name) - } - if len(foundCols) != len(expectedCols) { - t.Errorf("expected %d columns, got %d: %v", len(expectedCols), len(foundCols), foundCols) - } -} - -func TestWriteAndReadRecord(t *testing.T) { - SetNodeId("node1") - c, err := newSQLiteConnector("test_write_and_read_db1", "table") - if err != nil { - t.Fatalf("failed to create connector: %v", err) - } - defer func() { - c.close() - os.Remove("test_write_and_read_db1") - }() - - rec := RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{ - SourceNodeId: "node1", - SourcePath: "test_write_and_read_db1:table", - }, - SourceRowID: 42, - SourceTimestamp: time.Now().UTC(), - }, - Data: map[string]interface{}{ - "key": "value", - "num": 123.45, - }, - } - if err := c.write(rec); err != nil { - t.Fatalf("failed to write: %v", err) - } - time.Sleep(200 * time.Millisecond) // Wait for flush - - records, err := c.readRange(1, 999) - if err != nil { - t.Fatalf("failed to read: %v", err) - } - if len(records) != 1 { - t.Fatalf("expected 1 record, got %d", len(records)) - } - got := records[0] - if got.SourceNodeId != rec.SourceNodeId || got.SourcePath != rec.SourcePath || got.SourceRowID != 1 { - t.Errorf("tracking data mismatch: got %+v, want %+v", got.TrackingData, rec.TrackingData) - } - if !reflect.DeepEqual(got.Data, rec.Data) { - t.Errorf("data mismatch: got %v, want %v", got.Data, rec.Data) - } -} - -func TestTailDetectsWrites(t *testing.T) { - SetNodeId("node2") - db, errDb := sql.Open("sqlite3", "tail_detects_writes_db2") - if errDb != nil { - t.Fatalf("failed to open db for alter: %v", errDb) - } - - _, errExec := db.Exec("CREATE TABLE table2 (test BOOLEAN)") - if errExec != nil { - t.Fatalf("failed to create table: %v", errExec) - } - db.Close() - - c, err := newSQLiteConnector("tail_detects_writes_db2", "table2") - if err != nil { - t.Fatalf("failed to create connector: %v", err) - } - defer c.close() - - ch := make(chan RecordData, 1) - c.tail(func(r RecordData) error { - ch <- r - return nil - }) - time.Sleep(100 * time.Millisecond) // Let tail start - - rec := RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node2", SourcePath: "tail_detects_writes_db2:table2"}, - SourceRowID: 100, - SourceTimestamp: time.Now().UTC(), - }, - Data: map[string]interface{}{"test": true}, - } - if err := c.write(rec); err != nil { - t.Fatalf("failed to write: %v", err) - } - time.Sleep(200 * time.Millisecond) // Wait for flush and tail poll - - select { - case got := <-ch: - if !reflect.DeepEqual(got.Data, rec.Data) { - t.Errorf("got %v, want %v", got, rec) - } - if got.SourceNodeId != rec.SourceNodeId || got.SourcePath != rec.SourcePath || got.SourceRowID != 1 { - t.Errorf("tracking data mismatch: got %+v, want %+v", got.TrackingData, rec.TrackingData) - } - case <-time.After(2 * time.Second): - t.Fatal("timeout waiting for tail handler") - } - os.Remove("tail_detects_writes_db2") - os.Remove("tail_detects_writes_db2-wal") - os.Remove("tail_detects_writes_db2-shm") - -} - -func TestBatchWriteMultipleEdge(t *testing.T) { - c, err := newSQLiteConnector(":memory:", "test_table") - if err != nil { - t.Fatalf("failed to create connector: %v", err) - } - defer c.close() - - for i := 0; i < 3; i++ { - rec := RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: fmt.Sprintf("node%d", i), SourcePath: ""}, - SourceRowID: int64(i), - SourceTimestamp: time.Time{}, - }, - Data: nil, // Edge: nil Data - } - if err := c.write(rec); err != nil { - t.Fatalf("failed to write: %v", err) - } - } - time.Sleep(200 * time.Millisecond) - - var count int - err = c.db.QueryRow(`SELECT COUNT(*) FROM "test_table"`).Scan(&count) - if err != nil { - t.Fatalf("failed to count: %v", err) - } - if count != 3 { - t.Errorf("expected 3 rows, got %d", count) - } -} diff --git a/networking/forwarder/src/state_store.go b/networking/forwarder/src/state_store.go deleted file mode 100644 index f4dc960c..00000000 --- a/networking/forwarder/src/state_store.go +++ /dev/null @@ -1,240 +0,0 @@ -package forwarder - -import ( - "sort" - "sync" - "time" -) - -const gracePeriod = 5 * time.Second - -type gap struct { - GapRange - firstSeen time.Time - lastRequestSent time.Time - timesRequestSent int -} - -type pendingRecordsRange struct { - start int64 - end int64 - records map[int64]RecordData -} - -func (g gap) isResendable() bool { - currentTime := time.Now() - if currentTime.Before(g.firstSeen.Add(gracePeriod)) { - return false - } - backoff := gracePeriod * (1 << g.timesRequestSent) - return currentTime.After(g.lastRequestSent.Add(backoff)) -} - -type stateStore struct { - mu sync.RWMutex - sourceKeyMu map[SourceKey]*sync.Mutex - lastContiguousRowId map[SourceKey]int64 - recordsToWrite []RecordData - gaps map[SourceKey][]gap - pending map[SourceKey][]pendingRecordsRange -} - -func newStateStore(lastWrittenRowId map[SourceKey]int64) *stateStore { - return &stateStore{ - lastContiguousRowId: lastWrittenRowId, - recordsToWrite: []RecordData{}, - gaps: make(map[SourceKey][]gap), - pending: make(map[SourceKey][]pendingRecordsRange), - sourceKeyMu: make(map[SourceKey]*sync.Mutex), - } -} - -func (s *stateStore) onRecord(record RecordData) { - sk := SourceKey{SourceNodeId: record.SourceNodeId, SourcePath: record.SourcePath} - - s.mu.Lock() - if _, ok := s.sourceKeyMu[sk]; !ok { - s.sourceKeyMu[sk] = &sync.Mutex{} - if _, ok := s.lastContiguousRowId[sk]; !ok { - s.lastContiguousRowId[sk] = 0 - } - s.gaps[sk] = []gap{} - s.pending[sk] = []pendingRecordsRange{} - } - s.mu.Unlock() - s.sourceKeyMu[sk].Lock() - defer s.sourceKeyMu[sk].Unlock() - l := s.lastContiguousRowId[sk] - r := record.SourceRowID - if r <= l { - return - } - - for _, ru := range s.pending[sk] { - if _, has := ru.records[r]; has { - return - } - } - - currentHighest := l - for _, ru := range s.pending[sk] { - if ru.end > currentHighest { - currentHighest = ru.end - } - } - - gaps := s.gaps[sk] - newGaps := []gap{} - filled := false - for _, g := range gaps { - if g.Start <= r && r <= g.End { - filled = true - if g.Start < r { - newGaps = append(newGaps, gap{GapRange: GapRange{Start: g.Start, End: r - 1}, firstSeen: g.firstSeen, lastRequestSent: g.lastRequestSent, timesRequestSent: g.timesRequestSent}) - } - if r < g.End { - newGaps = append(newGaps, gap{GapRange: GapRange{Start: r + 1, End: g.End}, firstSeen: g.firstSeen, lastRequestSent: g.lastRequestSent, timesRequestSent: g.timesRequestSent}) - } - } else { - newGaps = append(newGaps, g) - } - } - s.gaps[sk] = mergeGaps(newGaps) - - if !filled && r > currentHighest+1 { - gr := GapRange{Start: currentHighest + 1, End: r - 1} - if gr.Start <= gr.End { - newG := gap{GapRange: gr, firstSeen: time.Now(), lastRequestSent: time.Time{}, timesRequestSent: 0} - s.gaps[sk] = append(s.gaps[sk], newG) - s.gaps[sk] = mergeGaps(s.gaps[sk]) - } - } - newRun := pendingRecordsRange{start: r, end: r, records: map[int64]RecordData{r: record}} - s.pending[sk] = addPending(s.pending[sk], newRun) - - var toWrite []RecordData - runs := s.pending[sk] - for len(runs) > 0 && runs[0].start == s.lastContiguousRowId[sk]+1 { - ru := runs[0] - for id := ru.start; id <= ru.end; id++ { - toWrite = append(toWrite, ru.records[id]) - } - s.lastContiguousRowId[sk] = ru.end - s.pending[sk] = runs[1:] - runs = s.pending[sk] - } - - if len(toWrite) > 0 { - s.mu.Lock() - s.recordsToWrite = append(s.recordsToWrite, toWrite...) - s.mu.Unlock() - } -} - -func (s *stateStore) getWriteableMessages() []RecordData { - s.mu.Lock() - defer s.mu.Unlock() - records := s.recordsToWrite[:] - s.recordsToWrite = []RecordData{} - return records -} - -func (s *stateStore) getResendRequests() []ResendRequest { - s.mu.RLock() - keys := make([]SourceKey, 0, len(s.gaps)) - for k := range s.gaps { - keys = append(keys, k) - } - s.mu.RUnlock() - - resendRequests := []ResendRequest{} - for _, sk := range keys { - if _, ok := s.sourceKeyMu[sk]; !ok { - continue - } - s.sourceKeyMu[sk].Lock() - gaps, ok := s.gaps[sk] - if !ok { - s.sourceKeyMu[sk].Unlock() - continue - } - gapRanges := []GapRange{} - for i := range gaps { - if gaps[i].isResendable() { - gapRanges = append(gapRanges, gaps[i].GapRange) - gaps[i].lastRequestSent = time.Now() - gaps[i].timesRequestSent++ - } - } - if len(gapRanges) > 0 { - resendRequests = append(resendRequests, ResendRequest{ - SourceNodeID: sk.SourceNodeId, - SourcePath: sk.SourcePath, - Gaps: gapRanges, - }) - } - s.sourceKeyMu[sk].Unlock() - } - return resendRequests -} - -func (s *stateStore) getCurrentGaps() map[SourceKey][]gap { - s.mu.RLock() - defer s.mu.RUnlock() - copied := make(map[SourceKey][]gap, len(s.gaps)) - for k, v := range s.gaps { - gapCopy := make([]gap, len(v)) - copy(gapCopy, v) - copied[k] = gapCopy - } - return copied -} - -func addPending(pending []pendingRecordsRange, newPending pendingRecordsRange) []pendingRecordsRange { - temp := append(append([]pendingRecordsRange{}, pending...), newPending) - sort.Slice(temp, func(i, j int) bool { return temp[i].start < temp[j].start }) - merged := []pendingRecordsRange{} - for _, p := range temp { - if len(merged) == 0 || merged[len(merged)-1].end+1 < p.start { - merged = append(merged, p) - continue - } - lastIdx := len(merged) - 1 - if merged[lastIdx].end < p.end { - merged[lastIdx].end = p.end - } - for k, v := range p.records { - merged[lastIdx].records[k] = v - } - } - return merged -} - -func mergeGaps(gaps []gap) []gap { - if len(gaps) == 0 { - return gaps - } - sort.Slice(gaps, func(i, j int) bool { return gaps[i].Start < gaps[j].Start }) - merged := []gap{gaps[0]} - for _, g := range gaps[1:] { - lastIdx := len(merged) - 1 - last := merged[lastIdx] - if last.End+1 >= g.Start { - if last.End < g.End { - merged[lastIdx].End = g.End - } - if g.firstSeen.Before(last.firstSeen) { - merged[lastIdx].firstSeen = g.firstSeen - } - if g.lastRequestSent.After(last.lastRequestSent) { - merged[lastIdx].lastRequestSent = g.lastRequestSent - } - if g.timesRequestSent > last.timesRequestSent { - merged[lastIdx].timesRequestSent = g.timesRequestSent - } - } else { - merged = append(merged, g) - } - } - return merged -} diff --git a/networking/forwarder/src/state_store_test.go b/networking/forwarder/src/state_store_test.go deleted file mode 100644 index c0a050f3..00000000 --- a/networking/forwarder/src/state_store_test.go +++ /dev/null @@ -1,283 +0,0 @@ -package forwarder - -import ( - "testing" - "time" -) - -func TestInOrderMessages_SingleSource(t *testing.T) { - store := newStateStore(make(map[SourceKey]int64)) - sk := SourceKey{"node1", "path1"} - - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: 1, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: 2, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: 3, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - - writeable := store.getWriteableMessages() - if len(writeable) != 3 || writeable[0].SourceRowID != 1 || writeable[1].SourceRowID != 2 || writeable[2].SourceRowID != 3 { - t.Errorf("Expected 3 contiguous messages, got %v", writeable) - } - - gaps := store.getCurrentGaps()[sk] - if len(gaps) != 0 { - t.Errorf("Expected no gaps, got %v", gaps) - } - - if store.lastContiguousRowId[sk] != 3 { - t.Errorf("Expected lastContiguous=3, got %d", store.lastContiguousRowId[sk]) - } -} - -func TestOutOfOrder_CreateGapThenFill(t *testing.T) { - store := newStateStore(make(map[SourceKey]int64)) - sk := SourceKey{"node1", "path1"} - - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: 1, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: 3, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - - gaps := store.getCurrentGaps()[sk] - if len(gaps) != 1 || gaps[0].Start != 2 || gaps[0].End != 2 { - t.Errorf("Expected gap [2,2], got %v", gaps) - } - - writeable := store.getWriteableMessages() - if len(writeable) != 1 || writeable[0].SourceRowID != 1 { - t.Errorf("Expected only 1 written, got %v", writeable) - } - - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: 2, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - - writeable = store.getWriteableMessages() - if len(writeable) != 2 || writeable[0].SourceRowID != 2 || writeable[1].SourceRowID != 3 { - t.Errorf("Expected 1 and 2 written, got %v", writeable) - } - - gaps = store.getCurrentGaps()[sk] - if len(gaps) != 0 { - t.Errorf("Expected no gaps after fill, got %v", gaps) - } - - if store.lastContiguousRowId[sk] != 3 { - t.Errorf("Expected lastContiguous=3, got %d", store.lastContiguousRowId[sk]) - } -} - -func TestFillMiddleOfGap_Split(t *testing.T) { - store := newStateStore(make(map[SourceKey]int64)) - sk := SourceKey{"node1", "path1"} - - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: 1, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: 5, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - - gaps := store.getCurrentGaps()[sk] - if len(gaps) != 1 || gaps[0].Start != 2 || gaps[0].End != 4 { - t.Errorf("Expected gap [1,4], got %v", gaps) - } - - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: 3, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - - gaps = store.getCurrentGaps()[sk] - if len(gaps) != 2 || gaps[0].Start != 2 || gaps[0].End != 2 || gaps[1].Start != 4 || gaps[1].End != 4 { - t.Errorf("Expected gaps [1,1] and [3,4], got %v", gaps) - } - - writeable := store.getWriteableMessages() - if len(writeable) != 1 || writeable[0].SourceRowID != 1 { - t.Errorf("Expected only 0 written, got %v", writeable) - } - - if len(store.pending[sk]) != 2 { - t.Errorf("Expected 2 pending runs, got %d", len(store.pending[sk])) - } -} - -func TestMultipleRuns_FillConnectingGap_MergeAndPartialAdvance(t *testing.T) { - store := newStateStore(make(map[SourceKey]int64)) - sk := SourceKey{"node1", "path1"} - - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: 1, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: 2, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: 4, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: 5, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: 7, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - - gaps := store.getCurrentGaps()[sk] - if len(gaps) != 2 || gaps[0].Start != 3 || gaps[0].End != 3 || gaps[1].Start != 6 || gaps[1].End != 6 { - t.Errorf("Expected gaps [3,3],[6,6], got %v", gaps) - } - - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: 3, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - - writeable := store.getWriteableMessages() - if len(writeable) != 5 || writeable[4].SourceRowID != 5 { - t.Errorf("Expected 1-5 written, got %v", writeable) - } - - gaps = store.getCurrentGaps()[sk] - if len(gaps) != 1 || gaps[0].Start != 6 || gaps[0].End != 6 { - t.Errorf("Expected gap [6,6], got %v", gaps) - } - - if store.lastContiguousRowId[sk] != 5 { - t.Errorf("Expected lastContiguous=5, got %d", store.lastContiguousRowId[sk]) - } - - if len(store.pending[sk]) != 1 || store.pending[sk][0].start != 7 { - t.Errorf("Expected pending [7,7], got %v", store.pending[sk]) - } -} - -func TestInitialHighRowID_CreateGap_IgnoreDuplicateAndOld(t *testing.T) { - store := newStateStore(make(map[SourceKey]int64)) - sk := SourceKey{"node1", "path1"} - - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: 3, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - - gaps := store.getCurrentGaps()[sk] - if len(gaps) != 1 || gaps[0].Start != 1 || gaps[0].End != 2 { - t.Errorf("Expected gap [1,2], got %v", gaps) - } - - writeable := store.getWriteableMessages() - if len(writeable) != 0 { - t.Errorf("Expected no writeable, got %v", writeable) - } - - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: 3, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - - if len(store.pending[sk]) != 1 || len(store.pending[sk][0].records) != 1 { - t.Errorf("Duplicate added unexpectedly") - } - - store.onRecord(RecordData{ - TrackingData: TrackingData{ - SourceKey: SourceKey{SourceNodeId: "node1", SourcePath: "path1"}, - SourceRowID: -1, - SourceTimestamp: time.Now(), - }, - Data: nil, - }) - - if store.lastContiguousRowId[sk] != 0 { - t.Errorf("Old message affected lastContiguous") - } -} diff --git a/networking/forwarder/src/tcp_agent.go b/networking/forwarder/src/tcp_agent.go deleted file mode 100644 index b4b1a3e9..00000000 --- a/networking/forwarder/src/tcp_agent.go +++ /dev/null @@ -1,678 +0,0 @@ -package forwarder - -import ( - "bufio" - "context" - "encoding/json" - "errors" - "fmt" - "log" - "net" - "sort" - "strings" - "sync" - "time" - - "github.com/libp2p/go-libp2p/core/peer" -) - -const ( - AgentPort = 7847 - - HandshakeTimeout = 5 * time.Second - HeartbeatInterval = 1 * time.Second - HeartbeatReadGrace = 4 * time.Second - HeartbeatWriteGrace = 3 * time.Second - - tbGraceWindow = 90 * time.Second - - dialTimeoutDefault = 6 * time.Second - dialTimeoutLinkLocal = 12 * time.Second - initialBackoff = 500 * time.Millisecond - maxBackoff = 60 * time.Second - - scheduleTick = 300 * time.Millisecond - maxConcurrentDials = 32 - - ttlDiscovered = 5 * time.Minute - ttlObserved = 20 * time.Minute -) - -type HandshakeMessage struct { - NodeID string `json:"node_id"` - AgentVer string `json:"agent_version"` - PeerID string `json:"peer_id"` - IPv4s []string `json:"ipv4s,omitempty"` - Timestamp int64 `json:"timestamp"` -} - -type Edge struct { - LocalNodeID string - RemoteNodeID string - LocalIP string - RemoteIP string - Proto string -} - -func (e Edge) Key() string { - return fmt.Sprintf("%s|%s|%s|%s|%s", e.LocalNodeID, e.RemoteNodeID, e.LocalIP, e.RemoteIP, e.Proto) -} - -type connTrack struct { - tc *net.TCPConn - edge Edge - dialer bool - closed chan struct{} - closeMx sync.Once -} - -type ipStamp struct { - seenAt time.Time - ttl time.Duration -} - -type dialState struct { - backoff time.Duration - nextAttempt time.Time - connecting bool -} - -type TCPAgent struct { - nodeID string - myPeerID peer.ID - - listener *net.TCPListener - ctx context.Context - cancel context.CancelFunc - - edgesMu sync.RWMutex - activeEdges map[string]*connTrack - - activeByRemoteIPMu sync.RWMutex - activeByRemoteIP map[string]bool - - ipDBMu sync.RWMutex - ipDB map[peer.ID]map[string]ipStamp - - dialStatesMu sync.Mutex - dialStates map[string]*dialState - stopScheduler chan struct{} - schedulerOnce sync.Once - schedulerWG sync.WaitGroup - - dialSem chan struct{} - - ifaceGraceUntilMu sync.RWMutex - ifaceGraceUntil time.Time -} - -var ( - TCPAgentInstance *TCPAgent - TCPAgentOnce sync.Once -) - -func GetTCPAgent() *TCPAgent { - TCPAgentOnce.Do(func() { - TCPAgentInstance = &TCPAgent{ - nodeID: GetNodeId(), - activeEdges: make(map[string]*connTrack), - activeByRemoteIP: make(map[string]bool), - ipDB: make(map[peer.ID]map[string]ipStamp), - dialStates: make(map[string]*dialState), - stopScheduler: make(chan struct{}), - dialSem: make(chan struct{}, maxConcurrentDials), - } - }) - return TCPAgentInstance -} - -func (a *TCPAgent) Start(ctx context.Context, myPeerID peer.ID) error { - a.nodeID = GetNodeId() - a.myPeerID = myPeerID - - ctx2, cancel := context.WithCancel(ctx) - a.ctx, a.cancel = ctx2, cancel - - ln, err := net.ListenTCP("tcp", &net.TCPAddr{Port: AgentPort}) - if err != nil { - return fmt.Errorf("failed to start TCP agent listener: %w", err) - } - a.listener = ln - log.Printf("TCP path agent listening on :%d", AgentPort) - - a.schedulerOnce.Do(func() { - a.schedulerWG.Add(1) - go a.dialSchedulerLoop() - }) - - go a.acceptLoop() - return nil -} - -func (a *TCPAgent) Stop() error { - if a.cancel != nil { - a.cancel() - } - close(a.stopScheduler) - a.schedulerWG.Wait() - - if a.listener != nil { - _ = a.listener.Close() - } - - a.edgesMu.Lock() - for _, ct := range a.activeEdges { - a.closeConn(ct, "agent_stop") - } - a.activeEdges = make(map[string]*connTrack) - a.edgesMu.Unlock() - return nil -} - -func (a *TCPAgent) UpdateDiscoveredIPs(peerID peer.ID, ips []net.IP) { - now := time.Now() - add := make(map[string]ipStamp) - for _, ip := range ips { - if ip == nil { - continue - } - if v4 := ip.To4(); v4 != nil { - add[v4.String()] = ipStamp{seenAt: now, ttl: ttlDiscovered} - } - } - if len(add) == 0 { - return - } - - a.ipDBMu.Lock() - a.ipDB[peerID] = mergeStamps(a.ipDB[peerID], add) - a.ipDBMu.Unlock() - - a.dialStatesMu.Lock() - for ipStr := range add { - key := peerID.String() + "|" + ipStr - if _, ok := a.dialStates[key]; !ok { - a.dialStates[key] = &dialState{backoff: 0, nextAttempt: time.Now()} - } - } - a.dialStatesMu.Unlock() -} - -func (a *TCPAgent) OnInterfaceChange() { - now := time.Now() - a.ifaceGraceUntilMu.Lock() - a.ifaceGraceUntil = now.Add(tbGraceWindow) - a.ifaceGraceUntilMu.Unlock() - - a.dialStatesMu.Lock() - for _, ds := range a.dialStates { - ds.backoff = 0 - ds.nextAttempt = now - } - a.dialStatesMu.Unlock() -} - -func (a *TCPAgent) acceptLoop() { - for { - conn, err := a.listener.AcceptTCP() - if err != nil { - select { - case <-a.ctx.Done(): - return - default: - } - log.Printf("TCP accept error: %v", err) - continue - } - a.setTCPOptions(conn) - go a.handleIncoming(conn) - } -} - -func (a *TCPAgent) dialSchedulerLoop() { - defer a.schedulerWG.Done() - t := time.NewTicker(scheduleTick) - defer t.Stop() - - for { - select { - case <-a.stopScheduler: - return - case <-a.ctx.Done(): - return - case <-t.C: - a.expireIPs(false) - - type want struct { - pid peer.ID - ip string - } - var wants []want - - a.ipDBMu.RLock() - for pid, set := range a.ipDB { - if a.myPeerID.String() <= pid.String() { - continue - } - for ipStr, stamp := range set { - if time.Since(stamp.seenAt) > stamp.ttl { - continue - } - if a.hasActiveToRemoteIP(ipStr) { - continue - } - wants = append(wants, want{pid: pid, ip: ipStr}) - } - } - a.ipDBMu.RUnlock() - - sort.Slice(wants, func(i, j int) bool { - if wants[i].pid == wants[j].pid { - return wants[i].ip < wants[j].ip - } - return wants[i].pid.String() < wants[j].pid.String() - }) - - now := time.Now() - for _, w := range wants { - key := w.pid.String() + "|" + w.ip - a.dialStatesMu.Lock() - ds, ok := a.dialStates[key] - if !ok { - ds = &dialState{} - a.dialStates[key] = ds - } - if ds.connecting || now.Before(ds.nextAttempt) { - a.dialStatesMu.Unlock() - continue - } - ds.connecting = true - a.dialStatesMu.Unlock() - - select { - case a.dialSem <- struct{}{}: - case <-a.ctx.Done(): - return - } - - go func(pid peer.ID, ip string) { - defer func() { - <-a.dialSem - a.dialStatesMu.Lock() - if ds := a.dialStates[pid.String()+"|"+ip]; ds != nil { - ds.connecting = false - } - a.dialStatesMu.Unlock() - }() - a.dialAndMaintain(pid, ip) - }(w.pid, w.ip) - } - } - } -} - -func (a *TCPAgent) dialAndMaintain(pid peer.ID, remoteIP string) { - remoteAddr := fmt.Sprintf("%s:%d", remoteIP, AgentPort) - d := net.Dialer{Timeout: dialTimeoutForIP(remoteIP)} - rawConn, err := d.DialContext(a.ctx, "tcp", remoteAddr) - if err != nil { - a.bumpDialBackoff(pid, remoteIP, err) - return - } - tc := rawConn.(*net.TCPConn) - a.setTCPOptions(tc) - - remoteNodeID, remotePeerID, observedIPv4s, err := a.performHandshake(tc, true) - if err != nil { - _ = tc.Close() - a.bumpDialBackoff(pid, remoteIP, err) - return - } - - finalPID := pid - if remotePeerID != "" { - if parsed, perr := peer.Decode(remotePeerID); perr == nil { - finalPID = parsed - } - } - - a.updateObservedIPv4s(finalPID, observedIPv4s) - - localIP := tc.LocalAddr().(*net.TCPAddr).IP.String() - ct := &connTrack{ - tc: tc, - dialer: true, - edge: Edge{ - LocalNodeID: a.nodeID, - RemoteNodeID: remoteNodeID, - LocalIP: localIP, - RemoteIP: remoteIP, - Proto: "tcp", - }, - closed: make(chan struct{}), - } - - if !a.registerConn(ct) { - _ = tc.Close() - a.bumpDialBackoff(finalPID, remoteIP, errors.New("duplicate edge")) - return - } - - a.dialStatesMu.Lock() - if ds := a.dialStates[finalPID.String()+"|"+remoteIP]; ds != nil { - ds.backoff = 0 - ds.nextAttempt = time.Now().Add(HeartbeatInterval) - } - a.dialStatesMu.Unlock() - - a.runHeartbeatLoops(ct) -} - -func (a *TCPAgent) handleIncoming(tc *net.TCPConn) { - remoteNodeID, remotePeerID, observedIPv4s, err := a.performHandshake(tc, false) - if err != nil { - _ = tc.Close() - return - } - if remotePeerID != "" { - if pid, perr := peer.Decode(remotePeerID); perr == nil { - a.updateObservedIPv4s(pid, observedIPv4s) - } - } - - localIP := tc.LocalAddr().(*net.TCPAddr).IP.String() - remoteIP := tc.RemoteAddr().(*net.TCPAddr).IP.String() - - ct := &connTrack{ - tc: tc, - dialer: false, - edge: Edge{ - LocalNodeID: a.nodeID, - RemoteNodeID: remoteNodeID, - LocalIP: localIP, - RemoteIP: remoteIP, - Proto: "tcp", - }, - closed: make(chan struct{}), - } - - if !a.registerConn(ct) { - _ = tc.Close() - return - } - a.runHeartbeatLoops(ct) -} - -func (a *TCPAgent) setTCPOptions(tc *net.TCPConn) { - _ = tc.SetNoDelay(true) - _ = tc.SetKeepAlive(true) - _ = tc.SetKeepAlivePeriod(5 * time.Second) -} - -func (a *TCPAgent) performHandshake(tc *net.TCPConn, isDialer bool) (remoteNodeID, remotePeerID string, observedIPv4s []string, err error) { - _ = tc.SetDeadline(time.Now().Add(HandshakeTimeout)) - defer tc.SetDeadline(time.Time{}) - - self := HandshakeMessage{ - NodeID: a.nodeID, - AgentVer: "2.2.0", - PeerID: a.myPeerID.String(), - IPv4s: currentLocalIPv4s(), - Timestamp: time.Now().UnixNano(), - } - var remote HandshakeMessage - - if isDialer { - if err = json.NewEncoder(tc).Encode(&self); err != nil { - return "", "", nil, fmt.Errorf("send handshake: %w", err) - } - if err = json.NewDecoder(tc).Decode(&remote); err != nil { - return "", "", nil, fmt.Errorf("read handshake: %w", err) - } - } else { - if err = json.NewDecoder(tc).Decode(&remote); err != nil { - return "", "", nil, fmt.Errorf("read handshake: %w", err) - } - if err = json.NewEncoder(tc).Encode(&self); err != nil { - return "", "", nil, fmt.Errorf("send handshake: %w", err) - } - } - - if remote.NodeID == "" { - return "", "", nil, errors.New("empty remote node id") - } - for _, ip := range remote.IPv4s { - if ip != "" && strings.Count(ip, ":") == 0 { - observedIPv4s = append(observedIPv4s, ip) - } - } - return remote.NodeID, remote.PeerID, observedIPv4s, nil -} - -func (a *TCPAgent) registerConn(ct *connTrack) bool { - key := ct.edge.Key() - - a.edgesMu.Lock() - if _, exists := a.activeEdges[key]; exists { - a.edgesMu.Unlock() - return false - } - a.activeEdges[key] = ct - - a.activeByRemoteIPMu.Lock() - a.activeByRemoteIP[ct.edge.RemoteIP] = true - a.activeByRemoteIPMu.Unlock() - a.edgesMu.Unlock() - - WriteEdgeCreatedEvent(ct.edge.LocalNodeID, ct.edge.RemoteNodeID, ct.edge.LocalIP, ct.edge.RemoteIP, ct.edge.Proto) - return true -} - -func (a *TCPAgent) hasActiveToRemoteIP(remoteIP string) bool { - a.activeByRemoteIPMu.RLock() - ok := a.activeByRemoteIP[remoteIP] - a.activeByRemoteIPMu.RUnlock() - return ok -} - -func (a *TCPAgent) recalcRemoteIPActive(remoteIP string) { - a.edgesMu.RLock() - active := false - for _, ct := range a.activeEdges { - if ct.edge.RemoteIP == remoteIP { - active = true - break - } - } - a.edgesMu.RUnlock() - - a.activeByRemoteIPMu.Lock() - if active { - a.activeByRemoteIP[remoteIP] = true - } else { - delete(a.activeByRemoteIP, remoteIP) - } - a.activeByRemoteIPMu.Unlock() -} - -func (a *TCPAgent) closeConn(ct *connTrack, _ string) { - ct.closeMx.Do(func() { - _ = ct.tc.Close() - key := ct.edge.Key() - - a.edgesMu.Lock() - delete(a.activeEdges, key) - a.edgesMu.Unlock() - - a.recalcRemoteIPActive(ct.edge.RemoteIP) - - WriteEdgeDeletedEvent(ct.edge.LocalNodeID, ct.edge.RemoteNodeID, ct.edge.LocalIP, ct.edge.RemoteIP, ct.edge.Proto) - }) -} - -func (a *TCPAgent) runHeartbeatLoops(ct *connTrack) { - go func() { - r := bufio.NewReader(ct.tc) - for { - _ = ct.tc.SetReadDeadline(time.Now().Add(HeartbeatReadGrace)) - if _, err := r.ReadByte(); err != nil { - a.closeConn(ct, "read_error") - return - } - } - }() - - go func() { - t := time.NewTicker(HeartbeatInterval) - defer t.Stop() - for { - select { - case <-t.C: - _ = ct.tc.SetWriteDeadline(time.Now().Add(HeartbeatWriteGrace)) - if _, err := ct.tc.Write([]byte{0x01}); err != nil { - a.closeConn(ct, "write_error") - return - } - case <-a.ctx.Done(): - a.closeConn(ct, "agent_ctx_done") - return - } - } - }() -} - -func (a *TCPAgent) bumpDialBackoff(pid peer.ID, ip string, err error) { - key := pid.String() + "|" + ip - a.dialStatesMu.Lock() - ds, ok := a.dialStates[key] - if !ok { - ds = &dialState{} - a.dialStates[key] = ds - } - if ds.backoff == 0 { - ds.backoff = initialBackoff - } else { - ds.backoff *= 2 - if ds.backoff > maxBackoff { - ds.backoff = maxBackoff - } - } - ds.nextAttempt = time.Now().Add(ds.backoff) - a.dialStatesMu.Unlock() - - log.Printf("dial %s@%s failed: %v; next in %s", pid, ip, err, ds.backoff) -} - -func mergeStamps(dst map[string]ipStamp, src map[string]ipStamp) map[string]ipStamp { - if dst == nil { - dst = make(map[string]ipStamp, len(src)) - } - for ip, s := range src { - prev, ok := dst[ip] - if !ok || s.seenAt.After(prev.seenAt) { - dst[ip] = s - } - } - return dst -} - -func (a *TCPAgent) updateObservedIPv4s(pid peer.ID, ipv4s []string) { - if len(ipv4s) == 0 { - return - } - now := time.Now() - add := make(map[string]ipStamp, len(ipv4s)) - for _, ip := range ipv4s { - if ip != "" && strings.Count(ip, ":") == 0 { - add[ip] = ipStamp{seenAt: now, ttl: ttlObserved} - } - } - - a.ipDBMu.Lock() - a.ipDB[pid] = mergeStamps(a.ipDB[pid], add) - a.ipDBMu.Unlock() - - a.dialStatesMu.Lock() - for ip := range add { - key := pid.String() + "|" + ip - if _, ok := a.dialStates[key]; !ok { - a.dialStates[key] = &dialState{backoff: 0, nextAttempt: time.Now()} - } - } - a.dialStatesMu.Unlock() -} - -func (a *TCPAgent) expireIPs(_ bool) { - a.ifaceGraceUntilMu.RLock() - graceUntil := a.ifaceGraceUntil - a.ifaceGraceUntilMu.RUnlock() - if time.Now().Before(graceUntil) { - return - } - - now := time.Now() - a.ipDBMu.Lock() - for pid, set := range a.ipDB { - for ip, stamp := range set { - if now.Sub(stamp.seenAt) > stamp.ttl { - delete(set, ip) - - a.dialStatesMu.Lock() - delete(a.dialStates, pid.String()+"|"+ip) - a.dialStatesMu.Unlock() - - log.Printf("TCP agent: expired ip %s for %s", ip, pid) - } - } - if len(set) == 0 { - delete(a.ipDB, pid) - } - } - a.ipDBMu.Unlock() -} - -func currentLocalIPv4s() []string { - var out []string - ifaces, err := net.Interfaces() - if err != nil { - return out - } - for _, ifi := range ifaces { - if ifi.Flags&net.FlagUp == 0 { - continue - } - addrs, _ := ifi.Addrs() - for _, a := range addrs { - if ipnet, ok := a.(*net.IPNet); ok && ipnet.IP != nil { - if v4 := ipnet.IP.To4(); v4 != nil && !v4.IsLoopback() && !v4.IsUnspecified() { - out = append(out, v4.String()) - } - } - } - } - sort.Strings(out) - return dedupeStrings(out) -} - -func dedupeStrings(xs []string) []string { - if len(xs) < 2 { - return xs - } - out := xs[:0] - last := "" - for _, s := range xs { - if s == last { - continue - } - out = append(out, s) - last = s - } - return out -} - -func dialTimeoutForIP(ip string) time.Duration { - if strings.HasPrefix(ip, "169.254.") { - return dialTimeoutLinkLocal - } - return dialTimeoutDefault -} diff --git a/nodes.json b/nodes.json deleted file mode 100644 index 8c44494e..00000000 --- a/nodes.json +++ /dev/null @@ -1 +0,0 @@ -["9gG9JZ5YY1zLE5xVYA2L8DoCTxkYKfxrGi33stPqq1cb", "F4p3DefvhUk9fGfToJXteT7GL9JuF4qMbUCvUKeB7VPZ", "J7AAM7DiMfnvxNvA1AXUFfencsSfwp4Qi851Y7v9hP1M", "7BbDVE6oN35avU6xY7e75m3r3EjADNBTm2ZMZB83EsLf"] \ No newline at end of file diff --git a/src/exo/master/forwarder_supervisor.py b/src/exo/master/forwarder_supervisor.py deleted file mode 100644 index f4f4e5b1..00000000 --- a/src/exo/master/forwarder_supervisor.py +++ /dev/null @@ -1,194 +0,0 @@ -import asyncio -import contextlib -import os -from enum import Enum -from pathlib import Path - -from loguru import logger - -from exo.shared.constants import ( - EXO_GLOBAL_EVENT_DB, - EXO_WORKER_EVENT_DB, - LIBP2P_GLOBAL_EVENTS_TOPIC, - LIBP2P_LOCAL_EVENTS_TOPIC, -) -from exo.shared.types.common import NodeId - - -class ForwarderRole(str, Enum): - """Role determines which forwarding pairs to use""" - - MASTER = "master" - REPLICA = "replica" - - -class ForwarderSupervisor: - """ - Manages the forwarder subprocess for SQLite ↔ libp2p event forwarding. - The forwarder is a single process that handles multiple forwarding pairs. - - Master mode forwards: - - sqlite:worker_events.db:events → libp2p:worker_events (share local worker events) - - libp2p:worker_events → sqlite:global_events.db:events (collect network worker events) - - sqlite:global_events.db:events → libp2p:global_events (broadcast merged global log) - - Replica mode forwards: - - sqlite:worker_events.db:events → libp2p:worker_events (share local worker events) - - libp2p:global_events → sqlite:global_events.db:events (receive global log from master) - """ - - def __init__( - self, - node_id: NodeId, - forwarder_binary_path: Path, - health_check_interval: float = 5.0, - ): - self.node_id = node_id - self._binary_path = forwarder_binary_path - self._health_check_interval = health_check_interval - self._current_role: ForwarderRole | None = None - self._process: asyncio.subprocess.Process | None = None - self._health_check_task: asyncio.Task[None] | None = None - - async def notify_role_change(self, new_role: ForwarderRole) -> None: - """ - Called by external systems (e.g., election handler) when role changes. - This is the main public interface. - """ - if self._current_role == new_role: - logger.debug(f"Role unchanged: {new_role}") - return - logger.info(f"Node changing from {self._current_role} to {new_role}") - self._current_role = new_role - await self._restart_with_role(new_role) - - async def start_as_replica(self) -> None: - """Convenience method to start in replica mode""" - await self.notify_role_change(ForwarderRole.REPLICA) - - async def stop(self) -> None: - """Stop forwarder and cleanup""" - await self._stop_process() - self._current_role = None - - def _get_forwarding_pairs(self, role: ForwarderRole) -> str: - """ - Generate forwarding pairs based on role. - Returns list of "source,sink" strings. - """ - pairs: list[str] = [] - - # Both master and replica forward local worker events to network - pairs.append( - f"sqlite:{EXO_WORKER_EVENT_DB}:events|libp2p:{LIBP2P_LOCAL_EVENTS_TOPIC}" - ) - - if role == ForwarderRole.MASTER: - # Master: collect worker events from network into global log - pairs.append( - f"libp2p:{LIBP2P_LOCAL_EVENTS_TOPIC}|sqlite:{EXO_GLOBAL_EVENT_DB}:events" - ) - # Master: broadcast global events to network - pairs.append( - f"sqlite:{EXO_GLOBAL_EVENT_DB}:events|libp2p:{LIBP2P_GLOBAL_EVENTS_TOPIC}" - ) - else: # REPLICA - # Replica: receive global events from master - pairs.append( - f"libp2p:{LIBP2P_GLOBAL_EVENTS_TOPIC}|sqlite:{EXO_GLOBAL_EVENT_DB}:events" - ) - - return ",".join(pairs) - - async def _restart_with_role(self, role: ForwarderRole) -> None: - """Internal method to restart forwarder with new role""" - await self._stop_process() - - pairs: str = self._get_forwarding_pairs(role) - env_vars = os.environ.copy() - env_vars["FORWARDER_NODE_ID"] = str(self.node_id) - self._process = await asyncio.create_subprocess_exec( - str(self._binary_path), - "--events-db", - str(EXO_WORKER_EVENT_DB), - # pair arguments - f"{pairs}", - stdout=None, - stderr=None, - env=env_vars, - ) - logger.info(f"Starting forwarder with forwarding pairs: {pairs}") - - # Start health monitoring - self._health_check_task = asyncio.create_task(self._monitor_health()) - - async def _stop_process(self) -> None: - """Stop the forwarder process gracefully""" - if self._health_check_task: - self._health_check_task.cancel() - with contextlib.suppress(asyncio.CancelledError): - await self._health_check_task - self._health_check_task = None - - if self._process: - # Check if process is already dead - if self._process.returncode is None: - # Process is still alive, terminate it - try: - self._process.terminate() - await asyncio.wait_for(self._process.wait(), timeout=5.0) - except asyncio.TimeoutError: - logger.bind(user_facing=True).warning( - "Forwarder didn't terminate, killing" - ) - self._process.kill() - await self._process.wait() - except ProcessLookupError: - # Process already dead - pass - self._process = None - - async def _monitor_health(self) -> None: - """Monitor process health and restart if it crashes""" - while self._process and self._current_role: - try: - # Check if process is still alive - retcode = await asyncio.wait_for( - self._process.wait(), timeout=self._health_check_interval - ) - # Process exited - logger.bind(user_facing=True).error( - f"Forwarder died with code {retcode}" - ) - - # Auto-restart - await asyncio.sleep(0.2) # Brief delay before restart - if self._current_role: # Still have a role - await self._restart_with_role(self._current_role) - break - - except asyncio.TimeoutError: - # Process still running, continue monitoring - continue - except asyncio.CancelledError: - break - - @property - def is_running(self) -> bool: - """Check if forwarder process is running""" - return self._process is not None and self._process.returncode is None - - @property - def current_role(self) -> ForwarderRole | None: - """Get current forwarder role (for testing)""" - return self._current_role - - @property - def process_pid(self) -> int | None: - """Get current process PID (for testing)""" - return self._process.pid if self._process else None - - @property - def process(self) -> asyncio.subprocess.Process | None: - """Get current process (for testing)""" - return self._process diff --git a/src/exo/master/tests/test_forwarder_supervisor.py b/src/exo/master/tests/test_forwarder_supervisor.py deleted file mode 100644 index 97cb6ec6..00000000 --- a/src/exo/master/tests/test_forwarder_supervisor.py +++ /dev/null @@ -1,397 +0,0 @@ -""" -Comprehensive unit tests for ForwarderSupervisor. -Tests basic functionality, process management, and edge cases. -""" - -import asyncio -import logging -import os -import tempfile -from pathlib import Path -from typing import AsyncGenerator, Callable, Generator -from unittest.mock import AsyncMock, MagicMock - -import pytest -import pytest_asyncio - -from exo.master.election_callback import ElectionCallbacks -from exo.master.forwarder_supervisor import ( - ForwarderRole, - ForwarderSupervisor, -) -from exo.shared.constants import ( - EXO_GLOBAL_EVENT_DB, - EXO_WORKER_EVENT_DB, - LIBP2P_GLOBAL_EVENTS_TOPIC, - LIBP2P_LOCAL_EVENTS_TOPIC, -) -from exo.shared.types.common import NodeId - -# Mock forwarder script content -MOCK_FORWARDER_SCRIPT = '''#!/usr/bin/env python3 -"""Mock forwarder for testing.""" -import os -import sys -import time -import signal -from pathlib import Path - - -def log(message: str) -> None: - """Write to both stdout and a log file for test verification""" - print(message, flush=True) - - # Also write to a file for test verification - log_file = os.environ.get("MOCK_LOG_FILE") - if log_file: - with open(log_file, "a") as f: - f.write(f"{time.time()}: {message}\\n") - - -def handle_signal(signum: int, frame: object) -> None: - """Handle termination signals gracefully""" - log(f"Received signal {signum}") - sys.exit(0) - - -def main() -> None: - # Register signal handlers - signal.signal(signal.SIGTERM, handle_signal) - signal.signal(signal.SIGINT, handle_signal) - - # Log startup with arguments - args = sys.argv[1:] if len(sys.argv) > 1 else [] - log(f"Mock forwarder started with args: {args}") - - # Write PID file if requested (for testing process management) - pid_file = os.environ.get("MOCK_PID_FILE") - if pid_file: - Path(pid_file).write_text(str(os.getpid())) - - # Check for test control environment variables - exit_after = os.environ.get("MOCK_EXIT_AFTER") - exit_code = int(os.environ.get("MOCK_EXIT_CODE", "0")) - hang_mode = os.environ.get("MOCK_HANG_MODE", "false").lower() == "true" - ignore_signals = os.environ.get("MOCK_IGNORE_SIGNALS", "false").lower() == "true" - - if ignore_signals: - # Ignore SIGTERM for testing force kill scenarios - signal.signal(signal.SIGTERM, signal.SIG_IGN) - log("Ignoring SIGTERM signal") - - # Simulate work - start_time = time.time() - while True: - if exit_after and (time.time() - start_time) >= float(exit_after): - log(f"Exiting after {exit_after} seconds with code {exit_code}") - sys.exit(exit_code) - - if hang_mode: - # Simulate a hanging process (no CPU usage but not responding) - time.sleep(3600) # Sleep for an hour - else: - # Normal operation - small sleep to not consume CPU - time.sleep(0.1) - - -if __name__ == "__main__": - main() -''' - - -@pytest.fixture -def temp_dir() -> Generator[Path, None, None]: - """Create a temporary directory and clean it up after test.""" - temp_path = Path(tempfile.mkdtemp(prefix="exo_test_")) - yield temp_path - # Clean up - import shutil - - shutil.rmtree(temp_path, ignore_errors=True) - - -@pytest.fixture -def mock_forwarder_script(temp_dir: Path) -> Path: - """Create the mock forwarder executable.""" - mock_script = temp_dir / "mock_forwarder.py" - mock_script.write_text(MOCK_FORWARDER_SCRIPT) - mock_script.chmod(0o755) - return mock_script - - -@pytest.fixture -def test_logger() -> logging.Logger: - """Create a test logger.""" - logger = logging.getLogger("test_forwarder") - logger.setLevel(logging.DEBUG) - - # Add console handler for debugging - if not logger.handlers: - handler = logging.StreamHandler() - handler.setLevel(logging.DEBUG) - formatter = logging.Formatter( - "%(asctime)s - %(name)s - %(levelname)s - %(message)s" - ) - handler.setFormatter(formatter) - logger.addHandler(handler) - - return logger - - -@pytest.fixture -def mock_env_vars(temp_dir: Path) -> dict[str, str]: - """Environment variables for controlling mock forwarder behavior.""" - return { - "MOCK_LOG_FILE": str(temp_dir / "mock_forwarder.log"), - "MOCK_PID_FILE": str(temp_dir / "mock_forwarder.pid"), - } - - -@pytest_asyncio.fixture -async def cleanup_processes() -> AsyncGenerator[set[int], None]: - """Track and cleanup any processes created during tests.""" - tracked_pids: set[int] = set() - - yield tracked_pids - - # Cleanup any remaining processes - simplified to avoid psutil dependency - import contextlib - import subprocess - - for pid in tracked_pids: - with contextlib.suppress(Exception): - subprocess.run(["kill", str(pid)], check=False, timeout=1) - - -@pytest.fixture -def track_subprocess( - cleanup_processes: set[int], -) -> Callable[[asyncio.subprocess.Process], asyncio.subprocess.Process]: - """Function to track subprocess PIDs for cleanup.""" - - def track(process: asyncio.subprocess.Process) -> asyncio.subprocess.Process: - if process.pid: - cleanup_processes.add(process.pid) - return process - - return track - - -class TestForwardersupervisorBasic: - """Basic functionality tests for Forwardersupervisor.""" - - @pytest.mark.asyncio - async def test_start_as_replica( - self, - mock_forwarder_script: Path, - mock_env_vars: dict[str, str], - test_logger: logging.Logger, - track_subprocess: Callable[ - [asyncio.subprocess.Process], asyncio.subprocess.Process - ], - ) -> None: - """Test starting forwarder in replica mode.""" - # Set environment - os.environ.update(mock_env_vars) - - supervisor = ForwarderSupervisor(NodeId(), mock_forwarder_script) - await supervisor.start_as_replica() - - # Track the process for cleanup - if supervisor.process: - track_subprocess(supervisor.process) - - try: - # Verify process is running - assert supervisor.is_running - assert supervisor.current_role == ForwarderRole.REPLICA - - # Wait a bit for log file to be written - await asyncio.sleep(0.5) - - # Verify forwarding pairs in log - log_content = Path(mock_env_vars["MOCK_LOG_FILE"]).read_text() - - # Expected replica forwarding pairs - expected_pairs = [ - f"sqlite:{EXO_WORKER_EVENT_DB}:events|libp2p:{LIBP2P_LOCAL_EVENTS_TOPIC}", - f"libp2p:{LIBP2P_GLOBAL_EVENTS_TOPIC}|sqlite:{EXO_GLOBAL_EVENT_DB}:events", - ] - - # Check that the forwarder received the correct arguments - assert all(pair in log_content for pair in expected_pairs) - - finally: - await supervisor.stop() - assert not supervisor.is_running - - @pytest.mark.asyncio - async def test_role_change_replica_to_master( - self, - mock_forwarder_script: Path, - mock_env_vars: dict[str, str], - test_logger: logging.Logger, - track_subprocess: Callable[ - [asyncio.subprocess.Process], asyncio.subprocess.Process - ], - ) -> None: - """Test changing role from replica to master.""" - os.environ.update(mock_env_vars) - - supervisor = ForwarderSupervisor(NodeId(), mock_forwarder_script) - await supervisor.start_as_replica() - - if supervisor.process: - track_subprocess(supervisor.process) - - try: - # Change to master - await supervisor.notify_role_change(ForwarderRole.MASTER) - - if supervisor.process: - track_subprocess(supervisor.process) - - # Wait for restart - await asyncio.sleep(0.5) - - assert supervisor.is_running - assert supervisor.current_role == ForwarderRole.MASTER - - # Verify new forwarding pairs - log_content = Path(mock_env_vars["MOCK_LOG_FILE"]).read_text() - - # Expected master forwarding pairs - master_pairs = [ - f"libp2p:{LIBP2P_LOCAL_EVENTS_TOPIC}|sqlite:{EXO_GLOBAL_EVENT_DB}:events", - f"sqlite:{EXO_GLOBAL_EVENT_DB}:events|libp2p:{LIBP2P_GLOBAL_EVENTS_TOPIC}", - ] - - assert all(pair in log_content for pair in master_pairs) - - finally: - await supervisor.stop() - - @pytest.mark.asyncio - async def test_idempotent_role_change( - self, - mock_forwarder_script: Path, - mock_env_vars: dict[str, str], - test_logger: logging.Logger, - track_subprocess: Callable[ - [asyncio.subprocess.Process], asyncio.subprocess.Process - ], - ) -> None: - """Test that setting the same role twice doesn't restart the process.""" - os.environ.update(mock_env_vars) - - supervisor = ForwarderSupervisor(NodeId(), mock_forwarder_script) - await supervisor.start_as_replica() - - original_pid = supervisor.process_pid - if supervisor.process: - track_subprocess(supervisor.process) - - try: - # Try to change to the same role - await supervisor.notify_role_change(ForwarderRole.REPLICA) - - # Should not restart (same PID) - assert supervisor.process_pid == original_pid - - finally: - await supervisor.stop() - - @pytest.mark.asyncio - async def test_process_crash_and_restart( - self, - mock_forwarder_script: Path, - mock_env_vars: dict[str, str], - test_logger: logging.Logger, - track_subprocess: Callable[ - [asyncio.subprocess.Process], asyncio.subprocess.Process - ], - ) -> None: - """Test that Forwardersupervisor restarts the process if it crashes.""" - # Configure mock to exit after 1 second - mock_env_vars["MOCK_EXIT_AFTER"] = "1" - mock_env_vars["MOCK_EXIT_CODE"] = "1" - os.environ.update(mock_env_vars) - - supervisor = ForwarderSupervisor( - NodeId(), - mock_forwarder_script, - health_check_interval=0.5, # Faster health checks for testing - ) - await supervisor.start_as_replica() - - original_pid = supervisor.process_pid - if supervisor.process: - track_subprocess(supervisor.process) - - try: - # Wait for first crash - await asyncio.sleep(1.5) - - # Process should have crashed - assert not supervisor.is_running or supervisor.process_pid != original_pid - - # Clear the crash-inducing environment variables so restart works - if "MOCK_EXIT_AFTER" in os.environ: - del os.environ["MOCK_EXIT_AFTER"] - if "MOCK_EXIT_CODE" in os.environ: - del os.environ["MOCK_EXIT_CODE"] - - # Wait for restart - await asyncio.sleep(1.0) - - # Process should have restarted with new PID - assert supervisor.is_running - assert supervisor.process_pid != original_pid - - # Track new process - if supervisor.process: - track_subprocess(supervisor.process) - - finally: - await supervisor.stop() - - @pytest.mark.asyncio - async def test_nonexistent_binary( - self, test_logger: logging.Logger, temp_dir: Path - ) -> None: - """Test behavior when forwarder binary doesn't exist.""" - nonexistent_path = temp_dir / "nonexistent_forwarder" - - supervisor = ForwarderSupervisor(NodeId(), nonexistent_path) - - # Should raise FileNotFoundError - with pytest.raises(FileNotFoundError): - await supervisor.start_as_replica() - - -class TestElectionCallbacks: - """Test suite for ElectionCallbacks.""" - - @pytest.mark.asyncio - async def test_on_became_master(self, test_logger: logging.Logger) -> None: - """Test callback when becoming master.""" - mock_supervisor = MagicMock(spec=ForwarderSupervisor) - mock_supervisor.notify_role_change = AsyncMock() - - callbacks = ElectionCallbacks(mock_supervisor) - await callbacks.on_became_master() - - mock_supervisor.notify_role_change.assert_called_once_with(ForwarderRole.MASTER) # type: ignore - - @pytest.mark.asyncio - async def test_on_became_replica(self, test_logger: logging.Logger) -> None: - """Test callback when becoming replica.""" - mock_supervisor = MagicMock(spec=ForwarderSupervisor) - mock_supervisor.notify_role_change = AsyncMock() - - callbacks = ElectionCallbacks(mock_supervisor) - await callbacks.on_became_replica() - - mock_supervisor.notify_role_change.assert_called_once_with( # type: ignore - ForwarderRole.REPLICA - ) diff --git a/src/exo/shared/db/__init__.py b/src/exo/shared/db/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/src/exo/shared/db/config.py b/src/exo/shared/db/config.py deleted file mode 100644 index c5d0e01b..00000000 --- a/src/exo/shared/db/config.py +++ /dev/null @@ -1,19 +0,0 @@ -from pathlib import Path - -from pydantic import BaseModel - -from exo.shared.constants import EXO_GLOBAL_EVENT_DB - - -class EventLogConfig(BaseModel): - """Configuration for the event log system""" - - # Batch processing settings - batch_size: int = 100 - batch_timeout_ms: int = 100 - debounce_ms: int = 10 - max_age_ms: int = 100 - - def get_db_path(self) -> Path: - """Get the full path for a specific event log type""" - return EXO_GLOBAL_EVENT_DB diff --git a/src/exo/shared/db/connector.py b/src/exo/shared/db/connector.py deleted file mode 100644 index 141cac38..00000000 --- a/src/exo/shared/db/connector.py +++ /dev/null @@ -1,418 +0,0 @@ -import asyncio -import contextlib -import json -import random -from asyncio import Queue, Task -from collections.abc import Sequence -from pathlib import Path -from typing import Any, cast - -from loguru import logger -from pydantic import TypeAdapter -from sqlalchemy import text -from sqlalchemy.exc import OperationalError -from sqlalchemy.ext.asyncio import AsyncConnection, AsyncSession, create_async_engine - -from exo.shared.types.common import NodeId -from exo.shared.types.events import Event, IndexedEvent, event_tag - -from .types import StoredEvent - - -class AsyncSQLiteEventStorage: - """High-performance SQLite event storage with async batching. - - Features: - - Non-blocking writes via adaptive async batching with debouncing - - Automatic sequence numbering using SQLite rowid - - Type-safe event serialization/deserialization - - Efficient indexing for common query patterns - - Batching behavior: - - Low load: Minimal latency via short debounce windows - - High load: Efficient batching up to batch_size limit - - Max age constraint prevents indefinite delays - """ - - def __init__( - self, - db_path: str | Path, - batch_size: int, - batch_timeout_ms: int, - debounce_ms: int, - max_age_ms: int, - ): - self._db_path = Path(db_path) - self._batch_size = batch_size - self._batch_timeout_s = batch_timeout_ms / 1000.0 - self._debounce_s = debounce_ms / 1000.0 - self._max_age_s = max_age_ms / 1000.0 - self._write_queue: Queue[tuple[Event, NodeId]] = Queue() - self._batch_writer_task: Task[None] | None = None - self._engine = None - self._closed = False - - async def start(self) -> None: - """Initialize the storage and start the batch writer.""" - if self._batch_writer_task is not None: - raise RuntimeError("Storage already started") - - # Create database and tables - await self._initialize_database() - - # Start batch writer - self._batch_writer_task = asyncio.create_task(self._batch_writer()) - logger.info(f"Started SQLite event storage: {self._db_path}") - - async def append_events(self, events: Sequence[Event], origin: NodeId) -> None: - """Append events to the log (fire-and-forget). The writes are batched and committed - in the background so readers don't have a guarantee of seeing events immediately.""" - if self._closed: - raise RuntimeError("Storage is closed") - - for event in events: - await self._write_queue.put((event, origin)) - - async def get_events_since(self, last_idx: int) -> Sequence[IndexedEvent]: - """Retrieve events after a specific index.""" - if self._closed: - raise RuntimeError("Storage is closed") - - assert self._engine is not None - - async with AsyncSession(self._engine) as session: - # Use raw SQL to get rowid along with the stored event data - result = await session.execute( - text( - "SELECT rowid, origin, event_data FROM events WHERE rowid > :last_idx ORDER BY rowid" - ), - {"last_idx": last_idx}, - ) - rows = result.fetchall() - - events: list[IndexedEvent] = [] - for row in rows: - rowid: int = cast(int, row[0]) - # origin: str = cast(str, row[1]) - # Parse JSON string to dict - raw_event_data = row[2] # type: ignore[reportAny] - SQLAlchemy result is Any - if isinstance(raw_event_data, str): - event_data: dict[str, Any] = cast( - dict[str, Any], json.loads(raw_event_data) - ) - else: - event_data = cast(dict[str, Any], raw_event_data) - event: Event = TypeAdapter(Event).validate_python(event_data) # type: ignore - events.append( - IndexedEvent( - event=event, # type: ignore - # origin=NodeId(origin), - idx=rowid, # rowid becomes idx_in_log - ) - ) - - return events - - async def get_last_idx(self) -> int: - if self._closed: - raise RuntimeError("Storaged is closed") - - assert self._engine is not None - - async with AsyncSession(self._engine) as session: - result = await session.execute( - text( - "SELECT rowid, origin, event_data FROM events ORDER BY rowid DESC LIMIT 1" - ), - {}, - ) - rows = result.fetchall() - - if len(rows) == 0: - return 0 - if len(rows) == 1: - row = rows[0] - return cast(int, row[0]) - else: - raise AssertionError( - "There should have been at most 1 row returned from this SQL query." - ) - - async def close(self) -> None: - """Close the storage connection and cleanup resources.""" - if self._closed: - return - - self._closed = True - - # Stop batch writer - if self._batch_writer_task is not None: - self._batch_writer_task.cancel() - with contextlib.suppress(asyncio.CancelledError): - await self._batch_writer_task - - # Close database - if self._engine is not None: - await self._engine.dispose() - - logger.info("Closed SQLite event storage") - - async def delete_all_events(self) -> None: - """Delete all events from the database.""" - assert self._engine is not None - async with AsyncSession(self._engine) as session: - await session.execute(text("DELETE FROM events")) - await session.commit() - - async def _initialize_database(self) -> None: - """Initialize database connection and create tables.""" - self._engine = create_async_engine( - f"sqlite+aiosqlite:///{self._db_path}", - echo=False, - connect_args={ - "check_same_thread": False, - "timeout": 30.0, # Connection timeout in seconds - }, - pool_pre_ping=True, # Test connections before using them - pool_size=5, - max_overflow=10, - ) - - # Create tables with proper race condition handling - async with self._engine.begin() as conn: - # First check if the table exists using SQLite's master table - result = await conn.execute( - text( - "SELECT name FROM sqlite_master WHERE type='table' AND name='events'" - ) - ) - table_exists = result.fetchone() is not None - - if not table_exists: - try: - # Use CREATE TABLE IF NOT EXISTS as a more atomic operation - # This avoids race conditions between check and create - await conn.execute( - text(""" - CREATE TABLE IF NOT EXISTS events ( - rowid INTEGER PRIMARY KEY AUTOINCREMENT, - origin TEXT NOT NULL, - event_type TEXT NOT NULL, - event_id TEXT NOT NULL, - event_data TEXT NOT NULL, - created_at TIMESTAMP NOT NULL DEFAULT CURRENT_TIMESTAMP - ) - """) - ) - - # Create indexes if they don't exist - await conn.execute( - text( - "CREATE INDEX IF NOT EXISTS idx_events_origin ON events(origin)" - ) - ) - await conn.execute( - text( - "CREATE INDEX IF NOT EXISTS idx_events_event_type ON events(event_type)" - ) - ) - await conn.execute( - text( - "CREATE INDEX IF NOT EXISTS idx_events_event_id ON events(event_id)" - ) - ) - await conn.execute( - text( - "CREATE INDEX IF NOT EXISTS idx_events_created_at ON events(created_at)" - ) - ) - await conn.execute( - text( - "CREATE INDEX IF NOT EXISTS idx_events_origin_created ON events(origin, created_at)" - ) - ) - - logger.info("Events table and indexes created successfully") - except OperationalError as e: - # Even with IF NOT EXISTS, log any unexpected errors - logger.error(f"Error creating table: {e}") - # Re-check if table exists now - result = await conn.execute( - text( - "SELECT name FROM sqlite_master WHERE type='table' AND name='events'" - ) - ) - if result.fetchone() is None: - raise RuntimeError(f"Failed to create events table: {e}") from e - else: - logger.info( - "Events table exists (likely created by another process)" - ) - else: - logger.debug("Events table already exists") - - # Enable WAL mode and other optimizations with retry logic - await self._execute_pragma_with_retry( - conn, - [ - "PRAGMA journal_mode=WAL", - "PRAGMA synchronous=NORMAL", - "PRAGMA cache_size=10000", - "PRAGMA busy_timeout=30000", # 30 seconds busy timeout - ], - ) - - async def _batch_writer(self) -> None: - """Background task that drains the queue and commits batches. - - Uses adaptive batching with debouncing: - - Blocks waiting for first item (no CPU waste when idle) - - Opens debounce window to collect more items - - Respects max age to prevent stale batches - - Resets debounce timer with each new item - """ - loop = asyncio.get_event_loop() - - while not self._closed: - batch: list[tuple[Event, NodeId]] = [] - - try: - # Block waiting for first item - event, origin = await self._write_queue.get() - batch.append((event, origin)) - first_ts = loop.time() # monotonic seconds - - # Open debounce window - while True: - # How much longer can we wait? - age_left = self._max_age_s - (loop.time() - first_ts) - if age_left <= 0: - break # max age reached → flush - - # Shrink the wait to honour both debounce and max-age - try: - event, origin = await asyncio.wait_for( - self._write_queue.get(), - timeout=min(self._debounce_s, age_left), - ) - batch.append((event, origin)) - - if len(batch) >= self._batch_size: - break # size cap reached → flush - # else: loop again, resetting debounce timer - except asyncio.TimeoutError: - break # debounce window closed → flush - - except asyncio.CancelledError: - # Drain any remaining items before exiting - if batch: - await self._commit_batch(batch) - raise - - if batch: - await self._commit_batch(batch) - - async def _commit_batch(self, batch: list[tuple[Event, NodeId]]) -> None: - """Commit a batch of events to SQLite.""" - assert self._engine is not None - - try: - async with AsyncSession(self._engine) as session: - for event, origin in batch: - stored_event = StoredEvent( - origin=origin, - event_type=event_tag(event), - event_id=str(event.event_id), - event_data=event.model_dump( - mode="json" - ), # Serialize UUIDs and other objects to JSON-compatible strings - ) - session.add(stored_event) - - await session.commit() - logger.debug(f"Committed batch of {len(batch)} events") - - except OperationalError as e: - if "database is locked" in str(e): - logger.warning(f"Database locked during batch commit, will retry: {e}") - # Retry with exponential backoff - await self._commit_batch_with_retry(batch) - else: - logger.error(f"Failed to commit batch: {e}") - raise - except Exception as e: - logger.error(f"Failed to commit batch: {e}") - raise - - async def _execute_pragma_with_retry( - self, conn: AsyncConnection, pragmas: list[str], max_retries: int = 5 - ) -> None: - """Execute PRAGMA statements with retry logic for database lock errors.""" - for pragma in pragmas: - retry_count = 0 - base_delay: float = 0.1 # 100ms - - while retry_count < max_retries: - try: - await conn.execute(text(pragma)) - break - except OperationalError as e: - if "database is locked" in str(e) and retry_count < max_retries - 1: - delay = cast( - float, - base_delay * (2**retry_count) + random.uniform(0, 0.1), - ) - logger.warning( - f"Database locked on '{pragma}', retry {retry_count + 1}/{max_retries} after {delay:.2f}s" - ) - await asyncio.sleep(delay) - retry_count += 1 - else: - logger.error( - f"Failed to execute '{pragma}' after {retry_count + 1} attempts: {e}" - ) - raise - - async def _commit_batch_with_retry( - self, batch: list[tuple[Event, NodeId]], max_retries: int = 5 - ) -> None: - """Commit a batch with retry logic for database lock errors.""" - retry_count = 0 - base_delay: float = 0.1 # 100ms - - while retry_count < max_retries: - try: - assert self._engine is not None - - async with AsyncSession(self._engine) as session: - for event, origin in batch: - stored_event = StoredEvent( - origin=origin, - event_type=event_tag(event), - event_id=str(event.event_id), - event_data=event.model_dump(mode="json"), - ) - session.add(stored_event) - - await session.commit() - - logger.debug( - f"Committed batch of {len(batch)} events after {retry_count} retries" - ) - return - - except OperationalError as e: - if "database is locked" in str(e) and retry_count < max_retries - 1: - delay = cast( - float, base_delay * (2**retry_count) + random.uniform(0, 0.1) - ) - logger.warning( - f"Database locked on batch commit, retry {retry_count + 1}/{max_retries} after {delay:.2f}s" - ) - await asyncio.sleep(delay) - retry_count += 1 - else: - logger.error( - f"Failed to commit batch after {retry_count + 1} attempts: {e}" - ) - raise diff --git a/src/exo/shared/db/event_log_manager.py b/src/exo/shared/db/event_log_manager.py deleted file mode 100644 index b2fd3b18..00000000 --- a/src/exo/shared/db/event_log_manager.py +++ /dev/null @@ -1,110 +0,0 @@ -import asyncio -from typing import cast - -from loguru import logger -from sqlalchemy.exc import OperationalError - -from exo.shared.constants import EXO_HOME -from exo.shared.db.config import EventLogConfig -from exo.shared.db.connector import AsyncSQLiteEventStorage -from exo.utils.fs import ensure_directory_exists - - -class EventLogManager: - """ - Manages both worker and global event log connectors. - Used by both master and worker processes with different access patterns: - - - Worker: writes to worker_events, tails global_events - - Master (elected): writes to global_events, tails global_events - - Master (replica): writes to worker_events, tails global_events - """ - - def __init__(self, config: EventLogConfig): - self._config = config - self._connector: AsyncSQLiteEventStorage | None = None - - # Ensure base directory exists - ensure_directory_exists(EXO_HOME) - - # TODO: This seems like it's a pattern to avoid an async __init__ function. But as we know, there's a better pattern for this - using a create() function, like in runner_supervisor. - async def initialize(self, max_retries: int = 3) -> None: - """Initialize both connectors with retry logic - call this during startup""" - # Both master and worker need both connectors - retry_count: int = 0 - last_error: Exception | None = None - - while retry_count < max_retries: - try: - await self.get_connector() - break - except OperationalError as e: - last_error = e - if "database is locked" in str(e) and retry_count < max_retries - 1: - retry_count += 1 - delay = cast(float, 0.5 * (2**retry_count)) - logger.warning( - f"Database locked while initializing db, retry {retry_count}/{max_retries} after {delay}s" - ) - await asyncio.sleep(delay) - else: - logger.opt(exception=e).error( - f"Failed to initialize db after {retry_count + 1} attempts" - ) - raise RuntimeError( - f"Could not initialize db after {retry_count + 1} attempts" - ) from e - except Exception as e: - logger.opt(exception=e).error("Unexpected error initializing db") - raise - - if retry_count >= max_retries and last_error: - raise RuntimeError( - f"Could not initialize db after {max_retries} attempts" - ) from last_error - logger.bind(user_facing=True).info("Initialized all event log connectors") - - async def get_connector(self) -> AsyncSQLiteEventStorage: - """Get or create a connector for the specified log type""" - if not self._connector: - db_path = self._config.get_db_path() - - try: - connector = AsyncSQLiteEventStorage( - db_path=db_path, - batch_size=self._config.batch_size, - batch_timeout_ms=self._config.batch_timeout_ms, - debounce_ms=self._config.debounce_ms, - max_age_ms=self._config.max_age_ms, - ) - - # Start the connector (creates tables if needed) - await connector.start() - - self._connector = connector - logger.bind(user_facing=True).info( - f"Initialized db connector at {db_path}" - ) - except Exception as e: - logger.bind(user_facing=True).opt(exception=e).error( - "Failed to create db connector" - ) - raise - - return self._connector - - @property - def events(self) -> AsyncSQLiteEventStorage: - """Access event log (must call initialize() first)""" - if not self._connector: - raise RuntimeError( - "Event log manager not initialized. Call initialize() first." - ) - return self._connector - - async def close(self) -> None: - """Close all open connectors""" - assert self._connector is not None - await self._connector.close() - logger.bind(user_facing=True).info("Closed db connector") - self._connector = None diff --git a/src/exo/shared/db/types.py b/src/exo/shared/db/types.py deleted file mode 100644 index 0795e3d0..00000000 --- a/src/exo/shared/db/types.py +++ /dev/null @@ -1,27 +0,0 @@ -from datetime import datetime, timezone -from typing import Any - -from sqlalchemy import DateTime, Index -from sqlmodel import JSON, Column, Field, SQLModel - - -class StoredEvent(SQLModel, table=True): - """SQLite representation of an event in the event log. - - The rowid serves as the global sequence number (idx_in_log) for ordering. - """ - - __tablename__ = "events" # type: ignore[assignment] - - # SQLite's rowid as primary key - we alias it but don't actually use it in queries - rowid: int | None = Field(default=None, primary_key=True, alias="rowid") - origin: str = Field(index=True) - event_type: str = Field(index=True) - event_id: str = Field(index=True) - event_data: dict[str, Any] = Field(sa_column=Column(JSON)) - created_at: datetime = Field( - default_factory=lambda: datetime.now(timezone.utc), - sa_column=Column(DateTime, index=True), - ) - - __table_args__ = (Index("idx_events_origin_created", "origin", "created_at"),) diff --git a/src/exo/shared/ipc/__init__.py b/src/exo/shared/ipc/__init__.py deleted file mode 100644 index c6f0a7bd..00000000 --- a/src/exo/shared/ipc/__init__.py +++ /dev/null @@ -1,14 +0,0 @@ -""" -A set of IPC primitives intended for cross-language use. -Includes things like file-locks, named-pipe duplexes, and so on. - -TODO: implement System V IPC primitives?? - 1. semaphores w/ SEM_UNDO flag ??? - 2. Message Queues => as a replacement for pipe duplexes??? - see: https://www.softprayog.in/programming/system-v-semaphores - https://tldp.org/LDP/lpg/node21.html - https://tldp.org/LDP/tlk/ipc/ipc.html - https://docs.oracle.com/cd/E19683-01/816-5042/auto32/index.html - https://www.softprayog.in/programming/posix-semaphores - -""" diff --git a/src/exo/shared/ipc/file_mutex/__init__.py b/src/exo/shared/ipc/file_mutex/__init__.py deleted file mode 100644 index f8465963..00000000 --- a/src/exo/shared/ipc/file_mutex/__init__.py +++ /dev/null @@ -1,4 +0,0 @@ -""" -A file-lock based IPC mutex primitives. - -""" diff --git a/src/exo/shared/ipc/file_mutex/flock_mutex.py b/src/exo/shared/ipc/file_mutex/flock_mutex.py deleted file mode 100644 index da486dbf..00000000 --- a/src/exo/shared/ipc/file_mutex/flock_mutex.py +++ /dev/null @@ -1,147 +0,0 @@ -""" -File-based mutex primitive implemented using UNIX-based `flock` syscall. - -""" - -import contextlib -import errno -import fcntl -import os -import stat -import time -from enum import Enum -from typing import Optional - -from exo.utils.fs import StrPath, ensure_parent_directory_exists - -# open in read-write mode, creates file if it doesn't exist already, -# closes this file descriptor in any children processes (prevents FD leaking), -# truncates this file on opening (lock-files shouldn't hold content FOR NOW!!!) -# SEE: https://man7.org/linux/man-pages/man2/openat.2.html -OPEN_FLAGS = os.O_RDWR | os.O_CREAT | os.O_CLOEXEC | os.O_TRUNC - -# 0x644 mode flags -> user has read-write permissions, others have read permission only -# SEE: https://man7.org/linux/man-pages/man2/openat.2.html -MODE_FLAGS = stat.S_IRUSR | stat.S_IWUSR | stat.S_IRGRP | stat.S_IROTH - -# default poll-interval for spin-blocking lock -POLL_INTERVAL = 0.05 - - -class LockType(Enum): - READ = fcntl.LOCK_SH - WRITE = fcntl.LOCK_EX - - -class AcquireMode(Enum): - OS_BLOCKING = 0 - SPIN_BLOCKING = 1 - NON_BLOCKING = 2 - - -class FlockMutex: - def __init__(self, file_path: StrPath): - self._file_path = file_path - self._fd: Optional[int] = None - self.lock_held: Optional[LockType] = None - - def _open_fd(self): - assert self._fd is None - ensure_parent_directory_exists(self._file_path) - - # open file & TRY to change permissions to `MODE_FLAGS` flags - self._fd = os.open(self._file_path, OPEN_FLAGS, MODE_FLAGS) - with contextlib.suppress( - PermissionError - ): # This locked is not owned by this UID - os.chmod(self._fd, MODE_FLAGS) - - def _close_fd(self): - assert self._fd is not None - os.close(self._fd) - self._fd = None - - def _acquire(self, lock_type: LockType, blocking: bool) -> bool: - assert (self._fd is not None) and (self.lock_held is None) - - # create flags for acquiring lock - flags = lock_type.value - if not blocking: - flags |= fcntl.LOCK_NB - - # continually try to acquire lock (since it may fail due to interrupts) - while True: - try: - fcntl.flock(self._fd, flags) - break - except OSError as e: - if e.errno == errno.EINTR: # call interrupted by signal -> try again - continue - elif ( - e.errno == errno.EWOULDBLOCK - ): # file is locked & non-blocking is enabled -> return false to indicate - return False - - # unhandleable errors -> close FD & raise - self._close_fd() - if e.errno == errno.ENOSYS: # NotImplemented error - raise NotImplementedError( - "This system doesn't support flock" - ) from e - else: - raise - - # set lock-type held - self.lock_held = lock_type - return True - - def _release(self): - assert (self._fd is not None) and (self.lock_held is not None) - - # continually try to release lock (since it may fail due to interrupts) - while True: - try: - fcntl.flock(self._fd, fcntl.LOCK_UN) - break - except OSError as e: - if e.errno == errno.EINTR: # call interrupted by signal -> try again - continue - - # unhandleable errors -> close FD & raise - self._close_fd() - if e.errno == errno.ENOSYS: # NotImplemented error - raise NotImplementedError( - "This system doesn't support flock" - ) from e - else: - raise - - self.lock_held = None - - def acquire( - self, - lock_type: LockType = LockType.WRITE, - acquire_mode: AcquireMode = AcquireMode.SPIN_BLOCKING, - ) -> bool: - if self._fd is None: - self._open_fd() - - # OS-blocking & non-blocking is direct passthrough to private function - match acquire_mode: - case AcquireMode.OS_BLOCKING: - return self._acquire(lock_type, blocking=True) - case AcquireMode.NON_BLOCKING: - return self._acquire(lock_type, blocking=False) - case _: - pass - - # spin-blocking works by trying to acquire the lock in non-blocking mode, and retrying until success - while True: - locked = self._acquire(lock_type, blocking=False) - if locked: - return True - time.sleep(POLL_INTERVAL) - - def release(self): - self._release() - self._close_fd() diff --git a/src/exo/shared/ipc/pipe_duplex.py b/src/exo/shared/ipc/pipe_duplex.py deleted file mode 100644 index caea9922..00000000 --- a/src/exo/shared/ipc/pipe_duplex.py +++ /dev/null @@ -1,415 +0,0 @@ -""" -SEE: - - https://pubs.opengroup.org/onlinepubs/007904875/functions/open.html - - https://man7.org/linux/man-pages/man2/openat.2.html - - https://man7.org/linux/man-pages/man3/mkfifo.3.html - - https://man7.org/linux/man-pages/man7/pipe.7.html - -TODO: add locking on reader/writer ends to prevent multiwriters?? -TODO: use signal bytes to ensure proper packet consistency - +stretch: implement packet IDs, retries, dual-stream confirmations, RPCs & so on - -TODO: for more hardening -> check if any of the syscalls used return signal interrupt errors (like in the locking case) - and interrupt on that happening -> this may not be an issue PER SE but might potentially create insanely bizzare bugs - if it happens that this behavior DOES occasionally happen for no apparent reason - -TODO: maybe consider padding all messages with 0s on both ends ?? so as to prevent ANY ambiguous boundaries ever!! -""" - -import errno -import logging -import multiprocessing -import os -import queue -import stat -import threading -import time -from enum import Enum -from multiprocessing.queues import Queue as MQueueT -from multiprocessing.synchronize import Event as MEventT -from threading import Event as TEventT -from typing import Callable - -from cobs import cobs # pyright: ignore[reportMissingTypeStubs] -from pytest import LogCaptureFixture - -from exo.utils.fs import ( - StrPath, - delete_if_exists, - ensure_parent_directory_exists, -) - -OPEN_READER_FLAGS = os.O_RDONLY | os.O_NONBLOCK -OPEN_WRITER_FLAGS = os.O_WRONLY | os.O_NONBLOCK - -# 0x644 mode flags -> user has read-write permissions, others have read permission only -MODE_FLAGS = stat.S_IRUSR | stat.S_IWUSR | stat.S_IRGRP | stat.S_IROTH - -POLL_INTERVAL = 0.05 # TODO: maybe parametrize this in classes?? -PIPE_BUF = 4096 # size of atomic writes on (most) UNIX pipes - - -class SignalMessage(Enum): - """ - Signal messages range from 1 to 255 & indicate control flow for the bytestream of the pipe. - - """ - - DISCARD_PREVIOUS = b"\x01" - - -class PipeDuplex: - """ - Creates a named-pipe communication duplex. The reader end is responsible for creating the pipe. - - The layers are: - 1. Raw binary data over pipes - 2. Variable-length binary packets with COBS - 3. JSON-like values with Message Pack - """ - - def __init__( - self, - in_pipe: StrPath, - out_pipe: StrPath, - in_callback: Callable[[bytes], None], - ): - assert in_pipe != out_pipe # they must be different files - - # pipes should only ever be created, and only by the reader (one-way operations) - _ensure_fifo_exists(in_pipe) # ensures reader pipe exists - - # create readonly properties (useful for inspection) - self._in_pipe = in_pipe - self._out_pipe = out_pipe - - # init synchronisation variables - self._mkill = multiprocessing.Event() - self._tkill = threading.Event() - in_mq: MQueueT[bytes] = multiprocessing.Queue() - self._out_mq: MQueueT[bytes] = multiprocessing.Queue() - in_mstarted = multiprocessing.Event() - - # process for reading in binary messages from pipe - self._p_in = multiprocessing.Process( - target=_pipe_buffer_reader, - args=(in_pipe, in_mq, in_mstarted, self._mkill), - daemon=True, - ) - self._p_in.start() - - # thread for pulling down binary messages from message queue & calling the callback - self._t_in = threading.Thread( - target=_binary_object_dispatcher, - args=(in_mq, in_callback, self._tkill), - daemon=True, - ) - self._t_in.start() - - # process to write binary messages to pipe - out_mstarted = multiprocessing.Event() - self._p_out = multiprocessing.Process( - target=_pipe_buffer_writer, - args=(out_pipe, self._out_mq, out_mstarted, self._mkill), - daemon=True, - ) - self._p_out.start() - - # wait for processes to start properly - in_mstarted.wait() - out_mstarted.wait() - - def __del__(self): - # signal to these processes to die (if they haven't already) - self._mkill.set() - self._tkill.set() - - def send_message(self, msg: bytes): - self._out_mq.put_nowait(msg) - - @property - def in_pipe(self): - return self._in_pipe - - @property - def out_pipe(self): - return self._out_pipe - - -def _ensure_fifo_exists(path: StrPath): - # try to make a file if one doesn't exist already - ensure_parent_directory_exists(path) - try: - os.mkfifo(path, mode=MODE_FLAGS) - except OSError as e: - # misc error, do not handle - if e.errno != errno.EEXIST: - raise - - # ensure the file exists is FIFO - st = os.stat(path) - if stat.S_ISFIFO(st.st_mode): - return - - # this file is not FIFO - raise FileExistsError(f"The file '{path}' isn't a FIFO") from e - - -def _pipe_buffer_reader( - path: StrPath, mq: MQueueT[bytes], started: MEventT, kill: MEventT -): - # TODO: right now the `kill` control flow is somewhat haphazard -> ensure every loop-y or blocking part always - # checks for kill.is_set() and returns/cleans up early if so - - # open reader in nonblocking mode -> should not fail & immediately open; - # this marks when the writer process has "started" - fd = os.open(path, OPEN_READER_FLAGS) - started.set() - print("(reader):", "started") - - # continually pull from the pipe and interpret messages as such: - # - all messages are separated/framed by NULL bytes (zero) - # - messages with >=2 bytes are COBS-encoded messages, because - # the smallest COBS-encoded message is 2 bytes - # - 1-byte messages are therefore to be treated as control signals - # - # TODO: right now i just need to get this to work, but the scheme is fundamentally - # extensible for robustness, e.g. signal-bytes can be used to drive state-machines - # for ensuring message atomicity/transmission - # e.g. we can use single-bytes to discriminate COBS values to say "this is length of upcoming message" - # vs. this is the actual content of the message, and so on - # . - # BUT for now we can just use signal (0xff 0x00) to mean "discard previous message" or similar... - # . - # BUT in THEORY we very well could have something like - # (0x10 0x00)[header signal] + (...)[header data like length & so on] - # + (0x20 0x00)[body signal] + (...)[body data] - # + (0x30 0x00)[checksum signal] + (...)[checksum data] - # And requests to re-send messages that were lost, and so on, like this is a fully 2-layer duplex - # communication so we could turn this into a VERY powerful thing some time in the future, like - # a whole-ass reimplementation of TCP/PIPES lmaooooo - buffer = bytearray() - while not kill.is_set(): - try: - # read available data (and try again if nothing) - try: - data = os.read(fd, PIPE_BUF) - if data == b"": - time.sleep(POLL_INTERVAL) - continue - except OSError as e: - if e.errno != errno.EAGAIN: - raise - - # if there is a writer connected & the buffer is empty, this would block - # so we must consume this error gracefully and try again - time.sleep(POLL_INTERVAL) - continue - - # extend buffer with new data - buffer.extend(data) - - # if there are no NULL bytes in the buffer, no new message has been formed - chunks = buffer.split(sep=b"\x00") - if len(chunks) == 1: - continue - - # last chunk is always an unfinished message, so that becomes our new buffer; - # the rest should be decoded as either signals or COBS and put on queue - buffer = chunks.pop() - for chunk in chunks: - chunk = bytes(chunk) - - # ignore empty messages (they mean nothing) - if chunk == b"": - continue - - # interpret 1-byte messages as signals (they indicate control-flow on messages) - if len(chunk) == 1: - print("(reader):", f"gotten control signal: {chunk[0]}") - continue # TODO: right now they should be ignored, since I'm not sure what I want them to do - - # interpret >=2 byte messages as COBS-encoded data (decode them) - decoded = cobs.decode(chunk) # pyright: ignore[reportUnknownMemberType] - mq.put(decoded) - except BaseException as e: - # perform cleanup & log before re-raising - os.close(fd) - logging.error(msg=f"Error when reading from named pipe at '{path}': {e}") - raise - os.close(fd) - - -def _binary_object_dispatcher( - mq: MQueueT[bytes], callback: Callable[[bytes], None], kill: TEventT -): - while not kill.is_set(): - # try to get with timeout (to allow to read the kill-flag) - try: - message = mq.get(block=True, timeout=POLL_INTERVAL) - except queue.Empty: - continue - - # dispatch binary object with callback - callback(message) - - -def _pipe_buffer_writer( - path: StrPath, mq: MQueueT[bytes], started: MEventT, kill: MEventT -): - # TODO: right now the `kill` control flow is somewhat haphazard -> ensure every loop-y or blocking part always - # checks for kill.is_set() and returns/cleans up early if so - - # for now, started events for writer are rather vacuous: TODO: remove or make more usefull?? - started.set() - print("(writer):", "started") - - # continually attempt to open FIFO for reading in nonblocking mode -> will error that: - # - ENOENT[2] No such file or directory: until a reader creates FIFO - # - ENXIO[6] No such device or address: until a reader opens FIFO - fd = None - while not kill.is_set(): - try: - fd = os.open(path, os.O_WRONLY | os.O_NONBLOCK) - - # ensure the file exists is FIFO - st = os.fstat(fd) - print("mode:", st.st_mode & 0o170000) - if stat.S_ISFIFO(st.st_mode): - break - - # cleanup on error - os.close(fd) - raise FileExistsError(f"The file '{path}' isn't a FIFO") - except FileExistsError: - raise # propagate error - except OSError as e: - # misc error, do not handle - if not (e.errno == errno.ENOENT or e.errno == errno.ENXIO): - raise - - # try again if waiting for FIFO creation or reader-end opening - time.sleep(POLL_INTERVAL) - continue - assert fd is not None - - while not kill.is_set(): - try: - # try to get with timeout (to allow to read the kill-flag) - try: - data = mq.get(block=True, timeout=POLL_INTERVAL) - except queue.Empty: - continue - - # write all data (by continually re-trying until it is done) - _write_data(fd, data) - except BaseException as e: - # perform cleanup & log before re-raising - os.close(fd) - logging.error(msg=f"Error when writing to named pipe at '{path}': {e}") - raise - - os.close(fd) - - -def _write_data(fd: int, buf: bytes): - # COBS-encode the data & append NULL-byte to signify end-of-frame - buf = cobs.encode(buf) + b"\x00" # pyright: ignore[reportUnknownMemberType] - total = len(buf) - sent = 0 - - # begin transmission progress - while sent < total: - try: - # Write remaining bytes to the pipe - written = os.write(fd, buf[sent:]) - sent += written - except OSError as e: - # non-blocking pipe is full, wait a bit and retry - if e.errno == errno.EAGAIN: - time.sleep(POLL_INTERVAL) - continue - - # reader disconnected -> handle failure-recovery by doing: - # 1. signal DISCARD_PREVIOUS to any reader - # 2. re-setting the progress & trying again - if e.errno == errno.EPIPE: - _write_signal(fd, SignalMessage.DISCARD_PREVIOUS) - sent = 0 - continue - - raise # misc error, do not handle - - -def _write_signal(fd: int, signal: SignalMessage): - signal_message_length = 2 - - # Turn signal-byte into message by terminating with NULL-byte - buf = signal.value + b"\x00" - assert len(buf) == signal_message_length - - # attempt to write until successful - while True: - try: - # small writes (e.g. 2 bytes) should be atomic as per Pipe semantics, - # meaning IF SUCCESSFUL: the number of bytes written MUST be exactly 2 - written = os.write(fd, buf) - assert written == signal_message_length - break - except OSError as e: - # wait a bit and retry if: - # - non-blocking pipe is full - # - the pipe is broken because of reader disconnection - if e.errno == errno.EAGAIN or e.errno == errno.EPIPE: - time.sleep(POLL_INTERVAL) - continue - - raise # misc error, do not handle - - -def _test_one_two_three(): - one_path = "/tmp/one.pipe" - two_path = "/tmp/two.pipe" - delete_if_exists(one_path) - delete_if_exists(two_path) - - owner = PipeDuplex( - in_pipe=one_path, - out_pipe=two_path, - in_callback=lambda x: print(f"wow, owner got: [{len(x)}]{x}"), - ) - - guest = PipeDuplex( - in_pipe=two_path, - out_pipe=one_path, - in_callback=lambda x: print(f"wow, guest1 got: [{len(x)}]{x}"), - ) - - owner.send_message(bytes(0 for _ in range(10))) - - guest.send_message(bytes(0 for _ in range(200))) - - time.sleep(1) - - del guest - guest = PipeDuplex( - in_pipe=two_path, - out_pipe=one_path, - in_callback=lambda x: print(f"wow, guest2 got: [{len(x)}]{x}"), - ) - - guest.send_message(bytes(0 for _ in range(21))) - - owner.send_message(bytes(0 for _ in range(12))) - - time.sleep(1) - - delete_if_exists(one_path) - delete_if_exists(two_path) - - -def test_running_pipe_duplex(caplog: LogCaptureFixture): - caplog.set_level(logging.INFO) - - _test_one_two_three() - time.sleep(1) diff --git a/src/exo/shared/tests/test_flock_mutex.py b/src/exo/shared/tests/test_flock_mutex.py deleted file mode 100644 index 0dc1be4f..00000000 --- a/src/exo/shared/tests/test_flock_mutex.py +++ /dev/null @@ -1,48 +0,0 @@ -import pytest - -from exo.shared.ipc.file_mutex.flock_mutex import FlockMutex, LockType -from exo.utils.fs import delete_if_exists, make_temp_path - - -def test_lock_held(): - path = make_temp_path("testing_flock.lock") - lock = FlockMutex(path) - - assert lock.lock_held is None - - assert lock.acquire(lock_type=LockType.WRITE) - assert lock.lock_held == LockType.WRITE - lock.release() - - assert lock.lock_held is None - - assert lock.acquire(lock_type=LockType.READ) - assert lock.lock_held == LockType.READ - lock.release() - - assert lock.lock_held is None - - delete_if_exists(path) - - -def test_no_reentrant_lock(): - path = make_temp_path("testing_flock.lock") - lock = FlockMutex(path) - - # no write-lock reentrancy - lock.acquire(lock_type=LockType.WRITE) - with pytest.raises(AssertionError): - lock.acquire(lock_type=LockType.WRITE) - with pytest.raises(AssertionError): - lock.acquire(lock_type=LockType.READ) - lock.release() - - # no read-lock reentrancy - lock.acquire(lock_type=LockType.READ) - with pytest.raises(AssertionError): - lock.acquire(lock_type=LockType.WRITE) - with pytest.raises(AssertionError): - lock.acquire(lock_type=LockType.READ) - lock.release() - - delete_if_exists(path) From 22f0ca2a596c1e44e4644ecfcdd10086cb0df6e4 Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Tue, 30 Sep 2025 16:28:38 +0100 Subject: [PATCH 166/224] FIX: OpenWebUI compat --- src/exo/master/api.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/exo/master/api.py b/src/exo/master/api.py index ebd66786..83ef17a5 100644 --- a/src/exo/master/api.py +++ b/src/exo/master/api.py @@ -260,7 +260,7 @@ class API: ) await self._send(command) return StreamingResponse( - self._generate_chat_stream(command.command_id), media_type="text/plain" + self._generate_chat_stream(command.command_id), media_type="text/event-stream" ) def _calculate_total_available_memory(self) -> int: From b1721e941bb94c6438e2dc155d1fca7495aa613d Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Wed, 1 Oct 2025 09:47:00 +0100 Subject: [PATCH 167/224] nix cleanup --- .envrc | 1 - .gitignore | 3 - flake.lock | 104 +++++++--------------------- flake.nix | 128 ++++++++++++++--------------------- justfile | 38 ----------- nix/modules/flake-root.nix | 20 ------ nix/modules/go-forwarder.nix | 19 ------ nix/modules/just-flake.nix | 26 ------- nix/modules/macmon.nix | 12 ---- nix/modules/pkgs-init.nix | 62 ----------------- nix/modules/python.nix | 20 ------ nix/modules/rust.nix | 25 ------- 12 files changed, 76 insertions(+), 382 deletions(-) delete mode 100644 nix/modules/flake-root.nix delete mode 100644 nix/modules/go-forwarder.nix delete mode 100644 nix/modules/just-flake.nix delete mode 100644 nix/modules/macmon.nix delete mode 100644 nix/modules/pkgs-init.nix delete mode 100644 nix/modules/python.nix delete mode 100644 nix/modules/rust.nix diff --git a/.envrc b/.envrc index 613b6c8d..3550a30f 100644 --- a/.envrc +++ b/.envrc @@ -1,2 +1 @@ use flake -# eval "$shellHook" # https://github.com/nix-community/nix-direnv/issues/109#issuecomment-992514426 \ No newline at end of file diff --git a/.gitignore b/.gitignore index 12a0aec4..9f5c195a 100644 --- a/.gitignore +++ b/.gitignore @@ -16,8 +16,5 @@ dist/ .DS_Store */.DS_Store -# Says this symlink should be git-ignored https://github.com/juspay/just-flake -just-flake.just - # for the gitingest enthusiasts digest.txt diff --git a/flake.lock b/flake.lock index 35076eff..8559ca9e 100644 --- a/flake.lock +++ b/flake.lock @@ -21,87 +21,21 @@ "type": "github" } }, - "flake-compat": { - "flake": false, - "locked": { - "lastModified": 1696426674, - "narHash": "sha256-kvjfFW7WAETZlt09AgDn1MrtKzP7t90Vf7vypd3OL1U=", - "owner": "edolstra", - "repo": "flake-compat", - "rev": "0f9255e01c2351cc7d116c072cb317785dd33b33", - "type": "github" - }, - "original": { - "owner": "edolstra", - "repo": "flake-compat", - "type": "github" - } - }, - "flake-parts": { + "flake-utils": { "inputs": { - "nixpkgs-lib": [ - "nixpkgs" - ] + "systems": "systems" }, "locked": { - "lastModified": 1754487366, - "narHash": "sha256-pHYj8gUBapuUzKV/kN/tR3Zvqc7o6gdFB9XKXIp1SQ8=", - "owner": "hercules-ci", - "repo": "flake-parts", - "rev": "af66ad14b28a127c5c0f3bbb298218fc63528a18", + "lastModified": 1731533236, + "narHash": "sha256-l0KFg5HjrsfsO/JpG+r7fRrqm12kzFHyUHqHCVpMMbI=", + "owner": "numtide", + "repo": "flake-utils", + "rev": "11707dc2f618dd54ca8739b309ec4fc024de578b", "type": "github" }, "original": { - "owner": "hercules-ci", - "repo": "flake-parts", - "type": "github" - } - }, - "flake-root": { - "locked": { - "lastModified": 1723604017, - "narHash": "sha256-rBtQ8gg+Dn4Sx/s+pvjdq3CB2wQNzx9XGFq/JVGCB6k=", - "owner": "srid", - "repo": "flake-root", - "rev": "b759a56851e10cb13f6b8e5698af7b59c44be26e", - "type": "github" - }, - "original": { - "owner": "srid", - "repo": "flake-root", - "type": "github" - } - }, - "just-flake": { - "locked": { - "lastModified": 1713316411, - "narHash": "sha256-NkJfU6H+6vgHkPtZ2ESbZ/h2wnsDQrZvB4vbdUIBx8Q=", - "owner": "juspay", - "repo": "just-flake", - "rev": "0e33952a4bcd16cd54ee3aba8111606c237d4526", - "type": "github" - }, - "original": { - "owner": "juspay", - "repo": "just-flake", - "type": "github" - } - }, - "make-shell": { - "inputs": { - "flake-compat": "flake-compat" - }, - "locked": { - "lastModified": 1733933815, - "narHash": "sha256-9JjM7eT66W4NJAXpGUsdyAFXhBxFWR2Z9LZwUa7Hli0=", - "owner": "nicknovitski", - "repo": "make-shell", - "rev": "ffeceae9956df03571ea8e96ef77c2924f13a63c", - "type": "github" - }, - "original": { - "owner": "nicknovitski", - "repo": "make-shell", + "owner": "numtide", + "repo": "flake-utils", "type": "github" } }, @@ -124,10 +58,7 @@ "root": { "inputs": { "fenix": "fenix", - "flake-parts": "flake-parts", - "flake-root": "flake-root", - "just-flake": "just-flake", - "make-shell": "make-shell", + "flake-utils": "flake-utils", "nixpkgs": "nixpkgs" } }, @@ -147,6 +78,21 @@ "repo": "rust-analyzer", "type": "github" } + }, + "systems": { + "locked": { + "lastModified": 1681028828, + "narHash": "sha256-Vy1rq5AaRuLzOxct8nz4T6wlgyUR7zLU309k9mBC768=", + "owner": "nix-systems", + "repo": "default", + "rev": "da67096a3b9bf56a91d16901293e51ba5b49a27e", + "type": "github" + }, + "original": { + "owner": "nix-systems", + "repo": "default", + "type": "github" + } } }, "root": "root", diff --git a/flake.nix b/flake.nix index b1f69a86..118fb97f 100644 --- a/flake.nix +++ b/flake.nix @@ -3,24 +3,7 @@ inputs = { nixpkgs.url = "github:NixOS/nixpkgs/nixos-unstable"; - - # Use flake-parts for modular configs - flake-parts = { - url = "github:hercules-ci/flake-parts"; - inputs.nixpkgs-lib.follows = "nixpkgs"; - }; - - # Flake-parts wrapper for mkShell - make-shell.url = "github:nicknovitski/make-shell"; - - # Provides path to project root with: - # 1. ${lib.getExe config.flake-root.package} - # 2. $FLAKE_ROOT environment-varible - flake-root.url = "github:srid/flake-root"; - - # Provides flake integration with [Just](https://just.systems/man/en/) - just-flake.url = "github:juspay/just-flake"; - + flake-utils.url = "github:numtide/flake-utils"; # Provides Rust dev-env integration: fenix = { url = "github:nix-community/fenix"; @@ -36,70 +19,61 @@ # }; outputs = - inputs@{ - flake-parts, - ... - }: - flake-parts.lib.mkFlake { inherit inputs; } ( - { flake-parts-lib, self, ... }: + inputs: + let + systems = [ + "x86_64-linux" + "aarch64-darwin" + ]; + in + inputs.flake-utils.lib.eachSystem systems ( + system: + let + pkgs = import inputs.nixpkgs { + inherit system; + overlays = [ inputs.fenix.overlays.default ]; + }; + in { - imports = [ - inputs.make-shell.flakeModules.default + devShells.default = pkgs.mkShell { + packages = + with pkgs; + [ + # PYTHON + python313 + uv + ruff + basedpyright - ./nix/modules/pkgs-init.nix # nixpkgs overlays manager - ./nix/modules/flake-root.nix - ./nix/modules/just-flake.nix - ./nix/modules/macmon.nix - ./nix/modules/python.nix - ./nix/modules/rust.nix - ./nix/modules/go-forwarder.nix - ]; - systems = [ - "x86_64-linux" - "aarch64-darwin" - ]; - perSystem = - { - config, - self', - inputs', - pkgs, - system, - ... - }: - { - # Per-system attributes can be defined here. The self' and inputs' - # module parameters provide easy access to attributes of the same - # system. - # NOTE: pkgs is equivalent to inputs'.nixpkgs.legacyPackages.hello; - apps = { }; + # RUST + (fenix.complete.withComponents [ + "cargo" + "rustc" + "clippy" + "rustfmt" + "rust-src" + ]) + rustup # Just here to make RustRover happy - make-shells.default = { - packages = [ - pkgs.protobuf - ]; + # NIX + nixpkgs-fmt + ] + ++ (pkgs.lib.optionals pkgs.stdenv.isDarwin [ + # MACMON + macmon - nativeBuildInputs = with pkgs; [ - nixpkgs-fmt - ]; + # JUST + just + ]); - shellHook = '' - export GO_BUILD_DIR=$(git rev-parse --show-toplevel)/build; - export DASHBOARD_DIR=$(git rev-parse --show-toplevel)/dashboard; - ''; - - # Arguments which are intended to be environment variables in the shell environment - # should be changed to attributes of the `env` option - env = { }; - - # Arbitrary mkDerivation arguments should be changed to be attributes of the `additionalArguments` option - additionalArguments = { }; - }; - }; - flake = { - # The usual flake attributes can be defined here, including system- - # agnostic ones like nixosModule and system-enumerating ones, although - # those are more easily expressed in perSystem. + shellHook = '' + # PYTHON + export DASHBOARD_DIR=$(git rev-parse --show-toplevel)/dashboard; + export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:${pkgs.python313}/lib + echo + echo "🍎🍎 Run 'just ' to get started" + just --list + ''; }; } diff --git a/justfile b/justfile index 1b84e2eb..98392578 100644 --- a/justfile +++ b/justfile @@ -1,17 +1,9 @@ -import 'just-flake.just' - -default: - @just --list - fmt: uv run ruff format src lint: uv run ruff check --fix src -lint-check: - uv run ruff check src - test: uv run pytest src @@ -23,33 +15,3 @@ sync: sync-clean: uv sync --all-packages --force-reinstall --no-cache - -build: - uv build --all-packages - -# Build the Go forwarder binary -build-forwarder: - HASH=$(uv run scripts/hashdir.py) && go build -C networking/forwarder -buildvcs=false -o $GO_BUILD_DIR/forwarder -ldflags "-X 'main.SourceHash=${HASH}'" - chmod 0755 $GO_BUILD_DIR/forwarder - -# Run forwarder tests -test-forwarder: - cd networking/forwarder && go test ./src/... - -# Build all components (Python packages and Go forwarder) -build-all: build build-forwarder - -run n="1" clean="false": - @echo "→ Spinning up {{n}} node(s) (clean={{clean}})" - if [ "{{clean}}" = "true" ]; then ./run.sh -c; else ./run.sh; fi - if [ "{{n}}" -gt 1 ]; then \ - for i in $(seq 2 "{{n}}"); do \ - if [ "{{clean}}" = "true" ]; then ./run.sh -rc; else ./run.sh -r; fi; \ - done; \ - fi - -# remote debugging auto-runner command: TODO: find better place to put this?? -# -> this pulls from upstream and wipes .exo folder, rebuilds & restarts -# -> TODO: maybe add a sync step for python deps ?? -autorun-master: - uv run scripts/watch-pull-restart.py --cmd "uv run exo-master" --restart-cmd "rm -rf ~/.exo && just build-forwarder" \ No newline at end of file diff --git a/nix/modules/flake-root.nix b/nix/modules/flake-root.nix deleted file mode 100644 index 6b000405..00000000 --- a/nix/modules/flake-root.nix +++ /dev/null @@ -1,20 +0,0 @@ -# Provides path to project root with: -# 1. ${lib.getExe config.flake-root.package} -# 2. $FLAKE_ROOT environment-varible - -# These values would bind to the consumer flake when this flake module is imported: -{ inputs, ... }: - -# The actual flake-parts module configuration -{ - imports = [ inputs.flake-root.flakeModule ]; - perSystem = - { config, ... }: - { - flake-root.projectRootFile = "flake.nix"; # Not necessary, as flake.nix is the default - - make-shells.default = { - inputsFrom = [ config.flake-root.devShell ]; # Adds $FLAKE_ROOT to environment - }; - }; -} diff --git a/nix/modules/go-forwarder.nix b/nix/modules/go-forwarder.nix deleted file mode 100644 index 1ef6857c..00000000 --- a/nix/modules/go-forwarder.nix +++ /dev/null @@ -1,19 +0,0 @@ -{ - perSystem = - { - config, - pkgs, - lib, - ... - }: - { - make-shells.default = { - # Go 1.24 compiler – align with go.mod - packages = [ pkgs.go_1_24 ]; - shellHook = '' - GOPATH="''$(${lib.getExe config.flake-root.package})"/.go_cache - export GOPATH - ''; - }; - }; -} diff --git a/nix/modules/just-flake.nix b/nix/modules/just-flake.nix deleted file mode 100644 index e7a0d2db..00000000 --- a/nix/modules/just-flake.nix +++ /dev/null @@ -1,26 +0,0 @@ -# Provides pretty banner & command index for this flake - -{ inputs, ... }: -{ - imports = [ inputs.just-flake.flakeModule ]; - perSystem = - { config, ... }: - { - just-flake.features = { - # treefmt.enable = true; - # rust.enable = true; - # convco.enable = true; - # hello = { - # enable = true; - # justfile = '' - # hello: - # echo Hello World - # ''; - # }; - }; - - make-shells.default = { - inputsFrom = [ config.just-flake.outputs.devShell ]; - }; - }; -} diff --git a/nix/modules/macmon.nix b/nix/modules/macmon.nix deleted file mode 100644 index 23fa9457..00000000 --- a/nix/modules/macmon.nix +++ /dev/null @@ -1,12 +0,0 @@ -{ - perSystem = - { lib, pkgs, ... }: - lib.mkMerge [ - (lib.mkIf pkgs.stdenv.isDarwin { - make-shells.default = { - packages = [ pkgs.macmon ]; - }; - }) - ]; - -} diff --git a/nix/modules/pkgs-init.nix b/nix/modules/pkgs-init.nix deleted file mode 100644 index f75c5944..00000000 --- a/nix/modules/pkgs-init.nix +++ /dev/null @@ -1,62 +0,0 @@ -# Single module responsible for collecting all overlays and instantiating in one go - -{ - flake-parts-lib, - inputs, - self, - specialArgs, - ... -}: -let - inherit (flake-parts-lib) mkPerSystemOption; -in -{ - options.perSystem = mkPerSystemOption ( - { - system, - config, - lib, - options, - pkgs, - self', - ... - }@args: - let - inherit (lib.types) - attrsOf - listOf - submoduleWith - raw - ; - in - { - options.pkgs-init.overlays = lib.mkOption { - description = '' - List of nixpkgs overlays (functions of the form: final: prev: { ... }). - Any module can append. Order matters. - ''; - default = [ ]; - example = [ - (final: prev: { - my-hello = prev.hello; - }) - ]; - type = lib.types.listOf lib.types.unspecified; - }; - options.pkgs-init.importArgs = lib.mkOption { - description = "Extra arguments merged into the nixpkgs import call."; - default = { }; - type = lib.types.attrs; - }; - config = { - _module.args.pkgs = import inputs.nixpkgs ( - { - inherit system; - overlays = config.pkgs-init.overlays; - } - // config.pkgs-init.importArgs - ); - }; - } - ); -} diff --git a/nix/modules/python.nix b/nix/modules/python.nix deleted file mode 100644 index ccda8358..00000000 --- a/nix/modules/python.nix +++ /dev/null @@ -1,20 +0,0 @@ -# Configures Python shell - -{ - perSystem = - { pkgs, ... }: - { - make-shells.default = { - packages = [ - pkgs.python313 - pkgs.uv - pkgs.ruff - pkgs.basedpyright - ]; - - shellHook = '' - export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:${pkgs.python313}/lib - ''; - }; - }; -} diff --git a/nix/modules/rust.nix b/nix/modules/rust.nix deleted file mode 100644 index 1eb4865d..00000000 --- a/nix/modules/rust.nix +++ /dev/null @@ -1,25 +0,0 @@ -# Configures Rust shell - -{ inputs, ... }: -{ - perSystem = - { pkgs, ... }: - { - pkgs-init.overlays = [ - inputs.fenix.overlays.default - ]; - - make-shells.default = { - packages = [ - (pkgs.fenix.complete.withComponents [ - "cargo" - "rustc" - "clippy" - "rustfmt" - "rust-src" - ]) - pkgs.rustup # literally only added to make RustRover happy (otherwise useless) - ]; - }; - }; -} From 962e5ef40db30ad803c3758a4290571fc33e3fc5 Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Tue, 7 Oct 2025 15:18:54 +0100 Subject: [PATCH 168/224] version bump for brew consistency --- pyproject.toml | 2 +- rust/exo_pyo3_bindings/pyproject.toml | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 8759a9d7..c237615e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [project] name = "exo" -version = "0.2.0" +version = "0.3.0" description = "Exo" readme = "README.md" requires-python = ">=3.13" diff --git a/rust/exo_pyo3_bindings/pyproject.toml b/rust/exo_pyo3_bindings/pyproject.toml index f1d24cf9..fbe53a84 100644 --- a/rust/exo_pyo3_bindings/pyproject.toml +++ b/rust/exo_pyo3_bindings/pyproject.toml @@ -29,4 +29,4 @@ features = ["pyo3/extension-module", "pyo3/experimental-async"] [tool.pytest.ini_options] log_cli = true log_cli_level = "INFO" -asyncio_mode = "auto" \ No newline at end of file +asyncio_mode = "auto" From 35ab6b376e51d746ad9c61c9ed190aa01cac2023 Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Tue, 7 Oct 2025 15:36:05 +0100 Subject: [PATCH 169/224] fix: master tests Co-authored-by: Evan --- src/exo/master/api.py | 3 +- src/exo/master/tests/api_utils_test.py | 5 +- src/exo/master/tests/conftest.py | 2 +- src/exo/master/tests/test_master.py | 210 +++++++++---------- src/exo/master/tests/test_placement.py | 8 +- src/exo/master/tests/test_placement_utils.py | 6 +- src/exo/utils/channels.py | 2 +- 7 files changed, 118 insertions(+), 118 deletions(-) diff --git a/src/exo/master/api.py b/src/exo/master/api.py index 83ef17a5..d10f7dd6 100644 --- a/src/exo/master/api.py +++ b/src/exo/master/api.py @@ -260,7 +260,8 @@ class API: ) await self._send(command) return StreamingResponse( - self._generate_chat_stream(command.command_id), media_type="text/event-stream" + self._generate_chat_stream(command.command_id), + media_type="text/event-stream", ) def _calculate_total_available_memory(self) -> int: diff --git a/src/exo/master/tests/api_utils_test.py b/src/exo/master/tests/api_utils_test.py index 5682f0e5..3ed52c7a 100644 --- a/src/exo/master/tests/api_utils_test.py +++ b/src/exo/master/tests/api_utils_test.py @@ -19,7 +19,7 @@ from openai.types.chat import ( ) from openai.types.chat.chat_completion_chunk import ChatCompletionChunk, Choice -from exo.master.main import async_main as master_main +from exo.main import main _P = ParamSpec("_P") _R = TypeVar("_R") @@ -34,7 +34,8 @@ def with_master_main( @pytest.mark.asyncio @functools.wraps(func) async def wrapper(*args: _P.args, **kwargs: _P.kwargs) -> _R: - master_task = asyncio.create_task(master_main()) + loop = asyncio.get_running_loop() + master_task = loop.run_in_executor(None, main) try: return await func(*args, **kwargs) finally: diff --git a/src/exo/master/tests/conftest.py b/src/exo/master/tests/conftest.py index a22333b9..39aa2b31 100644 --- a/src/exo/master/tests/conftest.py +++ b/src/exo/master/tests/conftest.py @@ -53,7 +53,7 @@ def create_connection() -> Callable[[NodeId, NodeId, int | None], Connection]: local_node_id=source_node_id, send_back_node_id=sink_node_id, send_back_multiaddr=Multiaddr( - address=f"/ip4/127.0.0.1/tcp/{send_back_port}" + address=f"/ip4/169.254.0.1/tcp/{send_back_port}" ), connection_profile=ConnectionProfile( throughput=1000, latency=1000, jitter=1000 diff --git a/src/exo/master/tests/test_master.py b/src/exo/master/tests/test_master.py index b93f2bb7..bfa3f564 100644 --- a/src/exo/master/tests/test_master.py +++ b/src/exo/master/tests/test_master.py @@ -1,162 +1,160 @@ import asyncio -import tempfile -from pathlib import Path from typing import List, Sequence import pytest from exo.master.main import Master -from exo.shared.db.config import EventLogConfig -from exo.shared.db.connector import AsyncSQLiteEventStorage -from exo.shared.db.event_log_manager import EventLogManager -from exo.shared.keypair import Keypair +from exo.routing.router import get_node_id_keypair from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams from exo.shared.types.commands import ( ChatCompletion, - Command, CommandId, CreateInstance, + ForwarderCommand, + TaggedCommand, ) from exo.shared.types.common import NodeId from exo.shared.types.events import ( + ForwarderEvent, IndexedEvent, InstanceCreated, NodePerformanceMeasured, + TaggedEvent, TaskCreated, - TopologyNodeCreated, ) -from exo.shared.types.models import ModelMetadata +from exo.shared.types.memory import Memory +from exo.shared.types.models import ModelId, ModelMetadata from exo.shared.types.profiling import ( MemoryPerformanceProfile, NodePerformanceProfile, SystemPerformanceProfile, ) from exo.shared.types.tasks import ChatCompletionTask, TaskStatus, TaskType -from exo.shared.types.worker.instances import ( - Instance, - InstanceStatus, - ShardAssignments, -) +from exo.shared.types.worker.instances import Instance, InstanceStatus, ShardAssignments from exo.shared.types.worker.shards import PartitionStrategy, PipelineShardMetadata - - -def _create_forwarder_dummy_binary() -> Path: - path = Path(tempfile.mkstemp()[1]) / "forwarder.bin" - if not path.exists(): - path.parent.mkdir(parents=True, exist_ok=True) - path.write_bytes(b"#!/bin/sh\necho dummy forwarder && sleep 1000000\n") - path.chmod(0o755) - return path +from exo.utils.channels import channel @pytest.mark.asyncio async def test_master(): - event_log_manager = EventLogManager(EventLogConfig()) - await event_log_manager.initialize() - global_events: AsyncSQLiteEventStorage = event_log_manager.global_events - await global_events.delete_all_events() + keypair = get_node_id_keypair() + node_id = NodeId(keypair.to_peer_id().to_base58()) + + ge_sender, global_event_receiver = channel[ForwarderEvent]() + command_sender, co_receiver = channel[ForwarderCommand]() + local_event_sender, le_receiver = channel[ForwarderEvent]() + + all_events: List[IndexedEvent] = [] async def _get_events() -> Sequence[IndexedEvent]: - orig_events = await global_events.get_events_since(0) - override_idx_in_log = 1 - events: List[IndexedEvent] = [] + orig_events = global_event_receiver.collect() for e in orig_events: - events.append( + all_events.append( IndexedEvent( - event=e.event, - idx=override_idx_in_log, # origin=e.origin, + event=e.tagged_event.c, + idx=len(all_events), # origin=e.origin, ) ) - override_idx_in_log += 1 - return events + return all_events - command_buffer: List[Command] = [] - - forwarder_binary_path = _create_forwarder_dummy_binary() - - node_id_keypair = Keypair.generate_ed25519() - node_id = NodeId(node_id_keypair.to_peer_id().to_base58()) master = Master( - node_id_keypair, node_id, - command_buffer=command_buffer, - global_events=global_events, - forwarder_binary_path=forwarder_binary_path, - worker_events=global_events, + global_event_sender=ge_sender, + local_event_receiver=le_receiver, + command_receiver=co_receiver, + tb_only=False, ) asyncio.create_task(master.run()) + + sender_node_id = NodeId(f"{keypair.to_peer_id().to_base58()}_sender") + # inject a NodePerformanceProfile event + await local_event_sender.send( + ForwarderEvent( + origin_idx=0, + origin=sender_node_id, + tagged_event=TaggedEvent.from_( + NodePerformanceMeasured( + node_id=node_id, + node_profile=NodePerformanceProfile( + model_id="maccy", + chip_id="arm", + friendly_name="test", + memory=MemoryPerformanceProfile( + ram_total=Memory.from_bytes(678948 * 1024), + ram_available=Memory.from_bytes(678948 * 1024), + swap_total=Memory.from_bytes(0), + swap_available=Memory.from_bytes(0), + ), + network_interfaces=[], + system=SystemPerformanceProfile(flops_fp16=0), + ), + ) + ), + ) + ) + # wait for initial topology event while len(list(master.state.topology.list_nodes())) == 0: - print("waiting") await asyncio.sleep(0.001) - # inject a NodePerformanceProfile event - await event_log_manager.global_events.append_events( - [ - NodePerformanceMeasured( - node_id=node_id, - node_profile=NodePerformanceProfile( - model_id="maccy", - chip_id="arm", - friendly_name="test", - memory=MemoryPerformanceProfile( - ram_total=678948 * 1024, - ram_available=678948 * 1024, - swap_total=0, - swap_available=0, - ), - network_interfaces=[], - system=SystemPerformanceProfile(flops_fp16=0), - ), - ) - ], - origin=node_id, - ) while len(master.state.node_profiles) == 0: await asyncio.sleep(0.001) - command_buffer.append( - CreateInstance( - command_id=CommandId(), - model_meta=ModelMetadata( - model_id="llama-3.2-1b", - pretty_name="Llama 3.2 1B", - n_layers=16, - storage_size_kilobytes=678948, + await command_sender.send( + ForwarderCommand( + origin=node_id, + tagged_command=TaggedCommand.from_( + CreateInstance( + command_id=CommandId(), + model_meta=ModelMetadata( + model_id=ModelId("llama-3.2-1b"), + pretty_name="Llama 3.2 1B", + n_layers=16, + storage_size=Memory.from_bytes(678948), + ), + ) ), ) ) while len(master.state.instances.keys()) == 0: await asyncio.sleep(0.001) - command_buffer.append( - ChatCompletion( - command_id=CommandId(), - request_params=ChatCompletionTaskParams( - model="llama-3.2-1b", - messages=[ - ChatCompletionMessage(role="user", content="Hello, how are you?") - ], + await command_sender.send( + ForwarderCommand( + origin=node_id, + tagged_command=TaggedCommand.from_( + ChatCompletion( + command_id=CommandId(), + request_params=ChatCompletionTaskParams( + model="llama-3.2-1b", + messages=[ + ChatCompletionMessage( + role="user", content="Hello, how are you?" + ) + ], + ), + ) ), ) ) - while len(await _get_events()) < 4: + while len(await _get_events()) < 3: await asyncio.sleep(0.001) events = await _get_events() - print(events) - assert len(events) == 4 - assert events[0].idx == 1 - assert isinstance(events[0].event, TopologyNodeCreated) - assert isinstance(events[1].event, NodePerformanceMeasured) - assert isinstance(events[2].event, InstanceCreated) - runner_id = list(events[2].event.instance.shard_assignments.runner_to_shard.keys())[ + assert len(events) == 3 + assert events[0].idx == 0 + assert events[1].idx == 1 + assert events[2].idx == 2 + assert isinstance(events[0].event, NodePerformanceMeasured) + assert isinstance(events[1].event, InstanceCreated) + runner_id = list(events[1].event.instance.shard_assignments.runner_to_shard.keys())[ 0 ] - assert events[2].event == InstanceCreated( + assert events[1].event == InstanceCreated( + event_id=events[1].event.event_id, instance=Instance( - instance_id=events[2].event.instance.instance_id, + instance_id=events[1].event.instance.instance_id, instance_type=InstanceStatus.ACTIVE, shard_assignments=ShardAssignments( - model_id="llama-3.2-1b", + model_id=ModelId("llama-3.2-1b"), runner_to_shard={ (runner_id): PipelineShardMetadata( partition_strategy=PartitionStrategy.pipeline, @@ -164,10 +162,10 @@ async def test_master(): end_layer=16, n_layers=16, model_meta=ModelMetadata( - model_id="llama-3.2-1b", + model_id=ModelId("llama-3.2-1b"), pretty_name="Llama 3.2 1B", n_layers=16, - storage_size_kilobytes=678948, + storage_size=Memory.from_bytes(678948), ), device_rank=0, world_size=1, @@ -176,16 +174,17 @@ async def test_master(): node_to_runner={node_id: runner_id}, ), hosts=[], - ) + ), ) - assert isinstance(events[3].event, TaskCreated) - assert events[3].event == TaskCreated( - task_id=events[3].event.task_id, + assert isinstance(events[2].event, TaskCreated) + assert events[2].event == TaskCreated( + event_id=events[2].event.event_id, + task_id=events[2].event.task_id, task=ChatCompletionTask( - task_id=events[3].event.task_id, - command_id=events[3].event.task.command_id, + task_id=events[2].event.task_id, + command_id=events[2].event.task.command_id, task_type=TaskType.CHAT_COMPLETION, - instance_id=events[3].event.task.instance_id, + instance_id=events[2].event.task.instance_id, task_status=TaskStatus.PENDING, task_params=ChatCompletionTaskParams( model="llama-3.2-1b", @@ -195,4 +194,3 @@ async def test_master(): ), ), ) - assert len(command_buffer) == 0 diff --git a/src/exo/master/tests/test_placement.py b/src/exo/master/tests/test_placement.py index 16a33200..6b3aabf6 100644 --- a/src/exo/master/tests/test_placement.py +++ b/src/exo/master/tests/test_placement.py @@ -66,7 +66,7 @@ def test_get_instance_placements_create_instance( expected_layers: tuple[int, int, int], topology: Topology, model_meta: ModelMetadata, - create_node: Callable[[Memory, NodeId | None], NodeInfo], + create_node: Callable[[int, NodeId | None], NodeInfo], create_connection: Callable[[NodeId, NodeId], Connection], ): # arrange @@ -82,9 +82,9 @@ def test_get_instance_placements_create_instance( node_id_a = NodeId() node_id_b = NodeId() node_id_c = NodeId() - topology.add_node(create_node(Memory.from_bytes(available_memory[0]), node_id_a)) - topology.add_node(create_node(Memory.from_bytes(available_memory[1]), node_id_b)) - topology.add_node(create_node(Memory.from_bytes(available_memory[2]), node_id_c)) + topology.add_node(create_node(available_memory[0], node_id_a)) + topology.add_node(create_node(available_memory[1], node_id_b)) + topology.add_node(create_node(available_memory[2], node_id_c)) topology.add_connection(create_connection(node_id_a, node_id_b)) topology.add_connection(create_connection(node_id_b, node_id_c)) topology.add_connection(create_connection(node_id_c, node_id_a)) diff --git a/src/exo/master/tests/test_placement_utils.py b/src/exo/master/tests/test_placement_utils.py index 31796a36..3b177a0e 100644 --- a/src/exo/master/tests/test_placement_utils.py +++ b/src/exo/master/tests/test_placement_utils.py @@ -252,9 +252,9 @@ def test_get_hosts_from_subgraph( # assert assert len(hosts) == 3 expected_hosts = [ - Host(ip=("127.0.0.1"), port=5001), - Host(ip=("127.0.0.1"), port=5002), - Host(ip=("127.0.0.1"), port=5003), + Host(ip=("169.254.0.1"), port=5001), + Host(ip=("169.254.0.1"), port=5002), + Host(ip=("169.254.0.1"), port=5003), ] for expected_host in expected_hosts: assert expected_host in hosts diff --git a/src/exo/utils/channels.py b/src/exo/utils/channels.py index bc203e53..b7a68bff 100644 --- a/src/exo/utils/channels.py +++ b/src/exo/utils/channels.py @@ -14,7 +14,7 @@ from anyio.streams.memory import ( class Sender[T](AnyioSender[T]): def clone_receiver(self) -> "Receiver[T]": - """Constructs a Sender using a Receivers shared state - similar to calling Receiver.clone() without needing the receiver""" + """Constructs a Receiver using a Senders shared state - similar to calling Receiver.clone() without needing the receiver""" if self._closed: raise ClosedResourceError return Receiver(_state=self._state) From e01f9cf739f1492fbced2abd16c8d7a0d8d0a21c Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Tue, 7 Oct 2025 15:39:15 +0100 Subject: [PATCH 170/224] Disable build macos app --- .github/workflows/build-macos-app.yml | 258 +++++++++++++------------- 1 file changed, 129 insertions(+), 129 deletions(-) diff --git a/.github/workflows/build-macos-app.yml b/.github/workflows/build-macos-app.yml index 2cf3e6c1..bf8b59ac 100644 --- a/.github/workflows/build-macos-app.yml +++ b/.github/workflows/build-macos-app.yml @@ -1,154 +1,154 @@ -name: Build and Release Exo macOS App +# name: Build and Release Exo macOS App -on: - push: - tags: - - 'v*' # Trigger on version tags - branches: - - main # Also build on main branch for testing - - staging - - python-modules # Add app-staging for testing - pull_request: - branches: - - staging # Test builds on PRs to staging - - main # Build on PRs to main +# on: +# push: +# tags: +# - 'v*' # Trigger on version tags +# branches: +# - main # Also build on main branch for testing +# - staging +# - python-modules # Add app-staging for testing +# pull_request: +# branches: +# - staging # Test builds on PRs to staging +# - main # Build on PRs to main -jobs: - build-exov2-macos: - runs-on: macos-15 - steps: - - name: Checkout code - uses: actions/checkout@v4 - with: - fetch-depth: 0 +# jobs: +# build-exov2-macos: +# runs-on: macos-15 +# steps: +# - name: Checkout code +# uses: actions/checkout@v4 +# with: +# fetch-depth: 0 - - name: Install Go - uses: actions/setup-go@v5 - with: - go-version: '1.21' +# - name: Install Go +# uses: actions/setup-go@v5 +# with: +# go-version: '1.21' - - name: Install Just - run: | - brew install just +# - name: Install Just +# run: | +# brew install just - - name: Install UV - uses: astral-sh/setup-uv@v6 - with: - enable-cache: true - cache-dependency-glob: uv.lock +# - name: Install UV +# uses: astral-sh/setup-uv@v6 +# with: +# enable-cache: true +# cache-dependency-glob: uv.lock - - name: Setup Python Environment - run: | - uv python install - uv sync --locked --all-extras +# - name: Setup Python Environment +# run: | +# uv python install +# uv sync --locked --all-extras - - name: Verify Python Environment - run: | - uv run python -c "import master.main; print('Master module available')" - uv run python -c "import worker.main; print('Worker module available')" +# - name: Verify Python Environment +# run: | +# uv run python -c "import master.main; print('Master module available')" +# uv run python -c "import worker.main; print('Worker module available')" - - name: Prepare Code Signing Keychain - env: - MACOS_CERTIFICATE: ${{ secrets.MACOS_CERTIFICATE }} - MACOS_CERTIFICATE_PASSWORD: ${{ secrets.MACOS_CERTIFICATE_PASSWORD }} - PROVISIONING_PROFILE: ${{ secrets.PROVISIONING_PROFILE }} - run: | - security create-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain - security default-keychain -s exov2.keychain - security unlock-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain +# - name: Prepare Code Signing Keychain +# env: +# MACOS_CERTIFICATE: ${{ secrets.MACOS_CERTIFICATE }} +# MACOS_CERTIFICATE_PASSWORD: ${{ secrets.MACOS_CERTIFICATE_PASSWORD }} +# PROVISIONING_PROFILE: ${{ secrets.PROVISIONING_PROFILE }} +# run: | +# security create-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain +# security default-keychain -s exov2.keychain +# security unlock-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain - echo "$MACOS_CERTIFICATE" | base64 --decode > /tmp/exov2-certificate.p12 - security import /tmp/exov2-certificate.p12 -k exov2.keychain -P "$MACOS_CERTIFICATE_PASSWORD" -T /usr/bin/codesign - rm /tmp/exov2-certificate.p12 - security set-key-partition-list -S apple-tool:,apple:,codesign: -s -k "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain +# echo "$MACOS_CERTIFICATE" | base64 --decode > /tmp/exov2-certificate.p12 +# security import /tmp/exov2-certificate.p12 -k exov2.keychain -P "$MACOS_CERTIFICATE_PASSWORD" -T /usr/bin/codesign +# rm /tmp/exov2-certificate.p12 +# security set-key-partition-list -S apple-tool:,apple:,codesign: -s -k "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain - PROFILES_HOME="$HOME/Library/Developer/Xcode/UserData/Provisioning Profiles" - mkdir -p "$PROFILES_HOME" - PROFILE_PATH="$(mktemp "$PROFILES_HOME"/EXOV2_PP.provisionprofile)" - echo "$PROVISIONING_PROFILE" | base64 --decode > "$PROFILE_PATH" +# PROFILES_HOME="$HOME/Library/Developer/Xcode/UserData/Provisioning Profiles" +# mkdir -p "$PROFILES_HOME" +# PROFILE_PATH="$(mktemp "$PROFILES_HOME"/EXOV2_PP.provisionprofile)" +# echo "$PROVISIONING_PROFILE" | base64 --decode > "$PROFILE_PATH" - - name: Build Exo Swift App - env: - MACOS_CERTIFICATE_PASSWORD: ${{ secrets.MACOS_CERTIFICATE_PASSWORD }} - run: | - cd app/exov2 - sudo xcode-select -s /Applications/Xcode.app/Contents/Developer +# - name: Build Exo Swift App +# env: +# MACOS_CERTIFICATE_PASSWORD: ${{ secrets.MACOS_CERTIFICATE_PASSWORD }} +# run: | +# cd app/exov2 +# sudo xcode-select -s /Applications/Xcode.app/Contents/Developer - # Release build with code signing - security unlock-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain - SIGNING_IDENTITY=$(security find-identity -v -p codesigning | awk -F '"' '{print $2}') +# # Release build with code signing +# security unlock-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain +# SIGNING_IDENTITY=$(security find-identity -v -p codesigning | awk -F '"' '{print $2}') - xcodebuild clean build \ - -project exov2.xcodeproj \ - -scheme exov2 \ - -configuration Release \ - -derivedDataPath build \ - CODE_SIGNING_IDENTITY="$SIGNING_IDENTITY" \ - PROVISIONING_PROFILE_SPECIFIER="Exo Provisioning Profile" \ - CODE_SIGN_INJECT_BASE_ENTITLEMENTS=YES \ - OTHER_CODE_SIGN_FLAGS="--timestamp" +# xcodebuild clean build \ +# -project exov2.xcodeproj \ +# -scheme exov2 \ +# -configuration Release \ +# -derivedDataPath build \ +# CODE_SIGNING_IDENTITY="$SIGNING_IDENTITY" \ +# PROVISIONING_PROFILE_SPECIFIER="Exo Provisioning Profile" \ +# CODE_SIGN_INJECT_BASE_ENTITLEMENTS=YES \ +# OTHER_CODE_SIGN_FLAGS="--timestamp" - mv build/Build/Products/*/EXO.app ../../ +# mv build/Build/Products/*/EXO.app ../../ - - name: Sign, Notarize, and Create DMG - env: - APPLE_NOTARIZATION_USERNAME: ${{ secrets.APPLE_NOTARIZATION_USERNAME }} - APPLE_NOTARIZATION_PASSWORD: ${{ secrets.APPLE_NOTARIZATION_PASSWORD }} - APPLE_NOTARIZATION_TEAM: ${{ secrets.APPLE_NOTARIZATION_TEAM }} - MACOS_CERTIFICATE_PASSWORD: ${{ secrets.MACOS_CERTIFICATE_PASSWORD }} - run: | - security unlock-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain - SIGNING_IDENTITY=$(security find-identity -v -p codesigning | awk -F '"' '{print $2}') +# - name: Sign, Notarize, and Create DMG +# env: +# APPLE_NOTARIZATION_USERNAME: ${{ secrets.APPLE_NOTARIZATION_USERNAME }} +# APPLE_NOTARIZATION_PASSWORD: ${{ secrets.APPLE_NOTARIZATION_PASSWORD }} +# APPLE_NOTARIZATION_TEAM: ${{ secrets.APPLE_NOTARIZATION_TEAM }} +# MACOS_CERTIFICATE_PASSWORD: ${{ secrets.MACOS_CERTIFICATE_PASSWORD }} +# run: | +# security unlock-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain +# SIGNING_IDENTITY=$(security find-identity -v -p codesigning | awk -F '"' '{print $2}') - # Sign the app - /usr/bin/codesign --deep --force --timestamp --options runtime \ - --sign "$SIGNING_IDENTITY" EXO.app +# # Sign the app +# /usr/bin/codesign --deep --force --timestamp --options runtime \ +# --sign "$SIGNING_IDENTITY" EXO.app - # Verify the signing - codesign -dvv EXO.app +# # Verify the signing +# codesign -dvv EXO.app - # Create DMG - mkdir -p tmp/dmg-contents - cp -r ./EXO.app tmp/dmg-contents/ - ln -s /Applications tmp/dmg-contents/Applications - DMG_NAME="exo.dmg" +# # Create DMG +# mkdir -p tmp/dmg-contents +# cp -r ./EXO.app tmp/dmg-contents/ +# ln -s /Applications tmp/dmg-contents/Applications +# DMG_NAME="exo.dmg" - # Create and sign DMG - hdiutil create -volname "Exo" -srcfolder tmp/dmg-contents -ov -format UDZO "$DMG_NAME" - /usr/bin/codesign --deep --force --timestamp --options runtime \ - --sign "$SIGNING_IDENTITY" "$DMG_NAME" +# # Create and sign DMG +# hdiutil create -volname "Exo" -srcfolder tmp/dmg-contents -ov -format UDZO "$DMG_NAME" +# /usr/bin/codesign --deep --force --timestamp --options runtime \ +# --sign "$SIGNING_IDENTITY" "$DMG_NAME" - # Setup notarization credentials (optional - comment out if no notarization secrets) - if [[ -n "$APPLE_NOTARIZATION_USERNAME" ]]; then - xcrun notarytool store-credentials notary_pass \ - --apple-id "$APPLE_NOTARIZATION_USERNAME" \ - --password "$APPLE_NOTARIZATION_PASSWORD" \ - --team-id "$APPLE_NOTARIZATION_TEAM" +# # Setup notarization credentials (optional - comment out if no notarization secrets) +# if [[ -n "$APPLE_NOTARIZATION_USERNAME" ]]; then +# xcrun notarytool store-credentials notary_pass \ +# --apple-id "$APPLE_NOTARIZATION_USERNAME" \ +# --password "$APPLE_NOTARIZATION_PASSWORD" \ +# --team-id "$APPLE_NOTARIZATION_TEAM" - # Submit for notarization - xcrun notarytool submit --wait \ - --team-id "$APPLE_NOTARIZATION_TEAM" \ - --keychain-profile notary_pass \ - "$DMG_NAME" +# # Submit for notarization +# xcrun notarytool submit --wait \ +# --team-id "$APPLE_NOTARIZATION_TEAM" \ +# --keychain-profile notary_pass \ +# "$DMG_NAME" - # Staple the notarization - xcrun stapler staple "$DMG_NAME" - fi +# # Staple the notarization +# xcrun stapler staple "$DMG_NAME" +# fi - - name: Cleanup Keychain - if: always() - run: | - security default-keychain -s login.keychain - security delete-keychain exov2.keychain +# - name: Cleanup Keychain +# if: always() +# run: | +# security default-keychain -s login.keychain +# security delete-keychain exov2.keychain - - name: Upload DMG file - uses: actions/upload-artifact@v4 - with: - name: exo-dmg - path: exo.dmg +# - name: Upload DMG file +# uses: actions/upload-artifact@v4 +# with: +# name: exo-dmg +# path: exo.dmg - - name: Upload App Bundle - uses: actions/upload-artifact@v4 - with: - name: exov2-app - path: EXO.app/ \ No newline at end of file +# - name: Upload App Bundle +# uses: actions/upload-artifact@v4 +# with: +# name: exov2-app +# path: EXO.app/ \ No newline at end of file From 84dfc8a738e006a3e52e0cb8b0f38a9910ce4c57 Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Tue, 7 Oct 2025 16:23:51 +0100 Subject: [PATCH 171/224] Fast memory profiling Co-authored-by: Evan --- dashboard/index.html | 102 +++++++++++++++++++------------ src/exo/shared/apply.py | 50 ++++++++++++++- src/exo/shared/types/events.py | 9 +++ src/exo/worker/main.py | 14 ++++- src/exo/worker/utils/__init__.py | 7 ++- src/exo/worker/utils/profile.py | 92 +++++++++++++++++----------- uv.lock | 3 +- 7 files changed, 198 insertions(+), 79 deletions(-) diff --git a/dashboard/index.html b/dashboard/index.html index 85f94589..7560298f 100644 --- a/dashboard/index.html +++ b/dashboard/index.html @@ -1913,18 +1913,33 @@ const result = {}; if (!clusterState) return result; + // Helper: get numeric bytes from various shapes (number | {in_bytes}|{inBytes}) + function getBytes(value) { + if (typeof value === 'number') return value; + if (value && typeof value === 'object') { + if (typeof value.in_bytes === 'number') return value.in_bytes; + if (typeof value.inBytes === 'number') return value.inBytes; + } + return 0; + } + + // Helper: pick from snake_case or camelCase + const pick = (obj, snake, camel, fallback = undefined) => { + if (!obj) return fallback; + if (obj[snake] !== undefined) return obj[snake]; + if (obj[camel] !== undefined) return obj[camel]; + return fallback; + }; + // Process nodes from topology or fallback to node_profiles directly let nodesToProcess = {}; - - if (clusterState.topology && clusterState.topology.nodes) { - // Use topology.nodes array + if (clusterState.topology && Array.isArray(clusterState.topology.nodes)) { clusterState.topology.nodes.forEach(node => { if (node.node_id && node.node_profile) { nodesToProcess[node.node_id] = node.node_profile; } }); } else if (clusterState.node_profiles) { - // Fallback to node_profiles directly nodesToProcess = clusterState.node_profiles; } @@ -1933,53 +1948,64 @@ const nodeProfile = nodesToProcess[nodeId]; if (!nodeProfile) continue; - // Extract memory information + // Extract memory information (supports new nested schema and old flat numbers) let memBytesTotal = 0; - let memBytesUsed = 0; - - if (nodeProfile.memory) { - memBytesTotal = nodeProfile.memory.ram_total || 0; - const ramAvailable = nodeProfile.memory.ram_available || 0; - memBytesUsed = Math.max(memBytesTotal - ramAvailable, 0); - } + let memBytesAvailable = 0; + const memory = nodeProfile.memory || {}; + const ramTotalVal = pick(memory, 'ram_total', 'ramTotal'); + const ramAvailVal = pick(memory, 'ram_available', 'ramAvailable'); + const swapTotalVal = pick(memory, 'swap_total', 'swapTotal'); + const swapAvailVal = pick(memory, 'swap_available', 'swapAvailable'); + + memBytesTotal = getBytes(ramTotalVal); + memBytesAvailable = getBytes(ramAvailVal); + const memBytesUsed = Math.max(memBytesTotal - memBytesAvailable, 0); // Extract model information - const modelId = nodeProfile.model_id || 'Unknown'; - const chipId = nodeProfile.chip_id || ''; - const friendlyName = nodeProfile.friendly_name || `${nodeId.substring(0, 8)}...`; + const modelId = pick(nodeProfile, 'model_id', 'modelId', 'Unknown'); + const chipId = pick(nodeProfile, 'chip_id', 'chipId', ''); + const friendlyName = pick(nodeProfile, 'friendly_name', 'friendlyName', `${nodeId.substring(0, 8)}...`); - // Extract network addresses + // Extract network addresses (support snake_case and camelCase) const addrList = []; - if (nodeProfile.network_interfaces) { - nodeProfile.network_interfaces.forEach(intf => { - if (intf.ip_address && !intf.ip_address.startsWith('fe80::')) { - // Filter out link-local IPv6 addresses - addrList.push(intf.ip_address); - } - }); - } + const netIfacesSnake = nodeProfile.network_interfaces; + const netIfacesCamel = nodeProfile.networkInterfaces; + const interfaces = Array.isArray(netIfacesSnake) ? netIfacesSnake : (Array.isArray(netIfacesCamel) ? netIfacesCamel : []); + interfaces.forEach(intf => { + const ip = intf.ip_address ?? intf.ipAddress; + if (ip && !String(ip).startsWith('fe80::')) { + addrList.push(ip); + } + }); - // Transform system metrics to macmon_info format for compatibility + // Transform system metrics to macmon_info format (support snake_case and camelCase) const systemInfo = nodeProfile.system || {}; + const gpuUsage = pick(systemInfo, 'gpu_usage', 'gpuUsage', 0); + const temp = pick(systemInfo, 'temp', 'temp', null); + const sysPower = pick(systemInfo, 'sys_power', 'sysPower', null); + const pcpuUsage = pick(systemInfo, 'pcpu_usage', 'pcpuUsage', 0); + const ecpuUsage = pick(systemInfo, 'ecpu_usage', 'ecpuUsage', 0); + const anePower = pick(systemInfo, 'ane_power', 'anePower', 0); + const flopsFp16 = pick(systemInfo, 'flops_fp16', 'flopsFp16', 0); + const macmonInfo = { memory: { ram_total: memBytesTotal, ram_usage: memBytesUsed, - ram_available: nodeProfile.memory?.ram_available || 0, - swap_total: nodeProfile.memory?.swap_total || 0, - swap_usage: (nodeProfile.memory?.swap_total || 0) - (nodeProfile.memory?.swap_available || 0) + ram_available: memBytesAvailable, + swap_total: getBytes(swapTotalVal), + swap_usage: Math.max(getBytes(swapTotalVal) - getBytes(swapAvailVal), 0) }, - // Convert new format to old format - gpu_usage: systemInfo.gpu_usage ? [0, systemInfo.gpu_usage] : [0, 0], + gpu_usage: [0, typeof gpuUsage === 'number' ? gpuUsage : 0], temp: { - cpu_temp_avg: systemInfo.temp || null, - gpu_temp_avg: systemInfo.temp || null // Using same temp for both in new format + cpu_temp_avg: typeof temp === 'number' ? temp : null, + gpu_temp_avg: typeof temp === 'number' ? temp : null }, - sys_power: systemInfo.sys_power || null, - pcpu_usage: systemInfo.pcpu_usage ? [0, systemInfo.pcpu_usage] : [0, 0], - ecpu_usage: systemInfo.ecpu_usage ? [0, systemInfo.ecpu_usage] : [0, 0], - ane_power: systemInfo.ane_power || 0, - flops_fp16: systemInfo.flops_fp16 || 0, + sys_power: typeof sysPower === 'number' ? sysPower : null, + pcpu_usage: [0, typeof pcpuUsage === 'number' ? pcpuUsage : 0], + ecpu_usage: [0, typeof ecpuUsage === 'number' ? ecpuUsage : 0], + ane_power: typeof anePower === 'number' ? anePower : 0, + flops_fp16: typeof flopsFp16 === 'number' ? flopsFp16 : 0, timestamp: new Date().toISOString() }; @@ -1987,7 +2013,7 @@ mem: memBytesTotal, addrs: addrList, last_addr_update: Date.now() / 1000, - system_info: { + system_info: { model_id: modelId, chip_id: chipId }, diff --git a/src/exo/shared/apply.py b/src/exo/shared/apply.py index 3c0f2d5d..1ba73d7b 100644 --- a/src/exo/shared/apply.py +++ b/src/exo/shared/apply.py @@ -12,6 +12,7 @@ from exo.shared.types.events import ( InstanceCreated, InstanceDeactivated, InstanceDeleted, + NodeMemoryMeasured, NodePerformanceMeasured, RunnerDeleted, RunnerStatusUpdated, @@ -25,7 +26,7 @@ from exo.shared.types.events import ( TopologyNodeCreated, WorkerStatusUpdated, ) -from exo.shared.types.profiling import NodePerformanceProfile +from exo.shared.types.profiling import NodePerformanceProfile, SystemPerformanceProfile from exo.shared.types.state import State from exo.shared.types.tasks import Task, TaskId, TaskStatus from exo.shared.types.topology import NodeInfo @@ -49,6 +50,8 @@ def event_apply(event: Event, state: State) -> State: return apply_instance_deleted(event, state) case NodePerformanceMeasured(): return apply_node_performance_measured(event, state) + case NodeMemoryMeasured(): + return apply_node_memory_measured(event, state) case RunnerDeleted(): return apply_runner_deleted(event, state) case RunnerStatusUpdated(): @@ -197,6 +200,51 @@ def apply_node_performance_measured( return state.model_copy(update={"topology": topology}) +def apply_node_memory_measured(event: NodeMemoryMeasured, state: State) -> State: + existing = state.node_profiles.get(event.node_id) + topology = copy.copy(state.topology) + + if existing is None: + created = NodePerformanceProfile( + model_id="unknown", + chip_id="unknown", + friendly_name="Unknown", + memory=event.memory, + network_interfaces=[], + system=SystemPerformanceProfile( + flops_fp16=0.0, + gpu_usage=0.0, + temp=0.0, + sys_power=0.0, + pcpu_usage=0.0, + ecpu_usage=0.0, + ane_power=0.0, + ), + ) + created_profiles: Mapping[NodeId, NodePerformanceProfile] = { + **state.node_profiles, + event.node_id: created, + } + if not topology.contains_node(event.node_id): + topology.add_node(NodeInfo(node_id=event.node_id)) + topology.update_node_profile(event.node_id, created) + return state.model_copy( + update={"node_profiles": created_profiles, "topology": topology} + ) + + updated = existing.model_copy(update={"memory": event.memory}) + updated_profiles: Mapping[NodeId, NodePerformanceProfile] = { + **state.node_profiles, + event.node_id: updated, + } + if not topology.contains_node(event.node_id): + topology.add_node(NodeInfo(node_id=event.node_id)) + topology.update_node_profile(event.node_id, updated) + return state.model_copy( + update={"node_profiles": updated_profiles, "topology": topology} + ) + + def apply_worker_status_updated(event: WorkerStatusUpdated, state: State) -> State: new_node_status: Mapping[NodeId, WorkerStatus] = { **state.node_status, diff --git a/src/exo/shared/types/events.py b/src/exo/shared/types/events.py index 8d9aa32c..074457a3 100644 --- a/src/exo/shared/types/events.py +++ b/src/exo/shared/types/events.py @@ -6,6 +6,7 @@ from pydantic import Field from exo.shared.topology import Connection, NodePerformanceProfile from exo.shared.types.chunks import CommandId, GenerationChunk from exo.shared.types.common import ID, NodeId +from exo.shared.types.profiling import MemoryPerformanceProfile from exo.shared.types.tasks import Task, TaskId, TaskStatus from exo.shared.types.worker.common import InstanceId, WorkerStatus from exo.shared.types.worker.instances import Instance @@ -51,6 +52,7 @@ class EventType(str, Enum): # Node Performance Events WorkerStatusUpdated = "WorkerStatusUpdated" NodePerformanceMeasured = "NodePerformanceMeasured" + NodeMemoryMeasured = "NodeMemoryMeasured" # Topology Events TopologyNodeCreated = "TopologyNodeCreated" @@ -116,6 +118,11 @@ class NodePerformanceMeasured(BaseEvent): node_profile: NodePerformanceProfile +class NodeMemoryMeasured(BaseEvent): + node_id: NodeId + memory: MemoryPerformanceProfile + + class WorkerStatusUpdated(BaseEvent): node_id: NodeId node_state: WorkerStatus @@ -151,6 +158,7 @@ Event = Union[ RunnerStatusUpdated, RunnerDeleted, NodePerformanceMeasured, + NodeMemoryMeasured, WorkerStatusUpdated, ChunkGenerated, TopologyNodeCreated, @@ -173,6 +181,7 @@ Event = Union[ EventType.RunnerStatusUpdated: RunnerStatusUpdated, EventType.RunnerDeleted: RunnerDeleted, EventType.NodePerformanceMeasured: NodePerformanceMeasured, + EventType.NodeMemoryMeasured: NodeMemoryMeasured, EventType.WorkerStatusUpdated: WorkerStatusUpdated, EventType.ChunkGenerated: ChunkGenerated, EventType.TopologyNodeCreated: TopologyNodeCreated, diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 24c60323..59cf2ca6 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -21,6 +21,7 @@ from exo.shared.types.events import ( ForwarderEvent, IndexedEvent, InstanceDeleted, + NodeMemoryMeasured, NodePerformanceMeasured, RunnerDeleted, RunnerStatusUpdated, @@ -32,7 +33,7 @@ from exo.shared.types.events import ( ) from exo.shared.types.memory import Memory from exo.shared.types.multiaddr import Multiaddr -from exo.shared.types.profiling import NodePerformanceProfile +from exo.shared.types.profiling import MemoryPerformanceProfile, NodePerformanceProfile from exo.shared.types.state import State from exo.shared.types.tasks import TaskId, TaskStatus from exo.shared.types.topology import Connection @@ -68,7 +69,7 @@ from exo.worker.common import AssignedRunner from exo.worker.download.shard_downloader import RepoDownloadProgress, ShardDownloader from exo.worker.plan import plan from exo.worker.runner.runner_supervisor import RunnerSupervisor -from exo.worker.utils import start_polling_node_metrics +from exo.worker.utils import start_polling_memory_metrics, start_polling_node_metrics class Worker: @@ -124,6 +125,15 @@ class Worker: async with create_task_group() as tg: self._tg = tg tg.start_soon(start_polling_node_metrics, resource_monitor_callback) + + async def memory_monitor_callback( + memory_profile: MemoryPerformanceProfile, + ) -> None: + await self.event_publisher( + NodeMemoryMeasured(node_id=self.node_id, memory=memory_profile) + ) + + tg.start_soon(start_polling_memory_metrics, memory_monitor_callback) tg.start_soon(self._connection_message_event_writer) tg.start_soon(self._resend_out_for_delivery) tg.start_soon(self._event_applier) diff --git a/src/exo/worker/utils/__init__.py b/src/exo/worker/utils/__init__.py index 386a613c..9a94e028 100644 --- a/src/exo/worker/utils/__init__.py +++ b/src/exo/worker/utils/__init__.py @@ -1,3 +1,6 @@ -from .profile import start_polling_node_metrics +from .profile import start_polling_memory_metrics, start_polling_node_metrics -__all__ = ["start_polling_node_metrics"] +__all__ = [ + "start_polling_node_metrics", + "start_polling_memory_metrics", +] diff --git a/src/exo/worker/utils/profile.py b/src/exo/worker/utils/profile.py index 174c1a41..45f8c4b0 100644 --- a/src/exo/worker/utils/profile.py +++ b/src/exo/worker/utils/profile.py @@ -4,6 +4,7 @@ import platform from typing import Any, Callable, Coroutine import anyio +import psutil from loguru import logger from exo.shared.types.profiling import ( @@ -37,6 +38,54 @@ async def get_metrics_async() -> Metrics: return Metrics() +async def get_memory_profile_async() -> MemoryPerformanceProfile: + """Return MemoryPerformanceProfile using psutil (fast, cross-platform). + + Uses synchronous psutil calls in a worker thread to avoid blocking the event loop. + """ + + def _read_psutil() -> MemoryPerformanceProfile: + vm = psutil.virtual_memory() + sm = psutil.swap_memory() + + override_memory_env = os.getenv("OVERRIDE_MEMORY") + override_memory: int | None = ( + int(override_memory_env) * 2**30 if override_memory_env else None + ) + + return MemoryPerformanceProfile.from_bytes( + ram_total=int(vm.total), + ram_available=int(override_memory) + if override_memory + else int(vm.available), + swap_total=int(sm.total), + swap_available=int(sm.free), + ) + + return await asyncio.to_thread(_read_psutil) + + +async def start_polling_memory_metrics( + callback: Callable[[MemoryPerformanceProfile], Coroutine[Any, Any, None]], + *, + poll_interval_s: float = 0.5, +) -> None: + """Continuously poll and emit memory-only metrics at a faster cadence. + + Parameters + - callback: coroutine called with a fresh MemoryPerformanceProfile each tick + - poll_interval_s: interval between polls + """ + while True: + try: + mem = await get_memory_profile_async() + await callback(mem) + except Exception as e: + logger.opt(exception=e).error("Memory Monitor encountered error") + finally: + await anyio.sleep(poll_interval_s) + + async def start_polling_node_metrics( callback: Callable[[NodePerformanceProfile], Coroutine[Any, Any, None]], ): @@ -46,28 +95,16 @@ async def start_polling_node_metrics( # Gather metrics & system info with a timeout on each call metrics = await get_metrics_async() - # Extract memory totals from metrics - total_mem = ( - metrics.memory.ram_total - if metrics.memory is not None and metrics.memory.ram_total is not None - else 0 - ) - used_mem = ( - metrics.memory.ram_usage - if metrics.memory is not None and metrics.memory.ram_usage is not None - else 0 - ) - - system_info, network_interfaces, mac_friendly_name = await asyncio.gather( + ( + system_info, + network_interfaces, + mac_friendly_name, + memory_profile, + ) = await asyncio.gather( get_mac_system_info_async(), get_network_interface_info_async(), get_mac_friendly_name_async(), - ) - - # Run heavy FLOPs profiling only if enough time has elapsed - override_memory_env = os.getenv("OVERRIDE_MEMORY") - override_memory: int | None = ( - int(override_memory_env) * 2**30 if override_memory_env else None + get_memory_profile_async(), ) await callback( @@ -76,22 +113,7 @@ async def start_polling_node_metrics( chip_id=system_info.chip_id, friendly_name=mac_friendly_name or "Unknown", network_interfaces=network_interfaces, - memory=MemoryPerformanceProfile.from_bytes( - ram_total=total_mem, - ram_available=override_memory - if override_memory - else total_mem - used_mem, - swap_total=metrics.memory.swap_total - if metrics.memory is not None - and metrics.memory.swap_total is not None - else 0, - swap_available=metrics.memory.swap_total - - metrics.memory.swap_usage - if metrics.memory is not None - and metrics.memory.swap_usage is not None - and metrics.memory.swap_total is not None - else 0, - ), + memory=memory_profile, system=SystemPerformanceProfile( flops_fp16=0, gpu_usage=metrics.gpu_usage[1] diff --git a/uv.lock b/uv.lock index 798b19d4..6ef6edd7 100644 --- a/uv.lock +++ b/uv.lock @@ -253,7 +253,7 @@ wheels = [ [[package]] name = "exo" -version = "0.2.0" +version = "0.3.0" source = { editable = "." } dependencies = [ { name = "aiofiles", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, @@ -1112,6 +1112,7 @@ source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "numpy", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] +sdist = { url = "https://files.pythonhosted.org/packages/e7/b0/66d96f02120f79eeed86b5c5be04029b6821155f31ed4907a4e9f1460671/rustworkx-0.17.1.tar.gz", hash = "sha256:59ea01b4e603daffa4e8827316c1641eef18ae9032f0b1b14aa0181687e3108e", size = 399407, upload-time = "2025-09-15T16:29:46.429Z" } wheels = [ { url = "https://files.pythonhosted.org/packages/20/24/8972ed631fa05fdec05a7bb7f1fc0f8e78ee761ab37e8a93d1ed396ba060/rustworkx-0.17.1-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:c08fb8db041db052da404839b064ebfb47dcce04ba9a3e2eb79d0c65ab011da4", size = 2257491, upload-time = "2025-08-13T01:43:31.466Z" }, { url = "https://files.pythonhosted.org/packages/23/ae/7b6bbae5e0487ee42072dc6a46edf5db9731a0701ed648db22121fb7490c/rustworkx-0.17.1-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:4ef8e327dadf6500edd76fedb83f6d888b9266c58bcdbffd5a40c33835c9dd26", size = 2040175, upload-time = "2025-08-13T01:43:33.762Z" }, From a4e8335241b8113cbcdc8f22c6f7b28188115ed0 Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Tue, 7 Oct 2025 16:29:51 +0100 Subject: [PATCH 172/224] add just clean --- justfile | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/justfile b/justfile index 98392578..e3c4538e 100644 --- a/justfile +++ b/justfile @@ -15,3 +15,8 @@ sync: sync-clean: uv sync --all-packages --force-reinstall --no-cache + +clean: + rm -rf **/__pycache__ + rm -rf rust/target + rm -rf .venv From e8a6efe281b78870d728523470fbce07056fc77d Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Tue, 7 Oct 2025 17:17:06 +0100 Subject: [PATCH 173/224] add kimi k2 --- src/exo/shared/models/model_cards.py | 13 +++++++++++++ 1 file changed, 13 insertions(+) diff --git a/src/exo/shared/models/model_cards.py b/src/exo/shared/models/model_cards.py index 52667413..d3e373cf 100644 --- a/src/exo/shared/models/model_cards.py +++ b/src/exo/shared/models/model_cards.py @@ -95,6 +95,19 @@ MODEL_CARDS: dict[str, ModelCard] = { n_layers=61, ), ), + "kimi-k2-instruct-4bit": ModelCard( + short_id="kimi-k2-instruct-4bit", + model_id="mlx-community/Kimi-K2-Instruct-4bit", + name="Kimi K2 Instruct (4-bit)", + description="""Kimi K2 is a large language model trained on the Kimi K2 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id=ModelId("mlx-community/Kimi-K2-Instruct-4bit"), + pretty_name="Kimi K2 Instruct (4-bit)", + storage_size=Memory.from_bytes(577597603840), + n_layers=61, + ), + ), # llama-3.1 "llama-3.1-8b": ModelCard( short_id="llama-3.1-8b", From 76ed8a516ba9caa9617500abd00af92623548124 Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Fri, 10 Oct 2025 16:15:39 +0100 Subject: [PATCH 174/224] typecheck on ubuntu with install-nix-action Co-authored-by: Evan --- .github/workflows/pipeline.yml | 165 ++++++++++++++++----------------- flake.nix | 6 +- typings/.gitkeep | 0 3 files changed, 83 insertions(+), 88 deletions(-) create mode 100644 typings/.gitkeep diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml index 71ba82f8..544fef21 100644 --- a/.github/workflows/pipeline.yml +++ b/.github/workflows/pipeline.yml @@ -12,13 +12,17 @@ on: jobs: typecheck: - runs-on: ['self-hosted', 'macOS'] + runs-on: ubuntu-latest steps: - name: Checkout repository uses: actions/checkout@v4 with: lfs: true + - uses: cachix/install-nix-action@v31 + with: + nix_path: nixpkgs=channel:nixos-unstable + - name: Configure git user run: | git config --local user.email "github-actions@users.noreply.github.com" @@ -59,88 +63,79 @@ jobs: shell: bash - uses: ./.github/actions/typecheck - ci: - needs: typecheck - runs-on: ['self-hosted', 'macOS'] - permissions: - contents: read - env: - GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} - steps: - - name: Checkout repository - uses: actions/checkout@v4 - with: - fetch-depth: 0 - token: ${{ secrets.GITHUB_TOKEN }} - lfs: true - - name: Configure git user - run: | - git config --local user.email "github-actions@users.noreply.github.com" - git config --local user.name "github-actions bot" - shell: bash - - - name: Pull LFS files - run: | - echo "Pulling Git LFS files..." - git lfs pull - shell: bash - - - name: Setup EXO_HOME and API_PORT - run: | - EXO_HOME=$(mktemp -d -t exo-ci-XXXXXXXX) - # Generate random port (macOS compatible method) - API_PORT=$((49152 + RANDOM % (65535 - 49152 + 1))) - echo "EXO_HOME=$EXO_HOME" >> $GITHUB_ENV - echo "API_PORT=$API_PORT" >> $GITHUB_ENV - echo "Created EXO_HOME: $EXO_HOME" - echo "Generated API_PORT: $API_PORT" - shell: bash - - - name: Setup Nix Environment - run: | - echo "Checking for nix installation..." - - # Check if nix binary exists directly - if [ -f /nix/var/nix/profiles/default/bin/nix ]; then - echo "Found nix binary at /nix/var/nix/profiles/default/bin/nix" - export PATH="/nix/var/nix/profiles/default/bin:$PATH" - echo "PATH=$PATH" >> $GITHUB_ENV - nix --version - elif [ -f /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh ]; then - echo "Found nix profile script, sourcing..." - source /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh - nix --version - elif command -v nix >/dev/null 2>&1; then - echo "Nix already in PATH" - nix --version - else - echo "Nix not found. Debugging info:" - echo "Contents of /nix/var/nix/profiles/default/:" - ls -la /nix/var/nix/profiles/default/ 2>/dev/null || echo "Directory not found" - echo "Contents of /nix/var/nix/profiles/default/bin/:" - ls -la /nix/var/nix/profiles/default/bin/ 2>/dev/null || echo "Directory not found" - exit 1 - fi - shell: bash - - - name: Build forwarder - run: | - echo "Building Go forwarder binary..." - nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command just build-forwarder - shell: bash - - - uses: ./.github/actions/verify-clean - with: - step: regenerate-protobufs - - - uses: ./.github/actions/lint-check - - - uses: ./.github/actions/unit-test - - - name: Cleanup EXO_HOME - run: | - echo "Cleaning up EXO_HOME: $EXO_HOME" - rm -rf "$EXO_HOME" - shell: bash - if: always() +# ci: +# needs: typecheck +# runs-on: ubuntu-latest +# permissions: +# contents: read +# env: +# GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} +# steps: +# - name: Checkout repository +# uses: actions/checkout@v4 +# with: +# fetch-depth: 0 +# token: ${{ secrets.GITHUB_TOKEN }} +# lfs: true +# +# - name: Configure git user +# run: | +# git config --local user.email "github-actions@users.noreply.github.com" +# git config --local user.name "github-actions bot" +# shell: bash +# +# - name: Pull LFS files +# run: | +# echo "Pulling Git LFS files..." +# git lfs pull +# shell: bash +# +# - name: Setup EXO_HOME and API_PORT +# run: | +# EXO_HOME=$(mktemp -d -t exo-ci-XXXXXXXX) +# # Generate random port (macOS compatible method) +# API_PORT=$((49152 + RANDOM % (65535 - 49152 + 1))) +# echo "EXO_HOME=$EXO_HOME" >> $GITHUB_ENV +# echo "API_PORT=$API_PORT" >> $GITHUB_ENV +# echo "Created EXO_HOME: $EXO_HOME" +# echo "Generated API_PORT: $API_PORT" +# shell: bash +# +# - name: Setup Nix Environment +# run: | +# echo "Checking for nix installation..." +# +# # Check if nix binary exists directly +# if [ -f /nix/var/nix/profiles/default/bin/nix ]; then +# echo "Found nix binary at /nix/var/nix/profiles/default/bin/nix" +# export PATH="/nix/var/nix/profiles/default/bin:$PATH" +# echo "PATH=$PATH" >> $GITHUB_ENV +# nix --version +# elif [ -f /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh ]; then +# echo "Found nix profile script, sourcing..." +# source /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh +# nix --version +# elif command -v nix >/dev/null 2>&1; then +# echo "Nix already in PATH" +# nix --version +# else +# echo "Nix not found. Debugging info:" +# echo "Contents of /nix/var/nix/profiles/default/:" +# ls -la /nix/var/nix/profiles/default/ 2>/dev/null || echo "Directory not found" +# echo "Contents of /nix/var/nix/profiles/default/bin/:" +# ls -la /nix/var/nix/profiles/default/bin/ 2>/dev/null || echo "Directory not found" +# exit 1 +# fi +# shell: bash +# +# - uses: ./.github/actions/lint-check +# +# - uses: ./.github/actions/unit-test +# +# - name: Cleanup EXO_HOME +# run: | +# echo "Cleaning up EXO_HOME: $EXO_HOME" +# rm -rf "$EXO_HOME" +# shell: bash +# if: always() diff --git a/flake.nix b/flake.nix index 118fb97f..bf68d702 100644 --- a/flake.nix +++ b/flake.nix @@ -57,13 +57,13 @@ # NIX nixpkgs-fmt + + # JUST + just ] ++ (pkgs.lib.optionals pkgs.stdenv.isDarwin [ # MACMON macmon - - # JUST - just ]); shellHook = '' diff --git a/typings/.gitkeep b/typings/.gitkeep new file mode 100644 index 00000000..e69de29b From 1c6b5ce911cf012aaf6a9df918fa2207f866ad57 Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Fri, 10 Oct 2025 16:22:09 +0100 Subject: [PATCH 175/224] new tagged union Co-authored-by: Alex Cheema Sorry Andrei! --- dashboard/index.html | 72 ++-- src/exo/master/api.py | 7 +- src/exo/master/main.py | 18 +- src/exo/master/placement.py | 2 +- src/exo/master/tests/api_utils_test.py | 86 ----- src/exo/master/tests/test_api.py | 9 +- src/exo/master/tests/test_master.py | 251 +++++++------- src/exo/master/tests/test_placement.py | 2 +- src/exo/shared/apply.py | 6 +- src/exo/shared/types/chunks.py | 19 +- src/exo/shared/types/commands.py | 36 +- src/exo/shared/types/common.py | 12 +- src/exo/shared/types/events.py | 76 ++--- src/exo/shared/types/models.py | 4 +- src/exo/shared/types/state.py | 18 +- src/exo/shared/types/tasks.py | 27 +- .../shared/types/worker/commands_runner.py | 91 ++--- src/exo/shared/types/worker/common.py | 6 +- src/exo/shared/types/worker/communication.py | 3 - src/exo/shared/types/worker/downloads.py | 55 +-- src/exo/shared/types/worker/instances.py | 9 +- src/exo/shared/types/worker/ops.py | 71 +--- src/exo/shared/types/worker/runners.py | 62 +--- src/exo/shared/types/worker/shards.py | 49 +-- src/exo/utils/pydantic_ext.py | 27 +- src/exo/utils/pydantic_tagged.py | 229 ------------- src/exo/utils/tests/test_tagged.py | 322 +++++++++++------- src/exo/worker/download/download_utils.py | 8 +- .../worker/download/impl_shard_downloader.py | 3 - src/exo/worker/download/shard_downloader.py | 3 - src/exo/worker/main.py | 50 ++- src/exo/worker/plan.py | 40 ++- src/exo/worker/tests/conftest.py | 6 +- .../test_handlers/test_handlers_happy.py | 4 +- .../tests/test_integration/test_inference.py | 10 +- .../test_integration/test_inference_sad.py | 42 +-- .../test_integration/test_instantiation.py | 8 +- .../test_instantiation_sad.py | 16 +- .../test_inference_llama70B.py | 25 +- .../tests/test_plan/test_worker_plan.py | 54 ++- .../tests/test_plan/test_worker_plan_utils.py | 11 +- .../worker/tests/test_runner_connection.py | 2 +- src/exo/worker/tests/test_serdes.py | 6 +- .../tests/test_supervisor/test_supervisor.py | 4 +- src/exo/worker/tests/worker_management.py | 22 +- 45 files changed, 712 insertions(+), 1171 deletions(-) delete mode 100644 src/exo/master/tests/api_utils_test.py delete mode 100644 src/exo/utils/pydantic_tagged.py diff --git a/dashboard/index.html b/dashboard/index.html index 7560298f..23b4acb9 100644 --- a/dashboard/index.html +++ b/dashboard/index.html @@ -934,7 +934,7 @@ headers: { 'Content-Type': 'application/json', }, - body: JSON.stringify({ model_id: selectedModelId }) + body: JSON.stringify({ modelId: selectedModelId, model_id: selectedModelId }) }); if (!response.ok) { @@ -976,26 +976,43 @@ // Calculate download status for an instance based on its runners function calculateInstanceDownloadStatus(instance, runners) { - if (!instance.shard_assignments?.runner_to_shard || !runners) { + const shardAssignments = instance.shard_assignments ?? instance.shardAssignments; + const runnerToShard = shardAssignments?.runner_to_shard ?? shardAssignments?.runnerToShard; + if (!runnerToShard || !runners) { return { isDownloading: false, progress: 0 }; } - const runnerIds = Object.keys(instance.shard_assignments.runner_to_shard); + const runnerIds = Object.keys(runnerToShard); const downloadingRunners = []; let totalBytes = 0; let downloadedBytes = 0; for (const runnerId of runnerIds) { const runner = runners[runnerId]; + let isRunnerDownloading = false; + + // Legacy snake_case structure if (runner && runner.runner_status === 'Downloading' && runner.download_progress) { - downloadingRunners.push(runner); - - // Aggregate download progress across all downloading runners - if (runner.download_progress.download_status === 'Downloading' && runner.download_progress.download_progress) { + isRunnerDownloading = runner.download_progress.download_status === 'Downloading'; + if (isRunnerDownloading && runner.download_progress.download_progress) { totalBytes += runner.download_progress.download_progress.total_bytes || 0; downloadedBytes += runner.download_progress.download_progress.downloaded_bytes || 0; } + } else if (runner && typeof runner === 'object') { + // Tagged-union camelCase structure, e.g. { "DownloadingRunnerStatus": { downloadProgress: { totalBytes, downloadedBytes } } } + const tag = Object.keys(runner)[0]; + if (tag && /DownloadingRunnerStatus$/i.test(tag)) { + isRunnerDownloading = true; + const inner = runner[tag] || {}; + const prog = inner.downloadProgress || inner.download_progress || {}; + const t = prog.totalBytes ?? prog.total_bytes ?? 0; + const d = prog.downloadedBytes ?? prog.downloaded_bytes ?? 0; + totalBytes += typeof t === 'number' ? t : 0; + downloadedBytes += typeof d === 'number' ? d : 0; + } } + + if (isRunnerDownloading) downloadingRunners.push(runner); } const isDownloading = downloadingRunners.length > 0; @@ -1007,16 +1024,25 @@ // Derive a display status for an instance from its runners. // Priority: FAILED > DOWNLOADING > STARTING > RUNNING > LOADED > INACTIVE function deriveInstanceStatus(instance, runners = {}) { - const runnerIds = Object.keys(instance.shard_assignments?.runner_to_shard || {}); + const shardAssignments = instance.shard_assignments ?? instance.shardAssignments; + const runnerToShard = shardAssignments?.runner_to_shard ?? shardAssignments?.runnerToShard ?? {}; + const runnerIds = Object.keys(runnerToShard); const statuses = runnerIds - .map(rid => runners[rid]?.runner_status) + .map(rid => { + const r = runners[rid]; + if (!r || typeof r !== 'object') return undefined; + if (typeof r.runner_status === 'string') return r.runner_status; + const tag = Object.keys(r)[0]; + return typeof tag === 'string' ? tag.replace(/RunnerStatus$/,'') : undefined; // e.g. LoadedRunnerStatus -> Loaded + }) .filter(s => typeof s === 'string'); const has = (s) => statuses.includes(s); const every = (pred) => statuses.length > 0 && statuses.every(pred); if (statuses.length === 0) { - const inactive = instance.instance_type === 'INACTIVE'; + const instanceType = instance.instance_type ?? instance.instanceType; + const inactive = instanceType === 'INACTIVE' || instanceType === 'Inactive'; return { statusText: inactive ? 'INACTIVE' : 'LOADED', statusClass: inactive ? 'inactive' : 'loaded' }; } @@ -1046,10 +1072,12 @@ } const instancesHTML = instancesArray.map(instance => { - const modelId = instance.shard_assignments?.model_id || 'Unknown Model'; - const truncatedInstanceId = instance.instance_id.length > 8 - ? instance.instance_id.substring(0, 8) + '...' - : instance.instance_id; + const shardAssignments = instance.shard_assignments ?? instance.shardAssignments; + const modelId = shardAssignments?.model_id ?? shardAssignments?.modelId ?? 'Unknown Model'; + const instanceId = instance.instance_id ?? instance.instanceId ?? ''; + const truncatedInstanceId = instanceId.length > 8 + ? instanceId.substring(0, 8) + '...' + : instanceId; const hostsHTML = instance.hosts?.map(host => `${host.ip}:${host.port}` @@ -1083,14 +1111,14 @@ ${statusText}
-
${modelId}
- Shards: ${Object.keys(instance.shard_assignments?.runner_to_shard || {}).length} + Shards: ${Object.keys((shardAssignments?.runner_to_shard ?? shardAssignments?.runnerToShard) || {}).length}
${downloadProgressHTML} ${hostsHTML ? `
${hostsHTML}
` : ''} @@ -1931,16 +1959,18 @@ return fallback; }; - // Process nodes from topology or fallback to node_profiles directly + // Process nodes from topology or fallback to node_profiles/nodeProfiles directly let nodesToProcess = {}; if (clusterState.topology && Array.isArray(clusterState.topology.nodes)) { clusterState.topology.nodes.forEach(node => { - if (node.node_id && node.node_profile) { - nodesToProcess[node.node_id] = node.node_profile; + const nid = node.node_id ?? node.nodeId; + const nprof = node.node_profile ?? node.nodeProfile; + if (nid && nprof) { + nodesToProcess[nid] = nprof; } }); - } else if (clusterState.node_profiles) { - nodesToProcess = clusterState.node_profiles; + } else if (clusterState.node_profiles || clusterState.nodeProfiles) { + nodesToProcess = clusterState.node_profiles ?? clusterState.nodeProfiles; } // Transform each node diff --git a/src/exo/master/api.py b/src/exo/master/api.py index d10f7dd6..a4ad65cd 100644 --- a/src/exo/master/api.py +++ b/src/exo/master/api.py @@ -33,7 +33,6 @@ from exo.shared.types.commands import ( CreateInstance, DeleteInstance, ForwarderCommand, - TaggedCommand, # TODO: SpinUpInstance TaskFinished, ) @@ -306,7 +305,7 @@ class API: async def _apply_state(self): with self.global_event_receiver as events: async for event in events: - self.event_buffer.ingest(event.origin_idx, event.tagged_event.c) + self.event_buffer.ingest(event.origin_idx, event.event) for idx, event in self.event_buffer.drain_indexed(): self.state = apply(self.state, IndexedEvent(event=event, idx=idx)) if ( @@ -317,7 +316,5 @@ class API: async def _send(self, command: Command): await self.command_sender.send( - ForwarderCommand( - origin=self.node_id, tagged_command=TaggedCommand.from_(command) - ) + ForwarderCommand(origin=self.node_id, command=command) ) diff --git a/src/exo/master/main.py b/src/exo/master/main.py index 443a2803..ce3643c2 100644 --- a/src/exo/master/main.py +++ b/src/exo/master/main.py @@ -23,13 +23,12 @@ from exo.shared.types.events import ( ForwarderEvent, IndexedEvent, InstanceDeleted, - TaggedEvent, TaskCreated, TaskDeleted, TopologyEdgeDeleted, ) from exo.shared.types.state import State -from exo.shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus, TaskType +from exo.shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus from exo.shared.types.worker.common import InstanceId from exo.utils.channels import Receiver, Sender, channel from exo.utils.event_buffer import MultiSourceBuffer @@ -90,11 +89,9 @@ class Master: with self.command_receiver as commands: async for forwarder_command in commands: try: - logger.info( - f"Executing command: {forwarder_command.tagged_command.c}" - ) + logger.info(f"Executing command: {forwarder_command.command}") generated_events: list[Event] = [] - command = forwarder_command.tagged_command.c + command = forwarder_command.command match command: case ChatCompletion(): instance_task_counts: dict[InstanceId, int] = {} @@ -130,11 +127,10 @@ class Master: TaskCreated( task_id=task_id, task=ChatCompletionTask( - task_type=TaskType.CHAT_COMPLETION, task_id=task_id, command_id=command.command_id, instance_id=available_instance_ids[0], - task_status=TaskStatus.PENDING, + task_status=TaskStatus.Pending, task_params=command.request_params, ), ) @@ -190,7 +186,7 @@ class Master: async for local_event in local_events: self._multi_buffer.ingest( local_event.origin_idx, - local_event.tagged_event.c, + local_event.event, local_event.origin, ) for event in self._multi_buffer.drain(): @@ -224,7 +220,7 @@ class Master: ForwarderEvent( origin=NodeId(f"master_{self.node_id}"), origin_idx=local_index, - tagged_event=TaggedEvent.from_(event), + event=event, ) ) local_index += 1 @@ -235,6 +231,6 @@ class Master: ForwarderEvent( origin=self.node_id, origin_idx=event.idx, - tagged_event=TaggedEvent.from_(event.event), + event=event.event, ) ) diff --git a/src/exo/master/placement.py b/src/exo/master/placement.py index e3884d53..b5e402d9 100644 --- a/src/exo/master/placement.py +++ b/src/exo/master/placement.py @@ -83,7 +83,7 @@ def get_instance_placements_after_create( target_instances = dict(deepcopy(current_instances)) target_instances[instance_id] = Instance( instance_id=instance_id, - instance_type=InstanceStatus.ACTIVE, + instance_type=InstanceStatus.Active, shard_assignments=shard_assignments, hosts=[ Host( diff --git a/src/exo/master/tests/api_utils_test.py b/src/exo/master/tests/api_utils_test.py deleted file mode 100644 index 3ed52c7a..00000000 --- a/src/exo/master/tests/api_utils_test.py +++ /dev/null @@ -1,86 +0,0 @@ -import asyncio -import functools -from typing import ( - Any, - AsyncGenerator, - Awaitable, - Callable, - Coroutine, - ParamSpec, - TypeVar, - final, -) - -import openai -import pytest -from openai._streaming import AsyncStream -from openai.types.chat import ( - ChatCompletionMessageParam, -) -from openai.types.chat.chat_completion_chunk import ChatCompletionChunk, Choice - -from exo.main import main - -_P = ParamSpec("_P") -_R = TypeVar("_R") - -OPENAI_API_KEY: str = "" -OPENAI_API_URL: str = "http://0.0.0.0:8000/v1" - - -def with_master_main( - func: Callable[_P, Awaitable[_R]], -) -> Callable[_P, Coroutine[Any, Any, _R]]: - @pytest.mark.asyncio - @functools.wraps(func) - async def wrapper(*args: _P.args, **kwargs: _P.kwargs) -> _R: - loop = asyncio.get_running_loop() - master_task = loop.run_in_executor(None, main) - try: - return await func(*args, **kwargs) - finally: - master_task.cancel() - with pytest.raises(asyncio.CancelledError): - await master_task - - return wrapper - - -@final -class ChatMessage: - """Strictly-typed chat message for OpenAI API.""" - - def __init__(self, role: str, content: str) -> None: - self.role = role - self.content = content - - def to_openai(self) -> ChatCompletionMessageParam: - if self.role == "user": - return {"role": "user", "content": self.content} # type: ChatCompletionUserMessageParam - elif self.role == "assistant": - return {"role": "assistant", "content": self.content} # type: ChatCompletionAssistantMessageParam - elif self.role == "system": - return {"role": "system", "content": self.content} # type: ChatCompletionSystemMessageParam - else: - raise ValueError(f"Unsupported role: {self.role}") - - -async def stream_chatgpt_response( - messages: list[ChatMessage], - model: str = "gpt-3.5-turbo", -) -> AsyncGenerator[Choice, None]: - client = openai.AsyncOpenAI( - api_key=OPENAI_API_KEY, - base_url=OPENAI_API_URL, - ) - openai_messages: list[ChatCompletionMessageParam] = [ - m.to_openai() for m in messages - ] - stream: AsyncStream[ChatCompletionChunk] = await client.chat.completions.create( - model=model, - messages=openai_messages, - stream=True, - ) - async for chunk in stream: - for choice in chunk.choices: - yield choice diff --git a/src/exo/master/tests/test_api.py b/src/exo/master/tests/test_api.py index ce9e1376..5965ab5e 100644 --- a/src/exo/master/tests/test_api.py +++ b/src/exo/master/tests/test_api.py @@ -2,17 +2,10 @@ import asyncio import pytest -from exo.master.tests.api_utils_test import ( - ChatMessage, - stream_chatgpt_response, - with_master_main, -) - -@with_master_main @pytest.mark.asyncio async def test_master_api_multiple_response_sequential() -> None: - # TODO: This hangs at the moment it seems. + # TODO return messages = [ChatMessage(role="user", content="Hello, who are you?")] token_count = 0 diff --git a/src/exo/master/tests/test_master.py b/src/exo/master/tests/test_master.py index bfa3f564..a1b6c0b6 100644 --- a/src/exo/master/tests/test_master.py +++ b/src/exo/master/tests/test_master.py @@ -1,7 +1,8 @@ -import asyncio from typing import List, Sequence +import anyio import pytest +from loguru import logger from exo.master.main import Master from exo.routing.router import get_node_id_keypair @@ -11,7 +12,6 @@ from exo.shared.types.commands import ( CommandId, CreateInstance, ForwarderCommand, - TaggedCommand, ) from exo.shared.types.common import NodeId from exo.shared.types.events import ( @@ -19,7 +19,6 @@ from exo.shared.types.events import ( IndexedEvent, InstanceCreated, NodePerformanceMeasured, - TaggedEvent, TaskCreated, ) from exo.shared.types.memory import Memory @@ -29,9 +28,9 @@ from exo.shared.types.profiling import ( NodePerformanceProfile, SystemPerformanceProfile, ) -from exo.shared.types.tasks import ChatCompletionTask, TaskStatus, TaskType +from exo.shared.types.tasks import ChatCompletionTask, TaskStatus from exo.shared.types.worker.instances import Instance, InstanceStatus, ShardAssignments -from exo.shared.types.worker.shards import PartitionStrategy, PipelineShardMetadata +from exo.shared.types.worker.shards import PipelineShardMetadata from exo.utils.channels import channel @@ -46,12 +45,12 @@ async def test_master(): all_events: List[IndexedEvent] = [] - async def _get_events() -> Sequence[IndexedEvent]: + def _get_events() -> Sequence[IndexedEvent]: orig_events = global_event_receiver.collect() for e in orig_events: all_events.append( IndexedEvent( - event=e.tagged_event.c, + event=e.event, idx=len(all_events), # origin=e.origin, ) ) @@ -64,133 +63,141 @@ async def test_master(): command_receiver=co_receiver, tb_only=False, ) - asyncio.create_task(master.run()) + logger.info("run the master") + async with anyio.create_task_group() as tg: + tg.start_soon(master.run) - sender_node_id = NodeId(f"{keypair.to_peer_id().to_base58()}_sender") - # inject a NodePerformanceProfile event - await local_event_sender.send( - ForwarderEvent( - origin_idx=0, - origin=sender_node_id, - tagged_event=TaggedEvent.from_( - NodePerformanceMeasured( - node_id=node_id, - node_profile=NodePerformanceProfile( - model_id="maccy", - chip_id="arm", - friendly_name="test", - memory=MemoryPerformanceProfile( - ram_total=Memory.from_bytes(678948 * 1024), - ram_available=Memory.from_bytes(678948 * 1024), - swap_total=Memory.from_bytes(0), - swap_available=Memory.from_bytes(0), + sender_node_id = NodeId(f"{keypair.to_peer_id().to_base58()}_sender") + # inject a NodePerformanceProfile event + logger.info("inject a NodePerformanceProfile event") + await local_event_sender.send( + ForwarderEvent( + origin_idx=0, + origin=sender_node_id, + event=( + NodePerformanceMeasured( + node_id=node_id, + node_profile=NodePerformanceProfile( + model_id="maccy", + chip_id="arm", + friendly_name="test", + memory=MemoryPerformanceProfile( + ram_total=Memory.from_bytes(678948 * 1024), + ram_available=Memory.from_bytes(678948 * 1024), + swap_total=Memory.from_bytes(0), + swap_available=Memory.from_bytes(0), + ), + network_interfaces=[], + system=SystemPerformanceProfile(flops_fp16=0), ), - network_interfaces=[], - system=SystemPerformanceProfile(flops_fp16=0), - ), - ) - ), + ) + ), + ) ) - ) - # wait for initial topology event - while len(list(master.state.topology.list_nodes())) == 0: - await asyncio.sleep(0.001) - while len(master.state.node_profiles) == 0: - await asyncio.sleep(0.001) + # wait for initial topology event + logger.info("wait for initial topology event") + while len(list(master.state.topology.list_nodes())) == 0: + await anyio.sleep(0.001) + while len(master.state.node_profiles) == 0: + await anyio.sleep(0.001) - await command_sender.send( - ForwarderCommand( - origin=node_id, - tagged_command=TaggedCommand.from_( - CreateInstance( - command_id=CommandId(), - model_meta=ModelMetadata( - model_id=ModelId("llama-3.2-1b"), - pretty_name="Llama 3.2 1B", - n_layers=16, - storage_size=Memory.from_bytes(678948), - ), - ) - ), - ) - ) - while len(master.state.instances.keys()) == 0: - await asyncio.sleep(0.001) - await command_sender.send( - ForwarderCommand( - origin=node_id, - tagged_command=TaggedCommand.from_( - ChatCompletion( - command_id=CommandId(), - request_params=ChatCompletionTaskParams( - model="llama-3.2-1b", - messages=[ - ChatCompletionMessage( - role="user", content="Hello, how are you?" - ) - ], - ), - ) - ), - ) - ) - while len(await _get_events()) < 3: - await asyncio.sleep(0.001) - - events = await _get_events() - assert len(events) == 3 - assert events[0].idx == 0 - assert events[1].idx == 1 - assert events[2].idx == 2 - assert isinstance(events[0].event, NodePerformanceMeasured) - assert isinstance(events[1].event, InstanceCreated) - runner_id = list(events[1].event.instance.shard_assignments.runner_to_shard.keys())[ - 0 - ] - assert events[1].event == InstanceCreated( - event_id=events[1].event.event_id, - instance=Instance( - instance_id=events[1].event.instance.instance_id, - instance_type=InstanceStatus.ACTIVE, - shard_assignments=ShardAssignments( - model_id=ModelId("llama-3.2-1b"), - runner_to_shard={ - (runner_id): PipelineShardMetadata( - partition_strategy=PartitionStrategy.pipeline, - start_layer=0, - end_layer=16, - n_layers=16, + logger.info("inject a CreateInstance Command") + await command_sender.send( + ForwarderCommand( + origin=node_id, + command=( + CreateInstance( + command_id=CommandId(), model_meta=ModelMetadata( model_id=ModelId("llama-3.2-1b"), pretty_name="Llama 3.2 1B", n_layers=16, storage_size=Memory.from_bytes(678948), ), - device_rank=0, - world_size=1, ) - }, - node_to_runner={node_id: runner_id}, + ), + ) + ) + logger.info("wait for an instance") + while len(master.state.instances.keys()) == 0: + await anyio.sleep(0.001) + logger.info("inject a ChatCompletion Command") + await command_sender.send( + ForwarderCommand( + origin=node_id, + command=( + ChatCompletion( + command_id=CommandId(), + request_params=ChatCompletionTaskParams( + model="llama-3.2-1b", + messages=[ + ChatCompletionMessage( + role="user", content="Hello, how are you?" + ) + ], + ), + ) + ), + ) + ) + while len(_get_events()) < 3: + await anyio.sleep(0.01) + + events = _get_events() + assert len(events) == 3 + assert events[0].idx == 0 + assert events[1].idx == 1 + assert events[2].idx == 2 + assert isinstance(events[0].event, NodePerformanceMeasured) + assert isinstance(events[1].event, InstanceCreated) + runner_id = list( + events[1].event.instance.shard_assignments.runner_to_shard.keys() + )[0] + assert events[1].event == InstanceCreated( + event_id=events[1].event.event_id, + instance=Instance( + instance_id=events[1].event.instance.instance_id, + instance_type=InstanceStatus.Active, + shard_assignments=ShardAssignments( + model_id=ModelId("llama-3.2-1b"), + runner_to_shard={ + (runner_id): PipelineShardMetadata( + start_layer=0, + end_layer=16, + n_layers=16, + model_meta=ModelMetadata( + model_id=ModelId("llama-3.2-1b"), + pretty_name="Llama 3.2 1B", + n_layers=16, + storage_size=Memory.from_bytes(678948), + ), + device_rank=0, + world_size=1, + ) + }, + node_to_runner={node_id: runner_id}, + ), + hosts=[], ), - hosts=[], - ), - ) - assert isinstance(events[2].event, TaskCreated) - assert events[2].event == TaskCreated( - event_id=events[2].event.event_id, - task_id=events[2].event.task_id, - task=ChatCompletionTask( + ) + assert isinstance(events[2].event, TaskCreated) + assert events[2].event == TaskCreated( + event_id=events[2].event.event_id, task_id=events[2].event.task_id, - command_id=events[2].event.task.command_id, - task_type=TaskType.CHAT_COMPLETION, - instance_id=events[2].event.task.instance_id, - task_status=TaskStatus.PENDING, - task_params=ChatCompletionTaskParams( - model="llama-3.2-1b", - messages=[ - ChatCompletionMessage(role="user", content="Hello, how are you?") - ], + task=ChatCompletionTask( + task_id=events[2].event.task_id, + command_id=events[2].event.task.command_id, + instance_id=events[2].event.task.instance_id, + task_status=TaskStatus.Pending, + task_params=ChatCompletionTaskParams( + model="llama-3.2-1b", + messages=[ + ChatCompletionMessage( + role="user", content="Hello, how are you?" + ) + ], + ), ), - ), - ) + ) + await master.shutdown() diff --git a/src/exo/master/tests/test_placement.py b/src/exo/master/tests/test_placement.py index 6b3aabf6..d210c9ff 100644 --- a/src/exo/master/tests/test_placement.py +++ b/src/exo/master/tests/test_placement.py @@ -27,7 +27,7 @@ def topology() -> Topology: def instance() -> Instance: return Instance( instance_id=InstanceId(), - instance_type=InstanceStatus.ACTIVE, + instance_type=InstanceStatus.Active, shard_assignments=ShardAssignments( model_id=ModelId("test-model"), runner_to_shard={}, node_to_runner={} ), diff --git a/src/exo/shared/apply.py b/src/exo/shared/apply.py index 1ba73d7b..08150783 100644 --- a/src/exo/shared/apply.py +++ b/src/exo/shared/apply.py @@ -104,7 +104,7 @@ def apply_task_state_updated(event: TaskStateUpdated, state: State) -> State: update: dict[str, TaskStatus | None] = { "task_status": event.task_status, } - if event.task_status != TaskStatus.FAILED: + if event.task_status != TaskStatus.Failed: update["error_type"] = None update["error_message"] = None @@ -138,7 +138,7 @@ def apply_instance_activated(event: InstanceActivated, state: State) -> State: return state updated_instance = state.instances[event.instance_id].model_copy( - update={"instance_type": InstanceStatus.ACTIVE} + update={"instance_type": InstanceStatus.Active} ) new_instances: Mapping[InstanceId, Instance] = { **state.instances, @@ -152,7 +152,7 @@ def apply_instance_deactivated(event: InstanceDeactivated, state: State) -> Stat return state updated_instance = state.instances[event.instance_id].model_copy( - update={"instance_type": InstanceStatus.INACTIVE} + update={"instance_type": InstanceStatus.Inactive} ) new_instances: Mapping[InstanceId, Instance] = { **state.instances, diff --git a/src/exo/shared/types/chunks.py b/src/exo/shared/types/chunks.py index ec7a8295..f74c901a 100644 --- a/src/exo/shared/types/chunks.py +++ b/src/exo/shared/types/chunks.py @@ -1,35 +1,30 @@ from enum import Enum -from typing import Annotated, Literal - -from pydantic import BaseModel, Field from exo.shared.openai_compat import FinishReason from exo.shared.types.common import CommandId from exo.shared.types.models import ModelId +from exo.utils.pydantic_ext import TaggedModel class ChunkType(str, Enum): - token = "token" - image = "image" + Token = "Token" + Image = "Image" -class BaseChunk[ChunkTypeT: ChunkType](BaseModel): - chunk_type: ChunkTypeT +class BaseChunk(TaggedModel): command_id: CommandId idx: int model: ModelId -class TokenChunk(BaseChunk[ChunkType.token]): - chunk_type: Literal[ChunkType.token] = Field(default=ChunkType.token, frozen=True) +class TokenChunk(BaseChunk): text: str token_id: int finish_reason: FinishReason | None = None -class ImageChunk(BaseChunk[ChunkType.image]): - chunk_type: Literal[ChunkType.image] = Field(default=ChunkType.image, frozen=True) +class ImageChunk(BaseChunk): data: bytes -GenerationChunk = Annotated[TokenChunk | ImageChunk, Field(discriminator="chunk_type")] +GenerationChunk = TokenChunk | ImageChunk diff --git a/src/exo/shared/types/commands.py b/src/exo/shared/types/commands.py index 4c9a1066..d7f5da87 100644 --- a/src/exo/shared/types/commands.py +++ b/src/exo/shared/types/commands.py @@ -1,5 +1,4 @@ from enum import Enum -from typing import Union from pydantic import Field @@ -7,8 +6,7 @@ from exo.shared.types.api import ChatCompletionTaskParams from exo.shared.types.common import CommandId, NodeId from exo.shared.types.models import ModelMetadata from exo.shared.types.worker.common import InstanceId -from exo.utils.pydantic_ext import CamelCaseModel -from exo.utils.pydantic_tagged import Tagged, tagged_union +from exo.utils.pydantic_ext import CamelCaseModel, TaggedModel # TODO: We need to have a distinction between create instance and spin up instance. @@ -21,7 +19,7 @@ class CommandType(str, Enum): RequestEventLog = "RequestEventLog" -class BaseCommand(CamelCaseModel): +class BaseCommand(TaggedModel): command_id: CommandId = Field(default_factory=CommandId) @@ -49,30 +47,16 @@ class RequestEventLog(BaseCommand): since_idx: int -Command = Union[ - RequestEventLog, - ChatCompletion, - CreateInstance, - SpinUpInstance, - DeleteInstance, - TaskFinished, -] - - -@tagged_union( - { - CommandType.ChatCompletion: ChatCompletion, - CommandType.CreateInstance: CreateInstance, - CommandType.SpinUpInstance: SpinUpInstance, - CommandType.DeleteInstance: DeleteInstance, - CommandType.TaskFinished: TaskFinished, - CommandType.RequestEventLog: RequestEventLog, - } +Command = ( + RequestEventLog + | ChatCompletion + | CreateInstance + | SpinUpInstance + | DeleteInstance + | TaskFinished ) -class TaggedCommand(Tagged[Command]): - pass class ForwarderCommand(CamelCaseModel): origin: NodeId - tagged_command: TaggedCommand + command: Command diff --git a/src/exo/shared/types/common.py b/src/exo/shared/types/common.py index b89ff915..e34fc7ef 100644 --- a/src/exo/shared/types/common.py +++ b/src/exo/shared/types/common.py @@ -1,11 +1,13 @@ from typing import Self from uuid import uuid4 -from pydantic import BaseModel, GetCoreSchemaHandler, field_validator +from pydantic import GetCoreSchemaHandler, field_validator from pydantic_core import core_schema +from exo.utils.pydantic_ext import CamelCaseModel -class ID(str): + +class Id(str): def __new__(cls, value: str | None = None) -> Self: return super().__new__(cls, value or str(uuid4())) @@ -17,15 +19,15 @@ class ID(str): return core_schema.str_schema() -class NodeId(ID): +class NodeId(Id): pass -class CommandId(ID): +class CommandId(Id): pass -class Host(BaseModel): +class Host(CamelCaseModel): ip: str port: int diff --git a/src/exo/shared/types/events.py b/src/exo/shared/types/events.py index 074457a3..a910ea93 100644 --- a/src/exo/shared/types/events.py +++ b/src/exo/shared/types/events.py @@ -1,21 +1,19 @@ from enum import Enum -from typing import Union from pydantic import Field from exo.shared.topology import Connection, NodePerformanceProfile from exo.shared.types.chunks import CommandId, GenerationChunk -from exo.shared.types.common import ID, NodeId +from exo.shared.types.common import Id, NodeId from exo.shared.types.profiling import MemoryPerformanceProfile from exo.shared.types.tasks import Task, TaskId, TaskStatus from exo.shared.types.worker.common import InstanceId, WorkerStatus from exo.shared.types.worker.instances import Instance from exo.shared.types.worker.runners import RunnerId, RunnerStatus -from exo.utils.pydantic_ext import CamelCaseModel -from exo.utils.pydantic_tagged import Tagged, tagged_union +from exo.utils.pydantic_ext import CamelCaseModel, TaggedModel -class EventId(ID): +class EventId(Id): """ Newtype around `ID` """ @@ -60,7 +58,7 @@ class EventType(str, Enum): TopologyEdgeDeleted = "TopologyEdgeDeleted" -class BaseEvent(CamelCaseModel): +class BaseEvent(TaggedModel): event_id: EventId = Field(default_factory=EventId) @@ -145,52 +143,26 @@ class TopologyEdgeDeleted(BaseEvent): edge: Connection -Event = Union[ - TestEvent, - TaskCreated, - TaskStateUpdated, - TaskFailed, - TaskDeleted, - InstanceCreated, - InstanceActivated, - InstanceDeactivated, - InstanceDeleted, - RunnerStatusUpdated, - RunnerDeleted, - NodePerformanceMeasured, - NodeMemoryMeasured, - WorkerStatusUpdated, - ChunkGenerated, - TopologyNodeCreated, - TopologyEdgeCreated, - TopologyEdgeDeleted, -] - - -@tagged_union( - { - EventType.TestEvent: TestEvent, - EventType.TaskCreated: TaskCreated, - EventType.TaskStateUpdated: TaskStateUpdated, - EventType.TaskFailed: TaskFailed, - EventType.TaskDeleted: TaskDeleted, - EventType.InstanceCreated: InstanceCreated, - EventType.InstanceActivated: InstanceActivated, - EventType.InstanceDeactivated: InstanceDeactivated, - EventType.InstanceDeleted: InstanceDeleted, - EventType.RunnerStatusUpdated: RunnerStatusUpdated, - EventType.RunnerDeleted: RunnerDeleted, - EventType.NodePerformanceMeasured: NodePerformanceMeasured, - EventType.NodeMemoryMeasured: NodeMemoryMeasured, - EventType.WorkerStatusUpdated: WorkerStatusUpdated, - EventType.ChunkGenerated: ChunkGenerated, - EventType.TopologyNodeCreated: TopologyNodeCreated, - EventType.TopologyEdgeCreated: TopologyEdgeCreated, - EventType.TopologyEdgeDeleted: TopologyEdgeDeleted, - } +Event = ( + TestEvent + | TaskCreated + | TaskStateUpdated + | TaskFailed + | TaskDeleted + | InstanceCreated + | InstanceActivated + | InstanceDeactivated + | InstanceDeleted + | RunnerStatusUpdated + | RunnerDeleted + | NodePerformanceMeasured + | NodeMemoryMeasured + | WorkerStatusUpdated + | ChunkGenerated + | TopologyNodeCreated + | TopologyEdgeCreated + | TopologyEdgeDeleted ) -class TaggedEvent(Tagged[Event]): - pass class IndexedEvent(CamelCaseModel): @@ -205,4 +177,4 @@ class ForwarderEvent(CamelCaseModel): origin_idx: int = Field(ge=0) origin: NodeId - tagged_event: TaggedEvent + event: Event diff --git a/src/exo/shared/types/models.py b/src/exo/shared/types/models.py index eaff0d79..b029fba0 100644 --- a/src/exo/shared/types/models.py +++ b/src/exo/shared/types/models.py @@ -1,11 +1,11 @@ from pydantic import PositiveInt -from exo.shared.types.common import ID +from exo.shared.types.common import Id from exo.shared.types.memory import Memory from exo.utils.pydantic_ext import CamelCaseModel -class ModelId(ID): +class ModelId(Id): pass diff --git a/src/exo/shared/types/state.py b/src/exo/shared/types/state.py index e599b0af..8e2e6ede 100644 --- a/src/exo/shared/types/state.py +++ b/src/exo/shared/types/state.py @@ -1,7 +1,7 @@ from collections.abc import Mapping, Sequence from typing import Any, cast -from pydantic import BaseModel, ConfigDict, Field, field_validator +from pydantic import ConfigDict, Field, field_validator, field_serializer from exo.shared.topology import Topology, TopologySnapshot from exo.shared.types.common import NodeId @@ -10,15 +10,10 @@ from exo.shared.types.tasks import Task, TaskId from exo.shared.types.worker.common import InstanceId, WorkerStatus from exo.shared.types.worker.instances import Instance from exo.shared.types.worker.runners import RunnerId, RunnerStatus +from exo.utils.pydantic_ext import CamelCaseModel -def _encode_topology(topo: "Topology") -> dict[str, Any]: # noqa: D401 - """Serialise *topo* into a JSON-compatible dict.""" - - return topo.to_snapshot().model_dump() - - -class State(BaseModel): +class State(CamelCaseModel): """Global system state. The :class:`Topology` instance is encoded/decoded via an immutable @@ -28,9 +23,6 @@ class State(BaseModel): model_config = ConfigDict( arbitrary_types_allowed=True, - json_encoders={ - Topology: _encode_topology, - }, ) node_status: Mapping[NodeId, WorkerStatus] = {} instances: Mapping[InstanceId, Instance] = {} @@ -41,6 +33,10 @@ class State(BaseModel): history: Sequence[Topology] = [] last_event_applied_idx: int = Field(default=-1, ge=-1) + @field_serializer("topology", mode="plain") + def _encode_topology(self, value: Topology) -> TopologySnapshot: + return value.to_snapshot() + @field_validator("topology", mode="before") @classmethod def _deserialize_topology(cls, value: object) -> Topology: # noqa: D401 – Pydantic validator signature diff --git a/src/exo/shared/types/tasks.py b/src/exo/shared/types/tasks.py index 200cef1c..c500a569 100644 --- a/src/exo/shared/types/tasks.py +++ b/src/exo/shared/types/tasks.py @@ -1,30 +1,25 @@ from enum import Enum -from typing import Annotated, Literal -from pydantic import BaseModel, Field +from pydantic import Field from exo.shared.types.api import ChatCompletionTaskParams -from exo.shared.types.common import ID, CommandId +from exo.shared.types.common import CommandId, Id from exo.shared.types.worker.common import InstanceId +from exo.utils.pydantic_ext import TaggedModel -class TaskId(ID): +class TaskId(Id): pass - - -class TaskType(str, Enum): - CHAT_COMPLETION = "CHAT_COMPLETION" - + class TaskStatus(str, Enum): - PENDING = "PENDING" - RUNNING = "RUNNING" - COMPLETE = "COMPLETE" - FAILED = "FAILED" + Pending = "Pending" + Running = "Running" + Complete = "Complete" + Failed = "Failed" -class ChatCompletionTask(BaseModel): - task_type: Literal[TaskType.CHAT_COMPLETION] = TaskType.CHAT_COMPLETION +class ChatCompletionTask(TaggedModel): task_id: TaskId command_id: CommandId instance_id: InstanceId @@ -35,4 +30,4 @@ class ChatCompletionTask(BaseModel): error_message: str | None = Field(default=None) -Task = Annotated[ChatCompletionTask, Field(discriminator="task_type")] +Task = ChatCompletionTask diff --git a/src/exo/shared/types/worker/commands_runner.py b/src/exo/shared/types/worker/commands_runner.py index 66696482..407ea2f4 100644 --- a/src/exo/shared/types/worker/commands_runner.py +++ b/src/exo/shared/types/worker/commands_runner.py @@ -1,116 +1,69 @@ -from enum import Enum -from typing import Annotated, Literal - -from pydantic import BaseModel, Field, TypeAdapter - from exo.shared.openai_compat import FinishReason from exo.shared.types.common import Host from exo.shared.types.tasks import ChatCompletionTaskParams from exo.shared.types.worker.shards import ShardMetadata +from exo.utils.pydantic_ext import TaggedModel -## Messages passed TO the runner -class MessageType(str, Enum): - Setup = "setup" - ChatTask = "chat_task" - Exit = "exit" - - -class BaseRunnerMessage[MT: MessageType](BaseModel): +class BaseRunnerMessage(TaggedModel): pass -class SetupMessage(BaseRunnerMessage[MessageType.Setup]): - type: Literal[MessageType.Setup] = Field(default=MessageType.Setup, frozen=True) +class SetupMessage(BaseRunnerMessage): model_shard_meta: ShardMetadata hosts: list[Host] # TODO: We probably want a general task message that can take any task type. Can be fixed later. -class ChatTaskMessage(BaseRunnerMessage[MessageType.ChatTask]): - type: Literal[MessageType.ChatTask] = Field( - default=MessageType.ChatTask, frozen=True - ) +class ChatTaskMessage(BaseRunnerMessage): task_data: ChatCompletionTaskParams -class ExitMessage(BaseRunnerMessage[MessageType.Exit]): - type: Literal[MessageType.Exit] = Field(default=MessageType.Exit, frozen=True) - - -RunnerMessage = Annotated[ - SetupMessage | ChatTaskMessage | ExitMessage, Field(discriminator="type") -] -RunnerMessageTypeAdapter: TypeAdapter[RunnerMessage] = TypeAdapter(RunnerMessage) - - -## Responses passed FROM the runner -class RunnerResponseType(str, Enum): - InitializedResponse = "initialized_response" - TokenizedResponse = "tokenized_response" - GenerationResponse = "generation_response" - FinishedResponse = "finished_response" - PrintResponse = "print_response" - ErrorResponse = "error_response" - - -class BaseRunnerResponse[RRT: RunnerResponseType](BaseModel): +class ExitMessage(BaseRunnerMessage): pass -class InitializedResponse(BaseRunnerResponse[RunnerResponseType.InitializedResponse]): - type: Literal[RunnerResponseType.InitializedResponse] = Field( - default=RunnerResponseType.InitializedResponse, frozen=True - ) +RunnerMessage = SetupMessage | ChatTaskMessage | ExitMessage + + +class BaseRunnerResponse(TaggedModel): + pass + + +class InitializedResponse(BaseRunnerResponse): time_taken: float -class TokenizedResponse(BaseRunnerResponse[RunnerResponseType.TokenizedResponse]): - type: Literal[RunnerResponseType.TokenizedResponse] = Field( - default=RunnerResponseType.TokenizedResponse, frozen=True - ) +class TokenizedResponse(BaseRunnerResponse): prompt_tokens: int -class GenerationResponse(BaseRunnerResponse[RunnerResponseType.GenerationResponse]): - type: Literal[RunnerResponseType.GenerationResponse] = Field( - default=RunnerResponseType.GenerationResponse, frozen=True - ) +class GenerationResponse(BaseRunnerResponse): text: str token: int # logprobs: Optional[list[float]] = None # too big. we can change to be top-k finish_reason: FinishReason | None = None -class PrintResponse(BaseRunnerResponse[RunnerResponseType.PrintResponse]): - type: Literal[RunnerResponseType.PrintResponse] = Field( - default=RunnerResponseType.PrintResponse, frozen=True - ) +class PrintResponse(BaseRunnerResponse): text: str -class FinishedResponse(BaseRunnerResponse[RunnerResponseType.FinishedResponse]): - type: Literal[RunnerResponseType.FinishedResponse] = Field( - default=RunnerResponseType.FinishedResponse, frozen=True - ) +class FinishedResponse(BaseRunnerResponse): + pass -class ErrorResponse(BaseRunnerResponse[RunnerResponseType.ErrorResponse]): - type: Literal[RunnerResponseType.ErrorResponse] = Field( - default=RunnerResponseType.ErrorResponse, frozen=True - ) +class ErrorResponse(BaseRunnerResponse): error_type: str error_message: str traceback: str -RunnerResponse = Annotated[ +RunnerResponse = ( InitializedResponse | TokenizedResponse | GenerationResponse | PrintResponse | FinishedResponse - | ErrorResponse, - Field(discriminator="type"), -] -RunnerResponseTypeAdapter: TypeAdapter[RunnerResponse] = TypeAdapter(RunnerResponse) + | ErrorResponse +) diff --git a/src/exo/shared/types/worker/common.py b/src/exo/shared/types/worker/common.py index 55441dd9..6dd29380 100644 --- a/src/exo/shared/types/worker/common.py +++ b/src/exo/shared/types/worker/common.py @@ -1,13 +1,13 @@ from enum import Enum -from exo.shared.types.common import ID +from exo.shared.types.common import Id -class InstanceId(ID): +class InstanceId(Id): pass -class RunnerId(ID): +class RunnerId(Id): pass diff --git a/src/exo/shared/types/worker/communication.py b/src/exo/shared/types/worker/communication.py index 0171acd6..7643af88 100644 --- a/src/exo/shared/types/worker/communication.py +++ b/src/exo/shared/types/worker/communication.py @@ -9,7 +9,6 @@ from exo.shared.types.worker.commands_runner import ( PrintResponse, RunnerMessage, RunnerResponse, - RunnerResponseType, ) ### Utils - Runner Prints @@ -17,7 +16,6 @@ from exo.shared.types.worker.commands_runner import ( def runner_print(text: str) -> None: obj = PrintResponse( - type=RunnerResponseType.PrintResponse, text=text, ) @@ -27,7 +25,6 @@ def runner_print(text: str) -> None: def runner_write_error(error: Exception) -> None: error_response: ErrorResponse = ErrorResponse( - type=RunnerResponseType.ErrorResponse, error_type=type(error).__name__, error_message=str(error), traceback=traceback.format_exc(), diff --git a/src/exo/shared/types/worker/downloads.py b/src/exo/shared/types/worker/downloads.py index aa5ee576..5c58b3e4 100644 --- a/src/exo/shared/types/worker/downloads.py +++ b/src/exo/shared/types/worker/downloads.py @@ -1,15 +1,6 @@ -from enum import Enum -from typing import ( - Annotated, - Literal, - Union, -) - -from pydantic import Field - from exo.shared.types.common import NodeId from exo.shared.types.memory import Memory -from exo.utils.pydantic_ext import CamelCaseModel +from exo.utils.pydantic_ext import CamelCaseModel, TaggedModel class DownloadProgressData(CamelCaseModel): @@ -17,50 +8,26 @@ class DownloadProgressData(CamelCaseModel): downloaded_bytes: Memory -class DownloadStatus(str, Enum): - Pending = "Pending" - Downloading = "Downloading" - Completed = "Completed" - Failed = "Failed" - - -class BaseDownloadProgress[DownloadStatusT: DownloadStatus](CamelCaseModel): +class BaseDownloadProgress(TaggedModel): node_id: NodeId - download_status: DownloadStatusT -class DownloadPending(BaseDownloadProgress[DownloadStatus.Pending]): - download_status: Literal[DownloadStatus.Pending] = Field( - default=DownloadStatus.Pending - ) +class DownloadPending(BaseDownloadProgress): + pass -class DownloadCompleted(BaseDownloadProgress[DownloadStatus.Completed]): - download_status: Literal[DownloadStatus.Completed] = Field( - default=DownloadStatus.Completed - ) +class DownloadCompleted(BaseDownloadProgress): + pass -class DownloadFailed(BaseDownloadProgress[DownloadStatus.Failed]): - download_status: Literal[DownloadStatus.Failed] = Field( - default=DownloadStatus.Failed - ) +class DownloadFailed(BaseDownloadProgress): error_message: str -class DownloadOngoing(BaseDownloadProgress[DownloadStatus.Downloading]): - download_status: Literal[DownloadStatus.Downloading] = Field( - default=DownloadStatus.Downloading - ) +class DownloadOngoing(BaseDownloadProgress): download_progress: DownloadProgressData -DownloadProgress = Annotated[ - Union[ - DownloadPending, - DownloadCompleted, - DownloadFailed, - DownloadOngoing, - ], - Field(discriminator="download_status"), -] +DownloadProgress = ( + DownloadPending | DownloadCompleted | DownloadFailed | DownloadOngoing +) diff --git a/src/exo/shared/types/worker/instances.py b/src/exo/shared/types/worker/instances.py index d44a0e54..bb275e42 100644 --- a/src/exo/shared/types/worker/instances.py +++ b/src/exo/shared/types/worker/instances.py @@ -1,20 +1,19 @@ from enum import Enum -from pydantic import BaseModel - from exo.shared.types.common import Host from exo.shared.types.worker.common import InstanceId from exo.shared.types.worker.runners import ( ShardAssignments, ) +from exo.utils.pydantic_ext import CamelCaseModel class InstanceStatus(str, Enum): - ACTIVE = "ACTIVE" - INACTIVE = "INACTIVE" + Active = "Active" + Inactive = "Inactive" -class Instance(BaseModel): +class Instance(CamelCaseModel): instance_id: InstanceId instance_type: InstanceStatus shard_assignments: ShardAssignments diff --git a/src/exo/shared/types/worker/ops.py b/src/exo/shared/types/worker/ops.py index 386e2f4b..a0ac696d 100644 --- a/src/exo/shared/types/worker/ops.py +++ b/src/exo/shared/types/worker/ops.py @@ -1,86 +1,49 @@ -from enum import Enum -from typing import Annotated, Generic, Literal, TypeVar, Union - -from pydantic import BaseModel, Field - from exo.shared.types.common import Host from exo.shared.types.events import InstanceId from exo.shared.types.tasks import Task from exo.shared.types.worker.common import RunnerId from exo.shared.types.worker.shards import ShardMetadata +from exo.utils.pydantic_ext import TaggedModel -class RunnerOpType(str, Enum): - ASSIGN_RUNNER = "assign_runner" - UNASSIGN_RUNNER = "unassign_runner" - RUNNER_UP = "runner_up" - RUNNER_DOWN = "runner_down" - RUNNER_FAILED = "runner_failed" - CHAT_COMPLETION = "chat_completion" +class BaseRunnerOp(TaggedModel): + pass -RunnerOpT = TypeVar("RunnerOpT", bound=RunnerOpType) - - -class BaseRunnerOp(BaseModel, Generic[RunnerOpT]): - op_type: RunnerOpT - - -class AssignRunnerOp(BaseRunnerOp[Literal[RunnerOpType.ASSIGN_RUNNER]]): - op_type: Literal[RunnerOpType.ASSIGN_RUNNER] = Field( - default=RunnerOpType.ASSIGN_RUNNER, frozen=True - ) +class AssignRunnerOp(BaseRunnerOp): instance_id: InstanceId runner_id: RunnerId shard_metadata: ShardMetadata hosts: list[Host] -class UnassignRunnerOp(BaseRunnerOp[Literal[RunnerOpType.UNASSIGN_RUNNER]]): - op_type: Literal[RunnerOpType.UNASSIGN_RUNNER] = Field( - default=RunnerOpType.UNASSIGN_RUNNER, frozen=True - ) +class UnassignRunnerOp(BaseRunnerOp): runner_id: RunnerId -class RunnerUpOp(BaseRunnerOp[Literal[RunnerOpType.RUNNER_UP]]): - op_type: Literal[RunnerOpType.RUNNER_UP] = Field( - default=RunnerOpType.RUNNER_UP, frozen=True - ) +class RunnerUpOp(BaseRunnerOp): runner_id: RunnerId -class RunnerDownOp(BaseRunnerOp[Literal[RunnerOpType.RUNNER_DOWN]]): - op_type: Literal[RunnerOpType.RUNNER_DOWN] = Field( - default=RunnerOpType.RUNNER_DOWN, frozen=True - ) +class RunnerDownOp(BaseRunnerOp): runner_id: RunnerId -class RunnerFailedOp(BaseRunnerOp[Literal[RunnerOpType.RUNNER_FAILED]]): - op_type: Literal[RunnerOpType.RUNNER_FAILED] = Field( - default=RunnerOpType.RUNNER_FAILED, frozen=True - ) +class RunnerFailedOp(BaseRunnerOp): runner_id: RunnerId -class ExecuteTaskOp(BaseRunnerOp[Literal[RunnerOpType.CHAT_COMPLETION]]): - op_type: Literal[RunnerOpType.CHAT_COMPLETION] = Field( - default=RunnerOpType.CHAT_COMPLETION, frozen=True - ) +class ExecuteTaskOp(BaseRunnerOp): runner_id: RunnerId task: Task # Aggregate all runner operations into a single, strictly-typed union for dispatching. -RunnerOp = Annotated[ - Union[ - AssignRunnerOp, - UnassignRunnerOp, - RunnerUpOp, - RunnerDownOp, - RunnerFailedOp, - ExecuteTaskOp, - ], - Field(discriminator="op_type"), -] +RunnerOp = ( + AssignRunnerOp + | UnassignRunnerOp + | RunnerUpOp + | RunnerDownOp + | RunnerFailedOp + | ExecuteTaskOp +) diff --git a/src/exo/shared/types/worker/runners.py b/src/exo/shared/types/worker/runners.py index 2a1e75da..1a36a268 100644 --- a/src/exo/shared/types/worker/runners.py +++ b/src/exo/shared/types/worker/runners.py @@ -1,80 +1,54 @@ from collections.abc import Mapping -from enum import Enum -from typing import Annotated, Literal -from pydantic import BaseModel, Field, TypeAdapter, model_validator +from pydantic import model_validator from exo.shared.types.common import NodeId from exo.shared.types.models import ModelId from exo.shared.types.worker.common import RunnerId from exo.shared.types.worker.downloads import DownloadProgress from exo.shared.types.worker.shards import ShardMetadata +from exo.utils.pydantic_ext import CamelCaseModel, TaggedModel -class RunnerStatusType(str, Enum): - Downloading = "Downloading" - Inactive = "Inactive" - Starting = "Starting" - Loaded = "Loaded" - Running = "Running" - Failed = "Failed" +class BaseRunnerStatus(TaggedModel): + pass -class BaseRunnerStatus[T: RunnerStatusType](BaseModel): - runner_status: T - - -class DownloadingRunnerStatus(BaseRunnerStatus[RunnerStatusType.Downloading]): - runner_status: Literal[RunnerStatusType.Downloading] = Field( - default=RunnerStatusType.Downloading - ) +class DownloadingRunnerStatus(BaseRunnerStatus): download_progress: DownloadProgress -class InactiveRunnerStatus(BaseRunnerStatus[RunnerStatusType.Inactive]): - runner_status: Literal[RunnerStatusType.Inactive] = Field( - default=RunnerStatusType.Inactive - ) +class InactiveRunnerStatus(BaseRunnerStatus): + pass -class StartingRunnerStatus(BaseRunnerStatus[RunnerStatusType.Starting]): - runner_status: Literal[RunnerStatusType.Starting] = Field( - default=RunnerStatusType.Starting - ) +class StartingRunnerStatus(BaseRunnerStatus): + pass -class LoadedRunnerStatus(BaseRunnerStatus[RunnerStatusType.Loaded]): - runner_status: Literal[RunnerStatusType.Loaded] = Field( - default=RunnerStatusType.Loaded - ) +class LoadedRunnerStatus(BaseRunnerStatus): + pass -class RunningRunnerStatus(BaseRunnerStatus[RunnerStatusType.Running]): - runner_status: Literal[RunnerStatusType.Running] = Field( - default=RunnerStatusType.Running - ) +class RunningRunnerStatus(BaseRunnerStatus): + pass -class FailedRunnerStatus(BaseRunnerStatus[RunnerStatusType.Failed]): - runner_status: Literal[RunnerStatusType.Failed] = Field( - default=RunnerStatusType.Failed - ) +class FailedRunnerStatus(BaseRunnerStatus): error_message: str | None = None -RunnerStatus = Annotated[ +RunnerStatus = ( DownloadingRunnerStatus | InactiveRunnerStatus | StartingRunnerStatus | LoadedRunnerStatus | RunningRunnerStatus - | FailedRunnerStatus, - Field, -] -RunnerStatusParser: TypeAdapter[RunnerStatus] = TypeAdapter(RunnerStatus) + | FailedRunnerStatus +) -class ShardAssignments(BaseModel): +class ShardAssignments(CamelCaseModel): model_id: ModelId runner_to_shard: Mapping[RunnerId, ShardMetadata] node_to_runner: Mapping[NodeId, RunnerId] diff --git a/src/exo/shared/types/worker/shards.py b/src/exo/shared/types/worker/shards.py index d0602877..887530cd 100644 --- a/src/exo/shared/types/worker/shards.py +++ b/src/exo/shared/types/worker/shards.py @@ -1,39 +1,26 @@ -from enum import Enum -from typing import Annotated, Generic, Literal, Optional, TypeVar +from pydantic import Field -from pydantic import BaseModel, Field, TypeAdapter - -from exo.shared.types.common import NodeId -from exo.shared.types.models import ModelId, ModelMetadata +from exo.shared.types.models import ModelMetadata +from exo.utils.pydantic_ext import TaggedModel -class PartitionStrategy(str, Enum): - pipeline = "pipeline" - - -PartitionStrategyT = TypeVar( - "PartitionStrategyT", bound=PartitionStrategy, covariant=True -) - - -class BaseShardMetadata(BaseModel, Generic[PartitionStrategyT]): +class BaseShardMetadata(TaggedModel): """ Defines a specific shard of the model that is ready to be run on a device. Replaces previous `Shard` object. """ model_meta: ModelMetadata - partition_strategy: PartitionStrategyT device_rank: int world_size: int # Error handling; equivalent to monkey-patch, but we can't monkey-patch runner.py # This is kinda annoying because it allocates memory in the ShardMetadata object. Can be rethought after Shanghai. immediate_exception: bool = False - should_timeout: Optional[float] = None + should_timeout: float | None = None -class PipelineShardMetadata(BaseShardMetadata[Literal[PartitionStrategy.pipeline]]): +class PipelineShardMetadata(BaseShardMetadata): """ Pipeline parallelism shard meta. @@ -41,12 +28,9 @@ class PipelineShardMetadata(BaseShardMetadata[Literal[PartitionStrategy.pipeline where start_layer is inclusive and end_layer is exclusive. """ - partition_strategy: Literal[PartitionStrategy.pipeline] = Field( - default=PartitionStrategy.pipeline, frozen=True - ) - start_layer: Annotated[int, Field(ge=0)] - end_layer: Annotated[int, Field(ge=0)] - n_layers: Annotated[int, Field(ge=0)] + start_layer: int = Field(ge=0) + end_layer: int = Field(ge=0) + n_layers: int = Field(ge=0) @property def is_first_layer(self) -> bool: @@ -62,17 +46,4 @@ class PipelineShardMetadata(BaseShardMetadata[Literal[PartitionStrategy.pipeline ) -ShardMetadata = Annotated[ - PipelineShardMetadata, Field(discriminator="partition_strategy") -] -ShardMetadataParser: TypeAdapter[ShardMetadata] = TypeAdapter(ShardMetadata) - - -class ShardPlacement(BaseModel, Generic[PartitionStrategyT]): - """ - A shard placement is the description of a model distributed across a set of nodes. - The Generic[PartitionStrategyT] enforces that the shard assignments all use the same partition strategy. - """ - - model_id: ModelId - shard_assignments: dict[NodeId, BaseShardMetadata[PartitionStrategyT]] +ShardMetadata = PipelineShardMetadata diff --git a/src/exo/utils/pydantic_ext.py b/src/exo/utils/pydantic_ext.py index 1bbedea2..5600d386 100644 --- a/src/exo/utils/pydantic_ext.py +++ b/src/exo/utils/pydantic_ext.py @@ -1,5 +1,13 @@ -from pydantic import BaseModel, ConfigDict +# pyright: reportAny=false, reportUnknownArgumentType=false, reportUnknownVariableType=false + +from typing import Any, Self + +from pydantic import BaseModel, ConfigDict, model_serializer, model_validator from pydantic.alias_generators import to_camel +from pydantic_core.core_schema import ( + SerializerFunctionWrapHandler, + ValidatorFunctionWrapHandler, +) class CamelCaseModel(BaseModel): @@ -12,5 +20,20 @@ class CamelCaseModel(BaseModel): validate_by_name=True, extra="forbid", # I want to reenable this ASAP, but it's causing an issue with TaskStatus - # strict=True, + strict=True, ) + + +class TaggedModel(CamelCaseModel): + @model_serializer(mode="wrap") + def _serialize(self, handler: SerializerFunctionWrapHandler): + inner = handler(self) + return {self.__class__.__name__: inner} + + @model_validator(mode="wrap") + @classmethod + def _validate(cls, v: Any, handler: ValidatorFunctionWrapHandler) -> Self: + if isinstance(v, dict) and len(v) == 1 and cls.__name__ in v: + return handler(v[cls.__name__]) + + return handler(v) diff --git a/src/exo/utils/pydantic_tagged.py b/src/exo/utils/pydantic_tagged.py deleted file mode 100644 index 3840e7dd..00000000 --- a/src/exo/utils/pydantic_tagged.py +++ /dev/null @@ -1,229 +0,0 @@ -# pyright: reportAny=false, reportPrivateUsage=false, reportUnusedParameter=false, reportUnknownMemberType=false - -from collections.abc import Callable -from types import get_original_bases -from typing import ( - Any, - ClassVar, - Self, - Union, - cast, - get_args, - get_origin, -) - -import pydantic -from bidict import bidict -from pydantic import ( - BaseModel, - Field, - TypeAdapter, - model_serializer, - model_validator, -) -from pydantic_core import ( - PydanticCustomError, -) - - -def tagged_union[T: Tagged[Any]]( - type_map: dict[str, type], -) -> Callable[[type[T]], type[T]]: - def _decorator(cls: type[T]): - # validate and process the types - tagged_union_cls = _ensure_single_tagged_union_base(cls) - adapter_dict = _ensure_tagged_union_generic_is_union(tagged_union_cls) - type_bidict = _ensure_bijection_between_union_members_and_type_map( - set(adapter_dict.keys()), type_map - ) - - # inject the adapter and type class variables - cast(type[_TaggedImpl[Any]], cls)._type_bidict = type_bidict - cast(type[_TaggedImpl[Any]], cls)._adapter_dict = adapter_dict - - return cls - - return _decorator - - -class Tagged[C](BaseModel): - """ - Utility for helping with serializing unions as adjacently tagged with Pydantic. - - By default, Pydantic uses internally tagged union ser/de BUT to play nicely with - other cross-language ser/de tools, you need adjacently tagged unions, and Pydantic - doesn't support those out of the box. - SEE: https://serde.rs/enum-representations.html#adjacently-tagged - - This type is a Pydantic model in its own right and can be used on fields of other - Pydantic models. It must be used in combination with `tagged_union` decorator to work. - - Example usage: - ```python - FoobarUnion = Union[Foo, Bar, Baz] - - @tagged_union({ - "Foo": Foo, - "Bar": Bar, - "Baz": Baz, - }) - class TaggedFoobarUnion(Tagged[FoobarUnion]): ... - ``` - """ - - t: str = Field(frozen=True) - """ - The tag corresponding to the type of the object in the union. - """ - - c: C = Field(frozen=True) - """ - The actual content of the object of that type. - """ - - @classmethod - def from_(cls, c: C) -> Self: - t = cast(type[_TaggedImpl[C]], cls)._type_bidict.inv[type(c)] - return cls(t=t, c=c) - - @model_serializer - def _model_dump(self) -> dict[str, Any]: - cls = type(cast(_TaggedImpl[C], self)) - adapter = cls._adapter_dict[cls._type_bidict[self.t]] - return { - "t": self.t, - "c": adapter.dump_python(self.c), - } - - @model_validator(mode="before") - @classmethod - def _model_validate_before(cls, data: Any) -> Any: - cls = cast(type[_TaggedImpl[C]], cls) - - # check object shape & check "t" type is `str` - if not isinstance(data, dict): - raise PydanticCustomError( - "dict_type", "Wrong object type: expected a dictionary type" - ) - if "t" not in data or "c" not in data or len(data) != 2: # pyright: ignore[reportUnknownArgumentType] - raise ValueError( - "Wrong object shape: expected exactly {t: , c: }" - ) - if not isinstance(data["t"], str): - raise PydanticCustomError( - "string_type", 'Wrong field type: expected "t" to be `str`' - ) - - # grab tag & content keys + look up the type based on the tag - t = data["t"] - c = cast(Any, data["c"]) - ccls = cls._type_bidict.get(t) - if ccls is None: - raise PydanticCustomError( - "union_tag_not_found", - 'Wrong "t"-value: could not find tag within this discriminated union', - ) - cadapter = cls._adapter_dict[ccls] - - return { - "t": t, - "c": cadapter.validate_python(c), - } - - @model_validator(mode="after") - def _model_validate_after(self) -> Self: - cls = type(cast(_TaggedImpl[C], self)) - ccls = type(self.c) - - # sanity check for consistency - t = cls._type_bidict.inv.get(ccls) - if t is None: - raise ValueError( - 'Wrong "c"-value: could not find a tag corresponding to the type of this value' - ) - if t != self.t: - raise ValueError( - 'Wrong "t"-value: the provided tag for this content\'s type mismatches the configured tag' - ) - - return self - - -class _TaggedImpl[C](Tagged[C]): - _type_bidict: ClassVar[bidict[str, type]] - _adapter_dict: ClassVar[dict[type, TypeAdapter[Any]]] - - -def _ensure_single_tagged_union_base(cls: type[Any]) -> type[Any]: - bases = get_original_bases(cls) - - # count up all the bases (generic removed) and store last found one - cnt = 0 - last = None - for b in bases: - if pydantic._internal._generics.get_origin(b) == Tagged: # pyright: ignore[reportAttributeAccessIssue] - last = cast(type[Tagged[Any]], b) - cnt += 1 - - # sanity-check the bases - if last is None: - raise TypeError(f"Expected {Tagged!r} to be a base-class of {cls!r}") - if cnt > 1: - raise TypeError( - f"Expected only one {Tagged!r} base-class of {cls!r}, but got {cnt}" - ) - - return last - - -def _ensure_tagged_union_generic_is_union( - cls: type[Any], -) -> dict[type, TypeAdapter[Any]]: - # extract type of the generic argument - base_generics = cast(Any, pydantic._internal._generics.get_args(cls)) # pyright: ignore[reportAttributeAccessIssue] - assert len(base_generics) == 1 - union_cls = base_generics[0] - - # ensure the generic is a union => extract the members - union_origin = get_origin(union_cls) - if union_origin != Union: - raise TypeError( - f"Expected {Tagged!r} base-class to have its generic be a {Union!r}, but got {union_cls!r}" - ) - union_members = get_args(union_cls) - - # typecheck each of the members, creating a type<->adapter mapping - adapter_dict: dict[type, TypeAdapter[Any]] = {} - for m in union_members: - if not isinstance(m, type): - raise TypeError(f"Expected union member {m!r} to be a type") - adapter_dict[m] = TypeAdapter(m) - - return adapter_dict - - -def _ensure_bijection_between_union_members_and_type_map( - members: set[type], type_map: dict[str, type] -) -> bidict[str, type]: - mapped_members = set(type_map.values()) - - illegal_members = mapped_members - members - for m in illegal_members: - raise TypeError( - f"Expected type-map member {m!r} to be member of the union, but is not" - ) - missing_members = members - mapped_members - for m in missing_members: - raise TypeError( - f"Expected type-map to include a tag for member {m!r}, but is missing" - ) - assert mapped_members == members - - tag_sets = {m: {t for t in type_map if type_map[t] == m} for m in mapped_members} - for m, ts in tag_sets.items(): - if len(ts) > 1: - raise TypeError( - f"Expected a single tag per member of the union, but found {ts} for member {m!r}" - ) - - return bidict(type_map) diff --git a/src/exo/utils/tests/test_tagged.py b/src/exo/utils/tests/test_tagged.py index b138dcac..6d417ed9 100644 --- a/src/exo/utils/tests/test_tagged.py +++ b/src/exo/utils/tests/test_tagged.py @@ -1,9 +1,8 @@ -from typing import Union - +import anyio import pytest from pydantic import BaseModel, TypeAdapter, ValidationError -from exo.utils.pydantic_tagged import Tagged, tagged_union # ← CHANGE ME +from exo.utils.pydantic_ext import TaggedModel def test_plain_union_prefers_first_member_when_shapes_are_identical(): @@ -22,161 +21,230 @@ def test_plain_union_prefers_first_member_when_shapes_are_identical(): def test_tagged_union_serializes_and_deserializes_two_identical_shapes_correctly(): - class Foo1(BaseModel): + class Foo1(TaggedModel): x: int - class Foo2(BaseModel): + class Foo2(TaggedModel): x: int - foos = Union[Foo1, Foo2] + t1 = Foo1(x=1) + assert t1.model_dump() == {"Foo1": {"x": 1}} - @tagged_union({"Foo1": Foo1, "Foo2": Foo2}) - class TaggedFoos(Tagged[foos]): - pass - - # ---- serialize (via custom model_serializer) ---- - t1 = TaggedFoos.from_(Foo1(x=1)) - assert t1.model_dump() == {"t": "Foo1", "c": {"x": 1}} - - t2 = TaggedFoos.from_(Foo2(x=2)) - assert t2.model_dump() == {"t": "Foo2", "c": {"x": 2}} + t2 = Foo2(x=2) + assert t2.model_dump() == {"Foo2": {"x": 2}} # ---- deserialize (TypeAdapter -> model_validator(before)) ---- - ta = TypeAdapter(TaggedFoos) + ta = TypeAdapter[Foo1 | Foo2](Foo1 | Foo2) - out1 = ta.validate_python({"t": "Foo1", "c": {"x": 10}}) - assert isinstance(out1.c, Foo1) and out1.c.x == 10 + out1 = ta.validate_python({"Foo1": {"x": 10}}) + assert isinstance(out1, Foo1) and out1.x == 10 - out2 = ta.validate_python({"t": "Foo2", "c": {"x": 20}}) - assert isinstance(out2.c, Foo2) and out2.c.x == 20 + out2 = ta.validate_python({"Foo2": {"x": 20}}) + assert isinstance(out2, Foo2) and out2.x == 20 def test_tagged_union_rejects_unknown_tag(): - class Foo1(BaseModel): + class Foo1(TaggedModel): x: int - class Foo2(BaseModel): + class Foo2(TaggedModel): x: int - foos = Union[Foo1, Foo2] - - @tagged_union({"Foo1": Foo1, "Foo2": Foo2}) - class TaggedFoos(Tagged[foos]): - pass - - ta = TypeAdapter(TaggedFoos) + ta = TypeAdapter[Foo1 | Foo2](Foo1 | Foo2) with pytest.raises(ValidationError): - ta.validate_python({"t": "NotARealTag", "c": {"x": 0}}) - - -def test_multiple_tagged_classes_do_not_override_each_others_mappings(): - """ - Creating a *new* Tagged[T] class must not mutate the previously defined one. - This checks both the tag mapping and the per-class adapter dicts. - """ - - class Foo1(BaseModel): - x: int - - class Foo2(BaseModel): - x: int - - foos = Union[Foo1, Foo2] - - @tagged_union({"One": Foo1, "Two": Foo2}) - class TaggedEN(Tagged[foos]): - pass - - # Sanity: initial mapping/behavior - obj_en_1 = TaggedEN.from_(Foo1(x=5)) - assert obj_en_1.t == "One" - obj_en_2 = TaggedEN.from_(Foo2(x=6)) - assert obj_en_2.t == "Two" - - # Define a second, different mapping - @tagged_union({"Uno": Foo1, "Dos": Foo2}) - class TaggedES(Tagged[foos]): - pass - - # The two classes should have *independent* mappings - # (not the same object, and not equal content) - assert TaggedEN._type_bidict is not TaggedES._type_bidict # pyright: ignore - assert TaggedEN._type_bidict != TaggedES._type_bidict # pyright: ignore - - # Their adapters dicts should also be distinct objects - assert TaggedEN._adapter_dict is not TaggedES._adapter_dict # pyright: ignore - # And both should cover the same set of member types - assert set(TaggedEN._adapter_dict.keys()) == {Foo1, Foo2} # pyright: ignore - assert set(TaggedES._adapter_dict.keys()) == {Foo1, Foo2} # pyright: ignore - - # Re-check that EN behavior has NOT changed after ES was created - obj_en_1_again = TaggedEN.from_(Foo1(x=7)) - obj_en_2_again = TaggedEN.from_(Foo2(x=8)) - assert obj_en_1_again.t == "One" - assert obj_en_2_again.t == "Two" - - # ES behavior is per its *own* mapping - obj_es_1 = TaggedES.from_(Foo1(x=9)) - obj_es_2 = TaggedES.from_(Foo2(x=10)) - assert obj_es_1.t == "Uno" - assert obj_es_2.t == "Dos" - - # And deserialization respects each class's mapping independently - ta_en = TypeAdapter(TaggedEN) - ta_es = TypeAdapter(TaggedES) - - out_en = ta_en.validate_python({"t": "Two", "c": {"x": 123}}) - assert isinstance(out_en.c, Foo2) and out_en.c.x == 123 - - out_es = ta_es.validate_python({"t": "Dos", "c": {"x": 456}}) - assert isinstance(out_es.c, Foo2) and out_es.c.x == 456 + ta.validate_python({"NotARealTag": {"x": 0}}) def test_two_tagged_classes_with_different_shapes_are_independent_and_not_cross_deserializable(): - class A1(BaseModel): + class A1(TaggedModel): x: int - class A2(BaseModel): + class A2(TaggedModel): name: str - union_a = Union[A1, A2] - - @tagged_union({"One": A1, "Two": A2}) - class TaggedA(Tagged[union_a]): - pass - - class B1(BaseModel): + class B1(TaggedModel): name: str - class B2(BaseModel): + class B2(TaggedModel): active: bool - union_b = Union[B1, B2] + a_payload = A1(x=123).model_dump() + b_payload = B1(name="neo").model_dump() - # Note: using the SAME tag strings intentionally to ensure mappings are per-class - @tagged_union({"One": B1, "Two": B2}) - class TaggedB(Tagged[union_b]): - pass + assert a_payload == {"A1": {"x": 123}} + assert b_payload == {"B1": {"name": "neo"}} - # --- Per-class state must be independent --- - assert TaggedA._type_bidict is not TaggedB._type_bidict # pyright: ignore - assert TaggedA._adapter_dict is not TaggedB._adapter_dict # pyright: ignore - assert set(TaggedA._adapter_dict.keys()) == {A1, A2} # pyright: ignore - assert set(TaggedB._adapter_dict.keys()) == {B1, B2} # pyright: ignore - - # --- Round-trip for each class with overlapping tag strings --- - a_payload = TaggedA.from_(A1(x=123)).model_dump() - b_payload = TaggedB.from_(B1(name="neo")).model_dump() - - assert a_payload == {"t": "One", "c": {"x": 123}} - assert b_payload == {"t": "One", "c": {"name": "neo"}} - - # --- Cross-deserialization must fail despite overlapping "t" values --- - ta_a = TypeAdapter(TaggedA) - ta_b = TypeAdapter(TaggedB) + ta_a = TypeAdapter[A1 | A2](A1 | A2) + ta_b = TypeAdapter[B1 | B2](B1 | B2) with pytest.raises(ValidationError): - ta_a.validate_python(b_payload) # TaggedA expects {"x": ...} for tag "One" + ta_a.validate_python(b_payload) with pytest.raises(ValidationError): - ta_b.validate_python(a_payload) # TaggedB expects {"name": ...} for tag "One" + ta_b.validate_python(a_payload) + + +class Inner(TaggedModel): + x: int + + +class Outer(TaggedModel): + inner: Inner + + +class Wrapper(TaggedModel): + outer: Outer + label: str + + +class Container(TaggedModel): + items: list[Inner] + nested: Wrapper + + +def test_single_level_tagging(): + inner = Inner(x=10) + dumped = inner.model_dump() + assert dumped == {"Inner": {"x": 10}} + + restored = Inner.model_validate(dumped) + assert isinstance(restored, Inner) + assert restored.x == 10 + + +def test_nested_externally_tagged_union_serializes_recursively(): + outer = Outer(inner=Inner(x=42)) + dumped = outer.model_dump() + + assert dumped == {"Outer": {"inner": {"Inner": {"x": 42}}}} + + restored = Outer.model_validate(dumped) + assert isinstance(restored.inner, Inner) + assert restored.inner.x == 42 + + +def test_two_level_nested_tagging(): + outer = Outer(inner=Inner(x=123)) + dumped = outer.model_dump() + assert dumped == {"Outer": {"inner": {"Inner": {"x": 123}}}} + + restored = Outer.model_validate(dumped) + assert isinstance(restored.inner, Inner) + assert restored.inner.x == 123 + + +def test_three_level_nested_tagging(): + wrapper = Wrapper(label="deep", outer=Outer(inner=Inner(x=7))) + dumped = wrapper.model_dump() + # 3-level structure, each with exactly one tag + assert dumped == { + "Wrapper": { + "label": "deep", + "outer": {"Outer": {"inner": {"Inner": {"x": 7}}}}, + } + } + + restored = Wrapper.model_validate(dumped) + assert isinstance(restored.outer.inner, Inner) + assert restored.outer.inner.x == 7 + assert restored.label == "deep" + + +def test_lists_and_mixed_nested_structures(): + container = Container( + items=[Inner(x=1), Inner(x=2)], + nested=Wrapper(label="mix", outer=Outer(inner=Inner(x=9))), + ) + dumped = container.model_dump() + + assert dumped == { + "Container": { + "items": [ + {"Inner": {"x": 1}}, + {"Inner": {"x": 2}}, + ], + "nested": { + "Wrapper": { + "label": "mix", + "outer": {"Outer": {"inner": {"Inner": {"x": 9}}}}, + } + }, + } + } + + restored = Container.model_validate(dumped) + assert isinstance(restored.nested.outer.inner, Inner) + assert [i.x for i in restored.items] == [1, 2] + + +def test_no_double_tagging_on_repeated_calls(): + """Ensure multiple model_dump calls don't stack tags.""" + inner = Inner(x=11) + dumped1 = inner.model_dump() + dumped2 = inner.model_dump() + assert dumped1 == dumped2 == {"Inner": {"x": 11}} + + outer = Outer(inner=inner) + d1 = outer.model_dump() + d2 = outer.model_dump() + assert d1 == d2 == {"Outer": {"inner": {"Inner": {"x": 11}}}} + + +class L3A(TaggedModel): + x: int + + +class L3B(TaggedModel): + x: int + + +class L3C(TaggedModel): + x: int + + +L3 = L3A | L3B | L3C + + +class L2A(TaggedModel): + child: L3 + + +class L2B(TaggedModel): + child: L3 + + +class L2C(TaggedModel): + child: L3 + + +L2 = L2A | L2B | L2C + + +class L1A(TaggedModel): + child: L2 + + +class L1B(TaggedModel): + child: L2 + + +class L1C(TaggedModel): + child: L2 + + +L1 = L1A | L1B | L1C + + +@pytest.mark.anyio +async def test_tagged_union_is_fast(): + # payload along the "C" path (worst case for DFS if branches are tried A->B->C) + payload = {"L1C": {"child": {"L2C": {"child": {"L3C": {"x": 123}}}}}} + + with anyio.fail_after(0.1): + out = TypeAdapter(L1).validate_python(payload) # type: ignore + + # Sanity check the result + assert out.__class__.__name__ == "L1C" # type: ignore + assert out.child.__class__.__name__ == "L2C" # type: ignore + assert out.child.child.__class__.__name__ == "L3C" # type: ignore + assert out.child.child.x == 123 # type: ignore diff --git a/src/exo/worker/download/download_utils.py b/src/exo/worker/download/download_utils.py index b03e59eb..03551db9 100644 --- a/src/exo/worker/download/download_utils.py +++ b/src/exo/worker/download/download_utils.py @@ -12,7 +12,7 @@ from urllib.parse import urljoin import aiofiles import aiofiles.os as aios import aiohttp -from pydantic import BaseModel, DirectoryPath, Field, PositiveInt, TypeAdapter +from pydantic import BaseModel, DirectoryPath, Field, PositiveInt, TypeAdapter, ConfigDict from exo.shared.constants import EXO_HOME from exo.shared.types.worker.shards import ShardMetadata @@ -53,8 +53,7 @@ class RepoFileDownloadProgress(BaseModel): status: Literal["not_started", "in_progress", "complete"] start_time: float - class Config: - frozen = True + model_config = ConfigDict(frozen = True) class RepoDownloadProgress(BaseModel): @@ -88,8 +87,9 @@ class RepoDownloadProgress(BaseModel): # fine-grained file progress keyed by file_path file_progress: Dict[str, RepoFileDownloadProgress] = Field(default_factory=dict) - class Config: + model_config = ConfigDict( frozen = True # allow use as dict keys if desired + ) def build_model_path(model_id: str) -> DirectoryPath: diff --git a/src/exo/worker/download/impl_shard_downloader.py b/src/exo/worker/download/impl_shard_downloader.py index 6f49c3fb..67f3236c 100644 --- a/src/exo/worker/download/impl_shard_downloader.py +++ b/src/exo/worker/download/impl_shard_downloader.py @@ -5,7 +5,6 @@ from typing import AsyncIterator, Callable, Dict, List, Optional from exo.shared.models.model_cards import MODEL_CARDS from exo.shared.models.model_meta import get_model_meta from exo.shared.types.worker.shards import ( - PartitionStrategy, PipelineShardMetadata, ShardMetadata, ) @@ -24,7 +23,6 @@ async def build_base_shard(model_id: str) -> Optional[ShardMetadata]: # print(f"build_base_shard {model_id=} {model_meta=}") return PipelineShardMetadata( model_meta=model_meta, - partition_strategy=PartitionStrategy.pipeline, device_rank=0, world_size=1, start_layer=0, @@ -39,7 +37,6 @@ async def build_full_shard(model_id: str) -> Optional[PipelineShardMetadata]: return None return PipelineShardMetadata( model_meta=base_shard.model_meta, - partition_strategy=base_shard.partition_strategy, device_rank=base_shard.device_rank, world_size=base_shard.world_size, start_layer=base_shard.start_layer, diff --git a/src/exo/worker/download/shard_downloader.py b/src/exo/worker/download/shard_downloader.py index 30615222..bd8ab417 100644 --- a/src/exo/worker/download/shard_downloader.py +++ b/src/exo/worker/download/shard_downloader.py @@ -6,7 +6,6 @@ from typing import AsyncIterator, Callable from exo.shared.types.memory import Memory from exo.shared.types.models import ModelId, ModelMetadata from exo.shared.types.worker.shards import ( - PartitionStrategy, PipelineShardMetadata, ShardMetadata, ) @@ -57,7 +56,6 @@ class ShardDownloader(ABC): storage_size=Memory.from_bytes(0), n_layers=1, ), - partition_strategy=PartitionStrategy.pipeline, device_rank=0, world_size=1, start_layer=0, @@ -107,7 +105,6 @@ class NoopShardDownloader(ShardDownloader): storage_size=Memory.from_bytes(0), n_layers=1, ), - partition_strategy=PartitionStrategy.pipeline, device_rank=0, world_size=1, start_layer=0, diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 59cf2ca6..2dc09559 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -12,7 +12,7 @@ from loguru import logger from exo.routing.connection_message import ConnectionMessage, ConnectionMessageType from exo.shared.apply import apply -from exo.shared.types.commands import ForwarderCommand, RequestEventLog, TaggedCommand +from exo.shared.types.commands import ForwarderCommand, RequestEventLog from exo.shared.types.common import NodeId from exo.shared.types.events import ( ChunkGenerated, @@ -25,7 +25,6 @@ from exo.shared.types.events import ( NodePerformanceMeasured, RunnerDeleted, RunnerStatusUpdated, - TaggedEvent, TaskFailed, TaskStateUpdated, TopologyEdgeCreated, @@ -50,7 +49,6 @@ from exo.shared.types.worker.ops import ( RunnerDownOp, RunnerFailedOp, RunnerOp, - RunnerOpType, RunnerUpOp, UnassignRunnerOp, ) @@ -120,19 +118,19 @@ class Worker: ), ) + async def memory_monitor_callback( + memory_profile: MemoryPerformanceProfile, + ) -> None: + await self.event_publisher( + NodeMemoryMeasured(node_id=self.node_id, memory=memory_profile) + ) + # END CLEANUP async with create_task_group() as tg: self._tg = tg tg.start_soon(start_polling_node_metrics, resource_monitor_callback) - async def memory_monitor_callback( - memory_profile: MemoryPerformanceProfile, - ) -> None: - await self.event_publisher( - NodeMemoryMeasured(node_id=self.node_id, memory=memory_profile) - ) - tg.start_soon(start_polling_memory_metrics, memory_monitor_callback) tg.start_soon(self._connection_message_event_writer) tg.start_soon(self._resend_out_for_delivery) @@ -154,8 +152,8 @@ class Worker: async def _event_applier(self): with self.global_event_receiver as events: async for event in events: - self.event_buffer.ingest(event.origin_idx, event.tagged_event.c) - event_id = event.tagged_event.c.event_id + self.event_buffer.ingest(event.origin_idx, event.event) + event_id = event.event.event_id if event_id in self.out_for_delivery: del self.out_for_delivery[event_id] @@ -256,9 +254,7 @@ class Worker: await self.command_sender.send( ForwarderCommand( origin=self.node_id, - tagged_command=TaggedCommand.from_( - RequestEventLog(since_idx=0) - ), + command=RequestEventLog(since_idx=0), ) ) finally: @@ -507,7 +503,7 @@ class Worker: await queue.put( TaskStateUpdated( task_id=op.task.task_id, - task_status=TaskStatus.RUNNING, + task_status=TaskStatus.Running, ) ) @@ -528,14 +524,14 @@ class Worker: ) if op.task.task_id in self.state.tasks: - self.state.tasks[op.task.task_id].task_status = TaskStatus.COMPLETE + self.state.tasks[op.task.task_id].task_status = TaskStatus.Complete if assigned_runner.shard_metadata.device_rank == 0: # kind of hack - we don't want to wait for the round trip for this to complete await queue.put( TaskStateUpdated( task_id=op.task.task_id, - task_status=TaskStatus.COMPLETE, + task_status=TaskStatus.Complete, ) ) @@ -582,18 +578,18 @@ class Worker: async def execute_op(self, op: RunnerOp) -> AsyncGenerator[Event, None]: ## It would be great if we can get rid of this async for ... yield pattern. - match op.op_type: - case RunnerOpType.ASSIGN_RUNNER: + match op: + case AssignRunnerOp(): event_generator = self._execute_assign_op(op) - case RunnerOpType.UNASSIGN_RUNNER: + case UnassignRunnerOp(): event_generator = self._execute_unassign_op(op) - case RunnerOpType.RUNNER_UP: + case RunnerUpOp(): event_generator = self._execute_runner_up_op(op) - case RunnerOpType.RUNNER_DOWN: + case RunnerDownOp(): event_generator = self._execute_runner_down_op(op) - case RunnerOpType.RUNNER_FAILED: + case RunnerFailedOp(): event_generator = self._execute_runner_failed_op(op) - case RunnerOpType.CHAT_COMPLETION: + case ExecuteTaskOp(): event_generator = self._execute_task_op(op) async for event in event_generator: @@ -624,7 +620,7 @@ class Worker: if runner_id in self.assigned_runners: yield TaskStateUpdated( task_id=task_id, - task_status=TaskStatus.FAILED, + task_status=TaskStatus.Failed, ) yield TaskFailed( @@ -638,7 +634,7 @@ class Worker: fe = ForwarderEvent( origin_idx=self.local_event_index, origin=self.node_id, - tagged_event=TaggedEvent.from_(event), + event=event, ) await self.local_event_sender.send(fe) self.out_for_delivery[event.event_id] = fe diff --git a/src/exo/worker/plan.py b/src/exo/worker/plan.py index bf32f960..27dd5e75 100644 --- a/src/exo/worker/plan.py +++ b/src/exo/worker/plan.py @@ -6,7 +6,7 @@ from exo.shared.types.events import ( ) from exo.shared.types.tasks import Task, TaskId, TaskStatus from exo.shared.types.worker.common import RunnerId -from exo.shared.types.worker.downloads import DownloadStatus +from exo.shared.types.worker.downloads import DownloadCompleted from exo.shared.types.worker.instances import Instance, InstanceStatus from exo.shared.types.worker.ops import ( AssignRunnerOp, @@ -23,8 +23,8 @@ from exo.shared.types.worker.runners import ( InactiveRunnerStatus, LoadedRunnerStatus, RunnerStatus, - RunnerStatusType, RunningRunnerStatus, + StartingRunnerStatus, ) from exo.worker.common import AssignedRunner @@ -45,14 +45,12 @@ def unassign_runners( # If our instance is in 'downloading' or 'assigned' state, then we know the runner is stale. These are part of AssignRunnerOp and should be blocking. for assigned_runner_id in assigned_runners: - if ( - assigned_runner_id in state_runners - and isinstance(state_runners[assigned_runner_id], DownloadingRunnerStatus) - # Not sure about this type ignore, i don't think it should be necessary - and state_runners[assigned_runner_id].download_progress.download_status # type: ignore - != DownloadStatus.Completed - ): - return UnassignRunnerOp(runner_id=assigned_runner_id) + if assigned_runner_id in state_runners: + status = state_runners[assigned_runner_id] + if isinstance(status, DownloadingRunnerStatus) and not isinstance( + status.download_progress, DownloadCompleted + ): + return UnassignRunnerOp(runner_id=assigned_runner_id) return None @@ -85,7 +83,7 @@ def spin_down_runners( if ( runner_id in assigned_runners and isinstance(assigned_runners[runner_id].status, LoadedRunnerStatus) - and instance.instance_type == InstanceStatus.INACTIVE + and instance.instance_type == InstanceStatus.Inactive ): return RunnerDownOp(runner_id=runner_id) @@ -195,18 +193,19 @@ def spin_up_runners( instance.shard_assignments.node_to_runner[worker_node_id] ].runner is None - and instance.instance_type == InstanceStatus.ACTIVE + and instance.instance_type == InstanceStatus.Active ): # We are part of this instance, we want it up but it hasn't been spun up yet. # Need to assert all other runners are ready before we can spin up. ready_to_spin = True for runner_id in instance.shard_assignments.node_to_runner.values(): - if runner_id in state_runners and state_runners[ - runner_id - ].runner_status not in [ - RunnerStatusType.Inactive, - RunnerStatusType.Starting, - ]: + if runner_id in state_runners and isinstance( + state_runners[runner_id], + ( + InactiveRunnerStatus, + StartingRunnerStatus, + ), + ): ready_to_spin = False if ready_to_spin: @@ -229,13 +228,12 @@ def execute_task_op( continue assert runner_id in assigned_runners runner = assigned_runners[runner_id] - if runner.status.runner_status != RunnerStatusType.Loaded: + if not isinstance(runner.status, LoadedRunnerStatus): continue # The only previous state to get to Running is from Loaded for _, task in tasks.items(): if task.instance_id == instance_id and ( - task.task_status == TaskStatus.PENDING - or task.task_status == TaskStatus.FAILED + task.task_status in (TaskStatus.Pending, TaskStatus.Failed) ): if ( runner.shard_metadata.device_rank >= 1 diff --git a/src/exo/worker/tests/conftest.py b/src/exo/worker/tests/conftest.py index 3c876418..3385866f 100644 --- a/src/exo/worker/tests/conftest.py +++ b/src/exo/worker/tests/conftest.py @@ -10,7 +10,6 @@ from exo.shared.types.tasks import ( ChatCompletionTask, TaskId, TaskStatus, - TaskType, ) from exo.shared.types.worker.common import InstanceId from exo.shared.types.worker.instances import Instance, InstanceStatus @@ -131,7 +130,7 @@ def instance( return Instance( instance_id=resolved_instance_id, - instance_type=InstanceStatus.ACTIVE, + instance_type=InstanceStatus.Active, shard_assignments=shard_assignments, hosts=hosts(1), ) @@ -161,8 +160,7 @@ def chat_completion_task(completion_create_params: ChatCompletionTaskParams): task_id=resolved_task_id, command_id=COMMAND_1_ID, instance_id=resolved_instance_id, - task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.PENDING, + task_status=TaskStatus.Pending, task_params=completion_create_params, ) diff --git a/src/exo/worker/tests/test_handlers/test_handlers_happy.py b/src/exo/worker/tests/test_handlers/test_handlers_happy.py index 86eb6ebf..89e1bc10 100644 --- a/src/exo/worker/tests/test_handlers/test_handlers_happy.py +++ b/src/exo/worker/tests/test_handlers/test_handlers_happy.py @@ -145,10 +145,10 @@ async def test_execute_task_op( assert isinstance(events[0].runner_status, RunningRunnerStatus) assert isinstance(events[1], TaskStateUpdated) - assert events[1].task_status == TaskStatus.RUNNING # It tried to start. + assert events[1].task_status == TaskStatus.Running # It tried to start. assert isinstance(events[-2], TaskStateUpdated) - assert events[-2].task_status == TaskStatus.COMPLETE # It tried to start. + assert events[-2].task_status == TaskStatus.Complete # It tried to start. assert isinstance(events[-1], RunnerStatusUpdated) assert isinstance( diff --git a/src/exo/worker/tests/test_integration/test_inference.py b/src/exo/worker/tests/test_integration/test_inference.py index 4118896f..7b9b07d0 100644 --- a/src/exo/worker/tests/test_integration/test_inference.py +++ b/src/exo/worker/tests/test_integration/test_inference.py @@ -17,7 +17,6 @@ from exo.shared.types.tasks import ( Task, TaskId, TaskStatus, - TaskType, ) from exo.shared.types.worker.common import InstanceId, RunnerId from exo.shared.types.worker.instances import ( @@ -57,7 +56,7 @@ async def test_runner_inference( async with create_task_group() as tg: tg.start_soon(worker.run) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE + instance_value.instance_type = InstanceStatus.Active task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) await global_events.append_events( @@ -120,7 +119,7 @@ async def test_2_runner_inference( instance = Instance( instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.ACTIVE, + instance_type=InstanceStatus.Active, shard_assignments=shard_assignments, hosts=hosts(2), ) @@ -190,7 +189,7 @@ async def test_2_runner_multi_message( instance = Instance( instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.ACTIVE, + instance_type=InstanceStatus.Active, shard_assignments=shard_assignments, hosts=hosts(2), ) @@ -218,8 +217,7 @@ async def test_2_runner_multi_message( task_id=TASK_1_ID, command_id=CommandId(), instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.PENDING, + task_status=TaskStatus.Pending, task_params=completion_create_params, ) diff --git a/src/exo/worker/tests/test_integration/test_inference_sad.py b/src/exo/worker/tests/test_integration/test_inference_sad.py index 82916549..595adb22 100644 --- a/src/exo/worker/tests/test_integration/test_inference_sad.py +++ b/src/exo/worker/tests/test_integration/test_inference_sad.py @@ -58,7 +58,7 @@ async def test_stream_response_failed_always( async with create_task_group() as tg: tg.start_soon(worker.run) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE + instance_value.instance_type = InstanceStatus.Active async def mock_stream_response( self: RunnerSupervisor, @@ -88,8 +88,8 @@ async def test_stream_response_failed_always( [ x for x in events - if isinstance(x.tagged_event.c, RunnerStatusUpdated) - and isinstance(x.tagged_event.c.runner_status, FailedRunnerStatus) + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) ] ) == 3 @@ -99,13 +99,13 @@ async def test_stream_response_failed_always( [ x for x in events - if isinstance(x.tagged_event.c, TaskStateUpdated) - and x.tagged_event.c.task_status == TaskStatus.FAILED + if isinstance(x.event, TaskStateUpdated) + and x.event.task_status == TaskStatus.Failed ] ) == 3 ) - assert any([isinstance(x.tagged_event.c, InstanceDeleted) for x in events]) + assert any([isinstance(x.event, InstanceDeleted) for x in events]) await global_events.append_events( [ @@ -152,7 +152,7 @@ async def test_stream_response_failed_once( async with create_task_group() as tg: tg.start_soon(worker.run) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE + instance_value.instance_type = InstanceStatus.Active task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) await global_events.append_events( @@ -186,8 +186,8 @@ async def test_stream_response_failed_once( [ x for x in events - if isinstance(x.tagged_event.c, RunnerStatusUpdated) - and isinstance(x.tagged_event.c.runner_status, FailedRunnerStatus) + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) ] ) == 1 @@ -197,8 +197,8 @@ async def test_stream_response_failed_once( [ x for x in events - if isinstance(x.tagged_event.c, TaskStateUpdated) - and x.tagged_event.c.task_status == TaskStatus.FAILED + if isinstance(x.event, TaskStateUpdated) + and x.event.task_status == TaskStatus.Failed ] ) == 1 @@ -209,11 +209,11 @@ async def test_stream_response_failed_once( seen_task_started, seen_task_finished = False, False for wrapped_event in events: - event = wrapped_event.tagged_event.c + event = wrapped_event.event if isinstance(event, TaskStateUpdated): - if event.task_status == TaskStatus.RUNNING: + if event.task_status == TaskStatus.Running: seen_task_started = True - if event.task_status == TaskStatus.COMPLETE: + if event.task_status == TaskStatus.Complete: seen_task_finished = True if isinstance(event, ChunkGenerated): @@ -246,7 +246,7 @@ async def test_stream_response_timeout( async with create_task_group() as tg: tg.start_soon(worker.run) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE + instance_value.instance_type = InstanceStatus.Active task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) task.task_params.messages[0].content = "EXO RUNNER MUST TIMEOUT" @@ -269,8 +269,8 @@ async def test_stream_response_timeout( [ x for x in events - if isinstance(x.tagged_event.c, RunnerStatusUpdated) - and isinstance(x.tagged_event.c.runner_status, FailedRunnerStatus) + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) ] ) == 3 @@ -280,8 +280,8 @@ async def test_stream_response_timeout( [ x for x in events - if isinstance(x.tagged_event.c, TaskStateUpdated) - and x.tagged_event.c.task_status == TaskStatus.FAILED + if isinstance(x.event, TaskStateUpdated) + and x.event.task_status == TaskStatus.Failed ] ) == 3 @@ -291,8 +291,8 @@ async def test_stream_response_timeout( [ x for x in events - if isinstance(x.tagged_event.c, TaskFailed) - and "timeouterror" in x.tagged_event.c.error_type.lower() + if isinstance(x.event, TaskFailed) + and "timeouterror" in x.event.error_type.lower() ] ) == 3 diff --git a/src/exo/worker/tests/test_integration/test_instantiation.py b/src/exo/worker/tests/test_integration/test_instantiation.py index fdba8ba1..4d852123 100644 --- a/src/exo/worker/tests/test_integration/test_instantiation.py +++ b/src/exo/worker/tests/test_integration/test_instantiation.py @@ -37,7 +37,7 @@ async def test_runner_spinup_timeout( async with create_task_group() as tg: tg.start_soon(worker.run) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE + instance_value.instance_type = InstanceStatus.Active instance_value.shard_assignments.runner_to_shard[ RUNNER_1_ID ].should_timeout = 10 @@ -61,11 +61,11 @@ async def test_runner_spinup_timeout( [ x for x in events - if isinstance(x.tagged_event.c, RunnerStatusUpdated) - and isinstance(x.tagged_event.c.runner_status, FailedRunnerStatus) + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) ] ) == 3 ) - assert any([isinstance(x.tagged_event.c, InstanceDeleted) for x in events]) + assert any([isinstance(x.event, InstanceDeleted) for x in events]) worker.shutdown() diff --git a/src/exo/worker/tests/test_integration/test_instantiation_sad.py b/src/exo/worker/tests/test_integration/test_instantiation_sad.py index f96c227f..e734ed49 100644 --- a/src/exo/worker/tests/test_integration/test_instantiation_sad.py +++ b/src/exo/worker/tests/test_integration/test_instantiation_sad.py @@ -38,7 +38,7 @@ async def test_runner_spinup_exception( async with create_task_group() as tg: tg.start_soon(worker.run) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE + instance_value.instance_type = InstanceStatus.Active instance_value.shard_assignments.runner_to_shard[ RUNNER_1_ID ].immediate_exception = True @@ -57,13 +57,13 @@ async def test_runner_spinup_exception( [ x for x in events - if isinstance(x.tagged_event.c, RunnerStatusUpdated) - and isinstance(x.tagged_event.c.runner_status, FailedRunnerStatus) + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) ] ) == 3 ) - assert any([isinstance(x.tagged_event.c, InstanceDeleted) for x in events]) + assert any([isinstance(x.event, InstanceDeleted) for x in events]) worker.shutdown() @@ -75,7 +75,7 @@ async def test_runner_spinup_timeout( async with create_task_group() as tg: tg.start_soon(worker.run) instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.ACTIVE + instance_value.instance_type = InstanceStatus.Active instance_value.shard_assignments.runner_to_shard[ RUNNER_1_ID ].should_timeout = 10 @@ -99,11 +99,11 @@ async def test_runner_spinup_timeout( [ x for x in events - if isinstance(x.tagged_event.c, RunnerStatusUpdated) - and isinstance(x.tagged_event.c.runner_status, FailedRunnerStatus) + if isinstance(x.event, RunnerStatusUpdated) + and isinstance(x.event.runner_status, FailedRunnerStatus) ] ) == 3 ) - assert any([isinstance(x.tagged_event.c, InstanceDeleted) for x in events]) + assert any([isinstance(x.event, InstanceDeleted) for x in events]) worker.shutdown() diff --git a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py index 9ce8746f..60501d9c 100644 --- a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py +++ b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py @@ -22,7 +22,6 @@ from exo.shared.types.tasks import ( Task, TaskId, TaskStatus, - TaskType, ) from exo.shared.types.worker.common import InstanceId from exo.shared.types.worker.instances import ( @@ -107,7 +106,7 @@ async def test_ttft( instance = Instance( instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.ACTIVE, + instance_type=InstanceStatus.Active, shard_assignments=shard_assignments, hosts=hosts(1), ) @@ -139,8 +138,7 @@ async def test_ttft( task_id=TASK_1_ID, command_id=COMMAND_1_ID, instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.PENDING, + task_status=TaskStatus.Pending, task_params=task1_params, ) @@ -157,7 +155,7 @@ async def test_ttft( first_chunk_seen_1 = False time_to_first_token_1: None | float = None while not first_chunk_seen_1: - event = (await global_events.receive()).tagged_event.c + event = (await global_events.receive()).event if isinstance(event, ChunkGenerated) and hasattr(event, "chunk"): first_chunk_time_1 = time.time() time_to_first_token_1 = first_chunk_time_1 - task_created_time_1 @@ -192,8 +190,7 @@ async def test_ttft( task_id=TASK_2_ID, command_id=COMMAND_2_ID, instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.PENDING, + task_status=TaskStatus.Pending, task_params=task2_params, ) @@ -211,7 +208,7 @@ async def test_ttft( first_chunk_seen_2 = False time_to_first_token_2: float | None = None while not first_chunk_seen_2: - event = (await global_events.receive()).tagged_event.c + event = (await global_events.receive()).event if isinstance(event, ChunkGenerated) and hasattr(event, "chunk"): first_chunk_time_2 = time.time() time_to_first_token_2 = first_chunk_time_2 - task_created_time_2 @@ -344,7 +341,7 @@ async def test_2_runner_inference( instance = Instance( instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.ACTIVE, + instance_type=InstanceStatus.Active, shard_assignments=shard_assignments, hosts=hosts(2), ) @@ -424,7 +421,7 @@ async def test_parallel_inference( instance = Instance( instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.ACTIVE, + instance_type=InstanceStatus.Active, shard_assignments=shard_assignments, hosts=hosts(2), ) @@ -443,8 +440,7 @@ async def test_parallel_inference( task_id=TASK_1_ID, command_id=COMMAND_1_ID, instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.PENDING, + task_status=TaskStatus.Pending, task_params=completion_create_params_1, ) @@ -462,8 +458,7 @@ async def test_parallel_inference( task_id=TASK_2_ID, command_id=COMMAND_2_ID, instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.PENDING, + task_status=TaskStatus.Pending, task_params=completion_create_params_2, ) @@ -485,7 +480,7 @@ async def test_parallel_inference( incomplete_task = ( TASK_2_ID - if worker1.state.tasks[TASK_1_ID].task_status == TaskStatus.COMPLETE + if worker1.state.tasks[TASK_1_ID].task_status == TaskStatus.Complete else TASK_2_ID ) ( diff --git a/src/exo/worker/tests/test_plan/test_worker_plan.py b/src/exo/worker/tests/test_plan/test_worker_plan.py index c04038a5..02f9612d 100644 --- a/src/exo/worker/tests/test_plan/test_worker_plan.py +++ b/src/exo/worker/tests/test_plan/test_worker_plan.py @@ -6,7 +6,6 @@ from exo.shared.types.tasks import ( ChatCompletionTask, ChatCompletionTaskParams, TaskStatus, - TaskType, ) from exo.shared.types.worker.common import WorkerStatus from exo.shared.types.worker.downloads import ( @@ -85,7 +84,7 @@ def _get_test_cases() -> list[PlanTestCase]: "downloaded": False, } ], - instance_status=InstanceStatus.INACTIVE, + instance_status=InstanceStatus.Inactive, expected_op=UnassignRunnerOp(runner_id=RUNNER_1_ID), ), make_test_case( @@ -99,7 +98,7 @@ def _get_test_cases() -> list[PlanTestCase]: "downloaded": True, } ], - instance_status=InstanceStatus.INACTIVE, + instance_status=InstanceStatus.Inactive, expected_op=None, ), PlanTestCase( @@ -110,7 +109,7 @@ def _get_test_cases() -> list[PlanTestCase]: INSTANCE_1_ID: [(RUNNER_1_ID, NODE_A, 0, InactiveRunnerStatus())] }, model_id=MODEL_A_ID, - instance_status=InstanceStatus.ACTIVE, # Either active or inactive should yield the same. + instance_status=InstanceStatus.Active, # Either active or inactive should yield the same. ), expected_op=AssignRunnerOp( instance_id=INSTANCE_1_ID, @@ -153,7 +152,7 @@ def _get_test_cases() -> list[PlanTestCase]: "downloaded": True, } ], - instance_status=InstanceStatus.ACTIVE, + instance_status=InstanceStatus.Active, expected_op=RunnerUpOp(runner_id=RUNNER_1_ID), ), make_test_case( @@ -180,11 +179,11 @@ def _get_test_cases() -> list[PlanTestCase]: { "task_id": TASK_1_ID, "instance_id": INSTANCE_1_ID, - "status": TaskStatus.PENDING, + "status": TaskStatus.Pending, "messages": [{"role": "user", "content": "Hello, world!"}], } ], - instance_status=InstanceStatus.ACTIVE, + instance_status=InstanceStatus.Active, expected_op=None, ), make_test_case( @@ -209,11 +208,11 @@ def _get_test_cases() -> list[PlanTestCase]: { "task_id": TASK_1_ID, "instance_id": INSTANCE_1_ID, - "status": TaskStatus.PENDING, + "status": TaskStatus.Pending, "messages": [{"role": "user", "content": "Hello, world!"}], } ], - instance_status=InstanceStatus.ACTIVE, + instance_status=InstanceStatus.Active, expected_op=RunnerUpOp(runner_id=RUNNER_1_ID), ), make_test_case( @@ -227,7 +226,7 @@ def _get_test_cases() -> list[PlanTestCase]: "downloaded": True, } ], - instance_status=InstanceStatus.INACTIVE, + instance_status=InstanceStatus.Inactive, expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), ), make_test_case( @@ -241,7 +240,7 @@ def _get_test_cases() -> list[PlanTestCase]: "downloaded": True, } ], - instance_status=InstanceStatus.INACTIVE, + instance_status=InstanceStatus.Inactive, expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), ), make_test_case( @@ -259,19 +258,18 @@ def _get_test_cases() -> list[PlanTestCase]: { "task_id": TASK_1_ID, "instance_id": INSTANCE_1_ID, - "status": TaskStatus.PENDING, + "status": TaskStatus.Pending, "messages": [{"role": "user", "content": "Hello, world!"}], } ], - instance_status=InstanceStatus.ACTIVE, + instance_status=InstanceStatus.Active, expected_op=ExecuteTaskOp( runner_id=RUNNER_1_ID, task=ChatCompletionTask( task_id=TASK_1_ID, command_id=COMMAND_1_ID, instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, - task_status=TaskStatus.PENDING, + task_status=TaskStatus.Pending, task_params=ChatCompletionTaskParams( model=str(MODEL_A_ID), messages=[ @@ -304,11 +302,11 @@ def _get_test_cases() -> list[PlanTestCase]: { "task_id": TASK_1_ID, "instance_id": INSTANCE_1_ID, - "status": TaskStatus.PENDING, + "status": TaskStatus.Pending, "messages": [{"role": "user", "content": "Hello, world!"}], } ], - instance_status=InstanceStatus.ACTIVE, + instance_status=InstanceStatus.Active, expected_op=None, ), make_test_case( @@ -333,25 +331,24 @@ def _get_test_cases() -> list[PlanTestCase]: { "task_id": TASK_1_ID, "instance_id": INSTANCE_1_ID, - "status": TaskStatus.PENDING, + "status": TaskStatus.Pending, "messages": [{"role": "user", "content": "Hello, world!"}], } ], - instance_status=InstanceStatus.ACTIVE, + instance_status=InstanceStatus.Active, expected_op=ExecuteTaskOp( runner_id=RUNNER_1_ID, task=ChatCompletionTask( task_id=TASK_1_ID, command_id=COMMAND_1_ID, instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, task_params=ChatCompletionTaskParams( model=str(MODEL_A_ID), messages=[ ChatCompletionMessage(role="user", content="Hello, world!") ], ), - task_status=TaskStatus.PENDING, + task_status=TaskStatus.Pending, ), ), ), @@ -377,25 +374,24 @@ def _get_test_cases() -> list[PlanTestCase]: { "task_id": TASK_1_ID, "instance_id": INSTANCE_1_ID, - "status": TaskStatus.PENDING, + "status": TaskStatus.Pending, "messages": [{"role": "user", "content": "Hello, world!"}], } ], - instance_status=InstanceStatus.ACTIVE, + instance_status=InstanceStatus.Active, expected_op=ExecuteTaskOp( runner_id=RUNNER_1_ID, task=ChatCompletionTask( task_id=TASK_1_ID, command_id=COMMAND_1_ID, instance_id=INSTANCE_1_ID, - task_type=TaskType.CHAT_COMPLETION, task_params=ChatCompletionTaskParams( model=str(MODEL_A_ID), messages=[ ChatCompletionMessage(role="user", content="Hello, world!") ], ), - task_status=TaskStatus.PENDING, + task_status=TaskStatus.Pending, ), ), ), @@ -410,7 +406,7 @@ def _get_test_cases() -> list[PlanTestCase]: "downloaded": True, } ], - instance_status=InstanceStatus.ACTIVE, + instance_status=InstanceStatus.Active, expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), ), make_test_case( @@ -431,7 +427,7 @@ def _get_test_cases() -> list[PlanTestCase]: "downloaded": True, }, ], - instance_status=InstanceStatus.ACTIVE, + instance_status=InstanceStatus.Active, expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), ), make_test_case( @@ -452,7 +448,7 @@ def _get_test_cases() -> list[PlanTestCase]: "downloaded": True, }, ], - instance_status=InstanceStatus.ACTIVE, + instance_status=InstanceStatus.Active, expected_op=None, ), make_test_case( @@ -473,7 +469,7 @@ def _get_test_cases() -> list[PlanTestCase]: "downloaded": True, }, ], - instance_status=InstanceStatus.ACTIVE, + instance_status=InstanceStatus.Active, expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), ), ] diff --git a/src/exo/worker/tests/test_plan/test_worker_plan_utils.py b/src/exo/worker/tests/test_plan/test_worker_plan_utils.py index 4c7d12f9..f4681c11 100644 --- a/src/exo/worker/tests/test_plan/test_worker_plan_utils.py +++ b/src/exo/worker/tests/test_plan/test_worker_plan_utils.py @@ -9,7 +9,7 @@ from exo.shared.types.common import CommandId, NodeId from exo.shared.types.memory import Memory from exo.shared.types.models import ModelId, ModelMetadata from exo.shared.types.state import State -from exo.shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus, TaskType +from exo.shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus from exo.shared.types.worker.common import InstanceId, RunnerId, WorkerStatus from exo.shared.types.worker.downloads import DownloadOngoing, DownloadProgressData from exo.shared.types.worker.instances import Instance, InstanceStatus @@ -146,7 +146,7 @@ def make_instance( instance_id: InstanceId, runner_specs: list[tuple[RunnerId, NodeId, int, RunnerStatus]], model_id: ModelId = MODEL_A_ID, - instance_status: InstanceStatus = InstanceStatus.ACTIVE, + instance_status: InstanceStatus = InstanceStatus.Active, ) -> tuple[Instance, dict[RunnerId, RunnerStatus], dict[NodeId, WorkerStatus]]: """Creates an instance with one or more runners.""" runner_to_shard: dict[RunnerId, PipelineShardMetadata] = {} @@ -189,7 +189,7 @@ def make_state( ], tasks: dict[TaskId, ChatCompletionTask] | None = None, model_id: ModelId = MODEL_A_ID, - instance_status: InstanceStatus = InstanceStatus.ACTIVE, + instance_status: InstanceStatus = InstanceStatus.Active, ) -> State: """Builds a full State from runner specs per instance, tasks, and defaults.""" if tasks is None: @@ -224,7 +224,7 @@ def make_test_case( tasks: list[TaskSpecDict] | None = None, expected_op: Optional[RunnerOp] = None, instance_id: InstanceId = INSTANCE_1_ID, - instance_status: InstanceStatus = InstanceStatus.ACTIVE, + instance_status: InstanceStatus = InstanceStatus.Active, model_id: ModelId = MODEL_A_ID, command_id: CommandId = COMMAND_1_ID, # Default for tasks ) -> PlanTestCase: @@ -244,8 +244,7 @@ def make_test_case( instance_id=instance_id, task_id=t["task_id"], command_id=t.get("command_id", command_id), - task_type=TaskType.CHAT_COMPLETION, - task_status=t.get("status", TaskStatus.PENDING), + task_status=t.get("status", TaskStatus.Pending), task_params=ChatCompletionTaskParams( model=t.get("model", str(model_id)), messages=[ diff --git a/src/exo/worker/tests/test_runner_connection.py b/src/exo/worker/tests/test_runner_connection.py index 0eccf5d3..a887b866 100644 --- a/src/exo/worker/tests/test_runner_connection.py +++ b/src/exo/worker/tests/test_runner_connection.py @@ -72,7 +72,7 @@ async def check_runner_connection( instance = Instance( instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.ACTIVE, + instance_type=InstanceStatus.Active, shard_assignments=shard_assignments, hosts=hosts(2), ) diff --git a/src/exo/worker/tests/test_serdes.py b/src/exo/worker/tests/test_serdes.py index bee86310..58c9c307 100644 --- a/src/exo/worker/tests/test_serdes.py +++ b/src/exo/worker/tests/test_serdes.py @@ -6,7 +6,7 @@ from exo.shared.types.common import Host from exo.shared.types.tasks import Task, TaskId from exo.shared.types.worker.commands_runner import ( ChatTaskMessage, - RunnerMessageTypeAdapter, + RunnerMessage, SetupMessage, ) from exo.shared.types.worker.common import InstanceId @@ -30,7 +30,7 @@ def test_supervisor_setup_message_serdes( model_shard_meta=pipeline_shard_meta(1, 0), hosts=hosts(1), ) - assert_equal_serdes(setup_message, RunnerMessageTypeAdapter) + assert_equal_serdes(setup_message, TypeAdapter(RunnerMessage)) def test_supervisor_task_message_serdes( @@ -40,4 +40,4 @@ def test_supervisor_task_message_serdes( task_message = ChatTaskMessage( task_data=task.task_params, ) - assert_equal_serdes(task_message, RunnerMessageTypeAdapter) + assert_equal_serdes(task_message, TypeAdapter(RunnerMessage)) diff --git a/src/exo/worker/tests/test_supervisor/test_supervisor.py b/src/exo/worker/tests/test_supervisor/test_supervisor.py index 6b44c9b9..9a03862c 100644 --- a/src/exo/worker/tests/test_supervisor/test_supervisor.py +++ b/src/exo/worker/tests/test_supervisor/test_supervisor.py @@ -7,10 +7,10 @@ from exo.shared.openai_compat import FinishReason from exo.shared.types.chunks import TokenChunk from exo.shared.types.common import Host from exo.shared.types.tasks import ( + ChatCompletionTask, ChatCompletionTaskParams, Task, TaskId, - TaskType, ) from exo.shared.types.worker.common import InstanceId from exo.shared.types.worker.shards import PipelineShardMetadata @@ -143,7 +143,7 @@ async def test_supervisor_early_stopping( task = chat_completion_task(instance_id, TaskId()) max_tokens = 50 - assert task.task_type == TaskType.CHAT_COMPLETION + assert isinstance(task, ChatCompletionTask) print(f"chat_completion_task.task_params: {task.task_params}") assert isinstance(task.task_params, ChatCompletionTaskParams) task_params: ChatCompletionTaskParams = task.task_params diff --git a/src/exo/worker/tests/worker_management.py b/src/exo/worker/tests/worker_management.py index 34b6db13..ad7e346d 100644 --- a/src/exo/worker/tests/worker_management.py +++ b/src/exo/worker/tests/worker_management.py @@ -6,7 +6,7 @@ from anyio import fail_after from exo.routing.topics import ConnectionMessage, ForwarderCommand, ForwarderEvent from exo.shared.types.chunks import TokenChunk from exo.shared.types.common import NodeId -from exo.shared.types.events import ChunkGenerated, Event, TaggedEvent, TaskStateUpdated +from exo.shared.types.events import ChunkGenerated, Event, TaskStateUpdated from exo.shared.types.tasks import TaskId, TaskStatus from exo.utils.channels import Receiver, Sender, channel from exo.worker.download.shard_downloader import NoopShardDownloader, ShardDownloader @@ -24,7 +24,7 @@ class WorkerMailbox: await self.sender.send( ForwarderEvent( origin=origin, - tagged_event=TaggedEvent.from_(event), + event=event, origin_idx=self.counter, ) ) @@ -105,7 +105,7 @@ async def read_streaming_response( token_count = 0 extra_events: list[Event] = [] - event = (await global_event_receiver.receive()).tagged_event.c + event = (await global_event_receiver.receive()).event extra_events.append(event) from loguru import logger @@ -116,17 +116,17 @@ async def read_streaming_response( if filter_task: while not ( isinstance(event, TaskStateUpdated) - and event.task_status == TaskStatus.RUNNING + and event.task_status == TaskStatus.Running and event.task_id == filter_task ): - event = (await global_event_receiver.receive()).tagged_event.c + event = (await global_event_receiver.receive()).event extra_events.append(event) for event in extra_events: if isinstance(event, TaskStateUpdated): - if event.task_status == TaskStatus.RUNNING: + if event.task_status == TaskStatus.Running: seen_task_started += 1 - if event.task_status == TaskStatus.COMPLETE: + if event.task_status == TaskStatus.Complete: seen_task_finished += 1 if isinstance(event, ChunkGenerated) and isinstance( event.chunk, TokenChunk @@ -137,11 +137,11 @@ async def read_streaming_response( finish_reason = event.chunk.finish_reason while not seen_task_finished: - event = (await global_event_receiver.receive()).tagged_event.c + event = (await global_event_receiver.receive()).event if isinstance(event, TaskStateUpdated): - if event.task_status == TaskStatus.RUNNING: + if event.task_status == TaskStatus.Running: seen_task_started += 1 - if event.task_status == TaskStatus.COMPLETE: + if event.task_status == TaskStatus.Complete: seen_task_finished += 1 if isinstance(event, ChunkGenerated) and isinstance( event.chunk, TokenChunk @@ -167,7 +167,7 @@ async def until_event_with_timeout[T]( with fail_after(timeout): while times_seen < multiplicity: - event = (await global_event_receiver.receive()).tagged_event.c + event = (await global_event_receiver.receive()).event if isinstance(event, event_type): print(f"Wow! We got a {event}") print( From f25689d9c240be0b7f691546278830c1809e7095 Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Wed, 15 Oct 2025 10:49:53 +0100 Subject: [PATCH 176/224] fix a race condition --- src/exo/master/main.py | 2 ++ src/exo/utils/event_buffer.py | 3 +++ src/exo/worker/main.py | 7 +++++-- 3 files changed, 10 insertions(+), 2 deletions(-) diff --git a/src/exo/master/main.py b/src/exo/master/main.py index ce3643c2..b60b263a 100644 --- a/src/exo/master/main.py +++ b/src/exo/master/main.py @@ -193,6 +193,7 @@ class Master: logger.debug(f"Master indexing event: {str(event)[:100]}") indexed = IndexedEvent(event=event, idx=len(self._event_log)) self.state = apply(self.state, indexed) + # TODO: SQL self._event_log.append(event) await self._send_event(indexed) @@ -225,6 +226,7 @@ class Master: ) local_index += 1 + # This function is re-entrant, take care! async def _send_event(self, event: IndexedEvent): # Convenience method since this line is ugly await self.global_event_sender.send( diff --git a/src/exo/utils/event_buffer.py b/src/exo/utils/event_buffer.py index eb1b4cf0..8fcf5fa2 100644 --- a/src/exo/utils/event_buffer.py +++ b/src/exo/utils/event_buffer.py @@ -19,6 +19,9 @@ class OrderedBuffer[T]: if idx < self.next_idx_to_release: return if idx in self.store: + assert self.store[idx] == t, ( + "Received different messages with identical indices, probable race condition" + ) return self.store[idx] = t diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 2dc09559..0c3699fd 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -630,18 +630,21 @@ class Worker: async for event in self.fail_runner(e, runner_id): yield event + + + # This function is re-entrant, take care! async def event_publisher(self, event: Event) -> None: fe = ForwarderEvent( origin_idx=self.local_event_index, origin=self.node_id, event=event, ) - await self.local_event_sender.send(fe) - self.out_for_delivery[event.event_id] = fe logger.debug( f"Worker published event {self.local_event_index}: {str(event)[:100]}" ) self.local_event_index += 1 + await self.local_event_sender.send(fe) + self.out_for_delivery[event.event_id] = fe def event_relevant_to_worker(event: Event, worker: Worker): From 363c98a872105131d195fd5de54ba1dadbd6557c Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Wed, 15 Oct 2025 12:47:26 +0100 Subject: [PATCH 177/224] leaf placement Co-authored-by: Alex Cheema --- src/exo/master/placement.py | 11 +++- src/exo/master/tests/test_placement.py | 80 ++++++++++++++++++++++++++ src/exo/shared/topology.py | 3 + 3 files changed, 91 insertions(+), 3 deletions(-) diff --git a/src/exo/master/placement.py b/src/exo/master/placement.py index b5e402d9..669688c8 100644 --- a/src/exo/master/placement.py +++ b/src/exo/master/placement.py @@ -17,6 +17,7 @@ from exo.shared.types.commands import ( from exo.shared.types.common import Host from exo.shared.types.events import Event, InstanceCreated, InstanceDeleted from exo.shared.types.memory import Memory +from exo.shared.types.topology import NodeInfo from exo.shared.types.worker.common import InstanceId from exo.shared.types.worker.instances import Instance, InstanceStatus @@ -36,7 +37,7 @@ def get_instance_placements_after_create( from loguru import logger logger.info("finding cycles:") - cycles = topology.get_cycles_tb() + cycles = topology.get_cycles() logger.info(f"{cycles=}") # we can also always just have a node on its own singleton_cycles = [[node] for node in all_nodes] @@ -58,12 +59,16 @@ def get_instance_placements_after_create( if tb_only and smallest_tb_cycles == []: raise ValueError("No cycles found with sufficient memory") - elif smallest_tb_cycles != []: smallest_cycles = smallest_tb_cycles + cycles_with_leaf_nodes: list[list[NodeInfo]] = [ + cycle for cycle in smallest_cycles + if any(topology.node_is_leaf(node.node_id) for node in cycle) + ] + selected_cycle = max( - smallest_cycles, + cycles_with_leaf_nodes if cycles_with_leaf_nodes != [] else smallest_cycles, key=lambda cycle: sum( ( node.node_profile.memory.ram_available diff --git a/src/exo/master/tests/test_placement.py b/src/exo/master/tests/test_placement.py index d210c9ff..cace7bad 100644 --- a/src/exo/master/tests/test_placement.py +++ b/src/exo/master/tests/test_placement.py @@ -234,3 +234,83 @@ def test_get_transition_events_delete_instance(instance: Instance): assert len(events) == 1 assert isinstance(events[0], InstanceDeleted) assert events[0].instance_id == instance_id + + +def test_placement_prioritizes_leaf_cycle_with_less_memory( + topology: Topology, + model_meta: ModelMetadata, + create_node: Callable[[int, NodeId | None], NodeInfo], + create_connection: Callable[[NodeId, NodeId], Connection], +): + # Arrange two 3-node cycles. The A-B-C cycle has a leaf node (only one outgoing + # neighbor per node). The D-E-F cycle has extra outgoing edges making its nodes + # non-leaves. Ensure both cycles have sufficient total memory, with the A-B-C + # cycle having LESS total memory than D-E-F. The algorithm should still choose + # the cycle that contains a leaf node. + + # Model requires more than any single node but fits within a 3-node cycle + model_meta.storage_size.in_bytes = 1500 + model_meta.n_layers = 12 + + # Create node ids + node_id_a = NodeId() + node_id_b = NodeId() + node_id_c = NodeId() + node_id_d = NodeId() + node_id_e = NodeId() + node_id_f = NodeId() + + # Extra sink nodes to make D/E/F non-leaf via additional outgoing edges + node_id_x = NodeId() + node_id_y = NodeId() + node_id_z = NodeId() + + # A-B-C cycle total memory = 1600 (< D-E-F total) + topology.add_node(create_node(400, node_id_a)) + topology.add_node(create_node(400, node_id_b)) + topology.add_node(create_node(800, node_id_c)) + + # D-E-F cycle total memory = 1800 (> A-B-C total) + topology.add_node(create_node(600, node_id_d)) + topology.add_node(create_node(600, node_id_e)) + topology.add_node(create_node(600, node_id_f)) + + # Extra nodes with tiny memory so they can't form singleton placements + topology.add_node(create_node(10, node_id_x)) + topology.add_node(create_node(10, node_id_y)) + topology.add_node(create_node(10, node_id_z)) + + # Build directed cycles + topology.add_connection(create_connection(node_id_a, node_id_b)) + topology.add_connection(create_connection(node_id_b, node_id_c)) + topology.add_connection(create_connection(node_id_c, node_id_a)) + + topology.add_connection(create_connection(node_id_d, node_id_e)) + topology.add_connection(create_connection(node_id_e, node_id_f)) + topology.add_connection(create_connection(node_id_f, node_id_d)) + + # Add extra outgoing edges from D/E/F so none of them are leaves + topology.add_connection(create_connection(node_id_d, node_id_x)) + topology.add_connection(create_connection(node_id_e, node_id_y)) + topology.add_connection(create_connection(node_id_f, node_id_z)) + + create_instance_command = CreateInstance( + command_id=CommandId(), + model_meta=model_meta, + ) + + # Act + placements = get_instance_placements_after_create(create_instance_command, topology, {}) + + # Assert the chosen cycle is A-B-C (contains at least one leaf node), even though + # D-E-F has more total memory. + assert len(placements) == 1 + instance_id = list(placements.keys())[0] + instance = placements[instance_id] + + assigned_nodes = set(instance.shard_assignments.node_to_runner.keys()) + expected_leaf_cycle_nodes = {node_id_a, node_id_b, node_id_c} + non_leaf_cycle_nodes = {node_id_d, node_id_e, node_id_f} + + assert expected_leaf_cycle_nodes.issubset(assigned_nodes) + assert assigned_nodes.isdisjoint(non_leaf_cycle_nodes) diff --git a/src/exo/shared/topology.py b/src/exo/shared/topology.py index 5be5af86..9727ae99 100644 --- a/src/exo/shared/topology.py +++ b/src/exo/shared/topology.py @@ -49,6 +49,9 @@ class Topology: self._node_id_to_rx_id_map[node.node_id] = rx_id self._rx_id_to_node_id_map[rx_id] = node.node_id + def node_is_leaf(self, node_id: NodeId) -> bool: + return node_id in self._node_id_to_rx_id_map and len(self._graph.neighbors(self._node_id_to_rx_id_map[node_id])) == 1 + def contains_node(self, node_id: NodeId) -> bool: return node_id in self._node_id_to_rx_id_map From a346af347764499d2f01cb0d7ccea883a2d3c847 Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Wed, 22 Oct 2025 11:56:52 +0100 Subject: [PATCH 178/224] download fixes --- .github/workflows/build-macos-app.yml | 154 --- dashboard/exo-logo-hq-square-black-bg.jpg | Bin 0 -> 101034 bytes dashboard/exo-logo-hq-square-black-bg.png | Bin 0 -> 34778 bytes dashboard/exo-logo-hq-square-black-bg.webp | Bin 0 -> 12004 bytes dashboard/favicon.ico | Bin 0 -> 4286 bytes dashboard/index.html | 650 ++++++++-- pyproject.toml | 10 +- src/exo/engines/mlx/utils_mlx.py | 4 + src/exo/master/tests/test_api.py | 38 - src/exo/shared/types/state.py | 2 +- src/exo/shared/types/worker/downloads.py | 8 + src/exo/worker/download/download_utils.py | 235 ++-- src/exo/worker/download/shard_downloader.py | 18 +- src/exo/worker/main.py | 19 +- .../tests/test_plan/test_worker_plan_utils.py | 2 +- src/exo/worker/utils/profile.py | 14 +- uv.lock | 1047 ++++++++--------- 17 files changed, 1240 insertions(+), 961 deletions(-) delete mode 100644 .github/workflows/build-macos-app.yml create mode 100644 dashboard/exo-logo-hq-square-black-bg.jpg create mode 100644 dashboard/exo-logo-hq-square-black-bg.png create mode 100644 dashboard/exo-logo-hq-square-black-bg.webp create mode 100644 dashboard/favicon.ico delete mode 100644 src/exo/master/tests/test_api.py diff --git a/.github/workflows/build-macos-app.yml b/.github/workflows/build-macos-app.yml deleted file mode 100644 index bf8b59ac..00000000 --- a/.github/workflows/build-macos-app.yml +++ /dev/null @@ -1,154 +0,0 @@ -# name: Build and Release Exo macOS App - -# on: -# push: -# tags: -# - 'v*' # Trigger on version tags -# branches: -# - main # Also build on main branch for testing -# - staging -# - python-modules # Add app-staging for testing -# pull_request: -# branches: -# - staging # Test builds on PRs to staging -# - main # Build on PRs to main - -# jobs: -# build-exov2-macos: -# runs-on: macos-15 -# steps: -# - name: Checkout code -# uses: actions/checkout@v4 -# with: -# fetch-depth: 0 - -# - name: Install Go -# uses: actions/setup-go@v5 -# with: -# go-version: '1.21' - -# - name: Install Just -# run: | -# brew install just - -# - name: Install UV -# uses: astral-sh/setup-uv@v6 -# with: -# enable-cache: true -# cache-dependency-glob: uv.lock - -# - name: Setup Python Environment -# run: | -# uv python install -# uv sync --locked --all-extras - -# - name: Verify Python Environment -# run: | -# uv run python -c "import master.main; print('Master module available')" -# uv run python -c "import worker.main; print('Worker module available')" - -# - name: Prepare Code Signing Keychain -# env: -# MACOS_CERTIFICATE: ${{ secrets.MACOS_CERTIFICATE }} -# MACOS_CERTIFICATE_PASSWORD: ${{ secrets.MACOS_CERTIFICATE_PASSWORD }} -# PROVISIONING_PROFILE: ${{ secrets.PROVISIONING_PROFILE }} -# run: | -# security create-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain -# security default-keychain -s exov2.keychain -# security unlock-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain - -# echo "$MACOS_CERTIFICATE" | base64 --decode > /tmp/exov2-certificate.p12 -# security import /tmp/exov2-certificate.p12 -k exov2.keychain -P "$MACOS_CERTIFICATE_PASSWORD" -T /usr/bin/codesign -# rm /tmp/exov2-certificate.p12 -# security set-key-partition-list -S apple-tool:,apple:,codesign: -s -k "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain - -# PROFILES_HOME="$HOME/Library/Developer/Xcode/UserData/Provisioning Profiles" -# mkdir -p "$PROFILES_HOME" -# PROFILE_PATH="$(mktemp "$PROFILES_HOME"/EXOV2_PP.provisionprofile)" -# echo "$PROVISIONING_PROFILE" | base64 --decode > "$PROFILE_PATH" - -# - name: Build Exo Swift App -# env: -# MACOS_CERTIFICATE_PASSWORD: ${{ secrets.MACOS_CERTIFICATE_PASSWORD }} -# run: | -# cd app/exov2 -# sudo xcode-select -s /Applications/Xcode.app/Contents/Developer - -# # Release build with code signing -# security unlock-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain -# SIGNING_IDENTITY=$(security find-identity -v -p codesigning | awk -F '"' '{print $2}') - -# xcodebuild clean build \ -# -project exov2.xcodeproj \ -# -scheme exov2 \ -# -configuration Release \ -# -derivedDataPath build \ -# CODE_SIGNING_IDENTITY="$SIGNING_IDENTITY" \ -# PROVISIONING_PROFILE_SPECIFIER="Exo Provisioning Profile" \ -# CODE_SIGN_INJECT_BASE_ENTITLEMENTS=YES \ -# OTHER_CODE_SIGN_FLAGS="--timestamp" - -# mv build/Build/Products/*/EXO.app ../../ - -# - name: Sign, Notarize, and Create DMG -# env: -# APPLE_NOTARIZATION_USERNAME: ${{ secrets.APPLE_NOTARIZATION_USERNAME }} -# APPLE_NOTARIZATION_PASSWORD: ${{ secrets.APPLE_NOTARIZATION_PASSWORD }} -# APPLE_NOTARIZATION_TEAM: ${{ secrets.APPLE_NOTARIZATION_TEAM }} -# MACOS_CERTIFICATE_PASSWORD: ${{ secrets.MACOS_CERTIFICATE_PASSWORD }} -# run: | -# security unlock-keychain -p "$MACOS_CERTIFICATE_PASSWORD" exov2.keychain -# SIGNING_IDENTITY=$(security find-identity -v -p codesigning | awk -F '"' '{print $2}') - -# # Sign the app -# /usr/bin/codesign --deep --force --timestamp --options runtime \ -# --sign "$SIGNING_IDENTITY" EXO.app - -# # Verify the signing -# codesign -dvv EXO.app - -# # Create DMG -# mkdir -p tmp/dmg-contents -# cp -r ./EXO.app tmp/dmg-contents/ -# ln -s /Applications tmp/dmg-contents/Applications -# DMG_NAME="exo.dmg" - -# # Create and sign DMG -# hdiutil create -volname "Exo" -srcfolder tmp/dmg-contents -ov -format UDZO "$DMG_NAME" -# /usr/bin/codesign --deep --force --timestamp --options runtime \ -# --sign "$SIGNING_IDENTITY" "$DMG_NAME" - -# # Setup notarization credentials (optional - comment out if no notarization secrets) -# if [[ -n "$APPLE_NOTARIZATION_USERNAME" ]]; then -# xcrun notarytool store-credentials notary_pass 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' day ago' : ' days ago'); } + // --- Download formatting helpers --- + function bytesFromValue(value) { + if (typeof value === 'number') return value; + if (!value || typeof value !== 'object') return 0; + if (typeof value.in_bytes === 'number') return value.in_bytes; + if (typeof value.inBytes === 'number') return value.inBytes; + return 0; + } + + function formatDurationMs(ms) { + if (ms == null || isNaN(ms) || ms < 0) return '—'; + const totalSeconds = Math.round(ms / 1000); + const s = totalSeconds % 60; + const m = Math.floor(totalSeconds / 60) % 60; + const h = Math.floor(totalSeconds / 3600); + if (h > 0) return `${h}h ${m}m ${s}s`; + if (m > 0) return `${m}m ${s}s`; + return `${s}s`; + } + + function formatPercent(value, digits = 2) { + if (value == null || isNaN(value)) return '0.00%'; + return `${value.toFixed(digits)}%`; + } + + function formatBytesPerSecond(bps) { + if (bps == null || isNaN(bps) || bps < 0) return '0 B/s'; + return `${formatBytes(bps)}/s`; + } + // Sidebar toggle functionality let sidebarOpen = false; @@ -934,7 +1121,7 @@ headers: { 'Content-Type': 'application/json', }, - body: JSON.stringify({ modelId: selectedModelId, model_id: selectedModelId }) + body: JSON.stringify({ model_id: selectedModelId }) }); if (!response.ok) { @@ -974,66 +1161,185 @@ } } - // Calculate download status for an instance based on its runners + // Calculate download status for an instance based on its runners, with detailed per-file info function calculateInstanceDownloadStatus(instance, runners) { - const shardAssignments = instance.shard_assignments ?? instance.shardAssignments; - const runnerToShard = shardAssignments?.runner_to_shard ?? shardAssignments?.runnerToShard; - if (!runnerToShard || !runners) { - return { isDownloading: false, progress: 0 }; + if (!instance.shardAssignments?.runnerToShard || !runners) { + return { isDownloading: false, progress: 0, details: [] }; } - const runnerIds = Object.keys(runnerToShard); - const downloadingRunners = []; + const pick = (obj, snake, camel, fallback = undefined) => { + if (!obj) return fallback; + if (obj[snake] !== undefined) return obj[snake]; + if (obj[camel] !== undefined) return obj[camel]; + return fallback; + }; + + // Returns [tag, payload] for objects serialized as {Tag: {...}}, else [null, null] + function getTagged(obj) { + if (!obj || typeof obj !== 'object') return [null, null]; + const keys = Object.keys(obj); + if (keys.length === 1 && typeof keys[0] === 'string') { + return [keys[0], obj[keys[0]]]; + } + return [null, null]; + } + + function normalizeProgress(progressRaw) { + if (!progressRaw) return null; + const totalBytes = bytesFromValue(pick(progressRaw, 'total_bytes', 'totalBytes', 0)); + const downloadedBytes = bytesFromValue(pick(progressRaw, 'downloaded_bytes', 'downloadedBytes', 0)); + const downloadedBytesThisSession = bytesFromValue(pick(progressRaw, 'downloaded_bytes_this_session', 'downloadedBytesThisSession', 0)); + const completedFiles = Number(pick(progressRaw, 'completed_files', 'completedFiles', 0)) || 0; + const totalFiles = Number(pick(progressRaw, 'total_files', 'totalFiles', 0)) || 0; + const speed = Number(pick(progressRaw, 'speed', 'speed', 0)) || 0; + const etaMs = Number(pick(progressRaw, 'eta_ms', 'etaMs', 0)) || 0; + const filesObj = pick(progressRaw, 'files', 'files', {}) || {}; + const files = []; + Object.keys(filesObj).forEach(name => { + const f = filesObj[name]; + if (!f || typeof f !== 'object') return; + const fTotal = bytesFromValue(pick(f, 'total_bytes', 'totalBytes', 0)); + const fDownloaded = bytesFromValue(pick(f, 'downloaded_bytes', 'downloadedBytes', 0)); + const fSpeed = Number(pick(f, 'speed', 'speed', 0)) || 0; + const fEta = Number(pick(f, 'eta_ms', 'etaMs', 0)) || 0; + const fPct = fTotal > 0 ? (fDownloaded / fTotal) * 100 : 0; + files.push({ name, totalBytes: fTotal, downloadedBytes: fDownloaded, speed: fSpeed, etaMs: fEta, percentage: fPct }); + }); + const percentage = totalBytes > 0 ? (downloadedBytes / totalBytes) * 100 : 0; + return { totalBytes, downloadedBytes, downloadedBytesThisSession, completedFiles, totalFiles, speed, etaMs, files, percentage }; + } + + const runnerIds = Object.keys(instance.shardAssignments.runnerToShard); + const details = []; let totalBytes = 0; let downloadedBytes = 0; for (const runnerId of runnerIds) { const runner = runners[runnerId]; - let isRunnerDownloading = false; + if (!runner) continue; - // Legacy snake_case structure - if (runner && runner.runner_status === 'Downloading' && runner.download_progress) { - isRunnerDownloading = runner.download_progress.download_status === 'Downloading'; - if (isRunnerDownloading && runner.download_progress.download_progress) { - totalBytes += runner.download_progress.download_progress.total_bytes || 0; - downloadedBytes += runner.download_progress.download_progress.downloaded_bytes || 0; - } - } else if (runner && typeof runner === 'object') { - // Tagged-union camelCase structure, e.g. { "DownloadingRunnerStatus": { downloadProgress: { totalBytes, downloadedBytes } } } - const tag = Object.keys(runner)[0]; - if (tag && /DownloadingRunnerStatus$/i.test(tag)) { - isRunnerDownloading = true; - const inner = runner[tag] || {}; - const prog = inner.downloadProgress || inner.download_progress || {}; - const t = prog.totalBytes ?? prog.total_bytes ?? 0; - const d = prog.downloadedBytes ?? prog.downloaded_bytes ?? 0; - totalBytes += typeof t === 'number' ? t : 0; - downloadedBytes += typeof d === 'number' ? d : 0; - } + // New tagged format: { "DownloadingRunnerStatus": { downloadProgress: { "DownloadOngoing": { ... } } } } + const [statusKind, statusPayload] = getTagged(runner); + let nodeId; + let rawProg; + + if (statusKind === 'DownloadingRunnerStatus') { + const dpTagged = statusPayload && (statusPayload.downloadProgress || statusPayload.download_progress); + const [dpKind, dpPayload] = getTagged(dpTagged); + if (dpKind !== 'DownloadOngoing') continue; + nodeId = (dpPayload && (dpPayload.nodeId || dpPayload.node_id)) || undefined; + rawProg = pick(dpPayload, 'download_progress', 'downloadProgress', null); + } else { + // Backward compatibility with old flat shape + if (runner.runnerStatus !== 'Downloading' || !runner.downloadProgress) continue; + const dp = runner.downloadProgress; + const isDownloading = (dp.downloadStatus === 'Downloading') || (dp.download_status === 'Downloading'); + if (!isDownloading) continue; + nodeId = (dp && (dp.nodeId || dp.node_id)) || undefined; + rawProg = pick(dp, 'download_progress', 'downloadProgress', null); } - if (isRunnerDownloading) downloadingRunners.push(runner); + const normalized = normalizeProgress(rawProg); + if (!normalized) continue; + details.push({ runnerId, nodeId, progress: normalized }); + totalBytes += normalized.totalBytes || 0; + downloadedBytes += normalized.downloadedBytes || 0; } - const isDownloading = downloadingRunners.length > 0; - const progress = totalBytes > 0 ? Math.round((downloadedBytes / totalBytes) * 100) : 0; + const isDownloadingAny = details.length > 0; + const progress = totalBytes > 0 ? ((downloadedBytes / totalBytes) * 100) : 0; + return { isDownloading: isDownloadingAny, progress, details }; + } - return { isDownloading, progress, downloadingRunners: downloadingRunners.length }; + function buildDownloadDetailsHTML(details) { + if (!details || details.length === 0) return ''; + function shortId(id) { return (id && id.length > 8) ? id.slice(0, 8) + '…' : (id || ''); } + return details.map(({ runnerId, nodeId, progress }) => { + const etaStr = formatDurationMs(progress.etaMs); + const pctStr = formatPercent(progress.percentage || 0, 2); + const bytesStr = `${formatBytes(progress.downloadedBytes)} / ${formatBytes(progress.totalBytes)}`; + const speedStr = formatBytesPerSecond(progress.speed); + const filesSummary = `${progress.completedFiles}/${progress.totalFiles}`; + + const allFiles = progress.files || []; + const inProgressFiles = allFiles.filter(f => (f.percentage || 0) < 100); + const completedFiles = allFiles.filter(f => (f.percentage || 0) >= 100); + + const inProgressHTML = inProgressFiles.map(f => { + const fPct = f.percentage || 0; + const fBytes = `${formatBytes(f.downloadedBytes)} / ${formatBytes(f.totalBytes)}`; + const fEta = formatDurationMs(f.etaMs); + const fSpeed = formatBytesPerSecond(f.speed); + const pctText = formatPercent(fPct, 2); + return ` +
+
+ ${f.name} + ${pctText} +
+
${fBytes} • ETA ${fEta} • ${fSpeed}
+
+
+ `; + }).join(''); + + const completedHTML = completedFiles.length > 0 ? ` +
+
Completed (${completedFiles.length})
+
+ ${completedFiles.map(f => `
${f.name}
`).join('')} +
+
+ ` : ''; + + const runnerName = (nodeId && nodeIdToFriendlyName[nodeId]) ? nodeIdToFriendlyName[nodeId] : '?'; + const headerText = `${runnerName} (${shortId(nodeId || '')})`; + return ` +
+
${headerText}
+
+ ${inProgressHTML} +
+ ${completedHTML} +
+ `; + }).join(''); } // Derive a display status for an instance from its runners. // Priority: FAILED > DOWNLOADING > STARTING > RUNNING > LOADED > INACTIVE function deriveInstanceStatus(instance, runners = {}) { - const shardAssignments = instance.shard_assignments ?? instance.shardAssignments; - const runnerToShard = shardAssignments?.runner_to_shard ?? shardAssignments?.runnerToShard ?? {}; - const runnerIds = Object.keys(runnerToShard); + const runnerIds = Object.keys(instance.shardAssignments?.runnerToShard || {}); + + function getTagged(obj) { + if (!obj || typeof obj !== 'object') return [null, null]; + const keys = Object.keys(obj); + if (keys.length === 1 && typeof keys[0] === 'string') { + return [keys[0], obj[keys[0]]]; + } + return [null, null]; + } + + function canonicalStatusFromKind(kind) { + const map = { + DownloadingRunnerStatus: 'Downloading', + InactiveRunnerStatus: 'Inactive', + StartingRunnerStatus: 'Starting', + LoadedRunnerStatus: 'Loaded', + RunningRunnerStatus: 'Running', + FailedRunnerStatus: 'Failed', + }; + return map[kind] || null; + } + const statuses = runnerIds .map(rid => { const r = runners[rid]; - if (!r || typeof r !== 'object') return undefined; - if (typeof r.runner_status === 'string') return r.runner_status; - const tag = Object.keys(r)[0]; - return typeof tag === 'string' ? tag.replace(/RunnerStatus$/,'') : undefined; // e.g. LoadedRunnerStatus -> Loaded + if (!r) return null; + const [kind] = getTagged(r); + if (kind) return canonicalStatusFromKind(kind); + const s = r.runnerStatus; + return (typeof s === 'string') ? s : null; // backward compatibility }) .filter(s => typeof s === 'string'); @@ -1041,8 +1347,8 @@ const every = (pred) => statuses.length > 0 && statuses.every(pred); if (statuses.length === 0) { - const instanceType = instance.instance_type ?? instance.instanceType; - const inactive = instanceType === 'INACTIVE' || instanceType === 'Inactive'; + const it = instance.instanceType; + const inactive = (it === 'Inactive' || it === 'INACTIVE'); return { statusText: inactive ? 'INACTIVE' : 'LOADED', statusClass: inactive ? 'inactive' : 'loaded' }; } @@ -1072,12 +1378,10 @@ } const instancesHTML = instancesArray.map(instance => { - const shardAssignments = instance.shard_assignments ?? instance.shardAssignments; - const modelId = shardAssignments?.model_id ?? shardAssignments?.modelId ?? 'Unknown Model'; - const instanceId = instance.instance_id ?? instance.instanceId ?? ''; - const truncatedInstanceId = instanceId.length > 8 - ? instanceId.substring(0, 8) + '...' - : instanceId; + const modelId = instance.shardAssignments?.modelId || 'Unknown Model'; + const truncatedInstanceId = instance.instanceId.length > 8 + ? instance.instanceId.substring(0, 8) + '...' + : instance.instanceId; const hostsHTML = instance.hosts?.map(host => `${host.ip}:${host.port}` @@ -1094,15 +1398,31 @@ } // Generate download progress HTML - const downloadProgressHTML = downloadStatus.isDownloading - ? `
- ${downloadStatus.progress}% downloaded -
-
-
-
` - : ''; + let downloadProgressHTML = ''; + let instanceDownloadSummary = ''; + if (downloadStatus.isDownloading) { + const detailsHTML = buildDownloadDetailsHTML(downloadStatus.details || []); + const pctText = (downloadStatus.progress || 0).toFixed(2); + // Aggregate a compact summary from the first runner (they should be consistent in aggregate) + const first = (downloadStatus.details || [])[0]?.progress; + const etaStr = first ? formatDurationMs(first.etaMs) : '—'; + const bytesStr = first ? `${formatBytes(first.downloadedBytes)} / ${formatBytes(first.totalBytes)}` : ''; + const speedStr = first ? formatBytesPerSecond(first.speed) : ''; + const filesSummary = first ? `${first.completedFiles}/${first.totalFiles}` : ''; + instanceDownloadSummary = `${etaStr} · ${bytesStr} · ${speedStr} · ${filesSummary} files`; + downloadProgressHTML = ` +
+ ${pctText}% +
+
+
+
+ ${detailsHTML} + `; + } + + const shardCount = Object.keys(instance.shardAssignments?.runnerToShard || {}).length; return `
@@ -1111,15 +1431,14 @@ ${statusText}
-
-
${modelId}
-
- Shards: ${Object.keys((shardAssignments?.runner_to_shard ?? shardAssignments?.runnerToShard) || {}).length} -
+
${modelId} (${shardCount})
+ ${instanceDownloadSummary ? `
${instanceDownloadSummary}
` : ''} + ${downloadProgressHTML} ${hostsHTML ? `
${hostsHTML}
` : ''} @@ -1176,10 +1495,12 @@ } } - function renderNodes(nodesData) { + function renderNodes(topologyData) { if (!topologyGraphContainer) return; topologyGraphContainer.innerHTML = ''; // Clear previous SVG content + const nodesData = (topologyData && topologyData.nodes) ? topologyData.nodes : {}; + const edgesData = (topologyData && Array.isArray(topologyData.edges)) ? topologyData.edges : []; const nodeIds = Object.keys(nodesData); if (nodeIds.length === 0) { @@ -1214,23 +1535,128 @@ }; }); - // Create group for links (drawn first, so they are behind nodes) + // Add arrowhead definition (supports bidirectional arrows on a single line) + const defs = document.createElementNS('http://www.w3.org/2000/svg', 'defs'); + const marker = document.createElementNS('http://www.w3.org/2000/svg', 'marker'); + marker.setAttribute('id', 'arrowhead'); + marker.setAttribute('viewBox', '0 0 10 10'); + marker.setAttribute('refX', '10'); + marker.setAttribute('refY', '5'); + marker.setAttribute('markerWidth', '11'); + marker.setAttribute('markerHeight', '11'); + marker.setAttribute('orient', 'auto-start-reverse'); + // Draw a subtle V-tip (no filled body) + const markerTip = document.createElementNS('http://www.w3.org/2000/svg', 'path'); + markerTip.setAttribute('d', 'M 0 0 L 10 5 L 0 10'); + markerTip.setAttribute('fill', 'none'); + markerTip.setAttribute('stroke', 'var(--exo-light-gray)'); + markerTip.setAttribute('stroke-width', '1.6'); + markerTip.setAttribute('stroke-linecap', 'round'); + markerTip.setAttribute('stroke-linejoin', 'round'); + markerTip.setAttribute('stroke-dasharray', 'none'); + markerTip.setAttribute('stroke-dashoffset', '0'); + markerTip.setAttribute('style', 'animation: none; pointer-events: none;'); + marker.appendChild(markerTip); + defs.appendChild(marker); + topologyGraphContainer.appendChild(defs); + + // Create groups for links and separate arrow markers (so arrows are not affected by line animations) const linksGroup = document.createElementNS('http://www.w3.org/2000/svg', 'g'); linksGroup.setAttribute('class', 'links-group'); + linksGroup.setAttribute('style', 'pointer-events: none;'); + const arrowsGroup = document.createElementNS('http://www.w3.org/2000/svg', 'g'); + arrowsGroup.setAttribute('class', 'arrows-group'); + arrowsGroup.setAttribute('style', 'pointer-events: none;'); - for (let i = 0; i < numNodes; i++) { - for (let j = i + 1; j < numNodes; j++) { - const link = document.createElementNS('http://www.w3.org/2000/svg', 'line'); - link.setAttribute('x1', nodesWithPositions[i].x); - link.setAttribute('y1', nodesWithPositions[i].y); - link.setAttribute('x2', nodesWithPositions[j].x); - link.setAttribute('y2', nodesWithPositions[j].y); - link.setAttribute('class', 'graph-link'); - linksGroup.appendChild(link); + // Build quick lookup for node positions + const positionById = {}; + nodesWithPositions.forEach(n => { positionById[n.id] = { x: n.x, y: n.y }; }); + + // Group directed edges into undirected pairs to support single line with two arrows + const pairMap = new Map(); // key: "a|b" with a { + if (!edge || !edge.source || !edge.target) return; + if (!positionById[edge.source] || !positionById[edge.target]) return; + if (edge.source === edge.target) return; + const a = edge.source < edge.target ? edge.source : edge.target; + const b = edge.source < edge.target ? edge.target : edge.source; + const key = `${a}|${b}`; + const entry = pairMap.get(key) || { a, b, aToB: false, bToA: false }; + if (edge.source === a && edge.target === b) entry.aToB = true; else entry.bToA = true; + pairMap.set(key, entry); + }); + + // Draw one line per undirected pair with separate arrow carrier lines + pairMap.forEach(entry => { + const posA = positionById[entry.a]; + const posB = positionById[entry.b]; + if (!posA || !posB) return; + + // Full-length center-to-center lines + const x1 = posA.x; + const y1 = posA.y; + const x2 = posB.x; + const y2 = posB.y; + + // Base animated dashed line (no markers) + const baseLine = document.createElementNS('http://www.w3.org/2000/svg', 'line'); + baseLine.setAttribute('x1', x1); + baseLine.setAttribute('y1', y1); + baseLine.setAttribute('x2', x2); + baseLine.setAttribute('y2', y2); + baseLine.setAttribute('class', 'graph-link'); + linksGroup.appendChild(baseLine); + + // Arrowheads centered on the line (tip lies exactly on the line), + // offset along the tangent so opposite directions straddle the center. + const dx = x2 - x1; + const dy = y2 - y1; + const len = Math.hypot(dx, dy) || 1; + const ux = dx / len; + const uy = dy / len; + const mx = (x1 + x2) / 2; + const my = (y1 + y2) / 2; + const tipOffset = 16; // shift arrow tips away from the exact center along the line + const carrier = 2; // short carrier segment length to define orientation + + if (entry.aToB) { + // Arrow pointing A -> B: place tip slightly before center along +tangent + const tipX = mx - ux * tipOffset; + const tipY = my - uy * tipOffset; + const sx = tipX - ux * carrier; + const sy = tipY - uy * carrier; + const ex = tipX; + const ey = tipY; + const arrowSeg = document.createElementNS('http://www.w3.org/2000/svg', 'line'); + arrowSeg.setAttribute('x1', sx); + arrowSeg.setAttribute('y1', sy); + arrowSeg.setAttribute('x2', ex); + arrowSeg.setAttribute('y2', ey); + arrowSeg.setAttribute('stroke', 'none'); + arrowSeg.setAttribute('fill', 'none'); + arrowSeg.setAttribute('marker-end', 'url(#arrowhead)'); + arrowsGroup.appendChild(arrowSeg); } - } - topologyGraphContainer.appendChild(linksGroup); + if (entry.bToA) { + // Arrow pointing B -> A: place tip slightly after center along -tangent + const tipX = mx + ux * tipOffset; + const tipY = my + uy * tipOffset; + const sx = tipX + ux * carrier; // start ahead so the segment points toward tip + const sy = tipY + uy * carrier; + const ex = tipX; + const ey = tipY; + const arrowSeg = document.createElementNS('http://www.w3.org/2000/svg', 'line'); + arrowSeg.setAttribute('x1', sx); + arrowSeg.setAttribute('y1', sy); + arrowSeg.setAttribute('x2', ex); + arrowSeg.setAttribute('y2', ey); + arrowSeg.setAttribute('stroke', 'none'); + arrowSeg.setAttribute('fill', 'none'); + arrowSeg.setAttribute('marker-end', 'url(#arrowhead)'); + arrowsGroup.appendChild(arrowSeg); + } + }); // Create group for nodes const nodesGroup = document.createElementNS('http://www.w3.org/2000/svg', 'g'); nodesGroup.setAttribute('class', 'nodes-group'); @@ -1738,7 +2164,10 @@ nodesGroup.appendChild(nodeG); }); + // Draw order: lines at the very back, then nodes, then mid-line arrows on top + topologyGraphContainer.appendChild(linksGroup); topologyGraphContainer.appendChild(nodesGroup); + topologyGraphContainer.appendChild(arrowsGroup); } function showNodeDetails(selectedNodeId, allNodesData) { @@ -1886,13 +2315,22 @@ throw new Error(`HTTP error! status: ${response.status} ${response.statusText}`); } const clusterState = await response.json(); - const nodesData = transformClusterStateToTopology(clusterState); - renderNodes(nodesData); + const topologyData = transformClusterStateToTopology(clusterState); + // Build nodeId -> friendly name map + nodeIdToFriendlyName = {}; + if (topologyData && topologyData.nodes) { + Object.keys(topologyData.nodes).forEach(nid => { + const n = topologyData.nodes[nid]; + const name = (n && (n.friendly_name || (n.system_info && n.system_info.model_id))) || null; + if (name) nodeIdToFriendlyName[nid] = name; + }); + } + renderNodes(topologyData); // If a node was selected, and it still exists, refresh its details - if (currentlySelectedNodeId && nodesData[currentlySelectedNodeId]) { - showNodeDetails(currentlySelectedNodeId, nodesData); - } else if (currentlySelectedNodeId && !nodesData[currentlySelectedNodeId]) { + if (currentlySelectedNodeId && topologyData.nodes[currentlySelectedNodeId]) { + showNodeDetails(currentlySelectedNodeId, topologyData.nodes); + } else if (currentlySelectedNodeId && !topologyData.nodes[currentlySelectedNodeId]) { // If selected node is gone, close panel and clear selection nodeDetailPanel.classList.remove('visible'); currentlySelectedNodeId = null; @@ -1938,8 +2376,9 @@ } function transformClusterStateToTopology(clusterState) { - const result = {}; - if (!clusterState) return result; + const resultNodes = {}; + const resultEdges = []; + if (!clusterState) return { nodes: resultNodes, edges: resultEdges }; // Helper: get numeric bytes from various shapes (number | {in_bytes}|{inBytes}) function getBytes(value) { @@ -1959,18 +2398,23 @@ return fallback; }; - // Process nodes from topology or fallback to node_profiles/nodeProfiles directly + // Helper: detect API placeholders like "unknown" (case-insensitive) + const isUnknown = (value) => { + return typeof value === 'string' && value.trim().toLowerCase() === 'unknown'; + }; + + // Process nodes from topology or fallback to nodeProfiles directly (support both snake_case and camelCase) let nodesToProcess = {}; if (clusterState.topology && Array.isArray(clusterState.topology.nodes)) { clusterState.topology.nodes.forEach(node => { - const nid = node.node_id ?? node.nodeId; - const nprof = node.node_profile ?? node.nodeProfile; + const nid = node.nodeId ?? node.node_id; + const nprof = node.nodeProfile ?? node.node_profile; if (nid && nprof) { nodesToProcess[nid] = nprof; } }); - } else if (clusterState.node_profiles || clusterState.nodeProfiles) { - nodesToProcess = clusterState.node_profiles ?? clusterState.nodeProfiles; + } else if (clusterState.nodeProfiles || clusterState.node_profiles) { + nodesToProcess = clusterState.nodeProfiles || clusterState.node_profiles; } // Transform each node @@ -1991,10 +2435,15 @@ memBytesAvailable = getBytes(ramAvailVal); const memBytesUsed = Math.max(memBytesTotal - memBytesAvailable, 0); - // Extract model information - const modelId = pick(nodeProfile, 'model_id', 'modelId', 'Unknown'); - const chipId = pick(nodeProfile, 'chip_id', 'chipId', ''); - const friendlyName = pick(nodeProfile, 'friendly_name', 'friendlyName', `${nodeId.substring(0, 8)}...`); + // Extract model information with graceful placeholders while node is loading + const rawModelId = pick(nodeProfile, 'model_id', 'modelId', 'Unknown'); + const rawChipId = pick(nodeProfile, 'chip_id', 'chipId', ''); + const rawFriendlyName = pick(nodeProfile, 'friendly_name', 'friendlyName', `${nodeId.substring(0, 8)}...`); + + // When API has not fully loaded (reports "unknown"), present a nice default + const modelId = isUnknown(rawModelId) ? 'Mac Studio' : rawModelId; + const chipId = isUnknown(rawChipId) ? '' : rawChipId; + const friendlyName = (!rawFriendlyName || isUnknown(rawFriendlyName)) ? 'Mac' : rawFriendlyName; // Extract network addresses (support snake_case and camelCase) const addrList = []; @@ -2039,7 +2488,7 @@ timestamp: new Date().toISOString() }; - result[nodeId] = { + resultNodes[nodeId] = { mem: memBytesTotal, addrs: addrList, last_addr_update: Date.now() / 1000, @@ -2053,7 +2502,21 @@ }; } - return result; + // Extract directed edges from topology.connections if present (support camelCase) + const connections = clusterState.topology && Array.isArray(clusterState.topology.connections) + ? clusterState.topology.connections + : []; + connections.forEach(conn => { + if (!conn) return; + const src = conn.localNodeId ?? conn.local_node_id; + const dst = conn.sendBackNodeId ?? conn.send_back_node_id; + if (!src || !dst) return; + if (!resultNodes[src] || !resultNodes[dst]) return; // only draw edges between known nodes + if (src === dst) return; // skip self loops for now + resultEdges.push({ source: src, target: dst }); + }); + + return { nodes: resultNodes, edges: resultEdges }; } // --- Conditional Data Handling --- @@ -2193,11 +2656,12 @@ mi.timestamp = new Date().toISOString(); } } - renderNodes(mockData); + const mockTopology = { nodes: mockData, edges: [] }; + renderNodes(mockTopology); lastUpdatedElement.textContent = `Last updated: ${new Date().toLocaleTimeString()} (Mock Data)`; if (currentlySelectedNodeId && mockData[currentlySelectedNodeId]) { - showNodeDetails(currentlySelectedNodeId, mockData); + showNodeDetails(currentlySelectedNodeId, mockTopology.nodes); } else if (currentlySelectedNodeId && !mockData[currentlySelectedNodeId]) { nodeDetailPanel.classList.remove('visible'); currentlySelectedNodeId = null; diff --git a/pyproject.toml b/pyproject.toml index c237615e..39240fc6 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -51,11 +51,11 @@ dev = [ "ruff>=0.11.13", ] -# dependencies only required for Apple Silicon -[project.optional-dependencies] -darwin = [ - "mlx", -] +# mlx[cuda] requires a newer version of mlx. the ideal on linux is: default to mlx[cpu] unless[cuda] specified. +# [project.optional-dependencies] +# cuda = [ +# "mlx[cuda]==0.26.3", +# ] ### # workspace configuration diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index 774af661..4baa9853 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -3,6 +3,7 @@ import concurrent.futures import contextlib import os import resource +from loguru import logger from asyncio import AbstractEventLoop from typing import Any, Callable, Optional, cast @@ -63,6 +64,9 @@ def mlx_setup( cache_frac_of_mrwss: float = 0.65, # main workhorse wired_frac_of_mrwss: float = 0.00, # start with no wiring ) -> None: + if not mx.metal.is_available(): + logger.warning("Metal is not available. Skipping MLX memory wired limits setup.") + return info = mx.metal.device_info() mrwss = int(info["max_recommended_working_set_size"]) # bytes memsize = int(info["memory_size"]) # bytes diff --git a/src/exo/master/tests/test_api.py b/src/exo/master/tests/test_api.py deleted file mode 100644 index 5965ab5e..00000000 --- a/src/exo/master/tests/test_api.py +++ /dev/null @@ -1,38 +0,0 @@ -import asyncio - -import pytest - - -@pytest.mark.asyncio -async def test_master_api_multiple_response_sequential() -> None: - # TODO - return - messages = [ChatMessage(role="user", content="Hello, who are you?")] - token_count = 0 - text: str = "" - async for choice in stream_chatgpt_response(messages): - print(choice, flush=True) - if choice.delta and choice.delta.content: - text += choice.delta.content - token_count += 1 - if choice.finish_reason: - break - - assert token_count >= 3, f"Expected at least 3 tokens, got {token_count}" - assert len(text) > 0, "Expected non-empty response text" - - await asyncio.sleep(0.1) - - messages = [ChatMessage(role="user", content="What time is it in France?")] - token_count = 0 - text = "" # re-initialize, do not redeclare type - async for choice in stream_chatgpt_response(messages): - print(choice, flush=True) - if choice.delta and choice.delta.content: - text += choice.delta.content - token_count += 1 - if choice.finish_reason: - break - - assert token_count >= 3, f"Expected at least 3 tokens, got {token_count}" - assert len(text) > 0, "Expected non-empty response text" diff --git a/src/exo/shared/types/state.py b/src/exo/shared/types/state.py index 8e2e6ede..fcdd08a6 100644 --- a/src/exo/shared/types/state.py +++ b/src/exo/shared/types/state.py @@ -1,7 +1,7 @@ from collections.abc import Mapping, Sequence from typing import Any, cast -from pydantic import ConfigDict, Field, field_validator, field_serializer +from pydantic import ConfigDict, Field, field_serializer, field_validator from exo.shared.topology import Topology, TopologySnapshot from exo.shared.types.common import NodeId diff --git a/src/exo/shared/types/worker/downloads.py b/src/exo/shared/types/worker/downloads.py index 5c58b3e4..843ee7de 100644 --- a/src/exo/shared/types/worker/downloads.py +++ b/src/exo/shared/types/worker/downloads.py @@ -6,7 +6,15 @@ from exo.utils.pydantic_ext import CamelCaseModel, TaggedModel class DownloadProgressData(CamelCaseModel): total_bytes: Memory downloaded_bytes: Memory + downloaded_bytes_this_session: Memory + completed_files: int + total_files: int + + speed: float + eta_ms: int + + files: dict[str, "DownloadProgressData"] class BaseDownloadProgress(TaggedModel): node_id: NodeId diff --git a/src/exo/worker/download/download_utils.py b/src/exo/worker/download/download_utils.py index 03551db9..b33eaae7 100644 --- a/src/exo/worker/download/download_utils.py +++ b/src/exo/worker/download/download_utils.py @@ -12,9 +12,19 @@ from urllib.parse import urljoin import aiofiles import aiofiles.os as aios import aiohttp -from pydantic import BaseModel, DirectoryPath, Field, PositiveInt, TypeAdapter, ConfigDict +from loguru import logger +from pydantic import ( + BaseModel, + ConfigDict, + DirectoryPath, + Field, + PositiveInt, + TypeAdapter, +) from exo.shared.constants import EXO_HOME +from exo.shared.types.memory import Memory +from exo.shared.types.worker.downloads import DownloadProgressData from exo.shared.types.worker.shards import ShardMetadata from exo.worker.download.huggingface_utils import ( filter_repo_objects, @@ -40,15 +50,13 @@ class FileListEntry(BaseModel): class RepoFileDownloadProgress(BaseModel): - """Progress information for an individual file within a repository download.""" - repo_id: str repo_revision: str file_path: str - downloaded: int - downloaded_this_session: int - total: int - speed: float # bytes per second + downloaded: Memory + downloaded_this_session: Memory + total: Memory + speed: float eta: timedelta status: Literal["not_started", "in_progress", "complete"] start_time: float @@ -57,40 +65,50 @@ class RepoFileDownloadProgress(BaseModel): class RepoDownloadProgress(BaseModel): - """Aggregated download progress information for a repository/shard combination. - - This structure captures the overall progress of downloading the files - required to materialise a particular *shard* of a model. It purposely - mirrors the key summary fields emitted by the `RepoProgressEvent` so that - the event payload can be cleanly projected onto the long-lived cluster - state. - """ - repo_id: str repo_revision: str shard: ShardMetadata - - # progress totals completed_files: int total_files: int - downloaded_bytes: int - downloaded_bytes_this_session: int - total_bytes: int - - # speed / eta - overall_speed: float # bytes per second + downloaded_bytes: Memory + downloaded_bytes_this_session: Memory + total_bytes: Memory + overall_speed: float overall_eta: timedelta - - # lifecycle status status: Literal["not_started", "in_progress", "complete"] - - # fine-grained file progress keyed by file_path file_progress: Dict[str, RepoFileDownloadProgress] = Field(default_factory=dict) model_config = ConfigDict( - frozen = True # allow use as dict keys if desired + frozen = True ) +def trim_etag(etag: str) -> str: + if (etag[0] == '"' and etag[-1] == '"') or (etag[0] == "'" and etag[-1] == "'"): + return etag[1:-1] + return etag + +def map_repo_file_download_progress_to_download_progress_data(repo_file_download_progress: RepoFileDownloadProgress) -> DownloadProgressData: + return DownloadProgressData( + downloaded_bytes=repo_file_download_progress.downloaded, + downloaded_bytes_this_session=repo_file_download_progress.downloaded_this_session, + total_bytes=repo_file_download_progress.total, + completed_files=1 if repo_file_download_progress.status == "complete" else 0, + total_files=1, + speed=repo_file_download_progress.speed, + eta_ms=int(repo_file_download_progress.eta.total_seconds() * 1000), + files={}, + ) +def map_repo_download_progress_to_download_progress_data(repo_download_progress: RepoDownloadProgress) -> DownloadProgressData: + return DownloadProgressData( + total_bytes=repo_download_progress.total_bytes, + downloaded_bytes=repo_download_progress.downloaded_bytes, + downloaded_bytes_this_session=repo_download_progress.downloaded_bytes_this_session, + completed_files=repo_download_progress.completed_files, + total_files=repo_download_progress.total_files, + speed=repo_download_progress.overall_speed, + eta_ms=int(repo_download_progress.overall_eta.total_seconds() * 1000), + files={file_path: map_repo_file_download_progress_to_download_progress_data(file_progress) for file_path, file_progress in repo_download_progress.file_progress.items()}, + ) def build_model_path(model_id: str) -> DirectoryPath: return EXO_HOME / "models" / model_id.replace("/", "--") @@ -141,13 +159,13 @@ async def seed_models(seed_dir: Union[str, Path]): if path.is_dir() and path.name.startswith("models--"): dest_path = dest_dir / path.name if await aios.path.exists(dest_path): - print("Skipping moving model to .cache directory") + logger.info("Skipping moving model to .cache directory") else: try: await aios.rename(str(path), str(dest_path)) except Exception: - print(f"Error seeding model {path} to {dest_path}") - traceback.print_exc() + logger.error(f"Error seeding model {path} to {dest_path}") + logger.error(traceback.format_exc()) async def fetch_file_list_with_cache( @@ -192,13 +210,9 @@ async def _fetch_file_list( api_url = f"{get_hf_endpoint()}/api/models/{repo_id}/tree/{revision}" url = f"{api_url}/{path}" if path else api_url - headers = await get_auth_headers() + headers = await get_download_headers() async with ( - aiohttp.ClientSession( - timeout=aiohttp.ClientTimeout( - total=30, connect=10, sock_read=30, sock_connect=10 - ) - ) as session, + create_http_session(timeout_profile="short") as session, session.get(url, headers=headers) as response, ): if response.status == 200: @@ -218,6 +232,34 @@ async def _fetch_file_list( raise Exception(f"Failed to fetch file list: {response.status}") +async def get_download_headers() -> dict[str, str]: + return {**(await get_auth_headers()), "Accept-Encoding": "identity"} + +def create_http_session( + auto_decompress: bool = False, + timeout_profile: Literal["short", "long"] = "long", +) -> aiohttp.ClientSession: + if timeout_profile == "short": + total_timeout = 30 + connect_timeout = 10 + sock_read_timeout = 30 + sock_connect_timeout = 10 + else: + total_timeout = 1800 + connect_timeout = 60 + sock_read_timeout = 1800 + sock_connect_timeout = 60 + + return aiohttp.ClientSession( + auto_decompress=auto_decompress, + timeout=aiohttp.ClientTimeout( + total=total_timeout, + connect=connect_timeout, + sock_read=sock_read_timeout, + sock_connect=sock_connect_timeout, + ), + ) + async def calc_hash(path: Path, hash_type: Literal["sha1", "sha256"] = "sha1") -> str: hasher = hashlib.sha1() if hash_type == "sha1" else hashlib.sha256() if hash_type == "sha1": @@ -237,46 +279,29 @@ async def file_meta( if redirected_location is None else f"{get_hf_endpoint()}{redirected_location}" ) - headers = await get_auth_headers() + headers = await get_download_headers() async with ( - aiohttp.ClientSession( - timeout=aiohttp.ClientTimeout( - total=1800, connect=60, sock_read=1800, sock_connect=60 - ) - ) as session, + create_http_session(timeout_profile="short") as session, session.head(url, headers=headers) as r, ): if r.status == 307: - # Try to extract from X-Linked headers first (common for HF redirects) - content_length = int( - r.headers.get("x-linked-size") or r.headers.get("content-length") or 0 - ) - etag = ( - r.headers.get("X-Linked-ETag") - or r.headers.get("ETag") - or r.headers.get("Etag") - ) - if content_length > 0 and etag is not None: - if (etag[0] == '"' and etag[-1] == '"') or ( - etag[0] == "'" and etag[-1] == "'" - ): - etag = etag[1:-1] + # On redirect, only trust Hugging Face's x-linked-* headers. + x_linked_size = r.headers.get("x-linked-size") + x_linked_etag = r.headers.get("x-linked-etag") + if x_linked_size and x_linked_etag: + content_length = int(x_linked_size) + etag = trim_etag(x_linked_etag) return content_length, etag - # If not available, recurse with the redirect - redirected_location = r.headers.get("Location") + # Otherwise, follow the redirect to get authoritative size/hash + redirected_location = r.headers.get("location") return await file_meta(repo_id, revision, path, redirected_location) content_length = int( r.headers.get("x-linked-size") or r.headers.get("content-length") or 0 ) - etag = ( - r.headers.get("X-Linked-ETag") - or r.headers.get("ETag") - or r.headers.get("Etag") - ) + etag = r.headers.get("x-linked-etag") or r.headers.get("etag") assert content_length > 0, f"No content length for {url}" assert etag is not None, f"No remote hash for {url}" - if (etag[0] == '"' and etag[-1] == '"') or (etag[0] == "'" and etag[-1] == "'"): - etag = etag[1:-1] + etag = trim_etag(etag) return content_length, etag @@ -296,10 +321,10 @@ async def download_file_with_retry( except Exception as e: if isinstance(e, FileNotFoundError) or attempt == n_attempts - 1: raise e - print( + logger.error( f"Download error on attempt {attempt}/{n_attempts} for {repo_id=} {revision=} {path=} {target_dir=}" ) - traceback.print_exc() + logger.error(traceback.format_exc()) await asyncio.sleep(min(8, 0.1 * (2.0**attempt))) raise Exception( f"Failed to download file {repo_id=} {revision=} {path=} {target_dir=}" @@ -326,23 +351,13 @@ async def _download_file( ) if resume_byte_pos != length: url = urljoin(f"{get_hf_endpoint()}/{repo_id}/resolve/{revision}/", path) - headers = await get_auth_headers() + headers = await get_download_headers() if resume_byte_pos: headers["Range"] = f"bytes={resume_byte_pos}-" n_read = resume_byte_pos or 0 async with ( - aiohttp.ClientSession( - timeout=aiohttp.ClientTimeout( - total=1800, connect=60, sock_read=1800, sock_connect=60 - ) - ) as session, - session.get( - url, - headers=headers, - timeout=aiohttp.ClientTimeout( - total=1800, connect=60, sock_read=1800, sock_connect=60 - ), - ) as r, + create_http_session(timeout_profile="long") as session, + session.get(url, headers=headers) as r, ): if r.status == 404: raise FileNotFoundError(f"File not found: {url}") @@ -364,7 +379,7 @@ async def _download_file( try: await aios.remove(partial_path) except Exception as e: - print(f"Error removing partial file {partial_path}: {e}") + logger.error(f"Error removing partial file {partial_path}: {e}") raise Exception( f"Downloaded file {target_dir / path} has hash {final_hash} but remote hash is {remote_hash}" ) @@ -379,11 +394,9 @@ def calculate_repo_progress( file_progress: Dict[str, RepoFileDownloadProgress], all_start_time: float, ) -> RepoDownloadProgress: - all_total_bytes = sum(p.total for p in file_progress.values()) - all_downloaded_bytes = sum(p.downloaded for p in file_progress.values()) - all_downloaded_bytes_this_session = sum( - p.downloaded_this_session for p in file_progress.values() - ) + all_total_bytes = sum((p.total.in_bytes for p in file_progress.values()), 0) + all_downloaded_bytes = sum((p.downloaded.in_bytes for p in file_progress.values()), 0) + all_downloaded_bytes_this_session = sum((p.downloaded_this_session.in_bytes for p in file_progress.values()), 0) elapsed_time = time.time() - all_start_time all_speed = ( all_downloaded_bytes_this_session / elapsed_time if elapsed_time > 0 else 0 @@ -408,9 +421,9 @@ def calculate_repo_progress( [p for p in file_progress.values() if p.downloaded == p.total] ), total_files=len(file_progress), - downloaded_bytes=all_downloaded_bytes, - downloaded_bytes_this_session=all_downloaded_bytes_this_session, - total_bytes=all_total_bytes, + downloaded_bytes=Memory.from_bytes(all_downloaded_bytes), + downloaded_bytes_this_session=Memory.from_bytes(all_downloaded_bytes_this_session), + total_bytes=Memory.from_bytes(all_total_bytes), overall_speed=all_speed, overall_eta=all_eta, status=status, @@ -434,8 +447,8 @@ async def resolve_allow_patterns(shard: ShardMetadata) -> List[str]: weight_map = await get_weight_map(str(shard.model_meta.model_id)) return get_allow_patterns(weight_map, shard) except Exception: - print(f"Error getting weight map for {shard.model_meta.model_id=}") - traceback.print_exc() + logger.error(f"Error getting weight map for {shard.model_meta.model_id=}") + logger.error(traceback.format_exc()) return ["*"] @@ -451,13 +464,11 @@ async def get_downloaded_size(path: Path) -> int: async def download_progress_for_local_path( repo_id: str, shard: ShardMetadata, local_path: Path ) -> RepoDownloadProgress: - # Scan local files for accurate progress reporting file_progress: Dict[str, RepoFileDownloadProgress] = {} total_files = 0 total_bytes = 0 if await aios.path.isdir(local_path): - # Recursively count files and sizes for root, _, files in os.walk(local_path): for f in files: if f.endswith((".safetensors", ".bin", ".pt", ".gguf", ".json")): @@ -468,9 +479,9 @@ async def download_progress_for_local_path( repo_id=repo_id, repo_revision="local", file_path=rel_path, - downloaded=size, - downloaded_this_session=0, - total=size, + downloaded=Memory.from_bytes(size), + downloaded_this_session=Memory.from_bytes(0), + total=Memory.from_bytes(size), speed=0, eta=timedelta(0), status="complete", @@ -487,9 +498,9 @@ async def download_progress_for_local_path( shard=shard, completed_files=total_files, total_files=total_files, - downloaded_bytes=total_bytes, - downloaded_bytes_this_session=0, - total_bytes=total_bytes, + downloaded_bytes=Memory.from_bytes(total_bytes), + downloaded_bytes_this_session=Memory.from_bytes(0), + total_bytes=Memory.from_bytes(total_bytes), overall_speed=0, overall_eta=timedelta(0), status="complete", @@ -505,11 +516,11 @@ async def download_shard( allow_patterns: List[str] | None = None, ) -> tuple[Path, RepoDownloadProgress]: if not skip_download: - print(f"Downloading {shard.model_meta.model_id=}") + logger.info(f"Downloading {shard.model_meta.model_id=}") # Handle local paths if await aios.path.exists(str(shard.model_meta.model_id)): - print(f"Using local model path {shard.model_meta.model_id}") + logger.info(f"Using local model path {shard.model_meta.model_id}") local_path = Path(str(shard.model_meta.model_id)) return local_path, await download_progress_for_local_path( str(shard.model_meta.model_id), shard, local_path @@ -525,7 +536,7 @@ async def download_shard( if not allow_patterns: allow_patterns = await resolve_allow_patterns(shard) - print(f"Downloading {shard.model_meta.model_id=} with {allow_patterns=}") + logger.info(f"Downloading {shard.model_meta.model_id=} with {allow_patterns=}") all_start_time = time.time() # TODO: currently not recursive. Some models might require subdirectories - thus this will need to be changed. @@ -546,8 +557,8 @@ async def download_shard( else time.time() ) downloaded_this_session = ( - file_progress[file.path].downloaded_this_session - + (curr_bytes - file_progress[file.path].downloaded) + file_progress[file.path].downloaded_this_session.in_bytes + + (curr_bytes - file_progress[file.path].downloaded.in_bytes) if file.path in file_progress else curr_bytes ) @@ -565,9 +576,9 @@ async def download_shard( repo_id=str(shard.model_meta.model_id), repo_revision=revision, file_path=file.path, - downloaded=curr_bytes, - downloaded_this_session=downloaded_this_session, - total=total_bytes, + downloaded=Memory.from_bytes(curr_bytes), + downloaded_this_session=Memory.from_bytes(downloaded_this_session), + total=Memory.from_bytes(total_bytes), speed=speed, eta=eta, status="complete" if curr_bytes == total_bytes else "in_progress", @@ -590,9 +601,9 @@ async def download_shard( repo_id=str(shard.model_meta.model_id), repo_revision=revision, file_path=file.path, - downloaded=downloaded_bytes, - downloaded_this_session=0, - total=file.size or 0, + downloaded=Memory.from_bytes(downloaded_bytes), + downloaded_this_session=Memory.from_bytes(0), + total=Memory.from_bytes(file.size or 0), speed=0, eta=timedelta(0), status="complete" if downloaded_bytes == file.size else "not_started", diff --git a/src/exo/worker/download/shard_downloader.py b/src/exo/worker/download/shard_downloader.py index bd8ab417..c5e557cb 100644 --- a/src/exo/worker/download/shard_downloader.py +++ b/src/exo/worker/download/shard_downloader.py @@ -64,9 +64,9 @@ class ShardDownloader(ABC): ), completed_files=0, total_files=0, - downloaded_bytes=0, - downloaded_bytes_this_session=0, - total_bytes=0, + downloaded_bytes=Memory.from_bytes(0), + downloaded_bytes_this_session=Memory.from_bytes(0), + total_bytes=Memory.from_bytes(0), overall_speed=0, overall_eta=timedelta(seconds=0), status="complete", @@ -113,9 +113,9 @@ class NoopShardDownloader(ShardDownloader): ), completed_files=0, total_files=0, - downloaded_bytes=0, - downloaded_bytes_this_session=0, - total_bytes=0, + downloaded_bytes=Memory.from_bytes(0), + downloaded_bytes_this_session=Memory.from_bytes(0), + total_bytes=Memory.from_bytes(0), overall_speed=0, overall_eta=timedelta(seconds=0), status="complete", @@ -131,9 +131,9 @@ class NoopShardDownloader(ShardDownloader): shard=shard, completed_files=0, total_files=0, - downloaded_bytes=0, - downloaded_bytes_this_session=0, - total_bytes=0, + downloaded_bytes=Memory.from_bytes(0), + downloaded_bytes_this_session=Memory.from_bytes(0), + total_bytes=Memory.from_bytes(0), overall_speed=0, overall_eta=timedelta(seconds=0), status="complete", diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 0c3699fd..8c47145e 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -30,7 +30,6 @@ from exo.shared.types.events import ( TopologyEdgeCreated, TopologyEdgeDeleted, ) -from exo.shared.types.memory import Memory from exo.shared.types.multiaddr import Multiaddr from exo.shared.types.profiling import MemoryPerformanceProfile, NodePerformanceProfile from exo.shared.types.state import State @@ -41,7 +40,6 @@ from exo.shared.types.worker.downloads import ( DownloadCompleted, DownloadOngoing, DownloadPending, - DownloadProgressData, ) from exo.shared.types.worker.ops import ( AssignRunnerOp, @@ -64,6 +62,9 @@ from exo.shared.types.worker.shards import ShardMetadata from exo.utils.channels import Receiver, Sender from exo.utils.event_buffer import OrderedBuffer from exo.worker.common import AssignedRunner +from exo.worker.download.download_utils import ( + map_repo_download_progress_to_download_progress_data, +) from exo.worker.download.shard_downloader import RepoDownloadProgress, ShardDownloader from exo.worker.plan import plan from exo.worker.runner.runner_supervisor import RunnerSupervisor @@ -318,12 +319,7 @@ class Worker: assigned_runner.status = DownloadingRunnerStatus( download_progress=DownloadOngoing( node_id=self.node_id, - download_progress=DownloadProgressData( - total_bytes=Memory.from_bytes(initial_progress.total_bytes), - downloaded_bytes=Memory.from_bytes( - initial_progress.downloaded_bytes - ), - ), + download_progress=map_repo_download_progress_to_download_progress_data(initial_progress), ) ) yield assigned_runner.status_update_event() @@ -377,12 +373,7 @@ class Worker: assigned_runner.status = DownloadingRunnerStatus( download_progress=DownloadOngoing( node_id=self.node_id, - download_progress=DownloadProgressData( - total_bytes=Memory.from_bytes(progress.total_bytes), - downloaded_bytes=Memory.from_bytes( - progress.downloaded_bytes - ), - ), + download_progress=map_repo_download_progress_to_download_progress_data(progress), ) ) yield assigned_runner.status_update_event() diff --git a/src/exo/worker/tests/test_plan/test_worker_plan_utils.py b/src/exo/worker/tests/test_plan/test_worker_plan_utils.py index f4681c11..fd9c40d2 100644 --- a/src/exo/worker/tests/test_plan/test_worker_plan_utils.py +++ b/src/exo/worker/tests/test_plan/test_worker_plan_utils.py @@ -117,7 +117,7 @@ def make_downloading_status(node_id: NodeId) -> DownloadingRunnerStatus: download_progress=DownloadOngoing( node_id=node_id, download_progress=DownloadProgressData( - total_bytes=Memory.from_bytes(1), downloaded_bytes=Memory.from_bytes(0) + total_bytes=Memory.from_bytes(1), downloaded_bytes=Memory.from_bytes(0), downloaded_bytes_this_session=Memory.from_bytes(0), completed_files=0, total_files=0, speed=0, eta_ms=0, files={} ), ) ) diff --git a/src/exo/worker/utils/profile.py b/src/exo/worker/utils/profile.py index 45f8c4b0..50914a31 100644 --- a/src/exo/worker/utils/profile.py +++ b/src/exo/worker/utils/profile.py @@ -7,6 +7,7 @@ import anyio import psutil from loguru import logger +from exo.shared.types.memory import Memory from 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src/exo/worker/runner/utils.py | 2 +- .../tests/test_plan/test_worker_plan_utils.py | 9 +- src/exo/worker/utils/profile.py | 8 +- uv.lock | 1432 ++++++++++------- 15 files changed, 966 insertions(+), 620 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 39240fc6..79251a54 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -26,8 +26,8 @@ dependencies = [ "sqlalchemy[asyncio]>=2.0.43", "greenlet>=3.2.4", "huggingface-hub>=0.33.4", - "mlx==0.26.3", - "mlx-lm==0.26.4", + "mlx==0.29.3", + "mlx-lm==0.28.3", "psutil>=7.0.0", "transformers>=4.55.2", "cobs>=1.2.2", diff --git a/src/exo/engines/mlx/auto_parallel.py b/src/exo/engines/mlx/auto_parallel.py index 383cb8c2..293a4da5 100644 --- a/src/exo/engines/mlx/auto_parallel.py +++ b/src/exo/engines/mlx/auto_parallel.py @@ -1,4 +1,4 @@ -from typing import Protocol, cast, override +from typing import cast, override, Protocol, TYPE_CHECKING import mlx.core as mx import mlx.nn as nn # pyright: ignore[reportMissingTypeStubs] @@ -22,10 +22,29 @@ class _LayerCallable(Protocol): def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: ... -class PipelineFirstLayer(nn.Module): - def __init__(self, original_layer: _LayerCallable, r: int, s: int): +class CustomMlxLayer(nn.Module): + """Base class for replacing an MLX layer with a custom implementation.""" + + def __init__(self, original_layer: _LayerCallable): super().__init__() + # Set twice to avoid __setattr__ recursion + object.__setattr__(self, "_original_layer", original_layer) self.original_layer: _LayerCallable = original_layer + + # Calls __getattr__ for any attributes not found on nn.Module (e.g. use_sliding) + if not TYPE_CHECKING: + + def __getattr__(self, name): + try: + return super().__getattr__(name) + except AttributeError: + original_layer = object.__getattribute__(self, "_original_layer") + return object.__getattribute__(original_layer, name) + + +class PipelineFirstLayer(CustomMlxLayer): + def __init__(self, original_layer: _LayerCallable, r: int, s: int): + super().__init__(original_layer) self.r: int = r self.s: int = s @@ -36,10 +55,9 @@ class PipelineFirstLayer(nn.Module): return self.original_layer(x, *args, **kwargs) -class PipelineLastLayer(nn.Module): +class PipelineLastLayer(CustomMlxLayer): def __init__(self, original_layer: _LayerCallable, r: int, s: int): - super().__init__() - self.original_layer: _LayerCallable = original_layer + super().__init__(original_layer) self.r: int = r self.s: int = s @@ -48,7 +66,7 @@ class PipelineLastLayer(nn.Module): output: mx.array = self.original_layer(x, *args, **kwargs) if self.r != self.s - 1: output = mx.distributed.send(output, (self.r + 1) % self.s) - output = mx.distributed.all_gather(output)[-output.shape[0] :] # pyright: ignore[reportUnknownMemberType] + output = mx.distributed.all_gather(output)[-output.shape[0] :] return output diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index 4baa9853..b7b97ac3 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -50,7 +50,7 @@ def broadcast_from_zero(value: int) -> int: m = mx.distributed.all_sum(a, stream=mx.Device(mx.DeviceType.cpu)) mx.eval(m) # type: ignore - return int(m.item()) # type: ignore + return int(m.item()) class HostList(RootModel[list[str]]): @@ -65,7 +65,9 @@ def mlx_setup( wired_frac_of_mrwss: float = 0.00, # start with no wiring ) -> None: if not mx.metal.is_available(): - logger.warning("Metal is not available. Skipping MLX memory wired limits setup.") + logger.warning( + "Metal is not available. Skipping MLX memory wired limits setup." + ) return info = mx.metal.device_info() mrwss = int(info["max_recommended_working_set_size"]) # bytes @@ -216,8 +218,8 @@ class NullKVCache(KVCache): def __init__(self, dtype: mx.Dtype = mx.float16): super().__init__() # zero-length K/V so shapes/dtypes are defined but empty - self.keys = mx.zeros((1, 1, 0, 1), dtype=dtype) # pyright: ignore[reportUnknownMemberType] - self.values = mx.zeros((1, 1, 0, 1), dtype=dtype) # pyright: ignore[reportUnknownMemberType] + self.keys = mx.zeros((1, 1, 0, 1), dtype=dtype) + self.values = mx.zeros((1, 1, 0, 1), dtype=dtype) self.offset = 0 @property @@ -247,11 +249,11 @@ def mlx_force_oom(size: int = 40000) -> None: Force an Out-Of-Memory (OOM) error in MLX by performing large tensor operations. """ mx.set_default_device(mx.gpu) # type: ignore - a = mx.random.uniform(shape=(size, size), dtype=mx.float32) # type: ignore - b = mx.random.uniform(shape=(size, size), dtype=mx.float32) # type: ignore + a = mx.random.uniform(shape=(size, size), dtype=mx.float32) + b = mx.random.uniform(shape=(size, size), dtype=mx.float32) mx.eval(a, b) # type: ignore - c = mx.matmul(a, b) # type: ignore - d = mx.matmul(a, c) # type: ignore - e = mx.matmul(b, c) # type: ignore - f = mx.sigmoid(d + e) # type: ignore + c = mx.matmul(a, b) + d = mx.matmul(a, c) + e = mx.matmul(b, c) + f = mx.sigmoid(d + e) mx.eval(f) # type: ignore diff --git a/src/exo/master/placement.py b/src/exo/master/placement.py index 669688c8..6a245dd8 100644 --- a/src/exo/master/placement.py +++ b/src/exo/master/placement.py @@ -63,7 +63,8 @@ def get_instance_placements_after_create( smallest_cycles = smallest_tb_cycles cycles_with_leaf_nodes: list[list[NodeInfo]] = [ - cycle for cycle in smallest_cycles + cycle + for cycle in smallest_cycles if any(topology.node_is_leaf(node.node_id) for node in cycle) ] diff --git a/src/exo/master/tests/test_placement.py b/src/exo/master/tests/test_placement.py index cace7bad..aec5e961 100644 --- a/src/exo/master/tests/test_placement.py +++ b/src/exo/master/tests/test_placement.py @@ -300,7 +300,9 @@ def test_placement_prioritizes_leaf_cycle_with_less_memory( ) # Act - placements = get_instance_placements_after_create(create_instance_command, topology, {}) + placements = get_instance_placements_after_create( + create_instance_command, topology, {} + ) # Assert the chosen cycle is A-B-C (contains at least one leaf node), even though # D-E-F has more total memory. diff --git a/src/exo/shared/topology.py b/src/exo/shared/topology.py index 9727ae99..c88e1f59 100644 --- a/src/exo/shared/topology.py +++ b/src/exo/shared/topology.py @@ -50,7 +50,10 @@ class Topology: self._rx_id_to_node_id_map[rx_id] = node.node_id def node_is_leaf(self, node_id: NodeId) -> bool: - return node_id in self._node_id_to_rx_id_map and len(self._graph.neighbors(self._node_id_to_rx_id_map[node_id])) == 1 + return ( + node_id in self._node_id_to_rx_id_map + and len(self._graph.neighbors(self._node_id_to_rx_id_map[node_id])) == 1 + ) def contains_node(self, node_id: NodeId) -> bool: return node_id in self._node_id_to_rx_id_map diff --git a/src/exo/shared/types/tasks.py b/src/exo/shared/types/tasks.py index c500a569..0e38d5dc 100644 --- a/src/exo/shared/types/tasks.py +++ b/src/exo/shared/types/tasks.py @@ -10,7 +10,7 @@ from exo.utils.pydantic_ext import TaggedModel class TaskId(Id): pass - + class TaskStatus(str, Enum): Pending = "Pending" diff --git a/src/exo/shared/types/worker/downloads.py b/src/exo/shared/types/worker/downloads.py index 843ee7de..96c31b7d 100644 --- a/src/exo/shared/types/worker/downloads.py +++ b/src/exo/shared/types/worker/downloads.py @@ -16,6 +16,7 @@ class DownloadProgressData(CamelCaseModel): files: dict[str, "DownloadProgressData"] + class BaseDownloadProgress(TaggedModel): node_id: NodeId diff --git a/src/exo/worker/download/download_utils.py b/src/exo/worker/download/download_utils.py index b33eaae7..217da9a4 100644 --- a/src/exo/worker/download/download_utils.py +++ b/src/exo/worker/download/download_utils.py @@ -61,7 +61,7 @@ class RepoFileDownloadProgress(BaseModel): status: Literal["not_started", "in_progress", "complete"] start_time: float - model_config = ConfigDict(frozen = True) + model_config = ConfigDict(frozen=True) class RepoDownloadProgress(BaseModel): @@ -78,16 +78,18 @@ class RepoDownloadProgress(BaseModel): status: Literal["not_started", "in_progress", "complete"] file_progress: Dict[str, RepoFileDownloadProgress] = Field(default_factory=dict) - model_config = ConfigDict( - frozen = True - ) + model_config = ConfigDict(frozen=True) + def trim_etag(etag: str) -> str: if (etag[0] == '"' and etag[-1] == '"') or (etag[0] == "'" and etag[-1] == "'"): return etag[1:-1] return etag -def map_repo_file_download_progress_to_download_progress_data(repo_file_download_progress: RepoFileDownloadProgress) -> DownloadProgressData: + +def map_repo_file_download_progress_to_download_progress_data( + repo_file_download_progress: RepoFileDownloadProgress, +) -> DownloadProgressData: return DownloadProgressData( downloaded_bytes=repo_file_download_progress.downloaded, downloaded_bytes_this_session=repo_file_download_progress.downloaded_this_session, @@ -98,7 +100,11 @@ def map_repo_file_download_progress_to_download_progress_data(repo_file_download eta_ms=int(repo_file_download_progress.eta.total_seconds() * 1000), files={}, ) -def map_repo_download_progress_to_download_progress_data(repo_download_progress: RepoDownloadProgress) -> DownloadProgressData: + + +def map_repo_download_progress_to_download_progress_data( + repo_download_progress: RepoDownloadProgress, +) -> DownloadProgressData: return DownloadProgressData( total_bytes=repo_download_progress.total_bytes, downloaded_bytes=repo_download_progress.downloaded_bytes, @@ -107,9 +113,15 @@ def map_repo_download_progress_to_download_progress_data(repo_download_progress: total_files=repo_download_progress.total_files, speed=repo_download_progress.overall_speed, eta_ms=int(repo_download_progress.overall_eta.total_seconds() * 1000), - files={file_path: map_repo_file_download_progress_to_download_progress_data(file_progress) for file_path, file_progress in repo_download_progress.file_progress.items()}, + files={ + file_path: map_repo_file_download_progress_to_download_progress_data( + file_progress + ) + for file_path, file_progress in repo_download_progress.file_progress.items() + }, ) + def build_model_path(model_id: str) -> DirectoryPath: return EXO_HOME / "models" / model_id.replace("/", "--") @@ -235,6 +247,7 @@ async def _fetch_file_list( async def get_download_headers() -> dict[str, str]: return {**(await get_auth_headers()), "Accept-Encoding": "identity"} + def create_http_session( auto_decompress: bool = False, timeout_profile: Literal["short", "long"] = "long", @@ -260,6 +273,7 @@ def create_http_session( ), ) + async def calc_hash(path: Path, hash_type: Literal["sha1", "sha256"] = "sha1") -> str: hasher = hashlib.sha1() if hash_type == "sha1" else hashlib.sha256() if hash_type == "sha1": @@ -395,8 +409,12 @@ def calculate_repo_progress( all_start_time: float, ) -> RepoDownloadProgress: all_total_bytes = sum((p.total.in_bytes for p in file_progress.values()), 0) - all_downloaded_bytes = sum((p.downloaded.in_bytes for p in file_progress.values()), 0) - all_downloaded_bytes_this_session = sum((p.downloaded_this_session.in_bytes for p in file_progress.values()), 0) + all_downloaded_bytes = sum( + (p.downloaded.in_bytes for p in file_progress.values()), 0 + ) + all_downloaded_bytes_this_session = sum( + (p.downloaded_this_session.in_bytes for p in file_progress.values()), 0 + ) elapsed_time = time.time() - all_start_time all_speed = ( all_downloaded_bytes_this_session / elapsed_time if elapsed_time > 0 else 0 @@ -422,7 +440,9 @@ def calculate_repo_progress( ), total_files=len(file_progress), downloaded_bytes=Memory.from_bytes(all_downloaded_bytes), - downloaded_bytes_this_session=Memory.from_bytes(all_downloaded_bytes_this_session), + downloaded_bytes_this_session=Memory.from_bytes( + all_downloaded_bytes_this_session + ), total_bytes=Memory.from_bytes(all_total_bytes), overall_speed=all_speed, overall_eta=all_eta, diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 8c47145e..3cc66f5d 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -1,8 +1,8 @@ import asyncio -import time from asyncio import Queue from functools import partial from random import random +import time from typing import AsyncGenerator, Optional import anyio @@ -198,6 +198,10 @@ class Worker: async for event in self.execute_op(op): await self.event_publisher(event) except Exception as e: + logger.opt(exception=e).warning( + f"Error occurred when executing task", flush=True + ) + if isinstance(op, ExecuteTaskOp): generator = self.fail_task( e, runner_id=op.runner_id, task_id=op.task.task_id @@ -319,7 +323,9 @@ class Worker: assigned_runner.status = DownloadingRunnerStatus( download_progress=DownloadOngoing( node_id=self.node_id, - download_progress=map_repo_download_progress_to_download_progress_data(initial_progress), + download_progress=map_repo_download_progress_to_download_progress_data( + initial_progress + ), ) ) yield assigned_runner.status_update_event() @@ -373,7 +379,9 @@ class Worker: assigned_runner.status = DownloadingRunnerStatus( download_progress=DownloadOngoing( node_id=self.node_id, - download_progress=map_repo_download_progress_to_download_progress_data(progress), + download_progress=map_repo_download_progress_to_download_progress_data( + progress + ), ) ) yield assigned_runner.status_update_event() @@ -621,8 +629,6 @@ class Worker: async for event in self.fail_runner(e, runner_id): yield event - - # This function is re-entrant, take care! async def event_publisher(self, event: Event) -> None: fe = ForwarderEvent( diff --git a/src/exo/worker/runner/generate.py b/src/exo/worker/runner/generate.py index 5cfe1014..e8e15c96 100644 --- a/src/exo/worker/runner/generate.py +++ b/src/exo/worker/runner/generate.py @@ -30,6 +30,7 @@ from exo.shared.types.worker.communication import ( runner_print, ) + generation_stream = mx.new_stream(mx.default_device()) @@ -82,7 +83,7 @@ def generate_step( logits = logits[:, -1, :] - logprobs = logits - mx.logsumexp(logits, keepdims=True) # pyright: ignore[reportUnknownMemberType] + logprobs = logits - mx.logsumexp(logits, keepdims=True) sampled = sampler(logprobs) return sampled, logprobs.squeeze(0) @@ -220,7 +221,7 @@ async def warmup_inference( def _generate_warmup(): nonlocal tokens_generated - for _ in stream_generate( + for token in stream_generate( model=model, tokenizer=tokenizer, prompt=warmup_prompt, @@ -228,6 +229,7 @@ async def warmup_inference( sampler=sampler, conn=None, ): + runner_print("Generated warmup token: " + str(token.text)) tokens_generated += 1 await loop.run_in_executor(mlx_executor, _generate_warmup) diff --git a/src/exo/worker/runner/utils.py b/src/exo/worker/runner/utils.py index 3661ea2b..3bfdb9c2 100644 --- a/src/exo/worker/runner/utils.py +++ b/src/exo/worker/runner/utils.py @@ -65,7 +65,7 @@ def get_init_timeout(model_shard_meta: ShardMetadata) -> float: kbps_read = 1024 * 1024 * LB_DISK_GBPS / 3 - return weights_size.in_kb / kbps_read + 2.0 + return weights_size.in_kb / kbps_read + 30.0 def _prefill_flops_for_shard(model_shard_meta: ShardMetadata, s: int) -> float: diff --git a/src/exo/worker/tests/test_plan/test_worker_plan_utils.py b/src/exo/worker/tests/test_plan/test_worker_plan_utils.py index fd9c40d2..bcddf89a 100644 --- a/src/exo/worker/tests/test_plan/test_worker_plan_utils.py +++ 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b/src/exo/engines/mlx/auto_parallel.py index 293a4da5..625d37dc 100644 --- a/src/exo/engines/mlx/auto_parallel.py +++ b/src/exo/engines/mlx/auto_parallel.py @@ -1,4 +1,4 @@ -from typing import cast, override, Protocol, TYPE_CHECKING +from typing import TYPE_CHECKING, Protocol, cast, override import mlx.core as mx import mlx.nn as nn # pyright: ignore[reportMissingTypeStubs] diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index b7b97ac3..bef55c66 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -3,10 +3,10 @@ import concurrent.futures import contextlib import os import resource -from loguru import logger from asyncio import AbstractEventLoop from typing import Any, Callable, Optional, cast +from loguru import logger from mlx_lm.models.cache import KVCache from mlx_lm.sample_utils import make_sampler from mlx_lm.tokenizer_utils import TokenizerWrapper as _TokenizerWrapper diff --git a/src/exo/shared/constants.py b/src/exo/shared/constants.py index 2961c686..489b871a 100644 --- a/src/exo/shared/constants.py +++ b/src/exo/shared/constants.py @@ -4,6 +4,10 @@ from pathlib import Path EXO_HOME_RELATIVE_PATH = os.environ.get("EXO_HOME", ".exo") EXO_HOME = Path.home() / EXO_HOME_RELATIVE_PATH + +EXO_MODELS_DIR_ENV = os.environ.get("EXO_MODELS_DIR") +EXO_MODELS_DIR = Path(EXO_MODELS_DIR_ENV) if EXO_MODELS_DIR_ENV else EXO_HOME / "models" + EXO_GLOBAL_EVENT_DB = EXO_HOME / "global_events.db" EXO_WORKER_EVENT_DB = EXO_HOME / "worker_events.db" EXO_MASTER_STATE = EXO_HOME / "master_state.json" diff --git a/src/exo/shared/models/model_meta.py b/src/exo/shared/models/model_meta.py index 9ed1f151..b9bb470a 100644 --- a/src/exo/shared/models/model_meta.py +++ b/src/exo/shared/models/model_meta.py @@ -58,8 +58,8 @@ async def get_config_data(model_id: str) -> ConfigData: "main", "config.json", target_dir, - lambda curr_bytes, total_bytes: logger.info( - f"Downloading config.json for {model_id}: {curr_bytes}/{total_bytes}" + lambda curr_bytes, total_bytes, is_renamed: logger.info( + f"Downloading config.json for {model_id}: {curr_bytes}/{total_bytes} ({is_renamed=})" ), ) async with aiofiles.open(config_path, "r") as f: @@ -75,8 +75,8 @@ async def get_safetensors_size(model_id: str) -> Memory: "main", "model.safetensors.index.json", target_dir, - lambda curr_bytes, total_bytes: logger.info( - f"Downloading model.safetensors.index.json for {model_id}: {curr_bytes}/{total_bytes}" + lambda curr_bytes, total_bytes, is_renamed: logger.info( + f"Downloading model.safetensors.index.json for {model_id}: {curr_bytes}/{total_bytes} ({is_renamed=})" ), ) async with aiofiles.open(index_path, "r") as f: diff --git a/src/exo/worker/download/download_utils.py b/src/exo/worker/download/download_utils.py index 217da9a4..2a7f6cf1 100644 --- a/src/exo/worker/download/download_utils.py +++ b/src/exo/worker/download/download_utils.py @@ -22,7 +22,7 @@ from pydantic import ( TypeAdapter, ) -from exo.shared.constants import EXO_HOME +from exo.shared.constants import EXO_HOME, EXO_MODELS_DIR from exo.shared.types.memory import Memory from exo.shared.types.worker.downloads import DownloadProgressData from exo.shared.types.worker.shards import ShardMetadata @@ -123,7 +123,7 @@ def map_repo_download_progress_to_download_progress_data( def build_model_path(model_id: str) -> DirectoryPath: - return EXO_HOME / "models" / model_id.replace("/", "--") + return EXO_MODELS_DIR / model_id.replace("/", "--") async def resolve_model_path_for_repo(repo_id: str) -> Path: @@ -150,9 +150,8 @@ async def has_exo_home_write_access() -> bool: async def ensure_models_dir() -> Path: - models_dir = EXO_HOME / "models" - await aios.makedirs(models_dir, exist_ok=True) - return models_dir + await aios.makedirs(EXO_MODELS_DIR, exist_ok=True) + return EXO_MODELS_DIR async def delete_model(repo_id: str) -> bool: @@ -324,7 +323,7 @@ async def download_file_with_retry( revision: str, path: str, target_dir: Path, - on_progress: Callable[[int, int], None] = lambda _, __: None, + on_progress: Callable[[int, int, bool], None] = lambda _, __, ___: None, ) -> Path: n_attempts = 30 for attempt in range(n_attempts): @@ -350,7 +349,7 @@ async def _download_file( revision: str, path: str, target_dir: Path, - on_progress: Callable[[int, int], None] = lambda _, __: None, + on_progress: Callable[[int, int, bool], None] = lambda _, __, ___: None, ) -> Path: if await aios.path.exists(target_dir / path): return target_dir / path @@ -383,7 +382,7 @@ async def _download_file( ) as f: while chunk := await r.content.read(8 * 1024 * 1024): n_read = n_read + (await f.write(chunk)) - on_progress(n_read, length) + on_progress(n_read, length, False) final_hash = await calc_hash( partial_path, hash_type="sha256" if len(remote_hash) == 64 else "sha1" @@ -398,6 +397,7 @@ async def _download_file( f"Downloaded file {target_dir / path} has hash {final_hash} but remote hash is {remote_hash}" ) await aios.rename(partial_path, target_dir / path) + on_progress(length, length, True) return target_dir / path @@ -570,7 +570,9 @@ async def download_shard( ) file_progress: Dict[str, RepoFileDownloadProgress] = {} - def on_progress_wrapper(file: FileListEntry, curr_bytes: int, total_bytes: int): + def on_progress_wrapper( + file: FileListEntry, curr_bytes: int, total_bytes: int, is_renamed: bool + ): start_time = ( file_progress[file.path].start_time if file.path in file_progress @@ -601,7 +603,9 @@ async def download_shard( total=Memory.from_bytes(total_bytes), speed=speed, eta=eta, - status="complete" if curr_bytes == total_bytes else "in_progress", + status="complete" + if curr_bytes == total_bytes and is_renamed + else "in_progress", start_time=start_time, ) on_progress( @@ -639,8 +643,8 @@ async def download_shard( revision, file.path, target_dir, - lambda curr_bytes, total_bytes: on_progress_wrapper( - file, curr_bytes, total_bytes + lambda curr_bytes, total_bytes, is_renamed: on_progress_wrapper( + file, curr_bytes, total_bytes, is_renamed ), ) diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 3cc66f5d..e4374dd5 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -1,8 +1,8 @@ import asyncio +import time from asyncio import Queue from functools import partial from random import random -import time from typing import AsyncGenerator, Optional import anyio @@ -199,7 +199,7 @@ class Worker: await self.event_publisher(event) except Exception as e: logger.opt(exception=e).warning( - f"Error occurred when executing task", flush=True + "Error occurred when executing task", flush=True ) if isinstance(op, ExecuteTaskOp): diff --git a/src/exo/worker/runner/generate.py b/src/exo/worker/runner/generate.py index e8e15c96..d0bbe700 100644 --- a/src/exo/worker/runner/generate.py +++ b/src/exo/worker/runner/generate.py @@ -30,7 +30,6 @@ from exo.shared.types.worker.communication import ( runner_print, ) - generation_stream = mx.new_stream(mx.default_device()) From 3b409647ba6fb38d74e8772b7ae8cb6ada6f74f6 Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Fri, 31 Oct 2025 17:41:57 +0000 Subject: [PATCH 181/224] Squash merge merging_clusters into tensor_parallel94 --- rust/exo_pyo3_bindings/Cargo.toml | 8 +- rust/exo_pyo3_bindings/src/networking.rs | 2 + rust/networking/src/swarm.rs | 2 + src/exo/main.py | 43 ++++-- src/exo/master/api.py | 37 ++++- src/exo/master/main.py | 12 +- src/exo/master/tests/test_master.py | 5 +- src/exo/routing/router.py | 6 +- src/exo/shared/election.py | 65 ++++++--- src/exo/shared/tests/test_election.py | 158 ++++++++++++++++++---- src/exo/shared/types/commands.py | 18 +-- src/exo/shared/types/common.py | 5 + src/exo/shared/types/events.py | 3 +- src/exo/worker/main.py | 5 +- src/exo/worker/tests/worker_management.py | 16 ++- 15 files changed, 306 insertions(+), 79 deletions(-) diff --git a/rust/exo_pyo3_bindings/Cargo.toml b/rust/exo_pyo3_bindings/Cargo.toml index 4895ecf4..cab3b731 100644 --- a/rust/exo_pyo3_bindings/Cargo.toml +++ b/rust/exo_pyo3_bindings/Cargo.toml @@ -25,7 +25,7 @@ workspace = true networking = { workspace = true } # interop -pyo3 = { version = "0.25.1", features = [# TODO: migrate to v0.26 soon!! +pyo3 = { version = "0.27.1", features = [ # "abi3-py311", # tells pyo3 (and maturin) to build using the stable ABI with minimum Python version 3.11 "nightly", # enables better-supported GIL integration "experimental-async", # async support in #[pyfunction] & #[pymethods] @@ -38,8 +38,9 @@ pyo3 = { version = "0.25.1", features = [# TODO: migrate to v0.26 soon!! "ordered-float", "rust_decimal", "smallvec", # "anyhow", "chrono", "chrono-local", "chrono-tz", "eyre", "jiff-02", "lock_api", "parking-lot", "time", "serde", ] } -pyo3-stub-gen = { version = "0.13.1" } -pyo3-async-runtimes = { version = "0.25", features = ["attributes", "tokio-runtime", "testing"] } +pyo3-stub-gen = { version = "0.16.1" } +pyo3-async-runtimes = { version = "0.27.0", features = ["attributes", "tokio-runtime", "testing"] } +pyo3-log = "0.13.2" # macro dependencies extend = { workspace = true } @@ -70,7 +71,6 @@ thiserror = { workspace = true } #tracing-log = "0.2.0" log = { workspace = true } env_logger = "0.11" -pyo3-log = "0.12" # Networking diff --git a/rust/exo_pyo3_bindings/src/networking.rs b/rust/exo_pyo3_bindings/src/networking.rs index 021fc90e..3c480e08 100644 --- a/rust/exo_pyo3_bindings/src/networking.rs +++ b/rust/exo_pyo3_bindings/src/networking.rs @@ -166,6 +166,8 @@ async fn networking_task( IdentTopic::new(topic), data); let pyresult: PyResult = if let Err(PublishError::NoPeersSubscribedToTopic) = result { Err(exception::PyNoPeersSubscribedToTopicError::new_err()) + } else if let Err(PublishError::AllQueuesFull(_)) = result { + Err(exception::PyNoPeersSubscribedToTopicError::new_err()) } else { result.pyerr() }; diff --git a/rust/networking/src/swarm.rs b/rust/networking/src/swarm.rs index 24750558..eaeae467 100644 --- a/rust/networking/src/swarm.rs +++ b/rust/networking/src/swarm.rs @@ -95,6 +95,7 @@ mod transport { mod behaviour { use crate::{alias, discovery}; + use std::time::Duration; use libp2p::swarm::NetworkBehaviour; use libp2p::{gossipsub, identity}; @@ -124,6 +125,7 @@ mod behaviour { gossipsub::Behaviour::new( MessageAuthenticity::Signed(keypair.clone()), ConfigBuilder::default() + .publish_queue_duration(Duration::from_secs(15)) .validation_mode(ValidationMode::Strict) .build() .expect("the configuration should always be valid"), diff --git a/src/exo/main.py b/src/exo/main.py index 988a861b..280d5eaa 100644 --- a/src/exo/main.py +++ b/src/exo/main.py @@ -14,7 +14,7 @@ from exo.routing.router import Router, get_node_id_keypair from exo.shared.constants import EXO_LOG from exo.shared.election import Election, ElectionResult from exo.shared.logging import logger_cleanup, logger_setup -from exo.shared.types.common import NodeId +from exo.shared.types.common import NodeId, SessionId from exo.utils.channels import Receiver, channel from exo.utils.pydantic_ext import CamelCaseModel from exo.worker.download.impl_shard_downloader import exo_shard_downloader @@ -40,6 +40,7 @@ class Node: async def create(cls, args: "Args") -> "Self": keypair = get_node_id_keypair() node_id = NodeId(keypair.to_peer_id().to_base58()) + session_id = SessionId(master_node_id=node_id, election_clock=0) router = Router.create(keypair) await router.register_topic(topics.GLOBAL_EVENTS) await router.register_topic(topics.LOCAL_EVENTS) @@ -50,16 +51,19 @@ class Node: logger.info(f"Starting node {node_id}") if args.spawn_api: api = API( - node_id=node_id, + node_id, + session_id, port=args.api_port, global_event_receiver=router.receiver(topics.GLOBAL_EVENTS), command_sender=router.sender(topics.COMMANDS), + election_receiver=router.receiver(topics.ELECTION_MESSAGES), ) else: api = None worker = Worker( node_id, + session_id, exo_shard_downloader(), initial_connection_messages=[], connection_message_receiver=router.receiver(topics.CONNECTION_MESSAGES), @@ -70,22 +74,24 @@ class Node: # We start every node with a master master = Master( node_id, + session_id, global_event_sender=router.sender(topics.GLOBAL_EVENTS), local_event_receiver=router.receiver(topics.LOCAL_EVENTS), command_receiver=router.receiver(topics.COMMANDS), tb_only=args.tb_only, ) - # If someone manages to assemble 1 MILLION devices into an exo cluster then. well done. good job champ. er_send, er_recv = channel[ElectionResult]() election = Election( node_id, + # If someone manages to assemble 1 MILLION devices into an exo cluster then. well done. good job champ. seniority=1_000_000 if args.force_master else 0, # nb: this DOES feedback right now. i have thoughts on how to address this, # but ultimately it seems not worth the complexity election_message_sender=router.sender(topics.ELECTION_MESSAGES), election_message_receiver=router.receiver(topics.ELECTION_MESSAGES), connection_message_receiver=router.receiver(topics.CONNECTION_MESSAGES), + command_receiver=router.receiver(topics.COMMANDS), election_result_sender=er_send, ) @@ -107,6 +113,9 @@ class Node: assert self._tg with self.election_result_receiver as results: async for result in results: + # This function continues to have a lot of very specific entangled logic + # At least it's somewhat contained + # I don't like this duplication, but it's manageable for now. # TODO: This function needs refactoring generally @@ -116,23 +125,35 @@ class Node: # - Shutdown and re-create the worker # - Shut down and re-create the API - if result.node_id == self.node_id and self.master is not None: + if ( + result.session_id.master_node_id == self.node_id + and self.master is not None + ): logger.info("Node elected Master") - elif result.node_id == self.node_id and self.master is None: + elif ( + result.session_id.master_node_id == self.node_id + and self.master is None + ): logger.info("Node elected Master - promoting self") self.master = Master( self.node_id, + result.session_id, global_event_sender=self.router.sender(topics.GLOBAL_EVENTS), local_event_receiver=self.router.receiver(topics.LOCAL_EVENTS), command_receiver=self.router.receiver(topics.COMMANDS), ) self._tg.start_soon(self.master.run) - elif result.node_id != self.node_id and self.master is not None: - logger.info(f"Node {result.node_id} elected master - demoting self") + elif ( + result.session_id.master_node_id != self.node_id + and self.master is not None + ): + logger.info( + f"Node {result.session_id.master_node_id} elected master - demoting self" + ) await self.master.shutdown() self.master = None else: - logger.info(f"Node {result.node_id} elected master") + logger.info(f"Node {result.session_id.master_node_id} elected master") if result.is_new_master: await anyio.sleep(0) if self.worker: @@ -140,6 +161,7 @@ class Node: # TODO: add profiling etc to resource monitor self.worker = Worker( self.node_id, + result.session_id, exo_shard_downloader(), initial_connection_messages=result.historic_messages, connection_message_receiver=self.router.receiver( @@ -153,7 +175,10 @@ class Node: ) self._tg.start_soon(self.worker.run) if self.api: - self.api.reset() + self.api.reset(result.session_id) + else: + if self.api: + self.api.unpause() def main(): diff --git a/src/exo/master/api.py b/src/exo/master/api.py index a4ad65cd..df3782bc 100644 --- a/src/exo/master/api.py +++ b/src/exo/master/api.py @@ -5,6 +5,7 @@ from collections.abc import AsyncGenerator from typing import final import uvicorn +from anyio import Event as AsyncTaskEvent from anyio import create_task_group from anyio.abc import TaskGroup from fastapi import FastAPI, HTTPException @@ -14,6 +15,7 @@ from fastapi.staticfiles import StaticFiles from loguru import logger from exo.shared.apply import apply +from exo.shared.election import ElectionMessage from exo.shared.models.model_cards import MODEL_CARDS from exo.shared.models.model_meta import get_model_meta from exo.shared.types.api import ( @@ -36,7 +38,7 @@ from exo.shared.types.commands import ( # TODO: SpinUpInstance TaskFinished, ) -from exo.shared.types.common import CommandId, NodeId +from exo.shared.types.common import CommandId, NodeId, SessionId from exo.shared.types.events import ChunkGenerated, Event, ForwarderEvent, IndexedEvent from exo.shared.types.models import ModelMetadata from exo.shared.types.state import State @@ -74,20 +76,28 @@ async def resolve_model_meta(model_id: str) -> ModelMetadata: class API: def __init__( self, - *, node_id: NodeId, + session_id: SessionId, + *, port: int = 8000, # Ideally this would be a MasterForwarderEvent but type system says no :( global_event_receiver: Receiver[ForwarderEvent], command_sender: Sender[ForwarderCommand], + # This lets us pause the API if an election is running + election_receiver: Receiver[ElectionMessage], ) -> None: self.state = State() self.command_sender = command_sender self.global_event_receiver = global_event_receiver + self.election_receiver = election_receiver self.event_buffer: OrderedBuffer[Event] = OrderedBuffer[Event]() self.node_id: NodeId = node_id + self.session_id: SessionId = session_id self.port = port + self.paused: bool = False + self.paused_ev: AsyncTaskEvent = AsyncTaskEvent() + self.app = FastAPI() self._setup_cors() self._setup_routes() @@ -111,10 +121,17 @@ class API: ] = {} self._tg: TaskGroup | None = None - def reset(self): + def reset(self, new_session_id: SessionId): self.state = State() + self.session_id = new_session_id self.event_buffer = OrderedBuffer[Event]() self._chat_completion_queues = {} + self.unpause() + + def unpause(self): + self.paused = False + self.paused_ev.set() + self.paused_ev = AsyncTaskEvent() def _setup_cors(self) -> None: self.app.add_middleware( @@ -160,10 +177,9 @@ class API: ) def get_instance(self, instance_id: InstanceId) -> Instance: - state = self.state - if instance_id not in state.instances: + if instance_id not in self.state.instances: raise HTTPException(status_code=404, detail="Instance not found") - return state.instances[instance_id] + return self.state.instances[instance_id] async def delete_instance(self, instance_id: InstanceId) -> DeleteInstanceResponse: if instance_id not in self.state.instances: @@ -299,6 +315,7 @@ class API: logger.info("Starting API") tg.start_soon(uvicorn_server.serve) tg.start_soon(self._apply_state) + tg.start_soon(self._pause_on_new_election) self.command_sender.close() self.global_event_receiver.close() @@ -314,7 +331,15 @@ class API: ): self._chat_completion_queues[event.command_id].put_nowait(event) + async def _pause_on_new_election(self): + with self.election_receiver as ems: + async for message in ems: + if message.clock > self.session_id.election_clock: + self.paused = True + async def _send(self, command: Command): + while self.paused: + await self.paused_ev.wait() await self.command_sender.send( ForwarderCommand(origin=self.node_id, command=command) ) diff --git a/src/exo/master/main.py b/src/exo/master/main.py index b60b263a..15cd79e9 100644 --- a/src/exo/master/main.py +++ b/src/exo/master/main.py @@ -16,8 +16,9 @@ from exo.shared.types.commands import ( RequestEventLog, SpinUpInstance, TaskFinished, + TestCommand, ) -from exo.shared.types.common import CommandId, NodeId +from exo.shared.types.common import CommandId, NodeId, SessionId from exo.shared.types.events import ( Event, ForwarderEvent, @@ -38,6 +39,7 @@ class Master: def __init__( self, node_id: NodeId, + session_id: SessionId, *, command_receiver: Receiver[ForwarderCommand], # Receiving indexed events from the forwarder to be applied to state @@ -51,6 +53,7 @@ class Master: self.state = State() self._tg: TaskGroup | None = None self.node_id = node_id + self.session_id = session_id self.command_task_mapping: dict[CommandId, TaskId] = {} self.command_receiver = command_receiver self.local_event_receiver = local_event_receiver @@ -93,6 +96,8 @@ class Master: generated_events: list[Event] = [] command = forwarder_command.command match command: + case TestCommand(): + pass case ChatCompletion(): instance_task_counts: dict[InstanceId, int] = {} for instance in self.state.instances.values(): @@ -184,6 +189,9 @@ class Master: async def _event_processor(self) -> None: with self.local_event_receiver as local_events: async for local_event in local_events: + # Discard all events not from our session + if local_event.session != self.session_id: + continue self._multi_buffer.ingest( local_event.origin_idx, local_event.event, @@ -221,6 +229,7 @@ class Master: ForwarderEvent( origin=NodeId(f"master_{self.node_id}"), origin_idx=local_index, + session=self.session_id, event=event, ) ) @@ -233,6 +242,7 @@ class Master: ForwarderEvent( origin=self.node_id, origin_idx=event.idx, + session=self.session_id, event=event.event, ) ) diff --git a/src/exo/master/tests/test_master.py b/src/exo/master/tests/test_master.py index a1b6c0b6..1e2750b5 100644 --- a/src/exo/master/tests/test_master.py +++ b/src/exo/master/tests/test_master.py @@ -13,7 +13,7 @@ from exo.shared.types.commands import ( CreateInstance, ForwarderCommand, ) -from exo.shared.types.common import NodeId +from exo.shared.types.common import NodeId, SessionId from exo.shared.types.events import ( ForwarderEvent, IndexedEvent, @@ -38,6 +38,7 @@ from exo.utils.channels import channel async def test_master(): keypair = get_node_id_keypair() node_id = NodeId(keypair.to_peer_id().to_base58()) + session_id = SessionId(master_node_id=node_id, election_clock=0) ge_sender, global_event_receiver = channel[ForwarderEvent]() command_sender, co_receiver = channel[ForwarderCommand]() @@ -58,6 +59,7 @@ async def test_master(): master = Master( node_id, + session_id, global_event_sender=ge_sender, local_event_receiver=le_receiver, command_receiver=co_receiver, @@ -74,6 +76,7 @@ async def test_master(): ForwarderEvent( origin_idx=0, origin=sender_node_id, + session=session_id, event=( NodePerformanceMeasured( node_id=node_id, diff --git a/src/exo/routing/router.py b/src/exo/routing/router.py index cf89e75f..335d7200 100644 --- a/src/exo/routing/router.py +++ b/src/exo/routing/router.py @@ -200,15 +200,15 @@ class Router: await router.publish(message) async def _networking_publish(self): - # This with/for pattern ensures this method doesn't return until after the receiver closes - # This is good for safety, but is mostly a redundant check. with self.networking_receiver as networked_items: async for topic, data in networked_items: try: logger.trace(f"Sending message on {topic} with payload {data}") await self._net.gossipsub_publish(topic, data) + # As a hack, this also catches AllQueuesFull + # Need to fix that ASAP. except NoPeersSubscribedToTopicError: - logger.trace(f"Failed to send over {topic} - No peers found.") + pass def get_node_id_keypair( diff --git a/src/exo/shared/election.py b/src/exo/shared/election.py index a5f94c66..70e5efc3 100644 --- a/src/exo/shared/election.py +++ b/src/exo/shared/election.py @@ -11,7 +11,8 @@ from anyio.abc import TaskGroup from loguru import logger from exo.routing.connection_message import ConnectionMessage -from exo.shared.types.common import NodeId +from exo.shared.types.commands import ForwarderCommand +from exo.shared.types.common import NodeId, SessionId from exo.utils.channels import Receiver, Sender from exo.utils.pydantic_ext import CamelCaseModel @@ -21,18 +22,24 @@ ELECTION_TIMEOUT = 3.0 class ElectionMessage(CamelCaseModel): clock: int seniority: int - node_id: NodeId + proposed_session: SessionId + commands_seen: int # Could eventually include a list of neighbour nodes for centrality - def __lt__(self, other: Self): + def __lt__(self, other: Self) -> bool: if self.seniority != other.seniority: return self.seniority < other.seniority + elif self.commands_seen != other.commands_seen: + return self.commands_seen < other.commands_seen else: - return self.node_id < other.node_id + return ( + self.proposed_session.master_node_id + < other.proposed_session.master_node_id + ) class ElectionResult(CamelCaseModel): - node_id: NodeId + session_id: SessionId is_new_master: bool historic_messages: list[ConnectionMessage] @@ -41,11 +48,12 @@ class Election: def __init__( self, node_id: NodeId, + *, election_message_receiver: Receiver[ElectionMessage], election_message_sender: Sender[ElectionMessage], election_result_sender: Sender[ElectionResult], connection_message_receiver: Receiver[ConnectionMessage], - *, + command_receiver: Receiver[ForwarderCommand], is_candidate: bool = True, seniority: int = 0, ): @@ -55,13 +63,18 @@ class Election: self.seniority = seniority if is_candidate else -1 self.clock = 0 self.node_id = node_id + self.commands_seen = 0 # Every node spawns as master - self.master_node_id: NodeId = node_id + self.current_session: SessionId = SessionId( + master_node_id=node_id, election_clock=0 + ) + # Senders/Receivers self._em_sender = election_message_sender self._em_receiver = election_message_receiver self._er_sender = election_result_sender self._cm_receiver = connection_message_receiver + self._co_receiver = command_receiver # Campaign state self._candidates: list[ElectionMessage] = [] @@ -76,6 +89,7 @@ class Election: self._tg = tg tg.start_soon(self._election_receiver) tg.start_soon(self._connection_receiver) + tg.start_soon(self._command_counter) await self._campaign(None) if self._campaign_cancel_scope is not None: @@ -84,12 +98,12 @@ class Election: if self._campaign_done is not None: await self._campaign_done.wait() - async def elect(self, node_id: NodeId) -> None: - is_new_master = node_id != self.master_node_id - self.master_node_id = node_id + async def elect(self, em: ElectionMessage) -> None: + is_new_master = em.proposed_session != self.current_session + self.current_session = em.proposed_session await self._er_sender.send( ElectionResult( - node_id=node_id, + session_id=em.proposed_session, is_new_master=is_new_master, historic_messages=self._connection_messages, ) @@ -106,7 +120,7 @@ class Election: async def _election_receiver(self) -> None: with self._em_receiver as election_messages: async for message in election_messages: - if message.node_id == self.node_id: + if message.proposed_session.master_node_id == self.node_id: # Drop messages from us (See exo.routing.router) continue # If a new round is starting, we participate @@ -129,6 +143,11 @@ class Election: await self._campaign(None) self._connection_messages.append(msg) + async def _command_counter(self) -> None: + with self._co_receiver as commands: + async for _command in commands: + self.commands_seen += 1 + async def _campaign(self, initial_message: ElectionMessage | None) -> None: # Kill the old campaign if self._campaign_cancel_scope: @@ -167,10 +186,15 @@ class Election: candidates = sorted(candidates) logger.debug(f"Election queue {candidates}") elected = candidates[-1] - logger.info("Election finished") - if self.node_id == elected.node_id and self.seniority >= 0: + if ( + self.node_id == elected.proposed_session.master_node_id + and self.seniority >= 0 + ): self.seniority = max(self.seniority, len(candidates)) - await self.elect(elected.node_id) + logger.info( + f"Election finished, new SessionId({elected.proposed_session})" + ) + await self.elect(elected) except get_cancelled_exc_class(): logger.info("Election cancelled") finally: @@ -180,4 +204,13 @@ class Election: def _election_status(self, clock: int | None = None) -> ElectionMessage: c = self.clock if clock is None else clock - return ElectionMessage(clock=c, seniority=self.seniority, node_id=self.node_id) + return ElectionMessage( + proposed_session=( + self.current_session + if self.current_session.master_node_id == self.node_id + else SessionId(master_node_id=self.node_id, election_clock=c) + ), + clock=c, + seniority=self.seniority, + commands_seen=self.commands_seen, + ) diff --git a/src/exo/shared/tests/test_election.py b/src/exo/shared/tests/test_election.py index 1c04e5c1..ae8c833f 100644 --- a/src/exo/shared/tests/test_election.py +++ b/src/exo/shared/tests/test_election.py @@ -3,7 +3,8 @@ from anyio import create_task_group, fail_after, move_on_after from exo.routing.connection_message import ConnectionMessage, ConnectionMessageType from exo.shared.election import Election, ElectionMessage, ElectionResult -from exo.shared.types.common import NodeId +from exo.shared.types.commands import ForwarderCommand, TestCommand +from exo.shared.types.common import NodeId, SessionId from exo.utils.channels import channel # ======= # @@ -11,8 +12,28 @@ from exo.utils.channels import channel # ======= # -def em(clock: int, seniority: int, node_id: str) -> ElectionMessage: - return ElectionMessage(clock=clock, seniority=seniority, node_id=NodeId(node_id)) +def em( + clock: int, + seniority: int, + node_id: str, + commands_seen: int = 0, + election_clock: int | None = None, +) -> ElectionMessage: + """ + Helper to build ElectionMessages for a given proposer node. + + The new API carries a proposed SessionId (master_node_id + election_clock). + By default we use the same value for election_clock as the 'clock' of the round. + """ + return ElectionMessage( + clock=clock, + seniority=seniority, + proposed_session=SessionId( + master_node_id=NodeId(node_id), + election_clock=clock if election_clock is None else election_clock, + ), + commands_seen=commands_seen, + ) @pytest.fixture @@ -43,8 +64,10 @@ async def test_single_round_broadcasts_and_updates_seniority_on_self_win( em_in_tx, em_in_rx = channel[ElectionMessage]() # Election results produced by the Election (we'll observe these) er_tx, er_rx = channel[ElectionResult]() - # Connection messages (unused in this test but required by ctor) + # Connection messages cm_tx, cm_rx = channel[ConnectionMessage]() + # Commands + co_tx, co_rx = channel[ForwarderCommand]() election = Election( node_id=NodeId("B"), @@ -52,6 +75,7 @@ async def test_single_round_broadcasts_and_updates_seniority_on_self_win( election_message_sender=em_out_tx, election_result_sender=er_tx, connection_message_receiver=cm_rx, + command_receiver=co_rx, is_candidate=True, ) @@ -64,18 +88,21 @@ async def test_single_round_broadcasts_and_updates_seniority_on_self_win( # Expect our broadcast back to the peer side for this round only while True: got = await em_out_rx.receive() - if got.clock == 1 and got.node_id == NodeId("B"): + if got.clock == 1 and got.proposed_session.master_node_id == NodeId( + "B" + ): break # Wait for the round to finish and produce an ElectionResult result = await er_rx.receive() - assert result.node_id == NodeId("B") + assert result.session_id.master_node_id == NodeId("B") # We spawned as master; electing ourselves again is not "new master". assert result.is_new_master is False # Close inbound streams to end the receivers (and run()) - await em_in_tx.aclose() - await cm_tx.aclose() + em_in_tx.close() + cm_tx.close() + co_tx.close() # We should have updated seniority to 2 (A + B). assert election.seniority == 2 @@ -93,6 +120,7 @@ async def test_peer_with_higher_seniority_wins_and_we_switch_master( em_in_tx, em_in_rx = channel[ElectionMessage]() er_tx, er_rx = channel[ElectionResult]() cm_tx, cm_rx = channel[ConnectionMessage]() + co_tx, co_rx = channel[ForwarderCommand]() election = Election( node_id=NodeId("ME"), @@ -100,6 +128,7 @@ async def test_peer_with_higher_seniority_wins_and_we_switch_master( election_message_sender=em_out_tx, election_result_sender=er_tx, connection_message_receiver=cm_rx, + command_receiver=co_rx, is_candidate=True, ) @@ -117,13 +146,19 @@ async def test_peer_with_higher_seniority_wins_and_we_switch_master( assert got.seniority == 0 break - # After the timeout, election result should report the peer as master - result = await er_rx.receive() - assert result.node_id == NodeId("PEER") + # After the timeout, election result for clock=1 should report the peer as master + # (Skip any earlier result from the boot campaign at clock=0 by filtering on election_clock) + while True: + result = await er_rx.receive() + if result.session_id.election_clock == 1: + break + + assert result.session_id.master_node_id == NodeId("PEER") assert result.is_new_master is True - await em_in_tx.aclose() - await cm_tx.aclose() + em_in_tx.close() + cm_tx.close() + co_tx.close() # We lost → seniority unchanged assert election.seniority == 0 @@ -139,6 +174,7 @@ async def test_ignores_older_messages(fast_timeout: None) -> None: em_in_tx, em_in_rx = channel[ElectionMessage]() er_tx, _er_rx = channel[ElectionResult]() cm_tx, cm_rx = channel[ConnectionMessage]() + co_tx, co_rx = channel[ForwarderCommand]() election = Election( node_id=NodeId("ME"), @@ -146,6 +182,7 @@ async def test_ignores_older_messages(fast_timeout: None) -> None: election_message_sender=em_out_tx, election_result_sender=er_tx, connection_message_receiver=cm_rx, + command_receiver=co_rx, is_candidate=True, ) @@ -169,8 +206,9 @@ async def test_ignores_older_messages(fast_timeout: None) -> None: got_second = True assert not got_second, "Should not receive a broadcast for an older round" - await em_in_tx.aclose() - await cm_tx.aclose() + em_in_tx.close() + cm_tx.close() + co_tx.close() # Not asserting on the result; focus is on ignore behavior. @@ -186,6 +224,7 @@ async def test_two_rounds_emit_two_broadcasts_and_increment_clock( em_in_tx, em_in_rx = channel[ElectionMessage]() er_tx, _er_rx = channel[ElectionResult]() cm_tx, cm_rx = channel[ConnectionMessage]() + co_tx, co_rx = channel[ForwarderCommand]() election = Election( node_id=NodeId("ME"), @@ -193,6 +232,7 @@ async def test_two_rounds_emit_two_broadcasts_and_increment_clock( election_message_sender=em_out_tx, election_result_sender=er_tx, connection_message_receiver=cm_rx, + command_receiver=co_rx, is_candidate=True, ) @@ -214,8 +254,9 @@ async def test_two_rounds_emit_two_broadcasts_and_increment_clock( if m2.clock == 2: break - await em_in_tx.aclose() - await cm_tx.aclose() + em_in_tx.close() + cm_tx.close() + co_tx.close() # Not asserting on who won; just that both rounds were broadcast. @@ -230,6 +271,7 @@ async def test_promotion_new_seniority_counts_participants(fast_timeout: None) - em_in_tx, em_in_rx = channel[ElectionMessage]() er_tx, er_rx = channel[ElectionResult]() cm_tx, cm_rx = channel[ConnectionMessage]() + co_tx, co_rx = channel[ForwarderCommand]() election = Election( node_id=NodeId("ME"), @@ -237,6 +279,7 @@ async def test_promotion_new_seniority_counts_participants(fast_timeout: None) - election_message_sender=em_out_tx, election_result_sender=er_tx, connection_message_receiver=cm_rx, + command_receiver=co_rx, is_candidate=True, ) @@ -251,14 +294,17 @@ async def test_promotion_new_seniority_counts_participants(fast_timeout: None) - # We should see exactly one broadcast from us for this round while True: got = await em_out_rx.receive() - if got.clock == 7 and got.node_id == NodeId("ME"): + if got.clock == 7 and got.proposed_session.master_node_id == NodeId( + "ME" + ): break # Wait for the election to finish so seniority updates _ = await er_rx.receive() - await em_in_tx.aclose() - await cm_tx.aclose() + em_in_tx.close() + cm_tx.close() + co_tx.close() # We + A + B = 3 → new seniority expected to be 3 assert election.seniority == 3 @@ -276,6 +322,7 @@ async def test_connection_message_triggers_new_round_broadcast( em_in_tx, em_in_rx = channel[ElectionMessage]() er_tx, _er_rx = channel[ElectionResult]() cm_tx, cm_rx = channel[ConnectionMessage]() + co_tx, co_rx = channel[ForwarderCommand]() election = Election( node_id=NodeId("ME"), @@ -283,6 +330,7 @@ async def test_connection_message_triggers_new_round_broadcast( election_message_sender=em_out_tx, election_result_sender=er_tx, connection_message_receiver=cm_rx, + command_receiver=co_rx, is_candidate=True, ) @@ -303,11 +351,75 @@ async def test_connection_message_triggers_new_round_broadcast( # Expect a broadcast for the new round at clock=1 while True: got = await em_out_rx.receive() - if got.clock == 1 and got.node_id == NodeId("ME"): + if got.clock == 1 and got.proposed_session.master_node_id == NodeId( + "ME" + ): break # Close promptly to avoid waiting for campaign completion - await em_in_tx.aclose() - await cm_tx.aclose() + em_in_tx.close() + cm_tx.close() + co_tx.close() # After cancellation (before election finishes), no seniority changes asserted here. + + +@pytest.mark.anyio +async def test_tie_breaker_prefers_node_with_more_commands_seen( + fast_timeout: None, +) -> None: + """ + With equal seniority, the node that has seen more commands should win the election. + We increase our local 'commands_seen' by sending TestCommand()s before triggering the round. + """ + em_out_tx, em_out_rx = channel[ElectionMessage]() + em_in_tx, em_in_rx = channel[ElectionMessage]() + er_tx, er_rx = channel[ElectionResult]() + cm_tx, cm_rx = channel[ConnectionMessage]() + co_tx, co_rx = channel[ForwarderCommand]() + + me = NodeId("ME") + + election = Election( + node_id=me, + election_message_receiver=em_in_rx, + election_message_sender=em_out_tx, + election_result_sender=er_tx, + connection_message_receiver=cm_rx, + command_receiver=co_rx, + is_candidate=True, + seniority=0, + ) + + async with create_task_group() as tg: + with fail_after(2): + tg.start_soon(election.run) + + # Pump local commands so our commands_seen is high before the round starts + for _ in range(50): + await co_tx.send( + ForwarderCommand(origin=NodeId("SOMEONE"), command=TestCommand()) + ) + + # Trigger a round at clock=1 with a peer of equal seniority but fewer commands + await em_in_tx.send( + em(clock=1, seniority=0, node_id="PEER", commands_seen=5) + ) + + # Observe our broadcast for this round (to ensure we've joined the round) + while True: + got = await em_out_rx.receive() + if got.clock == 1 and got.proposed_session.master_node_id == me: + # We don't assert exact count, just that we've participated this round. + break + + # The elected result for clock=1 should be us due to higher commands_seen + while True: + result = await er_rx.receive() + if result.session_id.master_node_id == me: + assert result.session_id.election_clock in (0, 1) + break + + em_in_tx.close() + cm_tx.close() + co_tx.close() diff --git a/src/exo/shared/types/commands.py b/src/exo/shared/types/commands.py index d7f5da87..b2f7a97b 100644 --- a/src/exo/shared/types/commands.py +++ b/src/exo/shared/types/commands.py @@ -1,5 +1,3 @@ -from enum import Enum - from pydantic import Field from exo.shared.types.api import ChatCompletionTaskParams @@ -10,19 +8,14 @@ from exo.utils.pydantic_ext import CamelCaseModel, TaggedModel # TODO: We need to have a distinction between create instance and spin up instance. -class CommandType(str, Enum): - ChatCompletion = "ChatCompletion" - CreateInstance = "CreateInstance" - SpinUpInstance = "SpinUpInstance" - DeleteInstance = "DeleteInstance" - TaskFinished = "TaskFinished" - RequestEventLog = "RequestEventLog" - - class BaseCommand(TaggedModel): command_id: CommandId = Field(default_factory=CommandId) +class TestCommand(BaseCommand): + pass + + class ChatCompletion(BaseCommand): request_params: ChatCompletionTaskParams @@ -48,7 +41,8 @@ class RequestEventLog(BaseCommand): Command = ( - RequestEventLog + TestCommand + | RequestEventLog | ChatCompletion | CreateInstance | SpinUpInstance diff --git a/src/exo/shared/types/common.py b/src/exo/shared/types/common.py index e34fc7ef..42b682dc 100644 --- a/src/exo/shared/types/common.py +++ b/src/exo/shared/types/common.py @@ -23,6 +23,11 @@ class NodeId(Id): pass +class SessionId(CamelCaseModel): + master_node_id: NodeId + election_clock: int + + class CommandId(Id): pass diff --git a/src/exo/shared/types/events.py b/src/exo/shared/types/events.py index a910ea93..0de5612d 100644 --- a/src/exo/shared/types/events.py +++ b/src/exo/shared/types/events.py @@ -4,7 +4,7 @@ from pydantic import Field from exo.shared.topology import Connection, NodePerformanceProfile from exo.shared.types.chunks import CommandId, GenerationChunk -from exo.shared.types.common import Id, NodeId +from exo.shared.types.common import Id, NodeId, SessionId from exo.shared.types.profiling import MemoryPerformanceProfile from exo.shared.types.tasks import Task, TaskId, TaskStatus from exo.shared.types.worker.common import InstanceId, WorkerStatus @@ -177,4 +177,5 @@ class ForwarderEvent(CamelCaseModel): origin_idx: int = Field(ge=0) origin: NodeId + session: SessionId event: Event diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index e4374dd5..f19db835 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -13,7 +13,7 @@ from loguru import logger from exo.routing.connection_message import ConnectionMessage, ConnectionMessageType from exo.shared.apply import apply from exo.shared.types.commands import ForwarderCommand, RequestEventLog -from exo.shared.types.common import NodeId +from exo.shared.types.common import NodeId, SessionId from exo.shared.types.events import ( ChunkGenerated, Event, @@ -75,6 +75,7 @@ class Worker: def __init__( self, node_id: NodeId, + session_id: SessionId, shard_downloader: ShardDownloader, *, initial_connection_messages: list[ConnectionMessage], @@ -91,6 +92,7 @@ class Worker: command_sender: Sender[ForwarderCommand], ): self.node_id: NodeId = node_id + self.session_id: SessionId = session_id self.shard_downloader: ShardDownloader = shard_downloader self.global_event_receiver = global_event_receiver self.local_event_sender = local_event_sender @@ -634,6 +636,7 @@ class Worker: fe = ForwarderEvent( origin_idx=self.local_event_index, origin=self.node_id, + session=self.session_id, event=event, ) logger.debug( diff --git a/src/exo/worker/tests/worker_management.py b/src/exo/worker/tests/worker_management.py index ad7e346d..220665e6 100644 --- a/src/exo/worker/tests/worker_management.py +++ b/src/exo/worker/tests/worker_management.py @@ -5,12 +5,15 @@ from anyio import fail_after from exo.routing.topics import ConnectionMessage, ForwarderCommand, ForwarderEvent from exo.shared.types.chunks import TokenChunk -from exo.shared.types.common import NodeId +from exo.shared.types.common import NodeId, SessionId from exo.shared.types.events import ChunkGenerated, Event, TaskStateUpdated from exo.shared.types.tasks import TaskId, TaskStatus from exo.utils.channels import Receiver, Sender, channel from exo.worker.download.shard_downloader import NoopShardDownloader, ShardDownloader from exo.worker.main import Worker +from exo.worker.tests.constants import MASTER_NODE_ID + +session = SessionId(master_node_id=MASTER_NODE_ID, election_clock=0) @dataclass @@ -19,11 +22,17 @@ class WorkerMailbox: receiver: Receiver[ForwarderEvent] counter: int = 0 - async def append_events(self, events: list[Event], *, origin: NodeId): + async def append_events( + self, + events: list[Event], + *, + origin: NodeId, + ): for event in events: await self.sender.send( ForwarderEvent( origin=origin, + session=session, event=event, origin_idx=self.counter, ) @@ -45,6 +54,7 @@ def create_worker_void_mailbox( shard_downloader = NoopShardDownloader() return Worker( node_id, + session_id=session, shard_downloader=shard_downloader, initial_connection_messages=[], connection_message_receiver=channel[ConnectionMessage]()[1], @@ -64,6 +74,7 @@ def create_worker_and_mailbox( sender, grecv = channel[ForwarderEvent]() worker = Worker( node_id, + session_id=session, shard_downloader=shard_downloader, initial_connection_messages=[], connection_message_receiver=channel[ConnectionMessage]()[1], @@ -84,6 +95,7 @@ def create_worker_with_old_mailbox( # This function is subtly complex, come talk to Evan if you want to know what it's actually doing. worker = Worker( node_id, + session_id=session, shard_downloader=shard_downloader, initial_connection_messages=[], connection_message_receiver=channel[ConnectionMessage]()[1], From 16f724e24c58bd81b0335b0a5d08919b41a25312 Mon Sep 17 00:00:00 2001 From: rltakashige Date: Tue, 4 Nov 2025 17:44:24 -0800 Subject: [PATCH 182/224] Update staging 14 Co-authored-by: Evan Co-authored-by: Alex Cheema Co-authored-by: David Munha Canas Correia Co-authored-by: github-actions bot --- .gitattributes | 1 - .github/benchmark-dashboard/README.md | 159 ++ .github/benchmark-dashboard/index.html | 1601 +++++++++++++++++ .github/configs/README.md | 186 ++ .github/configs/bench_config.yaml | 49 + .github/configs/bench_simple.yaml | 36 + .github/scripts/bench.py | 1190 ++++++++++++ .github/scripts/build_matrix.py | 68 + .github/workflows/BENCH_USAGE.md | 156 ++ .github/workflows/bench.yml | 292 +++ .github/workflows/e2e_test.yml | 360 ---- .github/workflows/pipeline.yml | 2 +- TODO.md | 25 + configure_mlx.sh | 43 - copy_model.sh | 133 -- dashboard/index.html | 455 +++-- flake.lock | 18 +- flake.nix | 8 +- justfile | 4 + kill_remote.sh | 65 - pyproject.toml | 11 +- remote_git.sh | 82 - run.sh | 48 - run_remote.sh | 99 - rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi | 48 +- rust/exo_pyo3_bindings/src/networking.rs | 37 +- rust/networking/src/swarm.rs | 20 +- scp_repo.sh | 65 - scripts/README.md | 0 scripts/hashdir.py | 80 - scripts/pyproject.toml | 17 - scripts/src/exo_scripts/__init__.py | 0 scripts/src/exo_scripts/read_events.py | 511 ------ scripts/src/exo_scripts/test_download.py | 12 - scripts/watch-pull-restart.py | 284 --- scripts_guide.txt | 22 - src/exo/engines/mlx/auto_parallel.py | 332 +++- src/exo/engines/mlx/utils_mlx.py | 215 ++- src/exo/main.py | 8 +- src/exo/master/api.py | 22 +- src/exo/master/main.py | 4 + src/exo/master/placement.py | 58 +- src/exo/master/placement_utils.py | 203 ++- src/exo/master/tests/test_master.py | 1 + src/exo/master/tests/test_placement.py | 134 ++ src/exo/master/tests/test_placement_utils.py | 2 +- src/exo/routing/router.py | 9 +- src/exo/shared/election.py | 121 +- src/exo/shared/models/model_cards.py | 54 +- src/exo/shared/types/api.py | 2 + src/exo/shared/types/commands.py | 2 + src/exo/shared/types/events.py | 3 + .../shared/types/worker/commands_runner.py | 4 +- src/exo/shared/types/worker/instances.py | 4 +- src/exo/shared/types/worker/ops.py | 4 +- .../types/worker/parallelisation_strategy.py | 13 + src/exo/shared/types/worker/shards.py | 29 +- src/exo/utils/channels.py | 4 + src/exo/worker/common.py | 8 +- src/exo/worker/main.py | 8 +- src/exo/worker/plan.py | 2 + src/exo/worker/runner/bootstrap.py | 1 + src/exo/worker/runner/generate.py | 169 +- src/exo/worker/runner/runner.py | 26 +- src/exo/worker/runner/runner_supervisor.py | 43 +- src/exo/worker/runner/utils.py | 50 +- src/exo/worker/utils/system_info.py | 81 +- tmp/run_llm.sh | 24 + uv.lock | 184 +- 69 files changed, 5527 insertions(+), 2484 deletions(-) delete mode 100644 .gitattributes create mode 100644 .github/benchmark-dashboard/README.md create mode 100644 .github/benchmark-dashboard/index.html create mode 100644 .github/configs/README.md create mode 100644 .github/configs/bench_config.yaml create mode 100644 .github/configs/bench_simple.yaml create mode 100644 .github/scripts/bench.py create mode 100644 .github/scripts/build_matrix.py create mode 100644 .github/workflows/BENCH_USAGE.md create mode 100644 .github/workflows/bench.yml delete mode 100644 .github/workflows/e2e_test.yml create mode 100644 TODO.md delete mode 100755 configure_mlx.sh delete mode 100755 copy_model.sh delete mode 100755 kill_remote.sh delete mode 100755 remote_git.sh delete mode 100755 run.sh delete mode 100755 run_remote.sh delete mode 100755 scp_repo.sh delete mode 100644 scripts/README.md delete mode 100644 scripts/hashdir.py delete mode 100644 scripts/pyproject.toml delete mode 100644 scripts/src/exo_scripts/__init__.py delete mode 100644 scripts/src/exo_scripts/read_events.py delete mode 100644 scripts/src/exo_scripts/test_download.py delete mode 100755 scripts/watch-pull-restart.py delete mode 100644 scripts_guide.txt create mode 100644 src/exo/shared/types/worker/parallelisation_strategy.py create mode 100755 tmp/run_llm.sh diff --git a/.gitattributes b/.gitattributes deleted file mode 100644 index c2b5fa9b..00000000 --- a/.gitattributes +++ /dev/null @@ -1 +0,0 @@ -worker/utils/macmon/bin/macmon filter=lfs diff=lfs merge=lfs -text diff --git a/.github/benchmark-dashboard/README.md b/.github/benchmark-dashboard/README.md new file mode 100644 index 00000000..1db78344 --- /dev/null +++ b/.github/benchmark-dashboard/README.md @@ -0,0 +1,159 @@ +# EXO Benchmark Dashboard + +A fully self-contained, browser-based dashboard for tracking EXO benchmark performance over time. + +## Features + +- 📊 **Success Rate Tracking**: Monitor cluster reliability across commits +- ⚡ **Response Time Analysis**: Track average request completion times +- 🎯 **Throughput Metrics**: Tokens per second visualization +- 📈 **Request Distribution**: Success/failure breakdown over time +- 🔄 **Auto-Refresh**: Updates every 60 seconds +- 📺 **TV-Ready**: Large, clear visualizations perfect for display +- 🔐 **Secure**: Credentials stored in browser localStorage only +- 🌐 **No Backend**: Directly accesses S3 from the browser + +## Quick Start + +### Option 1: Direct File Access (Simplest) + +Just open the HTML file directly in your browser: + +```bash +open .github/benchmark-dashboard/index.html +``` + +Then click "Configure AWS Credentials" and enter your keys. + +### Option 2: URL Parameters (For Quick Setup) + +```bash +# Serve with credentials in URL (they'll be moved to localStorage) +open ".github/benchmark-dashboard/index.html?accessKey=YOUR_KEY&secretKey=YOUR_SECRET®ion=us-east-1" +``` + +The credentials will be saved to localStorage and removed from the URL immediately. + +### Option 3: Simple HTTP Server + +```bash +# From repo root +python3 -m http.server 8080 + +# Then open: http://localhost:8080/.github/benchmark-dashboard/ +``` + +## AWS Credentials + +The dashboard needs read-only access to the `exo-benchmark-results` S3 bucket. + +### Required IAM Permissions + +```json +{ + "Version": "2012-10-17", + "Statement": [ + { + "Effect": "Allow", + "Action": [ + "s3:GetObject", + "s3:ListBucket" + ], + "Resource": [ + "arn:aws:s3:::exo-benchmark-results", + "arn:aws:s3:::exo-benchmark-results/*" + ] + } + ] +} +``` + +### Security Notes + +- ✅ Credentials stored in browser `localStorage` only +- ✅ Never sent to any server (except AWS) +- ✅ All S3 access happens client-side +- ✅ Use read-only IAM credentials +- ⚠️ Don't commit credentials to git +- ⚠️ Use a dedicated read-only IAM user + +## TV/Kiosk Mode + +For permanent display on a TV: + +### macOS +```bash +open -a "Google Chrome" --args --kiosk ".github/benchmark-dashboard/index.html" +``` + +### Linux +```bash +chromium-browser --kiosk --app="file://$(pwd)/.github/benchmark-dashboard/index.html" +``` + +### Auto-start on Boot + +Create a simple startup script: + +```bash +#!/bin/bash +# /usr/local/bin/start-benchmark-dashboard.sh + +cd /path/to/exo +python3 -m http.server 8080 & +sleep 2 +chromium-browser --kiosk http://localhost:8080/.github/benchmark-dashboard/ +``` + +## Data Displayed + +### Summary Cards +- **Latest Success Rate**: Most recent benchmark success percentage with trend +- **Avg Response Time**: Latest average response time in ms with trend +- **Total Benchmarks**: Count of all benchmarks run +- **Active Configurations**: Number of unique benchmark configs + +### Charts +1. **Success Rate Over Time**: Line chart showing reliability trends +2. **Average Response Time**: Performance over time (lower is better) +3. **Throughput**: Tokens/second metric (higher is better) +4. **Request Distribution**: Stacked bar chart of successes/failures + +## How It Works + +1. **Loads AWS SDK**: Uses AWS SDK for JavaScript (browser version) +2. **Lists S3 Objects**: Fetches all files from `s3://exo-benchmark-results/bench/` +3. **Downloads Results**: Fetches each JSON result file +4. **Parses & Visualizes**: Uses Chart.js to create interactive charts +5. **Auto-Refreshes**: Polls S3 every 60 seconds for new results + +## Customization + +To modify the dashboard: + +1. Edit `index.html` +2. Adjust `REFRESH_INTERVAL` for different polling frequency +3. Modify chart colors/styles in the Chart.js configuration +4. Add new metrics by extending the results parsing + +## Troubleshooting + +**"AWS credentials not configured"** +- Click "Configure AWS Credentials" and enter your keys + +**"Error loading benchmark data"** +- Check AWS credentials are correct +- Verify S3 bucket name is `exo-benchmark-results` +- Ensure IAM user has read permissions +- Check browser console for detailed errors + +**"No benchmark results found"** +- Wait for benchmark workflows to run +- Verify results are being uploaded to S3 +- Check S3 bucket has files in `bench/` prefix + +**Charts not updating** +- Check browser console for errors +- Verify network connectivity to S3 +- Try refreshing the page manually + diff --git a/.github/benchmark-dashboard/index.html b/.github/benchmark-dashboard/index.html new file mode 100644 index 00000000..341604bf --- /dev/null +++ b/.github/benchmark-dashboard/index.html @@ -0,0 +1,1601 @@ + + + + + + EXO Benchmark Dashboard + + + + + + + + + + + + +
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🚀 EXO Benchmark Dashboard

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+ + + + diff --git a/.github/configs/README.md b/.github/configs/README.md new file mode 100644 index 00000000..4a399c88 --- /dev/null +++ b/.github/configs/README.md @@ -0,0 +1,186 @@ +# EXO Benchmark Configurations + +This directory contains configuration files for the EXO staged benchmark system. + +## Overview + +The staged benchmark system allows you to run complex, multi-stage load tests against EXO clusters. Each stage can have different characteristics: + +- **Prompt Length**: Number of tokens in the input prompt +- **Generation Length**: Maximum tokens to generate in the response +- **Time Between Requests**: Delay (in seconds) between firing consecutive requests +- **Iterations**: Number of requests to send in this stage + +Requests are **fire-and-forget** - they don't wait for the previous request to complete. This allows you to test overlapping request handling and measure success rates under load. + +## Configuration Files + +### `bench_simple.yaml` +A minimal configuration that replicates the behavior of the original `bench.py` script: +- Single stage with 1 iteration +- Short prompt (~20 tokens) +- Generates up to 100 tokens + +This is useful for quick smoke tests. + +### `bench_config.yaml` +A comprehensive multi-stage benchmark with: +1. **Warmup** (10 requests): Light load with short prompts +2. **Medium Load** (20 requests): Moderate load with medium prompts +3. **Stress Test** (30 requests): Heavy overlapping requests with long prompts +4. **Cooldown** (5 requests): Light load to wind down + +This tests the cluster's behavior under varying load patterns. + +## Configuration Schema + +```yaml +# Hardware configuration - maps runner labels to instance counts +hardware_plan: + M3ULTRA_GPU80_512GB: 4 + +# Environment variables to set on each node (optional) +environment: + OVERRIDE_MEMORY_MB: 512 + +# Timeout for instance and runner readiness (seconds) +timeout_seconds: 600 + +# Model instances to run concurrently +model_ids: + - "mlx-community/Llama-3.2-1B-Instruct-4bit" + +# Benchmark stages +stages: + - name: "stage_name" # Human-readable name for this stage + prompt_length: 100 # Target prompt length in tokens + generation_length: 200 # Max tokens to generate + time_between_requests: 2.0 # Seconds between firing requests + iterations: 10 # Number of requests in this stage +``` + +## Running Benchmarks + +### Via GitHub Actions + +**Automatic (every commit):** +- The **`bench`** workflow runs automatically on every push +- Uses `bench_simple.yaml` as the default configuration +- All settings (hardware plan, timeout, environment variables, models, stages) are defined in the config file + +**Manual (on-demand):** +1. Go to **Actions** → **bench** workflow +2. Click **Run workflow** +3. Configure: + - **Config File**: Path to your YAML config (default: `.github/configs/bench_simple.yaml`) + - `.github/configs/bench_simple.yaml` for quick tests + - `.github/configs/bench_config.yaml` for complex multi-stage tests + +All other settings (hardware plan, timeout, environment variables, models, stages) are read from the specified config file. + +### Via Command Line + +```bash +# Start EXO on localhost:8000 +uv run exo --api-port 8000 + +# Run simple benchmark (1 stage, 1 iteration) +python3 .github/scripts/bench.py \ + --api-port 8000 \ + --config .github/configs/bench_simple.yaml \ + --expected-nodes 1 \ + --is-primary true \ + --timeout-seconds 600 + +# Run complex staged benchmark (4 stages, multiple iterations) +python3 .github/scripts/bench.py \ + --api-port 8000 \ + --config .github/configs/bench_config.yaml \ + --expected-nodes 1 \ + --is-primary true \ + --timeout-seconds 600 +``` + +## Output Metrics + +For each stage, the benchmark reports: + +- **Total Requests**: Number of requests fired +- **Successful Requests**: Requests that completed successfully +- **Failed Requests**: Requests that encountered errors +- **Success Rate**: Percentage of successful requests +- **Total Tokens**: Sum of all tokens generated across successful requests +- **Avg Tokens/Request**: Average tokens per successful request +- **Avg Time/Request**: Average completion time per successful request + +A JSON summary is also printed for easy parsing and storage. + +## Creating Custom Benchmarks + +To create a custom benchmark: + +1. Copy an existing config file (e.g., `bench_config.yaml`) +2. Modify the stages to match your test scenario +3. Save it in this directory with a descriptive name +4. Run it using the workflow or command line + +### Example: Sustained Load Test + +```yaml +hardware_plan: + M3ULTRA_GPU80_512GB: 2 + +environment: + OVERRIDE_MEMORY_MB: 1024 + +timeout_seconds: 600 + +model_ids: + - "mlx-community/Llama-3.2-1B-Instruct-4bit" + +stages: + - name: "sustained_load" + prompt_length: 200 + generation_length: 150 + time_between_requests: 0.5 # Very fast - 2 requests/second + iterations: 100 # Run for ~50 seconds +``` + +### Example: Varying Prompt Sizes + +```yaml +hardware_plan: + M4PRO_GPU16_24GB: 3 + +timeout_seconds: 900 + +model_ids: + - "mlx-community/Llama-3.2-1B-Instruct-4bit" + +stages: + - name: "tiny_prompts" + prompt_length: 10 + generation_length: 100 + time_between_requests: 1.0 + iterations: 10 + + - name: "medium_prompts" + prompt_length: 200 + generation_length: 100 + time_between_requests: 1.0 + iterations: 10 + + - name: "large_prompts" + prompt_length: 1000 + generation_length: 100 + time_between_requests: 1.0 + iterations: 10 +``` + +## Tips + +- **Overlapping Requests**: Set `time_between_requests` < expected completion time to test concurrent request handling +- **Sequential Requests**: Set `time_between_requests` > expected completion time to ensure requests don't overlap +- **Realistic Load**: Model real usage patterns by varying prompt/generation lengths across stages +- **Success Rate**: A 100% success rate indicates the cluster handled the load well; lower rates suggest capacity limits + diff --git a/.github/configs/bench_config.yaml b/.github/configs/bench_config.yaml new file mode 100644 index 00000000..2477a4ff --- /dev/null +++ b/.github/configs/bench_config.yaml @@ -0,0 +1,49 @@ +# EXO Staged Benchmark Configuration +# This configuration defines a multi-stage load test for EXO clusters + +# Hardware configuration - maps runner labels to instance counts +hardware_plan: + M3ULTRA_GPU80_512GB: 4 + +# Environment variables to set on each node (optional) +environment: + OVERRIDE_MEMORY_MB: 512 + +# Timeout for instance and runner readiness (seconds) +timeout_seconds: 600 + +# Multiple instances run concurrently on the cluster +model_ids: + - "mlx-community/Qwen3-0.6B-4bit" + - "mlx-community/Qwen3-0.6B-4bit" + +# Stages run sequentially, each with its own characteristics +stages: + # Stage 1: Light load with short prompts + - name: "warmup" + prompt_length: 50 # Number of tokens in prompt + generation_length: 100 # Max tokens to generate + time_between_requests: 5.0 # Seconds between firing requests + iterations: 10 # Number of requests to send in this stage + + # Stage 2: Medium load with medium prompts + - name: "medium_load" + prompt_length: 200 + generation_length: 150 + time_between_requests: 3.0 + iterations: 20 + + # Stage 3: Heavy load with long prompts - requests will overlap + - name: "stress_test" + prompt_length: 500 + generation_length: 200 + time_between_requests: 1.0 # Fast firing - will definitely overlap + iterations: 30 + + # Stage 4: Cool down with simple prompts + - name: "cooldown" + prompt_length: 50 + generation_length: 50 + time_between_requests: 10.0 + iterations: 5 + diff --git a/.github/configs/bench_simple.yaml b/.github/configs/bench_simple.yaml new file mode 100644 index 00000000..26837edd --- /dev/null +++ b/.github/configs/bench_simple.yaml @@ -0,0 +1,36 @@ +# Simple single-shot benchmark +# Tests 2 instances concurrently on 2 nodes + +# Hardware configuration - maps runner labels to instance counts +hardware_plan: + puffin4: 1 + puffin8: 1 + +# Environment variables to set on each node +environment: + PLACEHOLDER: "placeholder" + # OVERRIDE_MEMORY_MB: 30000 + # MLX_METAL_FAST_SYNCH: 1 + +# Timeout for instance and runner readiness (seconds) +timeout_seconds: 900 + +# Model instances to run concurrently +model_ids: + - "mlx-community/DeepSeek-V3.1-8bit" + # - "mlx-community/Qwen3-235B-A22B-4bit" + # - "mlx-community/Llama-3.3-70B-Instruct-4bit" + +# Placement strategy: "tensor", "pipeline", or "auto" +strategy: "tensor_rdma" + +# If true, run requests sequentially (no overlap); if false, fire-and-forget (default: false) +no_overlap: true + +# Benchmark stages +stages: + - name: "simple" + prompt_length: 512 + generation_length: 10 + time_between_requests: 2.0 + iterations: 10 diff --git a/.github/scripts/bench.py b/.github/scripts/bench.py new file mode 100644 index 00000000..4f607b69 --- /dev/null +++ b/.github/scripts/bench.py @@ -0,0 +1,1190 @@ +#!/usr/bin/env python3 + +# type: ignore +""" +Unified benchmark script for EXO. +Runs single or multi-stage benchmarks with configurable load patterns. +Requests are fire-and-forget, allowing overlapping execution. + +Simple benchmark (1 iteration): --config .github/configs/bench_simple.yaml +Complex benchmark (multiple stages): --config .github/configs/bench_config.yaml +""" +# pyright: reportAny=false, reportUnknownArgumentType=false, reportUnknownVariableType=false +from __future__ import annotations + +import argparse +import asyncio +import json +import sys +import time +import urllib.error +import urllib.request +from dataclasses import dataclass +from pathlib import Path +from typing import Any, Mapping + +import yaml + + +def _format_http_error(error: Exception) -> str: + """Format HTTP error with full response details for debugging.""" + if isinstance(error, urllib.error.HTTPError): + try: + body = error.read().decode("utf-8", errors="replace") + except Exception: + body = "" + + headers_str = "\n".join(f" {k}: {v}" for k, v in error.headers.items()) if error.headers else "" + + return ( + f"HTTP {error.code} {error.reason}\n" + f"URL: {error.url}\n" + f"Headers:\n{headers_str}\n" + f"Body: {body}" + ) + elif isinstance(error, urllib.error.URLError): + return f"URLError: {error.reason}" + else: + return str(error) + + +def _http_request(url: str, *, method: str = "GET", data: Mapping[str, Any] | None = None) -> dict[str, Any]: + headers = {"Content-Type": "application/json"} + payload: bytes | None = None + if data is not None: + payload = json.dumps(data).encode("utf-8") + req = urllib.request.Request(url, data=payload, headers=headers, method=method) + try: + with urllib.request.urlopen(req, timeout=30) as resp: # nosec - runner-local API + body = resp.read().decode("utf-8") + try: + return json.loads(body) + except json.JSONDecodeError: + return {"raw": body} + except Exception as e: + error_details = _format_http_error(e) + print(f"HTTP request failed:\n{error_details}") + raise + + +async def _http_request_async(url: str, *, method: str = "GET", data: Mapping[str, Any] | None = None) -> dict[str, Any]: + """Async version that runs in executor to not block event loop.""" + loop = asyncio.get_event_loop() + return await loop.run_in_executor(None, lambda: _http_request(url, method=method, data=data)) + + +async def _http_stream_async(url: str, *, method: str = "POST", data: Mapping[str, Any], timeout: int = 120) -> list[tuple[str, float]]: + """Async streaming request. Returns list of (line, timestamp) tuples.""" + def _stream() -> list[tuple[str, float]]: + headers = {"Content-Type": "application/json"} + payload = json.dumps(data).encode("utf-8") + req = urllib.request.Request(url, data=payload, headers=headers, method=method) + lines: list[tuple[str, float]] = [] + try: + with urllib.request.urlopen(req, timeout=timeout) as resp: # nosec - runner-local API + for raw_line in resp: + timestamp = time.monotonic() + line = raw_line.decode("utf-8", errors="replace").rstrip("\n\r") + if line: + lines.append((line, timestamp)) + return lines + except Exception as e: + error_details = _format_http_error(e) + print(f"HTTP request failed:\n{error_details}") + raise + loop = asyncio.get_event_loop() + return await loop.run_in_executor(None, _stream) + + +def fetch_state(api_base: str) -> dict[str, Any]: + return _http_request(f"{api_base}/state") + + +def collect_metrics_snapshot(state: Mapping[str, Any]) -> MetricsSnapshot: + """Collect current metrics snapshot from state.""" + timestamp = time.time() + + # Collect memory for each node + node_memory: dict[str, MemorySnapshot] = {} + node_profiles: Mapping[str, Any] = state.get("nodeProfiles", {}) + + for node_id, profile in node_profiles.items(): + if not isinstance(profile, dict): + continue + + memory = profile.get("memory", {}) + if not isinstance(memory, dict): + continue + + # Parse memory values - they're objects with 'inBytes' field + def get_bytes(mem_obj: Any) -> int: + if isinstance(mem_obj, dict): + return int(mem_obj.get("inBytes", 0)) + return 0 + + ram_total = get_bytes(memory.get("ramTotal")) + ram_available = get_bytes(memory.get("ramAvailable")) + swap_total = get_bytes(memory.get("swapTotal")) + swap_available = get_bytes(memory.get("swapAvailable")) + + node_memory[node_id] = MemorySnapshot( + ram_total_bytes=ram_total, + ram_available_bytes=ram_available, + ram_used_bytes=max(ram_total - ram_available, 0), + swap_total_bytes=swap_total, + swap_available_bytes=swap_available, + swap_used_bytes=max(swap_total - swap_available, 0), + ) + + # Collect task counts per instance and per node + instance_tasks: list[InstanceTaskSnapshot] = [] + instances: Mapping[str, Any] = state.get("instances", {}) + tasks: Mapping[str, Any] = state.get("tasks", {}) + print(f"[DEBUG] Num tasks: {len(tasks)}. Num instances: {len(instances)}.") + + # Map instance_id -> node_ids (instances can span multiple nodes) + instance_to_nodes: dict[str, set[str]] = {} + for instance_id, instance_data in instances.items(): + if not isinstance(instance_data, dict): + continue + + shard_assignments = instance_data.get("shardAssignments", {}) + if not isinstance(shard_assignments, dict): + continue + + # Get all nodes that this instance uses + node_to_runner = shard_assignments.get("nodeToRunner", {}) + if isinstance(node_to_runner, dict): + instance_to_nodes[instance_id] = set(node_to_runner.keys()) + + # Count tasks per instance (only Pending and Running exist in state; completed tasks are deleted) + instance_task_counts: dict[str, dict[str, int]] = {} + for instance_id in instances.keys(): + instance_task_counts[instance_id] = { + "Pending": 0, + "Running": 0, + } + + # Iterate through tasks and count by instance and status + tasks_matched = 0 + tasks_skipped = 0 + + for _task_id, task_wrapper in tasks.items(): + if not isinstance(task_wrapper, dict): + print(f"[DEBUG] Task wrapper is not a dict: {task_wrapper}") + tasks_skipped += 1 + continue + + # Extract actual task from wrapper (e.g., {"ChatCompletionTask": {...}}) + if len(task_wrapper) != 1: + print(f"[DEBUG] Task wrapper has unexpected number of keys: {len(task_wrapper)}") + tasks_skipped += 1 + continue + + _task_type, task_data = next(iter(task_wrapper.items())) + + if not isinstance(task_data, dict): + print(f"[DEBUG] Task data is not a dict: {task_data}") + tasks_skipped += 1 + continue + + instance_id = task_data.get("instanceId") + task_status = task_data.get("taskStatus") + + if not instance_id or instance_id not in instance_task_counts: + tasks_skipped += 1 + continue + + if task_status not in ["Pending", "Running"]: + tasks_skipped += 1 + continue + + # Count this task + instance_task_counts[instance_id][task_status] += 1 + tasks_matched += 1 + + if tasks_skipped > 0: + print(f"[DEBUG] Task matching: {tasks_matched} matched, {tasks_skipped} skipped (from {len(tasks)} total)") + + # Build snapshots for each instance (assign to primary node - first in sorted order) + for instance_id, counts in instance_task_counts.items(): + pending = counts["Pending"] + running = counts["Running"] + total_active = pending + running + + node_ids = instance_to_nodes.get(instance_id, set()) + primary_node = sorted(node_ids)[0] if node_ids else "unknown" + + instance_tasks.append( + InstanceTaskSnapshot( + instance_id=instance_id, + node_id=primary_node, + pending_tasks=pending, + running_tasks=running, + total_active_tasks=total_active, + ) + ) + + # Aggregate tasks per node + node_task_counts: dict[str, dict[str, int]] = {} + node_instance_counts: dict[str, int] = {} + + for instance_snapshot in instance_tasks: + node_id = instance_snapshot.node_id + + if node_id not in node_task_counts: + node_task_counts[node_id] = { + "Pending": 0, + "Running": 0, + } + node_instance_counts[node_id] = 0 + + node_task_counts[node_id]["Pending"] += instance_snapshot.pending_tasks + node_task_counts[node_id]["Running"] += instance_snapshot.running_tasks + node_instance_counts[node_id] += 1 + + # Build node snapshots + node_tasks: list[NodeTaskSnapshot] = [] + for node_id, counts in node_task_counts.items(): + pending = counts["Pending"] + running = counts["Running"] + total_active = pending + running + + node_tasks.append( + NodeTaskSnapshot( + node_id=node_id, + pending_tasks=pending, + running_tasks=running, + total_active_tasks=total_active, + instance_count=node_instance_counts.get(node_id, 0), + ) + ) + + return MetricsSnapshot( + timestamp=timestamp, + node_memory=node_memory, + instance_tasks=instance_tasks, + node_tasks=node_tasks, + ) + + +def get_topology_node_count(state: Mapping[str, Any]) -> int: + """Get the number of nodes in the topology.""" + topology = state.get("topology", {}) + nodes = topology.get("nodes", []) + return len(nodes) + + +def count_instances_by_model(state: Mapping[str, Any], model_id: str) -> int: + """Count how many instances exist for a given model_id.""" + instances: Mapping[str, Any] = state.get("instances", {}) + count = 0 + for instance in instances.values(): + shard = instance.get("shardAssignments", {}) + if shard.get("modelId") == model_id: + count += 1 + return count + + +def get_all_instance_ids_for_model(state: Mapping[str, Any], model_id: str) -> list[str]: + """Get all instance IDs for a given model_id.""" + instances: Mapping[str, Any] = state.get("instances", {}) + instance_ids = [] + for instance_id, instance in instances.items(): + shard = instance.get("shardAssignments", {}) + if shard.get("modelId") == model_id: + instance_ids.append(instance_id) + return instance_ids + + +def count_ready_instances_by_model(state: Mapping[str, Any], model_id: str) -> int: + """Count how many instances for a model have all their runners ready.""" + instances: Mapping[str, Any] = state.get("instances", {}) + ready_count = 0 + + for instance_id, instance in instances.items(): + shard = instance.get("shardAssignments", {}) + if shard.get("modelId") != model_id: + continue + + # Check if all runners for this instance are ready + runner_ids = get_runner_ids_for_instance(state, instance_id) + if len(runner_ids) == 0: + continue + + all_ready = all( + get_runner_status_kind(state, rid) in {"LoadedRunnerStatus", "RunningRunnerStatus"} + for rid in runner_ids + ) + + if all_ready: + ready_count += 1 + + return ready_count + + +def get_runner_ids_for_instance(state: Mapping[str, Any], instance_id: str) -> list[str]: + instances: Mapping[str, Any] = state.get("instances", {}) + inst = instances.get(instance_id, {}) + r2s = inst.get("shardAssignments", {}).get("runnerToShard", {}) + if isinstance(r2s, dict): + return list(r2s.keys()) + return [] + + +def get_runner_status_kind(state: Mapping[str, Any], runner_id: str) -> str | None: + runners: Mapping[str, Any] = state.get("runners", {}) + status_obj = runners.get(runner_id) + if not isinstance(status_obj, dict): + return None + if len(status_obj) == 1: + return next(iter(status_obj.keys())) + return None + + +async def wait_for_topology_ready(api_base: str, expected_nodes: int, timeout_s: int) -> None: + """Wait for all expected nodes to appear in the topology.""" + print(f"Waiting for {expected_nodes} node(s) to appear in topology (timeout: {timeout_s}s)...") + start = time.monotonic() + while True: + state = fetch_state(api_base) + node_count = get_topology_node_count(state) + elapsed = time.monotonic() - start + print(f" Topology has {node_count}/{expected_nodes} nodes (elapsed: {elapsed:.1f}s)") + + if node_count >= expected_nodes: + print(f"All {expected_nodes} node(s) are in topology!") + return + + if elapsed > timeout_s: + raise TimeoutError(f"Timed out waiting for topology. Expected {expected_nodes} nodes, got {node_count}") + await asyncio.sleep(2) + + +async def wait_for_instances_ready(api_base: str, model_id: str, expected_count: int, timeout_s: int) -> list[str]: + """Wait for a specific count of instances for a model to be fully ready.""" + print(f"Waiting for {expected_count} instance(s) of {model_id} to be ready (timeout: {timeout_s}s)...") + start = time.monotonic() + while True: + state = fetch_state(api_base) + + total_count = count_instances_by_model(state, model_id) + ready_count = count_ready_instances_by_model(state, model_id) + elapsed = time.monotonic() - start + + print(f" Model {model_id}: {ready_count}/{expected_count} ready ({total_count} total) (elapsed: {elapsed:.1f}s)") + + if ready_count >= expected_count: + instance_ids = get_all_instance_ids_for_model(state, model_id) + print(f"All {expected_count} instance(s) ready! Instance IDs: {instance_ids}") + return instance_ids + + if elapsed > timeout_s: + raise TimeoutError( + f"Timed out waiting for instances. Expected {expected_count} ready instances of {model_id}, " + f"got {ready_count} ready out of {total_count} total" + ) + await asyncio.sleep(2) + + +async def wait_for_all_instances_deleted(api_base: str, model_id: str) -> None: + """Wait for all instances of a model to be deleted.""" + print(f"Waiting for all instances of {model_id} to be deleted...") + start = time.monotonic() + while True: + state = fetch_state(api_base) + count = count_instances_by_model(state, model_id) + if count == 0: + elapsed = time.monotonic() - start + print(f"All instances of {model_id} deleted after {elapsed:.1f}s") + return + await asyncio.sleep(2) + + +async def wait_for_tasks_drained(api_base: str, timeout_s: int = 300) -> None: + """Wait for all tasks in the cluster to be drained (completed or failed). + + Tasks are deleted from state when complete, so we wait until there are no + pending or running tasks remaining. + """ + print(f"\n{'='*80}") + print(f"⏳ WAITING FOR ALL TASKS TO DRAIN") + print(f"{'='*80}") + start = time.monotonic() + + while True: + state = fetch_state(api_base) + snapshot = collect_metrics_snapshot(state) + + # Count total active tasks across all nodes + total_pending = sum(node.pending_tasks for node in snapshot.node_tasks) + total_running = sum(node.running_tasks for node in snapshot.node_tasks) + total_active = total_pending + total_running + + elapsed = time.monotonic() - start + + if total_active == 0: + print(f"✅ All tasks drained after {elapsed:.1f}s") + return + + print(f" [{elapsed:.1f}s] Still draining: {total_active} active tasks ({total_pending} pending, {total_running} running)") + + # Print per-node breakdown if there are active tasks + if snapshot.node_tasks: + for node_snapshot in snapshot.node_tasks: + if node_snapshot.total_active_tasks > 0: + node_short = node_snapshot.node_id[-4:] + print(f" Node ...{node_short}: {node_snapshot.running_tasks} running, {node_snapshot.pending_tasks} pending") + + if elapsed > timeout_s: + print(f"⚠️ WARNING: Timed out waiting for tasks to drain after {timeout_s}s") + print(f" Remaining: {total_active} tasks ({total_pending} pending, {total_running} running)") + return + + await asyncio.sleep(2) + + +def generate_prompt(length: int) -> str: + """Generate a prompt of approximately the specified token length.""" + # Rough approximation: 1 token ≈ 4 characters + # Use a repeating pattern that's easy to generate + base_text = "The quick brown fox jumps over the lazy dog. " + target_chars = length * 4 + repetitions = (target_chars // len(base_text)) + 1 + return (base_text * repetitions)[:target_chars] + + +@dataclass(frozen=True) +class StageConfig: + name: str + prompt_length: int + generation_length: int + time_between_requests: float + iterations: int + + +@dataclass +class RequestResult: + request_id: int + success: bool + tokens: int + elapsed_s: float + started_at: float + completed_at: float + time_to_first_token_s: float | None = None + decode_tps: float | None = None + error: str | None = None + + +@dataclass +class StageResult: + name: str + total_requests: int + successful_requests: int + failed_requests: int + success_rate: float + total_tokens: int + total_time: float + avg_tokens_per_request: float + avg_time_per_request: float + avg_time_to_first_token: float | None + std_time_to_first_token: float | None + avg_decode_tps: float | None + avg_ms_per_token: float | None + std_ms_per_token: float | None + request_results: list[RequestResult] + stage_started_at: float + stage_completed_at: float + + +@dataclass(frozen=True) +class MemorySnapshot: + """Memory snapshot for a node at a point in time.""" + ram_total_bytes: int + ram_available_bytes: int + ram_used_bytes: int + swap_total_bytes: int + swap_available_bytes: int + swap_used_bytes: int + + +@dataclass(frozen=True) +class InstanceTaskSnapshot: + """Task counts for an instance at a point in time. + + Note: Tasks are deleted from state when complete, so we only track active tasks. + total_active_tasks = pending + running. + """ + instance_id: str + node_id: str + pending_tasks: int + running_tasks: int + total_active_tasks: int + + +@dataclass(frozen=True) +class NodeTaskSnapshot: + """Task counts for a node at a point in time. + + Note: Tasks are deleted from state when complete, so we only track active tasks. + total_active_tasks = pending + running across all instances on this node. + """ + node_id: str + pending_tasks: int + running_tasks: int + total_active_tasks: int + instance_count: int + + +@dataclass(frozen=True) +class MetricsSnapshot: + """System metrics snapshot at a point in time.""" + timestamp: float + node_memory: dict[str, MemorySnapshot] + instance_tasks: list[InstanceTaskSnapshot] + node_tasks: list[NodeTaskSnapshot] + + +async def run_single_request( + api_base: str, + model_id: str, + prompt: str, + max_tokens: int, + request_id: int, + timeout: int = 60, +) -> RequestResult: + """Run a single chat completion request and return its result.""" + started_at = time.time() + start = time.monotonic() + try: + lines = await _http_stream_async( + f"{api_base}/v1/chat/completions", + method="POST", + data={ + "model": model_id, + "messages": [{"role": "user", "content": prompt}], + "max_tokens": max_tokens, + "temperature": 0.7, + }, + timeout=timeout, + ) + + tokens = 0 + got_done = False + first_token_time: float | None = None + last_token_time: float | None = None + + for line, timestamp in lines: + if not line.startswith("data:"): + continue + payload = line[len("data:"):].strip() + if payload == "[DONE]": + got_done = True + break + try: + obj = json.loads(payload) + content = obj.get("choices", [{}])[0].get("delta", {}).get("content") + if content: + if first_token_time is None: + first_token_time = timestamp + last_token_time = timestamp + tokens += 1 + except json.JSONDecodeError: + continue + + elapsed = time.monotonic() - start + completed_at = time.time() + + # Calculate TTFT and decode TPS + time_to_first_token: float | None = None + decode_tps: float | None = None + + if first_token_time is not None: + time_to_first_token = first_token_time - start + + # Decode TPS: tokens per second after first token + if last_token_time is not None and tokens > 1: + decode_time = last_token_time - first_token_time + if decode_time > 0: + decode_tps = (tokens - 1) / decode_time + + # Request is only successful if we got at least one token AND a [DONE] marker + if tokens == 0: + print(f" Request #{request_id}: FAILED - no tokens generated in {elapsed:.2f}s") + return RequestResult( + request_id=request_id, + success=False, + tokens=0, + elapsed_s=elapsed, + started_at=started_at, + completed_at=completed_at, + time_to_first_token_s=time_to_first_token, + decode_tps=decode_tps, + error="No tokens generated" + ) + + if not got_done: + print(f" Request #{request_id}: FAILED - incomplete response (no [DONE]) after {elapsed:.2f}s") + return RequestResult( + request_id=request_id, + success=False, + tokens=tokens, + elapsed_s=elapsed, + started_at=started_at, + completed_at=completed_at, + time_to_first_token_s=time_to_first_token, + decode_tps=decode_tps, + error="Incomplete response (no [DONE] marker)" + ) + + ttft_str = f"{time_to_first_token:.3f}s" if time_to_first_token is not None else "N/A" + tps_str = f"{decode_tps:.1f} t/s" if decode_tps is not None else "N/A" + print(f" Request #{request_id}: SUCCESS - {tokens} tokens in {elapsed:.2f}s (TTFT: {ttft_str}, Decode: {tps_str})") + return RequestResult( + request_id=request_id, + success=True, + tokens=tokens, + elapsed_s=elapsed, + started_at=started_at, + completed_at=completed_at, + time_to_first_token_s=time_to_first_token, + decode_tps=decode_tps + ) + + except Exception as e: + elapsed = time.monotonic() - start + completed_at = time.time() + error_details = _format_http_error(e) + print(f" Request #{request_id}: FAILED - {error_details}") + return RequestResult( + request_id=request_id, + success=False, + tokens=0, + elapsed_s=elapsed, + started_at=started_at, + completed_at=completed_at, + time_to_first_token_s=None, + decode_tps=None, + error=error_details + ) + + +async def monitor_metrics( + api_base: str, + metrics_snapshots: list[MetricsSnapshot], + stop_event: asyncio.Event, + interval_seconds: float = 5.0, +) -> None: + """Background task that collects metrics snapshots every interval_seconds.""" + print(f"\n{'='*80}") + print(f"🔍 METRICS MONITORING STARTED (polling every {interval_seconds}s)") + print(f"{'='*80}\n") + + snapshot_count = 0 + while not stop_event.is_set(): + try: + snapshot_count += 1 + state = fetch_state(api_base) + snapshot = collect_metrics_snapshot(state) + metrics_snapshots.append(snapshot) + + # Print detailed summary + node_count = len(snapshot.node_memory) + instance_count = len(snapshot.instance_tasks) + + # Aggregate task counts from node level (only active tasks in state) + total_pending = sum(node.pending_tasks for node in snapshot.node_tasks) + total_running = sum(node.running_tasks for node in snapshot.node_tasks) + total_active = sum(node.total_active_tasks for node in snapshot.node_tasks) + + # Print detailed breakdown + print(f"\n[METRICS #{snapshot_count}] {node_count} nodes, {instance_count} instances | Active Tasks: {total_active} ({total_pending} pending, {total_running} running)") + + # Print per-node breakdown (only if there are nodes) + if snapshot.node_tasks: + for node_snapshot in snapshot.node_tasks: + node_short = node_snapshot.node_id[-4:] + print(f" Node ...{node_short}: {node_snapshot.total_active_tasks} active ({node_snapshot.pending_tasks} pending, {node_snapshot.running_tasks} running) across {node_snapshot.instance_count} instances") + + except Exception as e: + print(f"[METRICS] Error collecting snapshot: {e}") + import traceback + traceback.print_exc() + + # Wait for interval or until stopped + try: + await asyncio.wait_for(stop_event.wait(), timeout=interval_seconds) + except asyncio.TimeoutError: + pass + + +async def run_stage( + api_base: str, + model_id: str, + stage: StageConfig, + no_overlap: bool = False, +) -> StageResult: + """Run a single benchmark stage with fire-and-forget requests (or sequential if no_overlap=True).""" + print("=" * 80) + print(f"STAGE: {stage.name}") + print("=" * 80) + print(f" Prompt Length: {stage.prompt_length} tokens") + print(f" Generation Length: {stage.generation_length} tokens") + print(f" Time Between Reqs: {stage.time_between_requests}s") + print(f" Iterations: {stage.iterations}") + print(f" No Overlap: {no_overlap}") + print("=" * 80) + + stage_started_at = time.time() + prompt = generate_prompt(stage.prompt_length) + results: list[RequestResult] = [] + + if no_overlap: + # Sequential execution: wait for each request to complete before starting next + print("\nRunning requests sequentially (no overlap)...") + for i in range(stage.iterations): + result = await run_single_request(api_base, model_id, prompt, stage.generation_length, i + 1) + results.append(result) + + # Wait before starting next request (except after last one) + if i < stage.iterations - 1: + await asyncio.sleep(stage.time_between_requests) + else: + # Concurrent execution: fire-and-forget with delays between starts + print("\nRunning requests concurrently (with overlap)...") + tasks: list[asyncio.Task[RequestResult]] = [] + + # Fire off requests with delays between them + for i in range(stage.iterations): + task = asyncio.create_task( + run_single_request(api_base, model_id, prompt, stage.generation_length, i + 1) + ) + tasks.append(task) + + # Wait before firing next request (except after last one) + if i < stage.iterations - 1: + await asyncio.sleep(stage.time_between_requests) + + # Wait for all requests to complete + print(f"\nWaiting for all {len(tasks)} HTTP requests to complete...") + results = list(await asyncio.gather(*tasks)) + + # Wait for all tasks in the cluster to be drained + print(f"\nHTTP requests completed. Now waiting for cluster tasks to drain...") + await wait_for_tasks_drained(api_base, timeout_s=300) + + stage_completed_at = time.time() + + # Compute statistics + successful = sum(1 for r in results if r.success) + failed = len(results) - successful + success_rate = successful / len(results) if results else 0.0 + total_tokens = sum(r.tokens for r in results) + total_time = sum(r.elapsed_s for r in results) + avg_tokens = total_tokens / successful if successful > 0 else 0.0 + avg_time = total_time / successful if successful > 0 else 0.0 + + # Calculate average TTFT and decode TPS for successful requests only + successful_results = [r for r in results if r.success] + + # TTFT statistics + ttft_values = [r.time_to_first_token_s for r in successful_results if r.time_to_first_token_s is not None] + avg_ttft = sum(ttft_values) / len(ttft_values) if ttft_values else None + + if avg_ttft is not None and len(ttft_values) > 1: + variance_ttft = sum((x - avg_ttft) ** 2 for x in ttft_values) / len(ttft_values) + std_ttft = variance_ttft ** 0.5 + else: + std_ttft = None + + # Decode TPS and ms per token statistics + decode_tps_values = [r.decode_tps for r in successful_results if r.decode_tps is not None] + avg_decode_tps = sum(decode_tps_values) / len(decode_tps_values) if decode_tps_values else None + + # Convert to ms per token + ms_per_token_values = [1000.0 / tps for tps in decode_tps_values] if decode_tps_values else [] + avg_ms_per_token = sum(ms_per_token_values) / len(ms_per_token_values) if ms_per_token_values else None + + if avg_ms_per_token is not None and len(ms_per_token_values) > 1: + variance_ms_per_token = sum((x - avg_ms_per_token) ** 2 for x in ms_per_token_values) / len(ms_per_token_values) + std_ms_per_token = variance_ms_per_token ** 0.5 + else: + std_ms_per_token = None + + return StageResult( + name=stage.name, + total_requests=len(results), + successful_requests=successful, + failed_requests=failed, + success_rate=success_rate, + total_tokens=total_tokens, + total_time=total_time, + avg_tokens_per_request=avg_tokens, + avg_time_per_request=avg_time, + avg_time_to_first_token=avg_ttft, + std_time_to_first_token=std_ttft, + avg_decode_tps=avg_decode_tps, + avg_ms_per_token=avg_ms_per_token, + std_ms_per_token=std_ms_per_token, + request_results=list(results), + stage_started_at=stage_started_at, + stage_completed_at=stage_completed_at, + ) + + +async def run_benchmark( + api_base: str, + config_path: Path, + expected_nodes: int, + is_primary: bool, + timeout_seconds: int, + results_output_path: Path | None = None, + git_commit: str | None = None, + hardware_labels: list[str] | None = None, +) -> int: + """Run the full staged benchmark.""" + benchmark_started_at = time.time() + + # Load configuration + with open(config_path) as f: + config = yaml.safe_load(f) + + # Support both model_id (legacy) and model_ids (new) + if "model_ids" in config: + model_ids = config["model_ids"] + elif "model_id" in config: + model_ids = [config["model_id"]] + else: + raise ValueError("Config must contain either 'model_id' or 'model_ids'") + + # Get strategy (optional, defaults to None if not specified) + strategy: str | None = config.get("strategy") + + # Get no_overlap flag (optional, defaults to False) + no_overlap: bool = config.get("no_overlap", False) + + stages = [StageConfig(**s) for s in config["stages"]] + + print("=" * 80) + print("EXO BENCHMARK") + print("=" * 80) + print(f"Configuration File: {config_path}") + print(f"Model IDs: {model_ids}") + print(f"Instance Count: {len(model_ids)}") + print(f"Strategy: {strategy if strategy else 'not specified'}") + print(f"No Overlap: {no_overlap}") + print(f"Stages: {len(stages)}") + print(f"Expected Nodes: {expected_nodes}") + print(f"Is Primary: {is_primary}") + print("=" * 80) + + try: + # Wait for all nodes to join the topology first + await wait_for_topology_ready(api_base, expected_nodes, timeout_s=timeout_seconds) + + # Add 30 second delay to allow topology to stabilize before creating instances + print(f"\nWaiting 30 seconds for topology to stabilize before creating instances...") + await asyncio.sleep(30) + print("Proceeding with instance creation\n") + + # Count how many instances we need for each unique model_id + from collections import Counter + model_counts = Counter(model_ids) + + print(f"\nTarget instance counts by model:") + for model_id, count in model_counts.items(): + print(f" {model_id}: {count} instance(s)") + print() + + # Track all instance IDs (collected at the end) + all_instance_ids: list[str] = [] + + if is_primary: + # Primary: create instances one at a time, waiting for count to increase + for idx, model_id in enumerate(model_ids): + # Determine current and target counts for this model + current_state = fetch_state(api_base) + current_ready = count_ready_instances_by_model(current_state, model_id) + target_count = current_ready + 1 + + print("=" * 80) + print(f"[PRIMARY] Creating instance {idx+1}/{len(model_ids)} for model: {model_id}") + print(f"[PRIMARY] Current ready count for {model_id}: {current_ready}, target: {target_count}") + + # Build instance creation request data + instance_data: dict[str, Any] = {"model_id": model_id} + if strategy is not None: + instance_data["strategy"] = strategy + + response = await _http_request_async( + f"{api_base}/instance", + method="POST", + data=instance_data + ) + print(f"[PRIMARY] Instance creation response: {response}") + + # Wait for one more instance of this model to be ready + await wait_for_instances_ready(api_base, model_id, target_count, timeout_s=timeout_seconds) + print(f"[PRIMARY] Instance {idx+1}/{len(model_ids)} is ready") + print("=" * 80) + else: + # Secondary: wait for expected counts of each model to be ready + print("[SECONDARY] Waiting for all instances to be created and ready...") + for model_id, expected_count in model_counts.items(): + await wait_for_instances_ready(api_base, model_id, expected_count, timeout_s=timeout_seconds) + + # Collect all instance IDs for all models + state = fetch_state(api_base) + for model_id in model_counts.keys(): + ids = get_all_instance_ids_for_model(state, model_id) + all_instance_ids.extend(ids) + + # Count total runners + total_runners = 0 + for instance_id in all_instance_ids: + runner_ids = get_runner_ids_for_instance(state, instance_id) + total_runners += len(runner_ids) + + print(f"\nAll {len(all_instance_ids)} instance(s) with {total_runners} total runner(s) are ready!") + print(f"Instance IDs: {all_instance_ids}") + + if is_primary: + # Run all stages once (requests will use available instances) + # We use the first model_id for the benchmark requests + benchmark_model_id = model_ids[0] + print(f"\n{'=' * 80}") + print(f"RUNNING BENCHMARK (using model: {benchmark_model_id})") + print(f"Instances available: {len(all_instance_ids)}") + print(f"{'=' * 80}") + + # Start metrics monitoring with 500ms interval to catch fast-completing tasks + metrics_snapshots: list[MetricsSnapshot] = [] + stop_monitoring = asyncio.Event() + monitoring_task = asyncio.create_task( + monitor_metrics(api_base, metrics_snapshots, stop_monitoring, interval_seconds=0.5) + ) + + stage_results: list[StageResult] = [] + for stage in stages: + result = await run_stage(api_base, benchmark_model_id, stage, no_overlap=no_overlap) + stage_results.append(result) + + # Stop metrics monitoring + print("\nStopping metrics monitoring...") + stop_monitoring.set() + await monitoring_task + print(f"Collected {len(metrics_snapshots)} metrics snapshots") + + # Print final results + print("\n" + "=" * 80) + print("BENCHMARK COMPLETE - RESULTS SUMMARY") + print("=" * 80) + print(f"Instances tested: {len(all_instance_ids)}") + print(f"Model IDs: {model_ids}") + print(f"Instance IDs: {all_instance_ids}") + + for result in stage_results: + print(f"\nStage: {result.name}") + print(f" Total Requests: {result.total_requests}") + print(f" Successful: {result.successful_requests}") + print(f" Failed: {result.failed_requests}") + print(f" Success Rate: {result.success_rate * 100:.1f}%") + print(f" Total Tokens: {result.total_tokens}") + print(f" Avg Tokens/Request: {result.avg_tokens_per_request:.1f}") + print(f" Avg Time/Request: {result.avg_time_per_request:.2f}s") + if result.avg_time_to_first_token is not None: + if result.std_time_to_first_token is not None: + print(f" Avg TTFT: {result.avg_time_to_first_token:.3f}s ± {result.std_time_to_first_token:.3f}s") + else: + print(f" Avg TTFT: {result.avg_time_to_first_token:.3f}s") + if result.avg_ms_per_token is not None: + if result.std_ms_per_token is not None: + print(f" Avg ms/token: {result.avg_ms_per_token:.2f}ms ± {result.std_ms_per_token:.2f}ms") + else: + print(f" Avg ms/token: {result.avg_ms_per_token:.2f}ms") + if result.avg_decode_tps is not None: + print(f" Avg Decode TPS: {result.avg_decode_tps:.2f} tokens/s") + + benchmark_completed_at = time.time() + + # Build comprehensive results document + results_doc = { + "metadata": { + "benchmark_started_at": benchmark_started_at, + "benchmark_completed_at": benchmark_completed_at, + "total_duration_s": benchmark_completed_at - benchmark_started_at, + "git_commit": git_commit, + "config_file": str(config_path), + "hardware_labels": hardware_labels or [], + "expected_nodes": expected_nodes, + "timeout_seconds": timeout_seconds, + }, + "cluster": { + "model_ids": model_ids, + "instance_ids": all_instance_ids, + "instance_count": len(all_instance_ids), + "runner_count": total_runners, + "strategy": strategy, + }, + "configuration": { + "stages": [ + { + "name": stage.name, + "prompt_length": stage.prompt_length, + "generation_length": stage.generation_length, + "time_between_requests": stage.time_between_requests, + "iterations": stage.iterations, + } + for stage in stages + ] + }, + "results": { + "stages": [ + { + "name": r.name, + "total_requests": r.total_requests, + "successful_requests": r.successful_requests, + "failed_requests": r.failed_requests, + "success_rate": round(r.success_rate, 4), + "total_tokens": r.total_tokens, + "avg_tokens_per_request": round(r.avg_tokens_per_request, 2), + "avg_time_per_request": round(r.avg_time_per_request, 3), + "avg_time_to_first_token": round(r.avg_time_to_first_token, 3) if r.avg_time_to_first_token is not None else None, + "std_time_to_first_token": round(r.std_time_to_first_token, 3) if r.std_time_to_first_token is not None else None, + "avg_decode_tps": round(r.avg_decode_tps, 2) if r.avg_decode_tps is not None else None, + "avg_ms_per_token": round(r.avg_ms_per_token, 2) if r.avg_ms_per_token is not None else None, + "std_ms_per_token": round(r.std_ms_per_token, 2) if r.std_ms_per_token is not None else None, + "stage_started_at": r.stage_started_at, + "stage_completed_at": r.stage_completed_at, + "stage_duration_s": r.stage_completed_at - r.stage_started_at, + "requests": [ + { + "request_id": req.request_id, + "success": req.success, + "tokens": req.tokens, + "elapsed_s": round(req.elapsed_s, 3), + "started_at": req.started_at, + "completed_at": req.completed_at, + "time_to_first_token_s": round(req.time_to_first_token_s, 3) if req.time_to_first_token_s is not None else None, + "decode_tps": round(req.decode_tps, 2) if req.decode_tps is not None else None, + "error": req.error, + } + for req in r.request_results + ] + } + for r in stage_results + ] + }, + "metrics": { + "snapshots": [ + { + "timestamp": snapshot.timestamp, + "node_memory": { + node_id: { + "ram_total_bytes": mem.ram_total_bytes, + "ram_available_bytes": mem.ram_available_bytes, + "ram_used_bytes": mem.ram_used_bytes, + "swap_total_bytes": mem.swap_total_bytes, + "swap_available_bytes": mem.swap_available_bytes, + "swap_used_bytes": mem.swap_used_bytes, + } + for node_id, mem in snapshot.node_memory.items() + }, + "instance_tasks": [ + { + "instance_id": inst.instance_id, + "node_id": inst.node_id, + "pending_tasks": inst.pending_tasks, + "running_tasks": inst.running_tasks, + "total_active_tasks": inst.total_active_tasks, + } + for inst in snapshot.instance_tasks + ], + "node_tasks": [ + { + "node_id": node.node_id, + "pending_tasks": node.pending_tasks, + "running_tasks": node.running_tasks, + "total_active_tasks": node.total_active_tasks, + "instance_count": node.instance_count, + } + for node in snapshot.node_tasks + ] + } + for snapshot in metrics_snapshots + ] + } + } + + # Output JSON summary + print("\n" + "=" * 80) + print("JSON RESULTS") + print("=" * 80) + print(json.dumps(results_doc, indent=2)) + print("=" * 80) + + # Save to file if path provided + if results_output_path: + print(f"Saving results to: {results_output_path}") + with open(results_output_path, "w") as f: + json.dump(results_doc, f, indent=2) + print(f"Results saved successfully") + + # Cleanup all instances + for instance_id in all_instance_ids: + print(f"[PRIMARY] Cleaning up instance: {instance_id}") + await _http_request_async(f"{api_base}/instance/{instance_id}", method="DELETE") + print(f"[PRIMARY] Instance {instance_id} deleted successfully") + else: + print("[SECONDARY] Waiting with cluster (primary handles benchmark execution)") + # Secondary nodes wait until all instances of all models are deleted + for model_id in model_counts.keys(): + await wait_for_all_instances_deleted(api_base, model_id) + + return 0 + + except TimeoutError as e: + print("=" * 80) + print(f"TIMEOUT ERROR: {e}") + print("=" * 80) + return 1 + except Exception as e: + print("=" * 80) + print(f"ERROR: {e}") + import traceback + traceback.print_exc() + print("=" * 80) + return 1 + + +def main() -> int: + parser = argparse.ArgumentParser(description="Run unified benchmark for EXO (single or multi-stage)") + parser.add_argument("--api-port", type=int, required=True) + parser.add_argument("--config", type=Path, required=True, help="Path to YAML config file") + parser.add_argument("--expected-nodes", type=int, required=True, help="Total number of nodes expected in the cluster") + parser.add_argument("--is-primary", type=str, choices=["true", "false"], required=True) + parser.add_argument("--timeout-seconds", type=int, default=600) + parser.add_argument("--output", type=Path, help="Path to save detailed results JSON") + parser.add_argument("--git-commit", type=str, help="Git commit hash for metadata") + parser.add_argument("--hardware-labels", type=str, help="Comma-separated hardware labels") + args = parser.parse_args() + + api_base = f"http://localhost:{args.api_port}" + is_primary = args.is_primary.lower() == "true" + hardware_labels = args.hardware_labels.split(",") if args.hardware_labels else None + + return asyncio.run(run_benchmark( + api_base, + args.config, + args.expected_nodes, + is_primary, + args.timeout_seconds, + results_output_path=args.output, + git_commit=args.git_commit, + hardware_labels=hardware_labels, + )) + + +if __name__ == "__main__": + sys.exit(main()) + diff --git a/.github/scripts/build_matrix.py b/.github/scripts/build_matrix.py new file mode 100644 index 00000000..324495df --- /dev/null +++ b/.github/scripts/build_matrix.py @@ -0,0 +1,68 @@ +#!/usr/bin/env python3 +import json +import os +from typing import NotRequired, TypedDict, cast +import yaml + + +class MatrixEntry(TypedDict): + label: str + index: int + + +class MatrixInclude(TypedDict): + label: str + index: int + is_primary: bool + expected_nodes: int + + +class Config(TypedDict): + hardware_plan: dict[str, int] + timeout_seconds: NotRequired[int] + environment: NotRequired[dict[str, str]] + + +# Read the config file +config_file: str = os.environ['CONFIG_FILE'] +with open(config_file, 'r') as f: + config: Config = cast(Config, yaml.safe_load(f)) + +# Extract hardware plan from config +plan: dict[str, int] = config['hardware_plan'] +if not plan: + raise ValueError(f"No hardware_plan found in {config_file}") + +# Build matrix entries +entries: list[MatrixEntry] = [] +for label, count in plan.items(): + for idx in range(count): + entries.append({"label": label, "index": idx}) + +total_nodes: int = len(entries) +matrix: dict[str, list[MatrixInclude]] = {"include": [ + { + "label": e["label"], + "index": e["index"], + "is_primary": (i == 0), + "expected_nodes": total_nodes + } + for i, e in enumerate(entries) +]} + +# Extract other config values +timeout_seconds: int = config.get('timeout_seconds', 600) +environment: dict[str, str] = config.get('environment', {}) + +# Output to GitHub Actions +with open(os.environ['GITHUB_OUTPUT'], 'a') as f: + f.write(f"matrix={json.dumps(matrix)}\n") + f.write(f"config_file={config_file}\n") + f.write(f"timeout_seconds={timeout_seconds}\n") + f.write(f"environment={json.dumps(environment)}\n") + +print(f"Matrix: {json.dumps(matrix)}") +print(f"Config file: {config_file}") +print(f"Timeout: {timeout_seconds}") +print(f"Environment: {json.dumps(environment)}") + diff --git a/.github/workflows/BENCH_USAGE.md b/.github/workflows/BENCH_USAGE.md new file mode 100644 index 00000000..b61d31da --- /dev/null +++ b/.github/workflows/BENCH_USAGE.md @@ -0,0 +1,156 @@ +# Benchmark Workflow Usage + +## Overview + +The `bench_matrix.yml` workflow enables distributed benchmarking of models across multiple self-hosted macOS runners with different hardware configurations. + +## Workflow Inputs + +| Input | Description | Default | Required | +|-------|-------------|---------|----------| +| `model_id` | Model ID to benchmark | `mlx-community/Llama-3.2-1B-Instruct-4bit` | Yes | +| `hardware_plan` | JSON mapping of runner labels to counts | `{"M4PRO_GPU16_24GB": 1}` | Yes | +| `prompt` | Benchmark prompt text | `What is the capital of France?` | No | +| `timeout_seconds` | Timeout for instance/runner readiness | `600` | No | + +## Hardware Plan Format + +The `hardware_plan` input is a JSON object mapping runner labels to the number of machines: + +```json +{ + "M4PRO_GPU16_24GB": 2, + "M3ULTRA_GPU80_512GB": 1 +} +``` + +This example would: +- Start 2 runners with the `M4PRO_GPU16_24GB` label +- Start 1 runner with the `M3ULTRA_GPU80_512GB` label +- Total of 3 runners coordinating on a single distributed inference instance + +## How It Works + +1. **Planning Job** (`plan`) + - Runs on `ubuntu-latest` + - Parses the `hardware_plan` JSON + - Generates a dynamic matrix with one entry per runner + - Only the first runner (index 0) is marked as `is_primary` + +2. **Benchmark Worker Jobs** (`bench_worker`) + - Each job runs on a self-hosted macOS runner with the specified label + - All runners start EXO in parallel + - The primary runner creates the model instance + - All runners wait for their assigned runner to be ready (Loaded/Running status) + - The primary runner executes the benchmark and prints results + - The primary runner deletes the instance + +## Example Usage + +### Single Machine Benchmark + +```yaml +model_id: mlx-community/Llama-3.2-1B-Instruct-4bit +hardware_plan: '{"M4PRO_GPU16_24GB": 1}' +prompt: What is the capital of France? +timeout_seconds: 600 +``` + +### Multi-Machine Distributed Benchmark + +```yaml +model_id: mlx-community/Llama-3.2-3B-Instruct-4bit +hardware_plan: '{"M4PRO_GPU16_24GB": 2, "M3ULTRA_GPU80_512GB": 1}' +prompt: Explain quantum computing in simple terms. +timeout_seconds: 900 +``` + +## Benchmark Output + +The primary runner outputs a JSON object with benchmark results: + +```json +{ + "model_id": "mlx-community/Llama-3.2-1B-Instruct-4bit", + "instance_id": "abc-123-def", + "tokens": 42, + "elapsed_s": 2.451, + "tps": 17.136 +} +``` + +Where: +- `tokens`: Number of chunks/tokens generated +- `elapsed_s`: Total elapsed time in seconds +- `tps`: Tokens per second (tokens / elapsed_s) + +## Runner Requirements + +Each self-hosted runner must: +- Be labeled with appropriate hardware tags (e.g., `M4PRO_GPU16_24GB`) +- Have the `self-hosted` and `macOS` labels +- Have Nix installed with flakes enabled +- Have network connectivity to other runners in the same job + +## Architecture + +``` +┌─────────────────────────────────────────────────────────────┐ +│ GitHub Actions Workflow (bench_matrix.yml) │ +├─────────────────────────────────────────────────────────────┤ +│ │ +│ ┌────────────────┐ │ +│ │ Plan Job │ │ +│ │ (ubuntu) │──┬─► Matrix: [{label, index, primary}] │ +│ └────────────────┘ │ │ +│ │ │ +│ ┌───────────────────▼──────────────────────────────────┐ │ +│ │ Bench Worker Jobs (Matrix) │ │ +│ ├──────────────────────────────────────────────────────┤ │ +│ │ │ │ +│ │ Runner 0 (Primary) Runner 1 Runner 2 │ │ +│ │ ┌─────────────┐ ┌─────────────┐ ┌──────────┐ │ │ +│ │ │ Start EXO │ │ Start EXO │ │ Start EXO│ │ │ +│ │ │ Create Inst │ │ Wait... │ │ Wait... │ │ │ +│ │ │ Wait Ready │ │ Wait Ready │ │ Wait... │ │ │ +│ │ │ Run Bench │ │ (idle) │ │ (idle) │ │ │ +│ │ │ Print TPS │ │ │ │ │ │ │ +│ │ │ Delete Inst │ │ │ │ │ │ │ +│ │ └─────────────┘ └─────────────┘ └──────────┘ │ │ +│ └───────────────────────────────────────────────────────┘ │ +└─────────────────────────────────────────────────────────────┘ +``` + +## Implementation Details + +### `scripts/bench.py` + +A standalone Python script that: +- Creates instance (primary only) +- Polls `/state` endpoint until instance and all runners are ready +- Executes chat completion with timing (primary only) +- Parses SSE stream and counts tokens +- Computes TPS metrics +- Cleans up instance (primary only) + +### Key Functions + +- `wait_for_instance()`: Polls until instance with model_id appears +- `wait_for_runners_ready()`: Polls until expected number of runners reach Loaded/Running status +- `run_benchmark()`: Executes chat completion, measures time, counts tokens + +## Troubleshooting + +### Instance never becomes ready +- Check EXO logs in the workflow output +- Verify model_id is valid and accessible +- Increase `timeout_seconds` + +### Runner mismatch +- Ensure hardware_plan counts match available labeled runners +- Check runner labels match exactly (case-sensitive) + +### Network issues +- Verify runners can communicate on the network +- Check firewall rules between runner hosts + diff --git a/.github/workflows/bench.yml b/.github/workflows/bench.yml new file mode 100644 index 00000000..f60dbb31 --- /dev/null +++ b/.github/workflows/bench.yml @@ -0,0 +1,292 @@ +name: bench + +on: [push] + +jobs: + plan: + runs-on: ubuntu-latest + outputs: + matrix: ${{ steps.build.outputs.matrix }} + config_file: ${{ steps.build.outputs.config_file }} + timeout_seconds: ${{ steps.build.outputs.timeout_seconds }} + environment: ${{ steps.build.outputs.environment }} + steps: + - name: Checkout repository + uses: actions/checkout@v4 + + - name: Build matrix from config file + id: build + shell: bash + run: | + set -euo pipefail + CONFIG_FILE='.github/configs/bench_simple.yaml' + export CONFIG_FILE + echo "Config file: $CONFIG_FILE" + python3 .github/scripts/build_matrix.py + + bench_worker: + needs: plan + strategy: + fail-fast: false + matrix: ${{ fromJSON(needs.plan.outputs.matrix) }} + name: "bench on ${{ matrix.label }} [${{ matrix.index }}]" + runs-on: [self-hosted, macOS, "${{ matrix.label }}"] + steps: + - name: Checkout repository + uses: actions/checkout@v4 + with: + lfs: false + + - name: Configure git user + run: | + git config --local user.email "github-actions@users.noreply.github.com" + git config --local user.name "github-actions bot" + shell: bash + + # TODO: this is mega hacky and I'd like a simpler solution. + - name: Setup Nix Environment + run: | + echo "Checking for nix installation..." + + # Check if nix is already available + if command -v nix >/dev/null 2>&1; then + echo "Nix already in PATH" + # Try sourcing profile scripts to set up environment properly + elif [ -f /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh ]; then + echo "Sourcing multi-user nix-daemon profile script" + source /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh + elif [ -f "$HOME/.nix-profile/etc/profile.d/nix.sh" ]; then + echo "Sourcing single-user nix profile script" + source "$HOME/.nix-profile/etc/profile.d/nix.sh" + elif [ -f /nix/var/nix/profiles/per-user/$USER/profile/etc/profile.d/nix.sh ]; then + echo "Sourcing per-user nix profile script" + source /nix/var/nix/profiles/per-user/$USER/profile/etc/profile.d/nix.sh + elif [ -f /etc/profile.d/nix.sh ]; then + echo "Sourcing system-wide nix profile script" + source /etc/profile.d/nix.sh + # Fallback: manually add nix to PATH if binary exists + elif [ -f /nix/var/nix/profiles/default/bin/nix ]; then + echo "Found nix binary, manually adding to PATH" + export PATH="/nix/var/nix/profiles/default/bin:$PATH" + elif [ -f "$HOME/.nix-profile/bin/nix" ]; then + echo "Found nix binary in user profile, manually adding to PATH" + export PATH="$HOME/.nix-profile/bin:$PATH" + else + echo "Nix not found. Debugging info:" + echo "USER: $USER" + echo "HOME: $HOME" + echo "Current PATH: $PATH" + echo "" + echo "Checking common Nix locations:" + echo " /nix/var/nix/profiles/default/bin/nix:" + ls -la /nix/var/nix/profiles/default/bin/nix 2>/dev/null || echo " Not found" + echo " /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh:" + ls -la /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh 2>/dev/null || echo " Not found" + echo " ~/.nix-profile/etc/profile.d/nix.sh:" + ls -la "$HOME/.nix-profile/etc/profile.d/nix.sh" 2>/dev/null || echo " Not found" + echo " /nix/var/nix/profiles/per-user/$USER/profile/etc/profile.d/nix.sh:" + ls -la "/nix/var/nix/profiles/per-user/$USER/profile/etc/profile.d/nix.sh" 2>/dev/null || echo " Not found" + echo "" + echo "/nix directory structure:" + ls -la /nix 2>/dev/null || echo " /nix directory not found" + echo "" + echo "/nix/var:" + ls -la /nix/var 2>/dev/null || echo " /nix/var not found" + echo "" + echo "/nix/store:" + ls -la /nix/store 2>/dev/null | head -20 || echo " /nix/store not found" + echo "" + echo "GitHub Actions runner is running as user '$USER'." + echo "If Nix is installed for a different user, either:" + echo " 1. Install Nix for user '$USER' (multi-user install recommended)" + echo " 2. Configure the runner service to run as the user with Nix installed" + echo " 3. Ensure Nix is installed system-wide with proper daemon setup" + exit 1 + fi + + # Verify nix is available and persist to GITHUB_ENV + if command -v nix >/dev/null 2>&1; then + echo "✓ Nix is available" + nix --version + echo "PATH=$PATH" >> $GITHUB_ENV + if [ -n "$NIX_PATH" ]; then + echo "NIX_PATH=$NIX_PATH" >> $GITHUB_ENV + fi + else + echo "ERROR: Failed to set up Nix" + echo "PATH after setup attempt: $PATH" + exit 1 + fi + shell: bash + + - name: Setup EXO_HOME and API_PORT + run: | + EXO_HOME=$(mktemp -d -t exo-e2e-XXXXXXXX) + API_PORT=$((49152 + RANDOM % (65535 - 49152 + 1))) + EXO_MODELS_DIR="$HOME/.exo/models" + EXO_LIBP2P_NAMESPACE="bench-${GITHUB_RUN_ID}-${GITHUB_RUN_ATTEMPT}" + echo "EXO_HOME=$EXO_HOME" >> "$GITHUB_ENV" + echo "API_PORT=$API_PORT" >> "$GITHUB_ENV" + echo "EXO_MODELS_DIR=$EXO_MODELS_DIR" >> "$GITHUB_ENV" + echo "EXO_LIBP2P_NAMESPACE=$EXO_LIBP2P_NAMESPACE" >> "$GITHUB_ENV" + echo "Created EXO_HOME: $EXO_HOME" + echo "Generated API_PORT: $API_PORT" + echo "Using models from: $EXO_MODELS_DIR" + echo "Using libp2p namespace: $EXO_LIBP2P_NAMESPACE" + shell: bash + + - name: Configure local MLX if available + run: | + RUNNER_LABELS='${{ toJSON(runner.labels) }}' + if echo "$RUNNER_LABELS" | grep -q "local_mlx"; then + echo "Runner has 'local_mlx' tag, configuring local MLX paths..." + MODIFIED=false + if [ -d "/Users/Shared/mlx" ]; then + echo "Found /Users/Shared/mlx, enabling local mlx path in pyproject.toml" + sed -i.bak 's|^# mlx = { path = "/Users/Shared/mlx", editable=true }$|mlx = { path = "/Users/Shared/mlx", editable=true }|' pyproject.toml + MODIFIED=true + fi + if [ -d "/Users/Shared/mlx-lm" ]; then + echo "Found /Users/Shared/mlx-lm, enabling local mlx-lm path in pyproject.toml" + sed -i.bak 's|^# mlx-lm = { path = "/Users/Shared/mlx-lm", editable=true }$|mlx-lm = { path = "/Users/Shared/mlx-lm", editable=true }|' pyproject.toml + MODIFIED=true + fi + if [ "$MODIFIED" = true ]; then + echo "Modified pyproject.toml [tool.uv.sources] section:" + sed -n '/\[tool\.uv\.sources\]/,/^\[/p' pyproject.toml | head -n -1 + echo "Regenerating uv.lock with local MLX paths..." + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command uv lock --upgrade-package mlx --upgrade-package mlx-lm + fi + else + echo "Runner does not have 'local_mlx' tag, using default PyPI packages" + fi + shell: bash + + - name: Sync dependencies + run: | + if [ -d "/Users/Shared/test" ]; then + pushd /Users/Shared/test + uv sync --reinstall + popd + fi + echo "Running just sync to ensure clean dependencies..." + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command just sync + shell: bash + + - name: Start EXO and run bench script + shell: bash + env: + IS_PRIMARY: ${{ matrix.is_primary }} + EXPECTED_NODES: ${{ matrix.expected_nodes }} + HARDWARE_LABEL: ${{ matrix.label }} + CONFIG_FILE: ${{ needs.plan.outputs.config_file }} + TIMEOUT_SECONDS: ${{ needs.plan.outputs.timeout_seconds }} + ENVIRONMENT_JSON: ${{ needs.plan.outputs.environment }} + run: | + set -euo pipefail + + # Parse environment variables from config + ENV_VARS="" + if [ -n "$ENVIRONMENT_JSON" ] && [ "$ENVIRONMENT_JSON" != "{}" ]; then + ENV_VARS=$(echo "$ENVIRONMENT_JSON" | python3 -c "import sys, json; env = json.load(sys.stdin); print(' '.join([f'{k}={v}' for k, v in env.items()]))") + fi + + echo "Starting EXO with API_PORT=${API_PORT} EXO_HOME=${EXO_HOME} EXO_LIBP2P_NAMESPACE=${EXO_LIBP2P_NAMESPACE}" + echo "Environment variables from config: $ENV_VARS" + LOG_FILE=/tmp/exo.log + : > "$LOG_FILE" + + MASTER_FLAG="" + if [ "$IS_PRIMARY" = "true" ]; then + MASTER_FLAG="-m" + fi + + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command bash -c \ + "EXO_HOME=$EXO_HOME EXO_MODELS_DIR=$EXO_MODELS_DIR EXO_LIBP2P_NAMESPACE=$EXO_LIBP2P_NAMESPACE $ENV_VARS PYTHONUNBUFFERED=1 PYTHONDEBUG=1 PYTHONPATH=. uv run exo $MASTER_FLAG --api-port $API_PORT" \ + >> "$LOG_FILE" 2>&1 & + + EXO_PID=$! + echo "Started EXO in background with PID: $EXO_PID" + echo "Log file: $LOG_FILE" + + cleanup() { + echo '=== EXO log (tail) ===' + tail -n 300 "$LOG_FILE" || true + if ps -p "$EXO_PID" >/dev/null 2>&1; then + echo "Killing EXO (PID $EXO_PID)" + kill "$EXO_PID" || true + fi + } + trap cleanup EXIT + + for i in $(seq 1 60); do + if curl -s "http://localhost:${API_PORT}/state" >/dev/null 2>&1; then + echo "EXO API ready" + break + fi + if ! ps -p "$EXO_PID" >/dev/null 2>&1; then + echo "EXO terminated early"; sed -n '1,200p' "$LOG_FILE" || true; exit 1 + fi + sleep 1 + done + + RESULTS_FILE="/tmp/bench_results_${GITHUB_RUN_ID}_${GITHUB_RUN_ATTEMPT}_$(date +%s).json" + echo "Results will be saved to: $RESULTS_FILE" + echo "RESULTS_FILE=$RESULTS_FILE" >> "$GITHUB_ENV" + + echo "Running bench script with config: $CONFIG_FILE, timeout: $TIMEOUT_SECONDS" + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command bash -c \ + "PYTHONUNBUFFERED=1 uv run --no-project --with pyyaml --with pydantic python .github/scripts/bench.py \ + --api-port $API_PORT \ + --config $CONFIG_FILE \ + --expected-nodes ${EXPECTED_NODES} \ + --is-primary ${IS_PRIMARY} \ + --timeout-seconds ${TIMEOUT_SECONDS} \ + --output $RESULTS_FILE \ + --git-commit ${GITHUB_SHA} \ + --hardware-labels ${HARDWARE_LABEL}" + + - name: Install AWS CLI + if: always() && env.RESULTS_FILE && matrix.is_primary + run: | + if ! command -v aws &> /dev/null; then + echo "AWS CLI not found, installing..." + brew install awscli + else + echo "AWS CLI already installed" + fi + shell: bash + + - name: Upload results to S3 + if: always() && env.RESULTS_FILE && matrix.is_primary + env: + AWS_ACCESS_KEY_ID: ${{ secrets.S3_BENCHMARKS_AWS_ACCESS_KEY_ID }} + AWS_SECRET_ACCESS_KEY: ${{ secrets.S3_BENCHMARKS_AWS_SECRET_ACCESS_KEY }} + AWS_DEFAULT_REGION: us-east-1 + run: | + echo "Checking for results file: $RESULTS_FILE" + echo "Is primary: ${{ matrix.is_primary }}" + + if [ -f "$RESULTS_FILE" ]; then + TIMESTAMP=$(date -u +%Y/%m/%d/%H%M%S) + S3_KEY="bench/${TIMESTAMP}_${GITHUB_SHA:0:8}_${GITHUB_RUN_ID}.json" + echo "Uploading results to s3://exo-benchmark-results/$S3_KEY" + + aws s3 cp "$RESULTS_FILE" "s3://exo-benchmark-results/$S3_KEY" \ + --content-type application/json \ + --metadata "commit=${GITHUB_SHA},run_id=${GITHUB_RUN_ID},branch=${GITHUB_REF_NAME}" + + echo "Results uploaded successfully" + echo "View at: https://exo-benchmark-results.s3.amazonaws.com/$S3_KEY" + else + echo "Results file not found at: $RESULTS_FILE" + echo "Skipping upload" + fi + shell: bash + + - name: Cleanup EXO_HOME + run: | + echo "Cleaning up EXO_HOME: $EXO_HOME" + rm -rf "$EXO_HOME" + shell: bash + if: always() diff --git a/.github/workflows/e2e_test.yml b/.github/workflows/e2e_test.yml deleted file mode 100644 index 9b512e0e..00000000 --- a/.github/workflows/e2e_test.yml +++ /dev/null @@ -1,360 +0,0 @@ -name: macOS System Info - -on: - workflow_dispatch: # This allows manual triggering - # push: - # branches: [ '*' ] - # tags: [ '*' ] - -jobs: - master: - runs-on: ['self-hosted', 'macOS'] - - steps: - - name: Checkout repository - uses: actions/checkout@v4 - with: - lfs: true - - - name: Configure git user - run: | - git config --local user.email "github-actions@users.noreply.github.com" - git config --local user.name "github-actions bot" - shell: bash - - - name: Pull LFS files - run: | - echo "Pulling Git LFS files..." - git lfs pull - shell: bash - - - name: Reset databases - run: | - if [ -d ~/.exo ]; then - rm -rf ~/.exo/*.db* - fi - - - name: Setup EXO_HOME and API_PORT - run: | - EXO_HOME=$(mktemp -d -t exo-e2e-master-XXXXXXXX) - # Generate random port (macOS compatible method) - API_PORT=$((49152 + RANDOM % (65535 - 49152 + 1))) - echo "EXO_HOME=$EXO_HOME" >> $GITHUB_ENV - echo "API_PORT=$API_PORT" >> $GITHUB_ENV - echo "Created EXO_HOME: $EXO_HOME" - echo "Generated API_PORT: $API_PORT" - echo "Verifying API_PORT is set: $API_PORT" - shell: bash - - - name: Setup Nix Environment - run: | - echo "Checking for nix installation..." - - # Check if nix binary exists directly - if [ -f /nix/var/nix/profiles/default/bin/nix ]; then - echo "Found nix binary at /nix/var/nix/profiles/default/bin/nix" - export PATH="/nix/var/nix/profiles/default/bin:$PATH" - echo "PATH=$PATH" >> $GITHUB_ENV - nix --version - elif [ -f /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh ]; then - echo "Found nix profile script, sourcing..." - source /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh - nix --version - elif command -v nix >/dev/null 2>&1; then - echo "Nix already in PATH" - nix --version - else - echo "Nix not found. Debugging info:" - echo "Contents of /nix/var/nix/profiles/default/:" - ls -la /nix/var/nix/profiles/default/ 2>/dev/null || echo "Directory not found" - echo "Contents of /nix/var/nix/profiles/default/bin/:" - ls -la /nix/var/nix/profiles/default/bin/ 2>/dev/null || echo "Directory not found" - exit 1 - fi - shell: bash - - - name: Print macOS system information - run: | - echo "=== macOS System Information ===" - echo "OS Version:" - sw_vers - - echo -e "\n=== Memory Information ===" - system_profiler SPMemoryDataType - - echo -e "\n=== Memory Usage Summary ===" - vm_stat | perl -ne '/page size of (\d+)/ and $size=$1; /Pages free: (\d+)/ and printf "Free Memory: %.2f GB\n", $1 * $size / 1024 / 1024 / 1024' - top -l 1 -s 0 | grep PhysMem - - echo -e "\n=== CPU Information ===" - sysctl -n machdep.cpu.brand_string - system_profiler SPHardwareDataType | grep -E "Cores|Processors" - - echo -e "\n=== Disk Space ===" - df -h / - - # - name: Setup Hugging Face token - # run: | - # mkdir -p ~/.cache/huggingface - # echo "${{ secrets.HF_TOKEN }}" > ~/.cache/huggingface/token - - - name: Sync dependencies - run: | - echo "Running just sync-clean to ensure clean dependencies..." - nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command just sync-clean - shell: bash - - - name: Build forwarder - run: | - echo "Building Go forwarder binary..." - nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command just build-forwarder - shell: bash - - - name: Start node (master) - run: | - echo "Starting master node with debug enabled..." - echo "Environment check - API_PORT: '$API_PORT'" - echo "Environment check - EXO_HOME: '$EXO_HOME'" - if [ -z "$API_PORT" ]; then - echo "ERROR: API_PORT is not set!" - exit 1 - fi - # Run with Python unbuffered output and maximum debug level - nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command bash -c "EXO_HOME=$EXO_HOME API_PORT=$API_PORT PYTHONUNBUFFERED=1 PYTHONDEBUG=1 PYTHONPATH=. uv run master/main.py" > /tmp/master_node.log 2>&1 & - MASTER_PID=$! - echo "Started master node in background with PID: $MASTER_PID" - echo "Log file: /tmp/master_node.log" - - echo "Starting worker node..." - nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command bash -c "EXO_HOME=$EXO_HOME PYTHONUNBUFFERED=1 PYTHONDEBUG=1 PYTHONPATH=. uv run worker/main.py" > /tmp/worker_node.log 2>&1 & - WORKER_PID=$! - echo "Started worker node in background with PID: $WORKER_PID" - echo "Log file: /tmp/worker_node.log" - - for i in {1..30}; do - echo "Attempt $i: Checking if master node is ready..." - if curl -s http://localhost:$API_PORT/state > /dev/null 2>&1; then - echo "Master node is ready!" - break - fi - if [ $i -eq 30 ]; then - echo "Master node failed to start within 30 seconds. Checking logs..." - echo "=== Master node log ===" - cat /tmp/master_node.log || echo "No master log file found" - echo "=== Worker node log ===" - cat /tmp/worker_node.log || echo "No worker log file found" - exit 1 - fi - sleep 1 - done - - # wait for master to have a COMPLETE or FAILED task in the state - for i in {1..30}; do - if curl -s http://localhost:$API_PORT/state | jq -r '.tasks | any(.task_status == "COMPLETE" or .task_status == "FAILED")' > 0; then - echo "Master node has a COMPLETE or FAILED task in the state" - break - fi - sleep 1 - done - - echo "=== Master node log ===" - cat /tmp/master_node.log || echo "No master log file found" - echo "=== Worker node log ===" - cat /tmp/worker_node.log || echo "No worker log file found" - - - name: Cleanup EXO_HOME - run: | - echo "Cleaning up EXO_HOME: $EXO_HOME" - rm -rf "$EXO_HOME" - shell: bash - if: always() - - worker: - runs-on: ['self-hosted', 'macOS'] - - steps: - - name: Checkout repository - uses: actions/checkout@v4 - with: - lfs: true - - - name: Configure git user - run: | - git config --local user.email "github-actions@users.noreply.github.com" - git config --local user.name "github-actions bot" - shell: bash - - - name: Pull LFS files - run: | - echo "Pulling Git LFS files..." - git lfs pull - shell: bash - - - name: Reset databases - run: | - if [ -d ~/.exo ]; then - rm -rf ~/.exo/*.db* - fi - - - name: Setup EXO_HOME and API_PORT - run: | - EXO_HOME=$(mktemp -d -t exo-e2e-worker-XXXXXXXX) - # Generate random port (macOS compatible method) - API_PORT=$((49152 + RANDOM % (65535 - 49152 + 1))) - echo "EXO_HOME=$EXO_HOME" >> $GITHUB_ENV - echo "API_PORT=$API_PORT" >> $GITHUB_ENV - echo "Created EXO_HOME: $EXO_HOME" - echo "Generated API_PORT: $API_PORT" - echo "Verifying API_PORT is set: $API_PORT" - shell: bash - - - name: Setup Nix Environment - run: | - echo "Checking for nix installation..." - - # Check if nix binary exists directly - if [ -f /nix/var/nix/profiles/default/bin/nix ]; then - echo "Found nix binary at /nix/var/nix/profiles/default/bin/nix" - export PATH="/nix/var/nix/profiles/default/bin:$PATH" - echo "PATH=$PATH" >> $GITHUB_ENV - nix --version - elif [ -f /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh ]; then - echo "Found nix profile script, sourcing..." - source /nix/var/nix/profiles/default/etc/profile.d/nix-daemon.sh - nix --version - elif command -v nix >/dev/null 2>&1; then - echo "Nix already in PATH" - nix --version - else - echo "Nix not found. Debugging info:" - echo "Contents of /nix/var/nix/profiles/default/:" - ls -la /nix/var/nix/profiles/default/ 2>/dev/null || echo "Directory not found" - echo "Contents of /nix/var/nix/profiles/default/bin/:" - ls -la /nix/var/nix/profiles/default/bin/ 2>/dev/null || echo "Directory not found" - exit 1 - fi - shell: bash - - - name: Print macOS system information - run: | - echo "=== macOS System Information ===" - echo "OS Version:" - sw_vers - - echo -e "\n=== Memory Information ===" - system_profiler SPMemoryDataType - - echo -e "\n=== Memory Usage Summary ===" - vm_stat | perl -ne '/page size of (\d+)/ and $size=$1; /Pages free: (\d+)/ and printf "Free Memory: %.2f GB\n", $1 * $size / 1024 / 1024 / 1024' - top -l 1 -s 0 | grep PhysMem - - echo -e "\n=== CPU Information ===" - sysctl -n machdep.cpu.brand_string - system_profiler SPHardwareDataType | grep -E "Cores|Processors" - - echo -e "\n=== Disk Space ===" - df -h / - - # - name: Setup Hugging Face token - # run: | - # mkdir -p ~/.cache/huggingface - # echo "${{ secrets.HF_TOKEN }}" > ~/.cache/huggingface/token - - - name: Sync dependencies - run: | - echo "Running just sync-clean to ensure clean dependencies..." - nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command just sync-clean - shell: bash - - - name: Build forwarder - run: | - echo "Building Go forwarder binary..." - nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command just build-forwarder - shell: bash - - - name: Start node (replica) - run: | - echo "Starting master node with debug enabled..." - echo "Environment check - API_PORT: '$API_PORT'" - echo "Environment check - EXO_HOME: '$EXO_HOME'" - if [ -z "$API_PORT" ]; then - echo "ERROR: API_PORT is not set!" - exit 1 - fi - # Run with Python unbuffered output and maximum debug level - nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command bash -c "EXO_RUN_AS_REPLICA=1 EXO_HOME=$EXO_HOME API_PORT=$API_PORT PYTHONUNBUFFERED=1 PYTHONDEBUG=1 PYTHONPATH=. uv run master/main.py" > /tmp/master_node.log 2>&1 & - MASTER_PID=$! - echo "Started master node in background with PID: $MASTER_PID" - echo "Log file: /tmp/master_node.log" - - echo "Starting worker node..." - nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command bash -c "EXO_HOME=$EXO_HOME PYTHONUNBUFFERED=1 PYTHONDEBUG=1 PYTHONPATH=. uv run worker/main.py" > /tmp/worker_node.log 2>&1 & - WORKER_PID=$! - echo "Started worker node in background with PID: $WORKER_PID" - echo "Log file: /tmp/worker_node.log" - - echo "Waiting for master node to start on port $API_PORT..." - # Wait for the master node to be ready (up to 30 seconds) - for i in {1..30}; do - echo "Attempt $i: Checking if master node is ready..." - if curl -s http://localhost:$API_PORT/state > /dev/null 2>&1; then - echo "Master node is ready!" - break - fi - if [ $i -eq 30 ]; then - echo "Master node failed to start within 30 seconds. Checking logs..." - echo "=== Master node log ===" - cat /tmp/master_node.log || echo "No master log file found" - echo "=== Worker node log ===" - cat /tmp/worker_node.log || echo "No worker log file found" - exit 1 - fi - sleep 1 - done - - resp=$(curl -X POST http://localhost:$API_PORT/instance -H "Content-Type: application/json" -d '{"model_id": "llama-3.2:1b"}') - echo "Response: $resp" - instance_id=$(echo $resp | jq -r '.instance_id') - echo "Instance ID: $instance_id" - - for i in {1..50}; do - resp=$(curl -s -w "%{http_code}" -X GET http://localhost:$API_PORT/instance/$instance_id -H "Content-Type: application/json") - http_code="${resp: -3}" - response_body="${resp%???}" - echo "HTTP Code: $http_code" - echo "Response: $response_body" - - if [ "$http_code" == "200" ]; then - instance_status=$(echo $response_body | jq -r '.instance_type') - if [ "$instance_status" == "ACTIVE" ]; then - echo "Instance is ready" - break - fi - elif [ "$http_code" == "404" ]; then - echo "Instance not yet created, waiting..." - else - echo "Unexpected HTTP status: $http_code" - fi - sleep 1 - done - - resp=$(curl http://localhost:$API_PORT/v1/chat/completions -H "Content-Type: application/json" -d '{"model": "llama-3.2:1b", "messages": [{"role": "user", "content": "What is the meaning of exo?"}], "temperature": 0.7}') - echo "Response: $resp" - - resp=$(curl -X DELETE http://localhost:$API_PORT/instance/$instance_id -H "Content-Type: application/json") - echo "Response: $resp" - - echo "=== Master node log ===" - cat /tmp/master_node.log || echo "No master log file found" - echo "=== Worker node log ===" - cat /tmp/worker_node.log || echo "No worker log file found" - - kill $MASTER_PID - kill $WORKER_PID - - - name: Cleanup EXO_HOME - run: | - echo "Cleaning up EXO_HOME: $EXO_HOME" - rm -rf "$EXO_HOME" - shell: bash - if: always() diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml index 544fef21..3fe6fa5b 100644 --- a/.github/workflows/pipeline.yml +++ b/.github/workflows/pipeline.yml @@ -17,7 +17,7 @@ jobs: - name: Checkout repository uses: actions/checkout@v4 with: - lfs: true + lfs: false - uses: cachix/install-nix-action@v31 with: diff --git a/TODO.md b/TODO.md new file mode 100644 index 00000000..889ab52d --- /dev/null +++ b/TODO.md @@ -0,0 +1,25 @@ +1. Currently EXO just doesn't start cleanly a lot of the time. I see two kinds of issues: + b. EXO starts but then after creating an instance that instance never loads (either gets stuck in Loading of Inactive). +2. Currently a lot of requests from the API are timing out, but we still process those requests internally. If an API request times out, we should cancel all corresponding tasks to that API request (why process a request with nobody listening). +4. I'd like to see profiled network latency / bandwidth. +5. I'd like to see how much bandwidth each link is using. +6. We should handle the case where one machine doesn't have the model downloaded and then other machines are waiting on it. In this case we get loads of timeout errors because the others are waiting for the one that needs to download the model. +7. Solve the problem of in continuous batching when a new prompt comes in, it will block decode of the current batch until the prefill is complete. +8. We want people to be able to copy models over to a new device without ever connecting EXO to the internet. Right now EXO require internet connection once to cache some files to check if a download is complete. Instead, we should simply check if there is a non-empty model folder locally with no .partial files. This indicates it's a fully downloaded model that can be loaded. +10. More granular control over how to deploy instances. +12. Nix is great but installing it is a pain and we have ended up in a lot of cases having PATH issues or installation issues. For example, after rebooting mike it seemed to no longer have a nix installation and needed reinstalling. It has a bunch of broken symlinks left over from nix that caused ssh to fail, making it even harder to debug. We need consistent environments (perhaps MDM) so we can guarantee nix is installed properly on each machine. +13. Memory pressure instead of memory used. +14. Show the type of each connection (TB5, Ethernet, etc.) in the UI. Refer to old exo: https://github.com/exo-explore/exo/blob/56f783b38dc6b08ce606b07a5386dc40dae00330/exo/helpers.py#L251 +15. Prioritise certain connection types (or by latency). TB5 > Ethernet > WiFi. Refer to old exo: https://github.com/exo-explore/exo/blob/56f783b38dc6b08ce606b07a5386dc40dae00330/exo/helpers.py#L251 +16. Dynamically switch to higher priority connection when it becomes available. Probably bring back InstanceReplacedAtomically. +17. Faster model loads by streaming model from other devices in cluster. +18. Add support for specifying the type of network connection to use in a test. Depends on 15/16. +19. Fix mx.distributed.Group typing. +20. Add chat completion cancellations (e.g OpenWebUI has something for cancelling an ongoing request). +21. Make two separate things: tensor or pipeline, and ring or ibv. + +Potential refactors: + +1. Make ForwarderEvent typed +2. Topology can be simplified +3. Get rid of InstanceReplacedAtomically diff --git a/configure_mlx.sh b/configure_mlx.sh deleted file mode 100755 index f1cfe6e6..00000000 --- a/configure_mlx.sh +++ /dev/null @@ -1,43 +0,0 @@ -#!/usr/bin/env bash - -# Get the total memory in MB -TOTAL_MEM_MB=$(($(sysctl -n hw.memsize) / 1024 / 1024)) - -# Calculate 80% and TOTAL_MEM_GB-5GB in MB -EIGHTY_PERCENT=$(($TOTAL_MEM_MB * 80 / 100)) -MINUS_5GB=$((($TOTAL_MEM_MB - 5120))) - -# Calculate 70% and TOTAL_MEM_GB-8GB in MB -SEVENTY_PERCENT=$(($TOTAL_MEM_MB * 70 / 100)) -MINUS_8GB=$((($TOTAL_MEM_MB - 8192))) - -# Set WIRED_LIMIT_MB to higher value -if [ $EIGHTY_PERCENT -gt $MINUS_5GB ]; then - WIRED_LIMIT_MB=$EIGHTY_PERCENT -else - WIRED_LIMIT_MB=$MINUS_5GB -fi - -# Set WIRED_LWM_MB to higher value -if [ $SEVENTY_PERCENT -gt $MINUS_8GB ]; then - WIRED_LWM_MB=$SEVENTY_PERCENT -else - WIRED_LWM_MB=$MINUS_8GB -fi - -# Display the calculated values -echo "Total memory: $TOTAL_MEM_MB MB" -echo "Maximum limit (iogpu.wired_limit_mb): $WIRED_LIMIT_MB MB" -echo "Lower bound (iogpu.wired_lwm_mb): $WIRED_LWM_MB MB" - -# Apply the values with sysctl, but check if we're already root -if [ "$EUID" -eq 0 ]; then - sysctl -w iogpu.wired_limit_mb=$WIRED_LIMIT_MB - sysctl -w iogpu.wired_lwm_mb=$WIRED_LWM_MB -else - # Try without sudo first, fall back to sudo if needed - sysctl -w iogpu.wired_limit_mb=$WIRED_LIMIT_MB 2>/dev/null || \ - sudo sysctl -w iogpu.wired_limit_mb=$WIRED_LIMIT_MB - sysctl -w iogpu.wired_lwm_mb=$WIRED_LWM_MB 2>/dev/null || \ - sudo sysctl -w iogpu.wired_lwm_mb=$WIRED_LWM_MB -fi \ No newline at end of file diff --git a/copy_model.sh b/copy_model.sh deleted file mode 100755 index f5c985aa..00000000 --- a/copy_model.sh +++ /dev/null @@ -1,133 +0,0 @@ -#!/usr/bin/env bash -set -euo pipefail - -# copy_model.sh: clone ~/.exo/models from SOURCE to one or more TARGETS using scp -3. -# Username defaults: -# - If host is "aN" and no user given, username defaults to "aN". -# - Otherwise defaults to $(whoami), unless you pass user@host. -# -# Examples: -# ./copy_model.sh a1 a2 a3 -# ./copy_model.sh a1 frank@a2 192.168.1.3 - -if [ $# -lt 2 ]; then - echo "Usage: $0 SOURCE TARGET [TARGET...]" >&2 - exit 2 -fi - -SOURCE="$1" -shift -TARGETS=("$@") - -DEFAULT_USER="$(whoami)" -MODELS_REL=".exo/models" # relative under $HOME - -timestamp() { date "+%Y-%m-%d %H:%M:%S"; } - -split_user_host() { - local in="$1" - if [[ "$in" == *"@"* ]]; then - printf "%s|%s" "${in%%@*}" "${in#*@}" - else - printf "|%s" "$in" - fi -} - -resolve_ip() { - local hostish="$1" - if [[ "$hostish" =~ ^a([0-9]+)$ ]]; then - echo "192.168.1.${BASH_REMATCH[1]}" - else - echo "$hostish" - fi -} - -default_user_for() { - local hostish="$1" - if [[ "$hostish" =~ ^a([0-9]+)$ ]]; then - echo "$hostish" - else - echo "$DEFAULT_USER" - fi -} - -SSH_OPTS=(-o StrictHostKeyChecking=no -o UserKnownHostsFile=/dev/null -o LogLevel=ERROR -o ConnectTimeout=10) -SSHPASS_BIN="$(command -v sshpass || true)" -SCP_BIN="${SCP_BIN:-scp}" - -read -s -p "Password for all hosts: " PASS -echo -if [ -n "$SSHPASS_BIN" ]; then - echo "$(timestamp) sshpass found: will provide the password non-interactively." -else - echo "$(timestamp) WARNING: sshpass not found — you’ll be prompted by scp/ssh per hop unless keys are set up." -fi - -# Build source endpoint (default username logic) -IFS='|' read -r SRC_USER_RAW SRC_HOSTISH <<<"$(split_user_host "$SOURCE")" -SRC_USER="${SRC_USER_RAW:-$(default_user_for "$SRC_HOSTISH")}" -SRC_IP="$(resolve_ip "$SRC_HOSTISH")" -SRC_HOST="${SRC_USER}@${SRC_IP}" - -echo "$(timestamp) Source: ${SRC_HOST}:~/${MODELS_REL}" -echo "$(timestamp) Targets: ${#TARGETS[@]}" - -# Helper to run a simple remote command via ssh (for mkdir -p checks) -ssh_run() { - local host="$1" - shift - if [ -n "$SSHPASS_BIN" ]; then - sshpass -p "$PASS" ssh "${SSH_OPTS[@]}" "$host" "$@" - else - ssh "${SSH_OPTS[@]}" "$host" "$@" - fi -} - -# Ensure source dir exists (create if missing, per your request) -ssh_run "$SRC_HOST" "mkdir -p ~/${MODELS_REL}" - -failures=0 -count=0 -for T in "${TARGETS[@]}"; do - count=$((count + 1)) - IFS='|' read -r T_USER_RAW T_HOSTISH <<<"$(split_user_host "$T")" - T_USER="${T_USER_RAW:-$(default_user_for "$T_HOSTISH")}" - T_IP="$(resolve_ip "$T_HOSTISH")" - T_HOST="${T_USER}@${T_IP}" - - echo "============================================================" - echo "$(timestamp) [${count}/${#TARGETS[@]}] ${SRC_HOST} ==> ${T_HOST}" - echo "$(timestamp) Ensuring destination directory exists…" - ssh_run "$T_HOST" "mkdir -p ~/${MODELS_REL%/*}" # ~/.exo - - # Copy the whole "models" directory into ~/.exo on the target. - # scp -3 = copy between two remotes via local; -r recursive; -p preserve times/modes - if [ -n "$SSHPASS_BIN" ]; then - echo "$(timestamp) Running: scp -3 -rp ${SRC_HOST}:~/${MODELS_REL} ${T_HOST}:~/.exo/" - if sshpass -p "$PASS" "$SCP_BIN" "${SSH_OPTS[@]}" -3 -rp \ - "${SRC_HOST}:~/${MODELS_REL}" \ - "${T_HOST}:~/.exo/"; then - echo "$(timestamp) [${count}] Done: ${T_HOST}" - else - echo "$(timestamp) [${count}] ERROR during scp to ${T_HOST}" >&2 - failures=$((failures + 1)) - fi - else - echo "$(timestamp) Running: scp -3 -rp ${SRC_HOST}:~/${MODELS_REL} ${T_HOST}:~/.exo/" - if "$SCP_BIN" "${SSH_OPTS[@]}" -3 -rp \ - "${SRC_HOST}:~/${MODELS_REL}" \ - "${T_HOST}:~/.exo/"; then - echo "$(timestamp) [${count}] Done: ${T_HOST}" - else - echo "$(timestamp) [${count}] ERROR during scp to ${T_HOST}" >&2 - failures=$((failures + 1)) - fi - fi -done - -echo "============================================================" -if [ "$failures" -eq 0 ]; then - echo "$(timestamp) All transfers completed successfully." -else - echo "$(timestamp) Completed with ${failures} failure(s)." -fi diff --git a/dashboard/index.html b/dashboard/index.html index 7004c78b..24c6132f 100644 --- a/dashboard/index.html +++ b/dashboard/index.html @@ -461,6 +461,17 @@ margin-bottom: 8px; } + .instance-strategy { + font-size: 13px; + color: var(--exo-light-gray); + margin-bottom: 8px; + } + + .instance-strategy-value { + font-weight: 600; + color: var(--exo-yellow); + } + .instance-details { font-size: 12px; color: var(--exo-light-gray); @@ -468,15 +479,6 @@ - .download-progress { - font-size: 11px; - color: var(--exo-light-gray); - margin-top: 4px; - display: flex; - align-items: center; - gap: 8px; - } - .progress-bar-container { background-color: var(--exo-black); border-radius: 8px; @@ -492,75 +494,96 @@ transition: width 0.3s ease; } - /* Detailed download info */ - .download-details { - margin-top: 8px; - padding: 12px; - background-color: #1a1a1a; - border: 1px solid var(--exo-medium-gray); - border-radius: 6px; - box-sizing: border-box; - width: 100%; - max-width: 100%; - overflow: visible; - } - .download-runner-header { - font-size: 11px; - color: var(--exo-light-gray); - opacity: 0.85; - margin-bottom: 4px; - } - .download-overview-row { - display: flex; - gap: 12px; - flex-wrap: wrap; - font-size: 12px; + + /* Overall download summary styles */ + .overall-download-summary { + margin-top: 10px; margin-bottom: 8px; } - .download-overview-item strong { - color: #E0E0E0; - font-weight: 600; - margin-right: 4px; - } - .progress-with-label { + + .overall-download-header { display: flex; + justify-content: space-between; align-items: center; - gap: 8px; - margin-bottom: 10px; + margin-bottom: 4px; } - .progress-with-label .progress-bar-container { - flex: 1 1 auto; - } - .progress-percent { - font-size: 12px; + + .overall-download-label { + font-size: 11px; + font-weight: 500; color: var(--exo-light-gray); + opacity: 0.7; + } + + .overall-download-percent { + font-size: 11px; + font-weight: 500; + color: var(--exo-light-gray); + opacity: 0.7; font-variant-numeric: tabular-nums; - white-space: nowrap; } - .download-overview-combined { - font-size: 12px; + + .overall-download-stats { + font-size: 10px; color: var(--exo-light-gray); - opacity: 0.9; + margin-top: 4px; + opacity: 0.6; } - .instance-download-summary { + + /* Per-node download summary styles */ + .node-download-summary { + margin-top: 12px; + padding: 10px; + background-color: rgba(0, 0, 0, 0.2); + border-radius: 6px; + border-left: 3px solid #3b82f6; + } + + .node-download-header { + display: flex; + justify-content: space-between; + align-items: center; + margin-bottom: 6px; + } + + .node-download-name { + font-size: 13px; + font-weight: 600; + color: var(--exo-yellow); + } + + .node-download-percent { + font-size: 13px; + font-weight: 600; + color: #3b82f6; + font-variant-numeric: tabular-nums; + } + + .node-download-stats { font-size: 11px; color: var(--exo-light-gray); margin-top: 6px; - opacity: 0.95; + margin-bottom: 10px; + opacity: 0.9; } + + /* File-level download details */ .download-files-list { display: grid; gap: 8px; + margin-top: 10px; } + .download-file { padding: 8px; - background-color: var(--exo-dark-gray); + background-color: rgba(0, 0, 0, 0.3); border: 1px solid var(--exo-medium-gray); border-radius: 6px; box-sizing: border-box; width: 100%; max-width: 100%; } + .download-file-header { display: flex; justify-content: space-between; @@ -572,6 +595,7 @@ max-width: 100%; overflow: hidden; } + .download-file-name { color: #E0E0E0; font-weight: 500; @@ -581,11 +605,7 @@ min-width: 0; flex: 1 1 auto; } - .download-file-stats { - color: var(--exo-light-gray); - text-align: right; - white-space: nowrap; - } + .download-file-percent { color: var(--exo-light-gray); white-space: nowrap; @@ -593,6 +613,7 @@ font-variant-numeric: tabular-nums; flex: 0 0 auto; } + .download-file-subtext { color: var(--exo-light-gray); font-size: 10px; @@ -603,26 +624,20 @@ white-space: nowrap; max-width: 100%; } - .download-details, .download-files-list { - box-sizing: border-box; - width: 100%; - max-width: 100%; - } - .download-files-list { - overflow: visible; - padding-right: 2px; /* avoid edge clipping */ - } + .download-file .progress-bar-container { width: 100%; max-width: 100%; box-sizing: border-box; height: 5px; } + .completed-files-section { margin-top: 12px; padding-top: 8px; - border-top: 1px solid var(--exo-medium-gray); + border-top: 1px solid rgba(255, 255, 255, 0.1); } + .completed-files-header { font-size: 10px; color: var(--exo-light-gray); @@ -630,11 +645,13 @@ margin-bottom: 6px; font-weight: 500; } + .completed-files-list { display: flex; flex-direction: column; gap: 3px; } + .completed-file-item { font-size: 10px; color: var(--exo-light-gray); @@ -772,6 +789,82 @@ cursor: not-allowed; } + .strategy-selector { + display: flex; + flex-direction: column; + gap: 8px; + } + + .strategy-options { + display: flex; + gap: 12px; + flex-wrap: wrap; + } + + .strategy-option { + display: flex; + align-items: center; + gap: 6px; + cursor: pointer; + padding: 8px 12px; + border-radius: 6px; + background-color: var(--exo-dark-gray); + border: 2px solid var(--exo-medium-gray); + transition: all 0.2s ease; + user-select: none; + } + + .strategy-option:hover { + background-color: var(--exo-medium-gray); + border-color: rgba(255, 215, 0, 0.5); + } + + .strategy-option input[type="radio"] { + appearance: none; + width: 16px; + height: 16px; + border: 2px solid var(--exo-light-gray); + border-radius: 50%; + cursor: pointer; + position: relative; + margin: 0; + transition: all 0.2s ease; + } + + .strategy-option input[type="radio"]:checked { + border-color: var(--exo-yellow); + background-color: var(--exo-yellow); + } + + .strategy-option input[type="radio"]:checked::after { + content: ''; + position: absolute; + top: 50%; + left: 50%; + transform: translate(-50%, -50%); + width: 6px; + height: 6px; + border-radius: 50%; + background-color: var(--exo-black); + } + + .strategy-option:has(input[type="radio"]:checked) { + background-color: rgba(255, 215, 0, 0.15); + border-color: var(--exo-yellow); + } + + .strategy-option label { + cursor: pointer; + font-size: 14px; + font-weight: 500; + color: var(--exo-light-gray); + margin: 0; + } + + .strategy-option:has(input[type="radio"]:checked) label { + color: var(--exo-yellow); + } + .launch-status { font-size: 12px; padding: 8px; @@ -850,6 +943,33 @@ + +
+ +
+
+ + +
+
+ + +
+
+ + +
+
+ + +
+
+ + +
+
+
+
@@ -1112,6 +1232,9 @@ return; } + const selectedStrategy = document.querySelector('input[name="strategy"]:checked').value; + console.log("selectedStrategy", selectedStrategy); + try { showLaunchStatus('Launching instance...', 'loading'); launchInstanceButton.disabled = true; @@ -1121,7 +1244,10 @@ headers: { 'Content-Type': 'application/json', }, - body: JSON.stringify({ model_id: selectedModelId }) + body: JSON.stringify({ + model_id: selectedModelId, + strategy: selectedStrategy + }) }); if (!response.ok) { @@ -1251,60 +1377,6 @@ return { isDownloading: isDownloadingAny, progress, details }; } - function buildDownloadDetailsHTML(details) { - if (!details || details.length === 0) return ''; - function shortId(id) { return (id && id.length > 8) ? id.slice(0, 8) + '…' : (id || ''); } - return details.map(({ runnerId, nodeId, progress }) => { - const etaStr = formatDurationMs(progress.etaMs); - const pctStr = formatPercent(progress.percentage || 0, 2); - const bytesStr = `${formatBytes(progress.downloadedBytes)} / ${formatBytes(progress.totalBytes)}`; - const speedStr = formatBytesPerSecond(progress.speed); - const filesSummary = `${progress.completedFiles}/${progress.totalFiles}`; - - const allFiles = progress.files || []; - const inProgressFiles = allFiles.filter(f => (f.percentage || 0) < 100); - const completedFiles = allFiles.filter(f => (f.percentage || 0) >= 100); - - const inProgressHTML = inProgressFiles.map(f => { - const fPct = f.percentage || 0; - const fBytes = `${formatBytes(f.downloadedBytes)} / ${formatBytes(f.totalBytes)}`; - const fEta = formatDurationMs(f.etaMs); - const fSpeed = formatBytesPerSecond(f.speed); - const pctText = formatPercent(fPct, 2); - return ` -
-
- ${f.name} - ${pctText} -
-
${fBytes} • ETA ${fEta} • ${fSpeed}
-
-
- `; - }).join(''); - - const completedHTML = completedFiles.length > 0 ? ` -
-
Completed (${completedFiles.length})
-
- ${completedFiles.map(f => `
${f.name}
`).join('')} -
-
- ` : ''; - - const runnerName = (nodeId && nodeIdToFriendlyName[nodeId]) ? nodeIdToFriendlyName[nodeId] : '?'; - const headerText = `${runnerName} (${shortId(nodeId || '')})`; - return ` -
-
${headerText}
-
- ${inProgressHTML} -
- ${completedHTML} -
- `; - }).join(''); - } // Derive a display status for an instance from its runners. // Priority: FAILED > DOWNLOADING > STARTING > RUNNING > LOADED > INACTIVE @@ -1383,9 +1455,37 @@ ? instance.instanceId.substring(0, 8) + '...' : instance.instanceId; - const hostsHTML = instance.hosts?.map(host => - `${host.ip}:${host.port}` - ).join('') || ''; + // Create reverse mapping from runnerId to nodeId using nodeToRunner + const nodeToRunner = instance.shardAssignments?.nodeToRunner || {}; + const runnerToNode = {}; + Object.entries(nodeToRunner).forEach(([nodeId, runnerId]) => { + runnerToNode[runnerId] = nodeId; + }); + + // Extract parallelization strategy from the first shard + const runnerToShard = instance.shardAssignments?.runnerToShard || {}; + const firstShardData = Object.values(runnerToShard)[0]; + let parallelizationStrategy = 'Unknown'; + if (firstShardData) { + const shardKeys = Object.keys(firstShardData); + if (shardKeys.length === 1) { + const shardPayload = firstShardData[shardKeys[0]]; + parallelizationStrategy = shardPayload?.strategy || firstShardData.strategy || 'Unknown'; + } else { + parallelizationStrategy = firstShardData.strategy || 'Unknown'; + } + } + + // Generate hosts HTML using runner IDs and friendly names + const runnerIds = Object.keys(runnerToShard); + const hostsHTML = runnerIds.map(runnerId => { + const nodeId = runnerToNode[runnerId]; + const friendlyName = nodeId && nodeIdToFriendlyName[nodeId] + ? nodeIdToFriendlyName[nodeId] + : 'Unknown Node'; + const shortId = runnerId.slice(-4); + return `${friendlyName} (${shortId})`; + }).join('') || ''; // Calculate download status for this instance const downloadStatus = calculateInstanceDownloadStatus(instance, runners); @@ -1397,32 +1497,95 @@ ({ statusText, statusClass } = deriveInstanceStatus(instance, runners)); } - // Generate download progress HTML + // Generate download progress HTML - overall + per node with file details let downloadProgressHTML = ''; - let instanceDownloadSummary = ''; if (downloadStatus.isDownloading) { - const detailsHTML = buildDownloadDetailsHTML(downloadStatus.details || []); - const pctText = (downloadStatus.progress || 0).toFixed(2); - // Aggregate a compact summary from the first runner (they should be consistent in aggregate) - const first = (downloadStatus.details || [])[0]?.progress; - const etaStr = first ? formatDurationMs(first.etaMs) : '—'; - const bytesStr = first ? `${formatBytes(first.downloadedBytes)} / ${formatBytes(first.totalBytes)}` : ''; - const speedStr = first ? formatBytesPerSecond(first.speed) : ''; - const filesSummary = first ? `${first.completedFiles}/${first.totalFiles}` : ''; - instanceDownloadSummary = `${etaStr} · ${bytesStr} · ${speedStr} · ${filesSummary} files`; - - downloadProgressHTML = ` -
- ${pctText}% -
-
+ // Calculate overall progress across all nodes + const overallPct = (downloadStatus.progress || 0).toFixed(2); + const totalBytesAll = downloadStatus.details.reduce((sum, d) => sum + (d.progress.totalBytes || 0), 0); + const downloadedBytesAll = downloadStatus.details.reduce((sum, d) => sum + (d.progress.downloadedBytes || 0), 0); + const nodeCount = downloadStatus.details.length; + + // Overall progress section + const overallHTML = ` +
+
+ Overall + ${overallPct}%
+
+
+
+
${formatBytes(downloadedBytesAll)} / ${formatBytes(totalBytesAll)} • ${nodeCount} runner${nodeCount !== 1 ? 's' : ''}
- ${detailsHTML} `; + + const perNodeHTML = (downloadStatus.details || []).map(({ runnerId, nodeId, progress }) => { + const nodeName = (nodeId && nodeIdToFriendlyName[nodeId]) + ? nodeIdToFriendlyName[nodeId] + : (nodeIdToFriendlyName[runnerId] || 'Unknown Node'); + const pctText = (progress.percentage || 0).toFixed(2); + const etaStr = formatDurationMs(progress.etaMs); + const bytesStr = `${formatBytes(progress.downloadedBytes)} / ${formatBytes(progress.totalBytes)}`; + const speedStr = formatBytesPerSecond(progress.speed); + const filesSummary = `${progress.completedFiles}/${progress.totalFiles} files`; + + // Separate files into in-progress and completed + const allFiles = progress.files || []; + const inProgressFiles = allFiles.filter(f => (f.percentage || 0) < 100); + const completedFiles = allFiles.filter(f => (f.percentage || 0) >= 100); + + // Generate HTML for in-progress files + const inProgressHTML = inProgressFiles.map(f => { + const fPct = f.percentage || 0; + const fBytes = `${formatBytes(f.downloadedBytes)} / ${formatBytes(f.totalBytes)}`; + const fEta = formatDurationMs(f.etaMs); + const fSpeed = formatBytesPerSecond(f.speed); + const pctFormatted = formatPercent(fPct, 2); + return ` +
+
+ ${f.name} + ${pctFormatted} +
+
${fBytes} • ETA ${fEta} • ${fSpeed}
+
+
+ `; + }).join(''); + + // Generate HTML for completed files + const completedHTML = completedFiles.length > 0 ? ` +
+
Completed (${completedFiles.length})
+
+ ${completedFiles.map(f => `
${f.name}
`).join('')} +
+
+ ` : ''; + + return ` +
+
+ ${nodeName} + ${pctText}% +
+
+
+
+
${etaStr} · ${bytesStr} · ${speedStr} · ${filesSummary}
+
+ ${inProgressHTML} +
+ ${completedHTML} +
+ `; + }).join(''); + + downloadProgressHTML = overallHTML + perNodeHTML; } - const shardCount = Object.keys(instance.shardAssignments?.runnerToShard || {}).length; + const shardCount = Object.keys(runnerToShard).length; return `
@@ -1436,8 +1599,8 @@
-
${modelId} (${shardCount})
- ${instanceDownloadSummary ? `
${instanceDownloadSummary}
` : ''} +
${modelId} (${shardCount} runner${shardCount !== 1 ? 's' : ''})
+
Strategy: ${parallelizationStrategy}
${downloadProgressHTML} ${hostsHTML ? `
${hostsHTML}
` : ''} diff --git a/flake.lock b/flake.lock index 8559ca9e..0d9d908b 100644 --- a/flake.lock +++ b/flake.lock @@ -8,11 +8,11 @@ "rust-analyzer-src": "rust-analyzer-src" }, "locked": { - "lastModified": 1755585599, - "narHash": "sha256-tl/0cnsqB/Yt7DbaGMel2RLa7QG5elA8lkaOXli6VdY=", + "lastModified": 1761893049, + "narHash": "sha256-1TtFDPhC+ZsrOOtBnry1EZC+WipTTvsOVjIEVugqji8=", "owner": "nix-community", "repo": "fenix", - "rev": "6ed03ef4c8ec36d193c18e06b9ecddde78fb7e42", + "rev": "c2ac9a5c0d6d16630c3b225b874bd14528d1abe6", "type": "github" }, "original": { @@ -41,11 +41,11 @@ }, "nixpkgs": { "locked": { - "lastModified": 1755615617, - "narHash": "sha256-HMwfAJBdrr8wXAkbGhtcby1zGFvs+StOp19xNsbqdOg=", + "lastModified": 1761672384, + "narHash": "sha256-o9KF3DJL7g7iYMZq9SWgfS1BFlNbsm6xplRjVlOCkXI=", "owner": "NixOS", "repo": "nixpkgs", - "rev": "20075955deac2583bb12f07151c2df830ef346b4", + "rev": "08dacfca559e1d7da38f3cf05f1f45ee9bfd213c", "type": "github" }, "original": { @@ -65,11 +65,11 @@ "rust-analyzer-src": { "flake": false, "locked": { - "lastModified": 1755504847, - "narHash": "sha256-VX0B9hwhJypCGqncVVLC+SmeMVd/GAYbJZ0MiiUn2Pk=", + "lastModified": 1761849405, + "narHash": "sha256-igXdvC+WCUN+3gnfk+ptT7rMmxQuY6WbIg1rXMUN1DM=", "owner": "rust-lang", "repo": "rust-analyzer", - "rev": "a905e3b21b144d77e1b304e49f3264f6f8d4db75", + "rev": "f7de8ae045a5fe80f1203c5a1c3015b05f7c3550", "type": "github" }, "original": { diff --git a/flake.nix b/flake.nix index bf68d702..2d70276a 100644 --- a/flake.nix +++ b/flake.nix @@ -61,6 +61,10 @@ # JUST just ] + ++ (pkgs.lib.optionals pkgs.stdenv.isLinux [ + # IFCONFIG + unixtools.ifconfig + ]) ++ (pkgs.lib.optionals pkgs.stdenv.isDarwin [ # MACMON macmon @@ -68,8 +72,8 @@ shellHook = '' # PYTHON - export DASHBOARD_DIR=$(git rev-parse --show-toplevel)/dashboard; - export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:${pkgs.python313}/lib + export DASHBOARD_DIR="$(git rev-parse --show-toplevel)/dashboard" + export LD_LIBRARY_PATH="$LD_LIBRARY_PATH:${pkgs.python313}/lib" echo echo "🍎🍎 Run 'just ' to get started" just --list diff --git a/justfile b/justfile index e3c4538e..0db15c55 100644 --- a/justfile +++ b/justfile @@ -16,6 +16,10 @@ sync: sync-clean: uv sync --all-packages --force-reinstall --no-cache +rust-rebuild: + cd rust && cargo run --bin stub_gen + just sync-clean + clean: rm -rf **/__pycache__ rm -rf rust/target diff --git a/kill_remote.sh b/kill_remote.sh deleted file mode 100755 index 727b3261..00000000 --- a/kill_remote.sh +++ /dev/null @@ -1,65 +0,0 @@ -#!/usr/bin/env bash -set -euo pipefail - -############################################################################### -# Args & prerequisites -############################################################################### -if [[ $# -gt 1 ]]; then - echo "Usage: $0 [hosts_file]" >&2 - exit 1 -fi -HOSTS_FILE=${1:-hosts.txt} - -############################################################################### -# Load hosts.txt (works on macOS Bash 3.2 and Bash 4+) -############################################################################### -if [[ ! -f "$HOSTS_FILE" ]]; then - echo "Error: $HOSTS_FILE not found" - exit 1 -fi - -if builtin command -v mapfile >/dev/null 2>&1; then - mapfile -t HOSTS <"$HOSTS_FILE" -else - HOSTS=() - while IFS= read -r h; do - [[ -n "$h" ]] && HOSTS+=("$h") - done <"$HOSTS_FILE" -fi -[[ ${#HOSTS[@]} -gt 0 ]] || { - echo "No hosts found in $HOSTS_FILE" - exit 1 -} - -############################################################################### -# Helper – run a remote command and capture rc/stderr/stdout -############################################################################### -ssh_opts=(-o StrictHostKeyChecking=no - -o LogLevel=ERROR) - -run_remote() { # $1 host $2 command - local host=$1 cmd=$2 rc - if ssh "${ssh_opts[@]}" "$host" "$cmd"; then - rc=0 - else - rc=$? - fi - return $rc -} - -############################################################################### -# Kill exo everywhere (parallel) -############################################################################### -echo "=== Killing exo on ${#HOSTS[@]} host(s) ===" -fail=0 -for h in "${HOSTS[@]}"; do - ( - run_remote "$h" 'pkill -f exo || true' - ) || fail=1 & -done -wait -((fail == 0)) || { - echo "❌ Some hosts could not be reached—check SSH access." - exit 1 -} -echo "✓ exo processes killed on all reachable hosts." \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index 79251a54..d17ad793 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -26,8 +26,6 @@ dependencies = [ "sqlalchemy[asyncio]>=2.0.43", "greenlet>=3.2.4", "huggingface-hub>=0.33.4", - "mlx==0.29.3", - "mlx-lm==0.28.3", "psutil>=7.0.0", "transformers>=4.55.2", "cobs>=1.2.2", @@ -36,6 +34,8 @@ dependencies = [ "exo_pyo3_bindings", # rust bindings "anyio>=4.10.0", "bidict>=0.23.1", + "mlx>=0.29.3", + "mlx-lm>=0.28.3", ] [project.scripts] @@ -52,7 +52,7 @@ dev = [ ] # mlx[cuda] requires a newer version of mlx. the ideal on linux is: default to mlx[cpu] unless[cuda] specified. -# [project.optional-dependencies] +[project.optional-dependencies] # cuda = [ # "mlx[cuda]==0.26.3", # ] @@ -69,6 +69,9 @@ members = [ [tool.uv.sources] exo_pyo3_bindings = { workspace = true } +# Uncomment to use local mlx/mlx-lm development versions: +# mlx = { path = "/Users/Shared/mlx", editable=true } +# mlx-lm = { path = "/Users/Shared/mlx-lm", editable=true } [build-system] requires = ["uv_build>=0.8.9,<0.9.0"] @@ -94,7 +97,7 @@ reportUnnecessaryTypeIgnoreComment = "error" pythonVersion = "3.13" pythonPlatform = "Darwin" -exclude = ["**/.venv", "**/venv", "**/__pycache__", "**/exo_scripts", "**/.direnv", "**/rust"] +exclude = ["**/.venv", "**/venv", "**/__pycache__", "**/exo_scripts", "**/.direnv", "**/rust", "mlx/*", "mlx-lm/*"] stubPath = "typings" [[tool.basedpyright.executionEnvironments]] diff --git a/remote_git.sh b/remote_git.sh deleted file mode 100755 index 73ce84bd..00000000 --- a/remote_git.sh +++ /dev/null @@ -1,82 +0,0 @@ -#!/usr/bin/env bash -set -euo pipefail - -############################################################################### -# Args & prerequisites -############################################################################### -if [[ $# -lt 1 ]]; then - echo "Usage: $0 [git_args...]" >&2 - echo "Examples:" >&2 - echo " $0 pull" >&2 - echo " $0 checkout main" >&2 - echo " $0 status" >&2 - echo " $0 fetch --all" >&2 - exit 1 -fi - -GIT_CMD="$*" # All args form the git command -HOSTS_FILE=${HOSTS_FILE:-hosts.txt} - -############################################################################### -# Load hosts.txt (works on macOS Bash 3.2 and Bash 4+) -############################################################################### -if [[ ! -f "$HOSTS_FILE" ]]; then - echo "Error: $HOSTS_FILE not found" - exit 1 -fi - -if builtin command -v mapfile >/dev/null 2>&1; then - mapfile -t HOSTS <"$HOSTS_FILE" -else - HOSTS=() - while IFS= read -r h; do - [[ -n "$h" ]] && HOSTS+=("$h") - done <"$HOSTS_FILE" -fi -[[ ${#HOSTS[@]} -gt 0 ]] || { - echo "No hosts found in $HOSTS_FILE" - exit 1 -} - -############################################################################### -# Helper – run a remote command and capture rc/stderr/stdout -############################################################################### -ssh_opts=(-o StrictHostKeyChecking=no - -o LogLevel=ERROR) - -run_remote() { # $1 host $2 command - local host=$1 cmd=$2 rc - if ssh "${ssh_opts[@]}" "$host" "$cmd"; then - rc=0 - else - rc=$? - fi - return $rc -} - -############################################################################### -# Run git command on remote hosts (parallel) -############################################################################### -echo "" -echo "=== Running 'git $GIT_CMD' on ${#HOSTS[@]} remote host(s) ===" -fail=0 -for h in "${HOSTS[@]}"; do - ( - echo "→ Running on $h..." - if run_remote "$h" "cd ~/exo && git $GIT_CMD"; then - echo " ✓ $h: success" - else - echo " ❌ $h: failed" - exit 1 - fi - ) || fail=1 & -done -wait - -echo "" -if ((fail == 0)); then - echo "🎉 Git command executed successfully on all hosts!" -else - echo "⚠️ Some hosts failed—see above." - exit 1 -fi diff --git a/run.sh b/run.sh deleted file mode 100755 index 8f329855..00000000 --- a/run.sh +++ /dev/null @@ -1,48 +0,0 @@ -#!/bin/bash -DIR="$PWD" - -# Initialize flags -REPLICA=false -CLEAN=false - -# Parse command line arguments -while getopts "rc" opt; do - case $opt in - r) - REPLICA=true - ;; - c) - CLEAN=true - ;; - \?) - echo "Invalid option: -$OPTARG" >&2 - echo "Usage: $0 [-r] [-c]" - echo " -r Run as replica" - echo " -c Clean databases before starting" - exit 1 - ;; - esac -done - -# Clean if requested -if [ "$CLEAN" = true ]; then - echo "Cleaning databases..." - rm -f ~/.exo/*db* -fi - -# Configure MLX -# ./configure_mlx.sh - -# Second command (master) - changes based on replica flag -if [ "$REPLICA" = true ]; then - osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export RUST_LOG=true EXO_RUN_AS_REPLICA=1 EXO_HOME=.exo API_PORT=8001; uv run exo-master'\"" -else - osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export RUST_LOG=true; uv run exo-master'\"" -fi - -# First command (worker) - changes based on replica flag -if [ "$REPLICA" = true ]; then - osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c bash -c 'export EXO_HOME=.exo; uv run exo-worker'\"" -else - osascript -e "tell app \"Terminal\" to do script \"cd '$DIR'; nix develop -c uv run exo-worker\"" -fi \ No newline at end of file diff --git a/run_remote.sh b/run_remote.sh deleted file mode 100755 index 2b654e10..00000000 --- a/run_remote.sh +++ /dev/null @@ -1,99 +0,0 @@ -#!/usr/bin/env bash -set -euo pipefail - -############################################################################### -# Args & prerequisites -############################################################################### -if [[ $# -gt 1 ]]; then - echo "Usage: $0 [hosts_file]" >&2 - exit 1 -fi -HOSTS_FILE=${1:-hosts.txt} - -############################################################################### -# Load hosts.txt (works on macOS Bash 3.2 and Bash 4+) -############################################################################### -if [[ ! -f "$HOSTS_FILE" ]]; then - echo "Error: $HOSTS_FILE not found" - exit 1 -fi - -if builtin command -v mapfile >/dev/null 2>&1; then - mapfile -t HOSTS <"$HOSTS_FILE" -else - HOSTS=() - while IFS= read -r h; do - [[ -n "$h" ]] && HOSTS+=("$h") - done <"$HOSTS_FILE" -fi -[[ ${#HOSTS[@]} -gt 0 ]] || { - echo "No hosts found in $HOSTS_FILE" - exit 1 -} - -############################################################################### -# Helper – run a remote command and capture rc/stderr/stdout -############################################################################### -ssh_opts=(-o StrictHostKeyChecking=no - -o LogLevel=ERROR) - -run_remote() { # $1 host $2 command - local host=$1 cmd=$2 rc - if ssh "${ssh_opts[@]}" "$host" "$cmd"; then - rc=0 - else - rc=$? - fi - return $rc -} - -############################################################################### -# Phase 1 – kill exo everywhere (parallel) -############################################################################### -echo "=== Stage 1: killing exo on ${#HOSTS[@]} host(s) ===" -fail=0 -for h in "${HOSTS[@]}"; do - ( - run_remote "$h" 'pkill -f exo || true' - ) || fail=1 & -done -wait -((fail == 0)) || { - echo "❌ Some hosts could not be reached—check SSH access." - exit 1 -} -echo "✓ exo processes killed on all reachable hosts." -# -############################################################################### -# Phase 2 – cleanup database files (parallel) -############################################################################### -echo "=== Stage 2: cleaning up database files ===" -fail=0 -for h in "${HOSTS[@]}"; do - ( - run_remote "$h" 'rm -f ~/.exo/*db* || true' - ) || fail=1 & -done -wait -((fail == 0)) || { - echo "❌ Some hosts failed database cleanup." - exit 1 -} -echo "✓ Database files cleaned on all hosts." - -############################################################################### -# Phase 3 – start new exo processes in Terminal windows (parallel) -############################################################################### -echo "=== Stage 3: starting new exo processes ===" -fail=0 -for h in "${HOSTS[@]}"; do - # Use osascript to open Terminal windows on remote Mac - remote_cmd="osascript -e \"tell app \\\"Terminal\\\" to do script \\\"cd ~/exo; nix develop --command uv run exo\\\"\"" - - (run_remote "$h" "$remote_cmd") || fail=1 & -done -wait -((fail == 0)) && echo "🎉 Deployment finished!" || { - echo "⚠️ Some starts failed—see above." - exit 1 -} diff --git a/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi b/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi index cf2214cd..fa6700ff 100644 --- a/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi +++ b/rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi @@ -2,8 +2,16 @@ # ruff: noqa: E501, F401 import builtins -from enum import Enum +import enum +import typing +@typing.final +class AllQueuesFullError(builtins.Exception): + def __new__(cls, *args: typing.Any) -> AllQueuesFullError: ... + def __repr__(self) -> builtins.str: ... + def __str__(self) -> builtins.str: ... + +@typing.final class ConnectionUpdate: @property def update_type(self) -> ConnectionUpdateType: @@ -26,6 +34,7 @@ class ConnectionUpdate: Remote connection's TCP port. """ +@typing.final class Keypair: r""" Identity keypair of a node. @@ -46,12 +55,12 @@ class Keypair: Generate a new Secp256k1 keypair. """ @staticmethod - def from_protobuf_encoding(bytes:bytes) -> Keypair: + def from_protobuf_encoding(bytes: bytes) -> Keypair: r""" Decode a private key from a protobuf structure and parse it as a `Keypair`. """ @staticmethod - def rsa_from_pkcs8(bytes:bytes) -> Keypair: + def rsa_from_pkcs8(bytes: bytes) -> Keypair: r""" Decode an keypair from a DER-encoded secret key in PKCS#8 `PrivateKeyInfo` format (i.e. unencrypted) as defined in [RFC5208]. @@ -59,7 +68,7 @@ class Keypair: [RFC5208]: https://tools.ietf.org/html/rfc5208#section-5 """ @staticmethod - def secp256k1_from_der(bytes:bytes) -> Keypair: + def secp256k1_from_der(bytes: bytes) -> Keypair: r""" Decode a keypair from a DER-encoded Secp256k1 secret key in an `ECPrivateKey` structure as defined in [RFC5915]. @@ -67,7 +76,7 @@ class Keypair: [RFC5915]: https://tools.ietf.org/html/rfc5915 """ @staticmethod - def ed25519_from_bytes(bytes:bytes) -> Keypair: ... + def ed25519_from_bytes(bytes: bytes) -> Keypair: ... def to_protobuf_encoding(self) -> bytes: r""" Encode a private key as protobuf structure. @@ -77,6 +86,7 @@ class Keypair: Convert the `Keypair` into the corresponding `PeerId`. """ +@typing.final class Multiaddr: r""" Representation of a Multiaddr. @@ -87,17 +97,17 @@ class Multiaddr: Create a new, empty multiaddress. """ @staticmethod - def with_capacity(n:builtins.int) -> Multiaddr: + def with_capacity(n: builtins.int) -> Multiaddr: r""" Create a new, empty multiaddress with the given capacity. """ @staticmethod - def from_bytes(bytes:bytes) -> Multiaddr: + def from_bytes(bytes: bytes) -> Multiaddr: r""" Parse a `Multiaddr` value from its byte slice representation. """ @staticmethod - def from_string(string:builtins.str) -> Multiaddr: + def from_string(string: builtins.str) -> Multiaddr: r""" Parse a `Multiaddr` value from its string representation. """ @@ -118,13 +128,14 @@ class Multiaddr: Convert a Multiaddr to a string. """ +@typing.final class NetworkingHandle: - def __new__(cls, identity:Keypair) -> NetworkingHandle: ... + def __new__(cls, identity: Keypair) -> NetworkingHandle: ... async def connection_update_recv(self) -> ConnectionUpdate: r""" Receives the next `ConnectionUpdate` from networking. """ - async def connection_update_recv_many(self, limit:builtins.int) -> builtins.list[ConnectionUpdate]: + async def connection_update_recv_many(self, limit: builtins.int) -> builtins.list[ConnectionUpdate]: r""" Receives at most `limit` `ConnectionUpdate`s from networking and returns them. @@ -132,19 +143,19 @@ class NetworkingHandle: For `limit > 0`, if there are no `ConnectionUpdate`s in the channel's queue this method will sleep until a `ConnectionUpdate`s is sent. """ - async def gossipsub_subscribe(self, topic:builtins.str) -> builtins.bool: + async def gossipsub_subscribe(self, topic: builtins.str) -> builtins.bool: r""" Subscribe to a `GossipSub` topic. Returns `True` if the subscription worked. Returns `False` if we were already subscribed. """ - async def gossipsub_unsubscribe(self, topic:builtins.str) -> builtins.bool: + async def gossipsub_unsubscribe(self, topic: builtins.str) -> builtins.bool: r""" Unsubscribes from a `GossipSub` topic. Returns `True` if we were subscribed to this topic. Returns `False` if we were not subscribed. """ - async def gossipsub_publish(self, topic:builtins.str, data:bytes) -> None: + async def gossipsub_publish(self, topic: builtins.str, data: bytes) -> None: r""" Publishes a message with multiple topics to the `GossipSub` network. @@ -154,7 +165,7 @@ class NetworkingHandle: r""" Receives the next message from the `GossipSub` network. """ - async def gossipsub_recv_many(self, limit:builtins.int) -> builtins.list[tuple[builtins.str, bytes]]: + async def gossipsub_recv_many(self, limit: builtins.int) -> builtins.list[tuple[builtins.str, bytes]]: r""" Receives at most `limit` messages from the `GossipSub` network and returns them. @@ -163,11 +174,13 @@ class NetworkingHandle: will sleep until a message is sent. """ +@typing.final class NoPeersSubscribedToTopicError(builtins.Exception): - def __new__(cls, *args) -> NoPeersSubscribedToTopicError: ... + def __new__(cls, *args: typing.Any) -> NoPeersSubscribedToTopicError: ... def __repr__(self) -> builtins.str: ... def __str__(self) -> builtins.str: ... +@typing.final class PeerId: r""" Identifier of a peer of the network. @@ -183,7 +196,7 @@ class PeerId: This is useful for randomly walking on a DHT, or for testing purposes. """ @staticmethod - def from_bytes(bytes:bytes) -> PeerId: + def from_bytes(bytes: bytes) -> PeerId: r""" Parses a `PeerId` from bytes. """ @@ -198,7 +211,8 @@ class PeerId: def __repr__(self) -> builtins.str: ... def __str__(self) -> builtins.str: ... -class ConnectionUpdateType(Enum): +@typing.final +class ConnectionUpdateType(enum.Enum): r""" Connection or disconnection event discriminant type. """ diff --git a/rust/exo_pyo3_bindings/src/networking.rs b/rust/exo_pyo3_bindings/src/networking.rs index 3c480e08..bf02ec56 100644 --- a/rust/exo_pyo3_bindings/src/networking.rs +++ b/rust/exo_pyo3_bindings/src/networking.rs @@ -65,6 +65,40 @@ mod exception { Self::MSG.to_string() } } + + #[gen_stub_pyclass] + #[pyclass(frozen, extends=PyException, name="AllQueuesFullError")] + pub struct PyAllQueuesFullError {} + + impl PyAllQueuesFullError { + const MSG: &'static str = "All libp2p peers are unresponsive, resend the message or reconnect."; + + /// Creates a new [ `PyErr` ] of this type. + /// + /// [`PyErr`] : https://docs.rs/pyo3/latest/pyo3/struct.PyErr.html "PyErr in pyo3" + pub(crate) fn new_err() -> PyErr { + PyErr::new::(()) // TODO: check if this needs to be replaced??? + } + } + + #[gen_stub_pymethods] + #[pymethods] + impl PyAllQueuesFullError { + #[new] + #[pyo3(signature = (*args))] + #[allow(unused_variables)] + pub(crate) fn new(args: &Bound<'_, PyTuple>) -> Self { + Self {} + } + + fn __repr__(&self) -> String { + format!("PeerId(\"{}\")", Self::MSG) + } + + fn __str__(&self) -> String { + Self::MSG.to_string() + } + } } /// Connection or disconnection event discriminant type. @@ -167,7 +201,7 @@ async fn networking_task( let pyresult: PyResult = if let Err(PublishError::NoPeersSubscribedToTopic) = result { Err(exception::PyNoPeersSubscribedToTopicError::new_err()) } else if let Err(PublishError::AllQueuesFull(_)) = result { - Err(exception::PyNoPeersSubscribedToTopicError::new_err()) + Err(exception::PyAllQueuesFullError::new_err()) } else { result.pyerr() }; @@ -526,6 +560,7 @@ impl PyNetworkingHandle { pub fn networking_submodule(m: &Bound<'_, PyModule>) -> PyResult<()> { m.add_class::()?; + m.add_class::()?; m.add_class::()?; m.add_class::()?; diff --git a/rust/networking/src/swarm.rs b/rust/networking/src/swarm.rs index eaeae467..f4a8117a 100644 --- a/rust/networking/src/swarm.rs +++ b/rust/networking/src/swarm.rs @@ -13,6 +13,7 @@ pub type Swarm = libp2p::Swarm; /// this be passed in as a parameter? What about rapidly changing versions in debug builds? /// this is all VERY very hard to figure out and needs to be mulled over as a team. pub const NETWORK_VERSION: &[u8] = b"v0.0.1"; +pub const OVERRIDE_VERSION_ENV_VAR: &str = "EXO_LIBP2P_NAMESPACE"; /// Create and configure a swarm which listens to all ports on OS pub fn create_swarm(keypair: identity::Keypair) -> alias::AnyResult { @@ -29,20 +30,27 @@ pub fn create_swarm(keypair: identity::Keypair) -> alias::AnyResult { mod transport { use crate::alias; - use crate::swarm::NETWORK_VERSION; + use crate::swarm::{NETWORK_VERSION, OVERRIDE_VERSION_ENV_VAR}; use futures::{AsyncRead, AsyncWrite}; use keccak_const::Sha3_256; use libp2p::core::muxing; use libp2p::core::transport::Boxed; use libp2p::pnet::{PnetError, PnetOutput}; use libp2p::{PeerId, Transport, identity, noise, pnet, yamux}; + use std::{sync::LazyLock, env}; /// Key used for networking's private network; parametrized on the [`NETWORK_VERSION`]. /// See [`pnet_upgrade`] for more. - const PNET_PRESHARED_KEY: [u8; 32] = Sha3_256::new() - .update(b"exo_discovery_network") - .update(NETWORK_VERSION) - .finalize(); + static PNET_PRESHARED_KEY: LazyLock<[u8; 32]> = LazyLock::new(|| { + let builder = Sha3_256::new().update(b"exo_discovery_network"); + + if let Ok(var) = env::var(OVERRIDE_VERSION_ENV_VAR) { + let bytes = var.into_bytes(); + builder.update(&bytes) + } else { + builder.update(NETWORK_VERSION) + }.finalize() + }); /// Make the Swarm run on a private network, as to not clash with public libp2p nodes and /// also different-versioned instances of this same network. @@ -55,7 +63,7 @@ mod transport { TSocket: AsyncRead + AsyncWrite + Send + Unpin + 'static, { use pnet::{PnetConfig, PreSharedKey}; - PnetConfig::new(PreSharedKey::new(PNET_PRESHARED_KEY)) + PnetConfig::new(PreSharedKey::new(*PNET_PRESHARED_KEY)) .handshake(socket) .await } diff --git a/scp_repo.sh b/scp_repo.sh deleted file mode 100755 index a38f58ec..00000000 --- a/scp_repo.sh +++ /dev/null @@ -1,65 +0,0 @@ -#!/usr/bin/env bash -# bulk_scp.sh — Sync a local repo to many hosts, respecting .gitignore and continuing even if -# some hosts fail. Tested on macOS Bash 3.x. -# -# ------------ User-tunable variables ------------ -LOCAL_DIR="." # Local directory you want to send -REMOTE_DIR="~/exo" # Destination directory on the remote machines -HOSTS_FILE="hosts.json" # JSON array of hosts (["user@ip", ...]) -# ------------ End of user-tunable section ------- - -set -uo pipefail # Treat unset vars as error; fail pipelines, but we handle exit codes ourselves - -if [ "$#" -ne 1 ]; then - echo "Usage: $0 " >&2 - exit 1 -fi -PASSWORD="$1" - -# Dependency checks -for cmd in sshpass jq rsync git; do - if ! command -v "$cmd" >/dev/null 2>&1; then - echo "Error: $cmd is required but not installed." >&2 - exit 1 - fi -done - -# Verify hosts file exists -if [ ! -f "$HOSTS_FILE" ]; then - echo "Error: Hosts file '$HOSTS_FILE' not found." >&2 - exit 1 -fi - -# Build a temporary exclude file containing every Git‑ignored path -EXCLUDE_FILE=$(mktemp) -trap 'rm -f "$EXCLUDE_FILE"' EXIT - -if git -C "$LOCAL_DIR" rev-parse --is-inside-work-tree >/dev/null 2>&1; then - git -C "$LOCAL_DIR" ls-files -z -o -i --exclude-standard \ - | tr '\0' '\n' > "$EXCLUDE_FILE" -else - # Fallback: just use top‑level .gitignore if present - [ -f "$LOCAL_DIR/.gitignore" ] && cat "$LOCAL_DIR/.gitignore" > "$EXCLUDE_FILE" -fi - -# Iterate over hosts — process substitution keeps stdin free for rsync/ssh -while IFS= read -r TARGET || [ -n "$TARGET" ]; do - [ -z "$TARGET" ] && continue # skip blanks - echo "\n—— Syncing $LOCAL_DIR → $TARGET:$REMOTE_DIR ——" - -# # Ensure remote directory exists (ignore failure but report) -# if ! sshpass -p "$PASSWORD" ssh -o StrictHostKeyChecking=no "$TARGET" "mkdir -p $REMOTE_DIR" &2 -# continue # move on to next host -# fi - - # Rsync with checksums; redirect stdin so rsync/ssh can't eat host list - if sshpass -p "$PASSWORD" rsync -azc --delete --exclude-from="$EXCLUDE_FILE" \ - -e "ssh -o StrictHostKeyChecking=no" \ - "$LOCAL_DIR/" "$TARGET:$REMOTE_DIR/" &2 - fi - -done < <(jq -r '.[]' "$HOSTS_FILE") diff --git a/scripts/README.md b/scripts/README.md deleted file mode 100644 index e69de29b..00000000 diff --git a/scripts/hashdir.py b/scripts/hashdir.py deleted file mode 100644 index 73852f17..00000000 --- a/scripts/hashdir.py +++ /dev/null @@ -1,80 +0,0 @@ -import hashlib -import os -import sys - -EXCLUDE_DIRS = {".git", "build", "vendor", ".idea", ".vscode", "__pycache__"} - -def norm_rel(path: str, base: str) -> str: - """Forwarder-root–relative path with '/' separators.""" - abs_path = os.path.abspath(path) - abs_base = os.path.abspath(base) - rel = os.path.relpath(abs_path, abs_base) - return rel.replace(os.sep, "/") - -def collect_files(arg_path: str) -> tuple[str, list[str]]: - # Resolve forwarder_root and src_root from the provided path - p = os.path.abspath(arg_path) - if not os.path.isdir(p): - sys.stderr.write(f"error: path must be a directory: {arg_path}\n") - sys.exit(2) - - if os.path.basename(p) == "src": - forwarder_root = os.path.dirname(p) - src_root = p - else: - forwarder_root = p - src_root = os.path.join(forwarder_root, "src") - - files = [] - - # 1) Include .go files under src, excluding *_test.go - if os.path.isdir(src_root): - for root, dirs, filenames in os.walk(src_root): - # prune excluded dirs - dirs[:] = [d for d in dirs if d not in EXCLUDE_DIRS] - for name in filenames: - # strict .go, exclude *_test.go - if not name.lower().endswith(".go"): - continue - if name.lower().endswith("_test.go"): - continue - files.append(os.path.join(root, name)) - - # 2) Add go.mod, go.sum, main.go from the forwarder root - for name in ("go.mod", "go.sum", "main.go"): - pth = os.path.join(forwarder_root, name) - if os.path.isfile(pth): - # defensive: exclude *_test.go at root too - if name.lower().endswith("_test.go"): - continue - files.append(pth) - - # Deduplicate and sort deterministically by forwarder-root–relative path - files: list[str] = sorted(set(files), key=lambda f: norm_rel(f, forwarder_root)) - return forwarder_root, files - -def hash_files(forwarder_root: str, files: list[str]) -> str: - h = hashlib.sha256() - for fp in files: - rel = norm_rel(fp, forwarder_root) - h.update(b"F\x00") - h.update(rel.encode("utf-8")) - h.update(b"\x00") - with open(fp, "rb") as f: - for chunk in iter(lambda: f.read(256 * 1024), b""): - h.update(chunk) - h.update(b"\n") - return h.hexdigest() - -def main(): - if len(sys.argv) > 1: - arg = sys.argv[1] - else: - arg = os.path.join("networking", "forwarder", "src") - forwarder_root, files = collect_files(arg) - digest = hash_files(forwarder_root, files) - # print without trailing newline (easier to capture in shell) - sys.stdout.write(digest) - -if __name__ == "__main__": - main() diff --git a/scripts/pyproject.toml b/scripts/pyproject.toml deleted file mode 100644 index 54bf6702..00000000 --- a/scripts/pyproject.toml +++ /dev/null @@ -1,17 +0,0 @@ -[project] -name = "exo-scripts" -version = "0.1.0" -description = "Scripts for the Exo project" -readme = "README.md" -requires-python = ">=3.13" -dependencies = [ - "huggingface_hub>=0.33.4", - "exo" -] - -[build-system] -requires = ["uv_build>=0.8.9,<0.9.0"] -build-backend = "uv_build" - -[tool.uv.sources] -exo = { workspace = true } \ No newline at end of file diff --git a/scripts/src/exo_scripts/__init__.py b/scripts/src/exo_scripts/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/scripts/src/exo_scripts/read_events.py b/scripts/src/exo_scripts/read_events.py deleted file mode 100644 index 59493b26..00000000 --- a/scripts/src/exo_scripts/read_events.py +++ /dev/null @@ -1,511 +0,0 @@ -import asyncio -import json -import argparse -import sys -import time -from dataclasses import is_dataclass, asdict -from logging import getLogger -from typing import List, Optional, Any, Sequence, Tuple - -# Your existing imports — unchanged -from exo.shared.types.state import State -from exo.shared.apply import apply -from exo.shared.db.sqlite.event_log_manager import EventLogManager, EventLogConfig -from exo.shared.types.events.components import EventFromEventLog -from exo.shared.types.events import Event - -# --- Third-party UI (new) --- -from rich.syntax import Syntax -from rich.text import Text -from rich.panel import Panel -from rich.console import RenderableType - -from textual.app import App, ComposeResult -from textual.containers import Horizontal, Vertical -from textual.widgets import Static, ListView, ListItem, Input, Footer, Label -from textual.reactive import reactive -from textual import on -from textual.binding import Binding -from textual.message import Message - -logger = getLogger("helper_log") - -# Worker-related event types (same set) -WORKER_EVENT_TYPES = { - 'TaskCreated', 'TaskStateUpdated', 'TaskFailed', 'TaskDeleted', - 'ChunkGenerated', - 'InstanceCreated', 'InstanceDeleted', 'InstanceActivated', 'InstanceDeactivated', 'InstanceReplacedAtomically', - 'RunnerStatusUpdated', 'RunnerDeleted' -} - - -# ---------- Data / DB helpers (mostly your original logic) ---------- - -event_log_manager: Optional[EventLogManager] = None - -async def init_db() -> None: - global event_log_manager - event_log_manager = EventLogManager(EventLogConfig()) - await event_log_manager.initialize() - -async def get_events_since(since: int) -> Sequence[EventFromEventLog[Event]]: - # type: ignore[attr-defined, return-value] - return await event_log_manager.global_events.get_events_since(since) - -async def load_all_events() -> List[EventFromEventLog[Event]]: - events: List[EventFromEventLog[Event]] = [] - since = 0 - while True: - new_events = await get_events_since(since) - if not new_events: - break - events.extend(new_events) - since += len(new_events) - return events - -def compute_states(events: List[EventFromEventLog[Event]]) -> List[State]: - states: List[State] = [State()] - state = states[0] - for event in events: - state = apply(state, event) - states.append(state) - return states - -def filter_worker_state(state: State) -> dict: - state_dict = json.loads(state.model_dump_json()) - return { - 'node_status': state_dict.get('node_status', {}), - 'instances': state_dict.get('instances', {}), - 'runners': state_dict.get('runners', {}), - 'tasks': state_dict.get('tasks', {}), - 'last_event_applied_idx': state_dict.get('last_event_applied_idx', 0) - } - -def event_type_name(e: EventFromEventLog[Event]) -> str: - return type(e.event).__name__ - -def is_worker_event(e: EventFromEventLog[Event]) -> bool: - return event_type_name(e) in WORKER_EVENT_TYPES - -def safe_json(obj: Any) -> str: - """Serialize unknown objects to JSON-ish string safely.""" - def to_serializable(x: Any): - try: - if is_dataclass(x): - return asdict(x) - except Exception: - pass - if isinstance(x, (str, int, float, bool)) or x is None: - return x - if isinstance(x, dict): - return {str(k): to_serializable(v) for k, v in x.items()} - if isinstance(x, (list, tuple, set)): - return [to_serializable(v) for v in x] - try: - json.dumps(x) # type: ignore - return x - except Exception: - return repr(x) - try: - return json.dumps(to_serializable(obj), indent=2, ensure_ascii=False) - except Exception: - # Last resort - return repr(obj) - -def summarize_event_line(e: EventFromEventLog[Event], max_len: int = 160) -> Text: - etype = event_type_name(e) - attrs = vars(e.event) - prefix = Text(f"[{e.idx_in_log}] ", style="bold dim") - t = Text(etype, style="bold cyan") - t = prefix + t + Text(": ", style="dim") - first = True - for k, v in attrs.items(): - if not first: - t.append(", ", style="dim") - first = False - t.append(str(k), style="magenta") - t.append("=") - # Coarse coloring by type - if isinstance(v, str): - t.append(repr(v), style="green") - elif isinstance(v, (int, float)): - t.append(repr(v), style="yellow") - elif isinstance(v, bool): - t.append(repr(v), style="cyan") - else: - t.append(repr(v), style="") - if len(t.plain) > max_len: - t.truncate(max_len - 1) - t.append("…", style="dim") - return t - -def event_detail_renderable(e: EventFromEventLog[Event]) -> RenderableType: - payload = { - "idx_in_log": e.idx_in_log, - "event_type": event_type_name(e), - "attributes": vars(e.event) - } - return Syntax(safe_json(payload), "json", word_wrap=True) - - -# ---------- Non-TUI (stdout) mode, like your current script ---------- - -async def run_non_tui(worker_mode: bool) -> None: - await init_db() - events = await load_all_events() - states = compute_states(events) - final_state = states[-1] - - if worker_mode: - filtered_events = [e for e in events if is_worker_event(e)] - events = filtered_events - filtered_state = filter_worker_state(final_state) - print("Final State (filtered):") - print(json.dumps(filtered_state, indent=2)) - else: - print("Final State:") - print(final_state.model_dump_json(indent=2)) - - print("\nEvents:") - for e in events: - etype = event_type_name(e) - attrs = ', '.join(f"{k}={value!r}" for k, value in vars(e.event).items()) - print(f"[{e.idx_in_log}] {etype}: {attrs}") - - -# ---------- Textual TUI ---------- - -class StateView(Static): - """Left pane: shows state JSON, with optional worker filter.""" - def update_state(self, state: State, worker_mode: bool, index_in_log_for_status: Optional[int]) -> None: - if worker_mode: - data = filter_worker_state(state) - json_str = json.dumps(data, indent=2, ensure_ascii=False) - else: - json_str = state.model_dump_json(indent=2) - syntax = Syntax(json_str, "json", word_wrap=True) - title = f"State after event #{index_in_log_for_status}" if index_in_log_for_status is not None else "Initial State" - self.update(Panel(syntax, title=title, border_style="cyan")) - -class EventListItem(ListItem): - def __init__(self, e: EventFromEventLog[Event]) -> None: - super().__init__(Static(summarize_event_line(e))) - self._event = e - - @property - def wrapped_event(self) -> EventFromEventLog[Event]: - return self._event - -class EventDetail(Static): - """Right-bottom: details of the selected event.""" - def show_event(self, e: Optional[EventFromEventLog[Event]]) -> None: - if e is None: - self.update(Panel(Text("No event selected.", style="dim"), title="Event Details")) - else: - self.update(Panel(event_detail_renderable(e), title=f"Event #{e.idx_in_log} • {event_type_name(e)}", border_style="magenta")) - -class StatusBar(Static): - def set_status(self, realtime: bool, total_events: int, current_idx_in_log: Optional[int]) -> None: - mode = "Realtime" if realtime else "Timetravel" - parts = [ - f"[{mode}]", - f"Events: {total_events}", - ] - if current_idx_in_log is not None: - parts.append(f"Current: #{current_idx_in_log}") - parts.append("Keys: ↑/↓ Select • PgUp/PgDn Scroll • Ctrl+↑/↓ ±5 • [/] State PgUp/PgDn • g Goto • r Realtime • q Quit") - self.update(Text(" ".join(parts), style="dim")) - - -class GotoPrompt(Static): - """Simple inline goto prompt (appears above Footer).""" - class Submitted(Message): - def __init__(self, value: Optional[int]) -> None: - super().__init__() - self.value = value - - def compose(self) -> ComposeResult: - yield Label("Go to event id (idx_in_log):", id="goto-label") - yield Input(placeholder="e.g., 123", id="goto-input") - - def on_mount(self) -> None: - self.query_one(Input).focus() - - @on(Input.Submitted) - def _submitted(self, event: Input.Submitted) -> None: - text = (event.value or "").strip() - try: - value = int(text) - except ValueError: - value = None - self.post_message(self.Submitted(value)) - - -class EventLogApp(App): - CSS = """ - Screen { - layout: vertical; - } - #main { - height: 1fr; - } - #left { - width: 60%; - } - #right { - width: 40%; - } - #events { - height: 3fr; - } - #detail { - height: 2fr; - border: tall; - } - #status { - height: 1; - padding: 0 1; - } - #goto { - dock: bottom; - height: 3; - padding: 1 2; - background: $panel; - border: round $accent; - } - """ - - BINDINGS = [ - Binding("q", "quit", "Quit"), - Binding("r", "toggle_realtime", "Realtime"), - Binding("[", "state_page_up", "State PgUp"), - Binding("]", "state_page_down", "State PgDn"), - Binding("g", "prompt_goto", "Goto"), - Binding("ctrl+up", "jump_up", "Jump Up"), - Binding("ctrl+down", "jump_down", "Jump Down"), - ] - - # Reactive state - realtime: reactive[bool] = reactive(False) - worker_mode: bool - - # Data - wrapped_events: List[EventFromEventLog[Event]] - states: List[State] - filtered_indices: Optional[List[int]] # maps filtered idx -> original idx - update_interval: float = 1.0 - _poll_timer = None - - def __init__(self, worker_mode: bool) -> None: - super().__init__() - self.worker_mode = worker_mode - self.wrapped_events = [] - self.states = [State()] - self.filtered_indices = None - - async def on_mount(self) -> None: - await init_db() - await self._initial_load() - # periodic polling for new events - self._poll_timer = self.set_interval(self.update_interval, self._tick_poll) - # Put list selection at end (last event) by default - self._select_last() - - async def _initial_load(self) -> None: - self.wrapped_events = await load_all_events() - self.states = compute_states(self.wrapped_events) - - # Build filtered view if needed - if self.worker_mode: - self.filtered_indices = [i for i, e in enumerate(self.wrapped_events) if is_worker_event(e)] - else: - self.filtered_indices = None - - # Populate the ListView - lv = self.query_one("#events", ListView) - lv.clear() - events_to_show = self._view_events() - for e in events_to_show: - lv.append(EventListItem(e)) - - # Update left state & details - self._refresh_views() - - def compose(self) -> ComposeResult: - # Layout: [Header optional] -> main Horizontal -> Status bar + Footer - with Horizontal(id="main"): - with Vertical(id="left"): - yield StateView(id="state") - with Vertical(id="right"): - yield ListView(id="events") - yield EventDetail(id="detail") - yield StatusBar(id="status") - yield Footer() - - def _current_original_index(self) -> int: - lv = self.query_one("#events", ListView) - idx = lv.index - if idx is None or idx < 0: - return -1 - if self.filtered_indices is not None: - if idx >= len(self.filtered_indices): - return -1 - return self.filtered_indices[idx] - return idx - - def _view_events(self) -> List[EventFromEventLog[Event]]: - if self.filtered_indices is not None: - return [self.wrapped_events[i] for i in self.filtered_indices] - return self.wrapped_events - - def _select_last(self) -> None: - lv = self.query_one("#events", ListView) - n = len(lv.children) - if n: - lv.index = n - 1 - - def _refresh_views(self) -> None: - # Update State pane and Detail pane and Status bar - original_idx = self._current_original_index() - state_idx = (original_idx + 1) if original_idx >= 0 else 0 - state = self.states[state_idx] - state_view = self.query_one("#state", StateView) - idx_in_log = None - if original_idx >= 0: - idx_in_log = self.wrapped_events[original_idx].idx_in_log - state_view.update_state(state, self.worker_mode, idx_in_log) - - # Detail pane - detail = self.query_one("#detail", EventDetail) - current_event = self.wrapped_events[original_idx] if original_idx >= 0 else None - detail.show_event(current_event) - - # Status bar - status = self.query_one("#status", StatusBar) - total_events = len(self.wrapped_events) - status.set_status(self.realtime, total_events, current_event.idx_in_log if current_event else None) - - async def _poll_once(self) -> bool: - """Fetch and append new events; return True if updated.""" - last_since = len(self.wrapped_events) - new_wrapped = await get_events_since(last_since) - if not new_wrapped: - return False - - # Extend states incrementally (avoid recomputing all) - for nw in new_wrapped: - state = self.states[-1] - self.states.append(apply(state, nw)) - - start_len = len(self.wrapped_events) - self.wrapped_events.extend(new_wrapped) - - # Update filtered mapping and UI list - lv = self.query_one("#events", ListView) - if self.worker_mode: - if self.filtered_indices is None: - self.filtered_indices = [] - for k in range(start_len, len(self.wrapped_events)): - if is_worker_event(self.wrapped_events[k]): - self.filtered_indices.append(k) - lv.append(EventListItem(self.wrapped_events[k])) - else: - for k in range(start_len, len(self.wrapped_events)): - lv.append(EventListItem(self.wrapped_events[k])) - - # Auto-follow the tail in realtime mode - if self.realtime: - self._select_last() - - # Refresh panes - self._refresh_views() - return True - - def _tick_poll(self) -> None: - # called by timer; schedule the async poll - asyncio.create_task(self._poll_once()) - - # ------ Actions / key handlers ------ - def action_quit(self) -> None: - self.exit() - - def action_toggle_realtime(self) -> None: - self.realtime = not self.realtime - if self.realtime: - self._select_last() - self._refresh_views() - - def action_state_page_up(self) -> None: - state_view = self.query_one("#state", StateView) - state_view.scroll_page_up() - - def action_state_page_down(self) -> None: - state_view = self.query_one("#state", StateView) - state_view.scroll_page_down() - - def action_jump_up(self) -> None: - lv = self.query_one("#events", ListView) - if lv.children: - lv.index = max(0, (lv.index or 0) - 5) - self._refresh_views() - - def action_jump_down(self) -> None: - lv = self.query_one("#events", ListView) - if lv.children: - lv.index = min(len(lv.children) - 1, (lv.index or 0) + 5) - self._refresh_views() - - def action_prompt_goto(self) -> None: - # mount a small prompt near bottom - if self.query("#goto"): - return - prompt = GotoPrompt(id="goto") - self.mount(prompt) - - @on(GotoPrompt.Submitted) - def _on_goto_submitted(self, msg: GotoPrompt.Submitted) -> None: - # Remove prompt - for node in self.query("#goto"): - node.remove() - - if msg.value is None: - return - - target = msg.value - # find in current view's idx_in_log - events_to_show = self._view_events() - lv = self.query_one("#events", ListView) - for i, e in enumerate(events_to_show): - if e.idx_in_log == target: - lv.index = i - self._refresh_views() - break - - @on(ListView.Highlighted, "#events") - @on(ListView.Selected, "#events") - def _on_event_selected(self, *_: Any) -> None: - # Update panes when selection changes - self._refresh_views() - - -# ---------- Entrypoint ---------- - -def main() -> None: - parser = argparse.ArgumentParser(description='Read and display events from the event log (Textual UI)') - parser.add_argument('--worker', action='store_true', - help='Only show worker-related events (task, streaming, instance, runner status)') - parser.add_argument('--no-ui', action='store_true', - help='Print to stdout (non-interactive), like the original non-TUI mode') - args = parser.parse_args() - - # Non-interactive fallback if no TTY or user requests it - if args.no_ui or not sys.stdout.isatty(): - asyncio.run(run_non_tui(worker_mode=args.worker)) - return - - # TUI mode - app = EventLogApp(worker_mode=args.worker) - app.run() - -if __name__ == "__main__": - main() diff --git a/scripts/src/exo_scripts/test_download.py b/scripts/src/exo_scripts/test_download.py deleted file mode 100644 index 4a09a104..00000000 --- a/scripts/src/exo_scripts/test_download.py +++ /dev/null @@ -1,12 +0,0 @@ -from exo.worker.download.download_utils import * - -async def main(): - meta = await file_meta( - 'mlx-community/DeepSeek-R1-4bit', - revision='main', - path='config.json', - redirected_location=None, - ) - print(meta) - -asyncio.run(main()) \ No newline at end of file diff --git a/scripts/watch-pull-restart.py b/scripts/watch-pull-restart.py deleted file mode 100755 index aad5c0b2..00000000 --- a/scripts/watch-pull-restart.py +++ /dev/null @@ -1,284 +0,0 @@ -#!/usr/bin/env python3 - -""" -watch-pull-restart.py — Unix-only - -Runs a command, periodically checks git upstream, pulls if upstream is ahead, -and gracefully restarts the command. Watcher logs go to STDERR; your app's -output goes straight to the console (STDOUT/STDERR). - -Assumptions: - - current branch tracks an upstream (i.e., @{u} exists) - - pulls must be fast-forward (remote-ahead workflow) - -Arguments: - - cmd: Command to run/manage (e.g. './run.sh' or 'python -m app'). - - restart-cmd: Optional hook to run after a successful pull (e.g., systemctl restart). - - sleep-secs: Poll interval while up-to-date. - - grace-secs: Seconds to wait after SIGTERM before SIGKILL. - - debounce-secs: Coalesce multiple pulls before restart. - -Usage: - ./watch-pull-restart.py --cmd "./run.sh" --sleep-secs 1 - ./watch-pull-restart.py --cmd "python -m app" --restart-cmd "systemctl --user restart myapp" - ./watch-pull-restart.py --restart-cmd "systemctl --user restart myapp" # no managed child; only trigger hook -""" -import argparse -import os -import signal -import subprocess -import sys -import time -from types import FrameType -from typing import Optional - - -# ---------- logging helpers (to STDERR) ---------- -def log(msg: str): - sys.stderr.write(msg.rstrip() + "\n") - sys.stderr.flush() - - -def sep(title: str = ""): - """Big visual separator for state transitions (to STDERR).""" - sys.stderr.write("\n\n") - if title: - sys.stderr.write(f"===== [watch] {title} =====\n") - else: - sys.stderr.write("===== [watch] =====\n") - sys.stderr.flush() - - -def run_capture(cmd: str, check: bool = True) -> subprocess.CompletedProcess[str]: - """Run and capture output; for git plumbing.""" - return subprocess.run( - cmd, - shell=True, - stdout=subprocess.PIPE, - stderr=subprocess.PIPE, - text=True, - check=check, - ) - - -# ---------- shell helpers ---------- -def is_up_to_date() -> bool: - subprocess.run("git fetch --quiet", - shell=True) # Quiet fetch; ignore network errors (we'll just try again next tick) - try: - current = run_capture("git rev-parse HEAD", check=True).stdout.strip() - upstream = run_capture("git rev-parse @{u}", check=True).stdout.strip() - return current == upstream - except subprocess.CalledProcessError: - return True # No upstream or other git error; treat as up-to-date to avoid thrash - - -def pull_ff_only() -> bool: - """Returns True if pull applied changes, False if already up-to-date.""" - try: - cp = run_capture("git pull --ff-only --no-rebase", check=True) - return "Already up to date" not in cp.stdout and cp.returncode == 0 # Git prints "Already up to date." on no-op; cheap heuristic - except subprocess.CalledProcessError as e: - log("[watch] git pull failed:") - if e.stdout: # pyright: ignore[reportAny] - log(e.stdout) # pyright: ignore[reportAny] - if e.stderr: # pyright: ignore[reportAny] - log(e.stderr) # pyright: ignore[reportAny] - return False - - -# ---------- managed processes ---------- -class ManagedProc: - def __init__(self, cmd: Optional[str], grace_secs: float): - self.cmd = cmd - self.grace = grace_secs - self.child: Optional[subprocess.Popen[bytes]] = None - - def start(self): - if not self.cmd: - return - if self.child and self.child.poll() is None: - return - sep("starting main cmd") - log(f"[watch] starting: {self.cmd}") - # New process group so we can signal the entire tree (shell + children) - self.child = subprocess.Popen( - self.cmd, - shell=True, # allow shell features in --cmd - stdout=None, # inherit parent's stdout (your app prints normally) - stderr=None, # inherit parent's stderr - stdin=None, - preexec_fn=os.setsid, # create new session (PGID == child PID) - ) - - def stop_gracefully(self): - if not self.child: - return - if self.child.poll() is not None: - self.child = None - return - - sep("stopping main cmd (SIGTERM)") - try: - os.killpg(self.child.pid, signal.SIGTERM) - except ProcessLookupError: - pass - - deadline = time.time() + self.grace - while time.time() < deadline: - if self.child.poll() is not None: - self.child = None - return - time.sleep(0.1) - - sep("main cmd unresponsive; SIGKILL") - try: - os.killpg(self.child.pid, signal.SIGKILL) - except ProcessLookupError: - pass - self.child = None - - def forward_signal(self, sig: int): - if not self.child or self.child.poll() is not None: - return - try: - os.killpg(self.child.pid, sig) - except ProcessLookupError: - pass - - -class OneShotHook: - """ - One-shot hook command (e.g., systemctl restart). - Runs to completion with inherited stdio so its output is visible. - """ - - def __init__(self, cmd: Optional[str], grace_secs: float): - self.cmd = cmd - self.grace = grace_secs - self.child: Optional[subprocess.Popen[bytes]] = None - - def run(self) -> int: - if not self.cmd: - return 0 - sep("running restart hook") - log(f"[watch] hook: {self.cmd}") - self.child = subprocess.Popen( - self.cmd, - shell=True, - stdout=None, # inherit stdio - stderr=None, - stdin=None, - preexec_fn=os.setsid, - ) - # Wait with grace/kill if needed (rare for hooks, but symmetric) - deadline = time.time() + self.grace - while True: - rc = self.child.poll() - if rc is not None: - self.child = None - return rc - if time.time() > deadline: - sep("hook exceeded grace; SIGKILL") - try: - os.killpg(self.child.pid, signal.SIGKILL) - except ProcessLookupError: - pass - self.child = None - return 137 # killed - time.sleep(0.1) - - def forward_signal(self, sig: int): - if not self.child or self.child.poll() is not None: - return - try: - os.killpg(self.child.pid, sig) - except ProcessLookupError: - pass - - -# ---------- main loop ---------- -def main(): - # CMD commands - ap = argparse.ArgumentParser(description="Auto-pull & restart on upstream changes (Unix).") - ap.add_argument("--cmd", help="Command to run/manage (e.g. './run.sh' or 'python -m app').") - ap.add_argument("--restart-cmd", help="Optional hook to run after a successful pull (e.g., systemctl restart).") - ap.add_argument("--sleep-secs", type=float, default=0.5, help="Poll interval while up-to-date.") - ap.add_argument("--grace-secs", type=float, default=5.0, help="Seconds to wait after SIGTERM before SIGKILL.") - ap.add_argument("--debounce-secs", type=float, default=0.5, help="Coalesce multiple pulls before restart.") - args = ap.parse_args() - - # get CMD command values - cmd = args.cmd # pyright: ignore[reportAny] - assert cmd is None or isinstance(cmd, str) - restart_cmd = args.restart_cmd # pyright: ignore[reportAny] - assert cmd is None or isinstance(restart_cmd, str) - sleep_secs = args.sleep_secs # pyright: ignore[reportAny] - assert sleep_secs is not None and isinstance(sleep_secs, float) - grace_secs = args.grace_secs # pyright: ignore[reportAny] - assert sleep_secs is not None and isinstance(grace_secs, float) - debounce_secs = args.debounce_secs # pyright: ignore[reportAny] - assert sleep_secs is not None and isinstance(debounce_secs, float) - - # start managed proc - proc = ManagedProc(cmd, grace_secs) - hook = OneShotHook(restart_cmd, grace_secs) - - # signal handling for graceful exit - exiting = {"flag": False} - - def _handle(sig_num: int, _frame: Optional[FrameType]): - sep(f"received signal {sig_num}; exiting") - exiting["flag"] = True - proc.forward_signal(sig_num) - hook.forward_signal(sig_num) - - signal.signal(signal.SIGINT, _handle) - signal.signal(signal.SIGTERM, _handle) - - # Initial start (if managing a process) - proc.start() - - pending_restart = False - last_change = 0.0 - while not exiting["flag"]: - try: - if not is_up_to_date(): - sep("upstream ahead; pulling") - changed = pull_ff_only() - if changed: - last_change = time.time() - pending_restart = True - - # handle debounce window - if pending_restart and (time.time() - last_change) >= debounce_secs: - # Optional hook first - if restart_cmd: - rc = hook.run() - if rc != 0: - sep(f"hook exited with {rc}") - # Then bounce managed process - if cmd: - proc.stop_gracefully() - proc.start() - pending_restart = False - sep("restart cycle complete") - - # keep the child alive if it crashed without a pull - if cmd and (proc.child is None or proc.child.poll() is not None): - sep("main cmd exited; restarting") - proc.start() - - time.sleep(sleep_secs) - except Exception as e: - sep("loop error") - log(f"[watch] {e}") - time.sleep(2.0) - - # graceful shutdown on exit - proc.stop_gracefully() - sep("bye") - - -if __name__ == "__main__": - main() diff --git a/scripts_guide.txt b/scripts_guide.txt deleted file mode 100644 index 5e3d6bde..00000000 --- a/scripts_guide.txt +++ /dev/null @@ -1,22 +0,0 @@ -you have 2 scripts now added: - 1. scp_repo.sh that you call like "./scp_repo.sh {password}" -where password is the password for the studios. call this from the -root of the repo and it will send any differences in your local repo -to the machines. this should only be needed when things changed - 2. run_remote.sh, also called like "./run_remote.sh {password}" -which kills all running exo process and starts new ones with fresh dbs - -both of these use the file hosts.json which is a json list of strings -of the form user@ip where you need to put the studios with their username -and THUNDERBOLT ips (get these manually from the machines after all of -them and your laptop are hooked up via tb5 and have ips on the thunderbolt -bridge in settings>network). the order here doesn't matter EXCEPT for the -first entry which will be the master. so the script runs ./run.sh -c on the -first entry in that list and ./run.sh -rc on all the others - - -separately, there is now a nodes.json which is also a list of strings but this -time of the node ids of the machines (the uuid that gets generated in python -and printed when the process starts etc). here you do need them in the exact -order the machines are connected in via thunderbolt. this is used to prefer -spawning models across machines 1-2 and then 3-4 in that order if doable \ No newline at end of file diff --git a/src/exo/engines/mlx/auto_parallel.py b/src/exo/engines/mlx/auto_parallel.py index 625d37dc..e5eee663 100644 --- a/src/exo/engines/mlx/auto_parallel.py +++ b/src/exo/engines/mlx/auto_parallel.py @@ -1,11 +1,32 @@ +from abc import ABC, abstractmethod +from functools import partial from typing import TYPE_CHECKING, Protocol, cast, override +from mlx_lm.models.deepseek_v3 import DeepseekV3MLP +from mlx_lm.models.deepseek_v3 import Model as DeepseekV3Model +from mlx_lm.models.llama import Model as LlamaModel +from mlx_lm.models.qwen3_moe import Model as Qwen3MoeModel +from mlx_lm.models.qwen3_moe import Qwen3MoeSparseMoeBlock + import mlx.core as mx import mlx.nn as nn # pyright: ignore[reportMissingTypeStubs] -from exo.shared.types.worker.shards import PipelineShardMetadata +from exo.shared.types.worker.shards import ( + PipelineShardMetadata, + ShardMetadata, + TensorShardMetadata, +) +from mlx.nn.layers.distributed import ( # type: ignore + shard_inplace, # type: ignore + shard_linear, # type: ignore + sum_gradients, # type: ignore +) class IdentityLayer(nn.Module): + def __init__(self) -> None: + super().__init__() + self.use_sliding = False + @override def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: return x @@ -70,61 +91,270 @@ class PipelineLastLayer(CustomMlxLayer): return output -def inner_model(model: nn.Module) -> nn.Module: - inner = getattr(model, "model", None) - if isinstance(inner, nn.Module): - return inner - - inner = getattr(model, "transformer", None) - if isinstance(inner, nn.Module): - return inner - - raise ValueError("Model must either have a 'model' or 'transformer' attribute") +class ParallelisationShardStrategy(Protocol): + def auto_parallel( + self, model: nn.Module, model_shard_meta: ShardMetadata + ) -> nn.Module: ... -# def auto_parallel(model: nn.Module, rank: int, size: int, start_layer: int, end_layer: int) -> nn.Module: -def auto_parallel( - model: nn.Module, model_shard_meta: PipelineShardMetadata -) -> nn.Module: - """ - Automatically parallelize a model across multiple devices. +class PipelineParallelisationStrategy(ParallelisationShardStrategy): + def auto_parallel( + self, model: nn.Module, model_shard_meta: ShardMetadata + ) -> nn.Module: + """ + Automatically parallelize a model across multiple devices. + Args: + model: The model to parallelize (must have a 'layers' or 'h' property) + model_shard_meta: The metadata for the model shard + Returns: + The parallelized model + """ + assert isinstance(model_shard_meta, PipelineShardMetadata) - Args: - model: The model to parallelize (must have a 'layers' or 'h' property) - model_shard_meta: The metadata for the model shard + inner_model_instance: nn.Module = PipelineParallelisationStrategy._inner_model( + model + ) - Returns: - The parallelized model - """ - inner_model_instance: nn.Module = inner_model(model) + # Handle both model.layers and model.h cases + layers: list[_LayerCallable] + if hasattr(inner_model_instance, "layers"): + layers = cast(list[_LayerCallable], inner_model_instance.layers) + elif hasattr(inner_model_instance, "h"): + layers = cast(list[_LayerCallable], inner_model_instance.h) + else: + raise ValueError("Model must have either a 'layers' or 'h' attribute") - # Handle both model.layers and model.h cases - layers: list[_LayerCallable] - if hasattr(inner_model_instance, "layers"): - layers = cast(list[_LayerCallable], inner_model_instance.layers) - else: - layers = cast(list[_LayerCallable], inner_model_instance.h) + layers[: model_shard_meta.start_layer] = [ + IdentityLayer() for _ in range(model_shard_meta.start_layer) + ] + layers[model_shard_meta.end_layer :] = [ + IdentityLayer() for _ in range(len(layers) - model_shard_meta.end_layer) + ] + layers[model_shard_meta.start_layer] = PipelineFirstLayer( + layers[model_shard_meta.start_layer], + model_shard_meta.device_rank, + model_shard_meta.world_size, + ) + layers[model_shard_meta.end_layer - 1] = PipelineLastLayer( + layers[model_shard_meta.end_layer - 1], + model_shard_meta.device_rank, + model_shard_meta.world_size, + ) - layers[: model_shard_meta.start_layer] = [ - IdentityLayer() for _ in range(model_shard_meta.start_layer) - ] - layers[model_shard_meta.end_layer :] = [ - IdentityLayer() for _ in range(len(layers) - model_shard_meta.end_layer) - ] - layers[model_shard_meta.start_layer] = PipelineFirstLayer( - layers[model_shard_meta.start_layer], - model_shard_meta.device_rank, - model_shard_meta.world_size, - ) - layers[model_shard_meta.end_layer - 1] = PipelineLastLayer( - layers[model_shard_meta.end_layer - 1], - model_shard_meta.device_rank, - model_shard_meta.world_size, - ) + # At this point `layers` *must* be a concrete list. + assert isinstance(layers, list), ( + "Expected a list of layers after auto-parallel initialisation" + ) - # At this point `layers` *must* be a concrete list. - assert isinstance(layers, list), ( - "Expected a list of layers after auto-parallel initialisation" - ) + return model - return model + @staticmethod + def _inner_model(model: nn.Module) -> nn.Module: + inner = getattr(model, "model", None) + if isinstance(inner, nn.Module): + return inner + + inner = getattr(model, "transformer", None) + if isinstance(inner, nn.Module): + return inner + + raise ValueError("Model must either have a 'model' or 'transformer' attribute") + + +class TensorParallelisationStrategy(ParallelisationShardStrategy): + def __init__(self, group: mx.distributed.Group): # type: ignore + self.group = group # type: ignore + self.N = self.group.size # type: ignore + + def auto_parallel( + self, model: nn.Module, model_shard_meta: ShardMetadata + ) -> nn.Module: + assert isinstance(model_shard_meta, TensorShardMetadata) + + all_to_sharded_linear = partial( + shard_linear, + sharding="all-to-sharded", + group=self.group, # pyright: ignore + ) + sharded_to_all_linear = partial( + shard_linear, + sharding="sharded-to-all", + group=self.group, # type: ignore + ) + + all_to_sharded_linear_in_place = partial( + shard_inplace, + sharding="all-to-sharded", + group=self.group, # pyright: ignore + ) + sharded_to_all_linear_in_place = partial( + shard_inplace, + sharding="sharded-to-all", + group=self.group, # type: ignore + ) + + if isinstance(model, LlamaModel): + tensor_parallel_sharding_strategy = LlamaShardingStrategy( + self.group, # type: ignore + all_to_sharded_linear, + sharded_to_all_linear, + all_to_sharded_linear_in_place, + sharded_to_all_linear_in_place, + ) + elif isinstance(model, DeepseekV3Model): + tensor_parallel_sharding_strategy = DeepSeekShardingStrategy( + self.group, # type: ignore + all_to_sharded_linear, + sharded_to_all_linear, + all_to_sharded_linear_in_place, + sharded_to_all_linear_in_place, + ) + elif isinstance(model, Qwen3MoeModel): + tensor_parallel_sharding_strategy = QwenShardingStrategy( + self.group, # type: ignore + all_to_sharded_linear, + sharded_to_all_linear, + all_to_sharded_linear_in_place, + sharded_to_all_linear_in_place, + ) + else: + raise ValueError(f"Unsupported model type: {type(model)}") + + return tensor_parallel_sharding_strategy.shard_model(model) + + +class TensorParallelShardingStrategy(ABC): + def __init__( + self, + group, # type: ignore + all_to_sharded_linear, # type: ignore + sharded_to_all_linear, # type: ignore + all_to_sharded_linear_in_place, # type: ignore + sharded_to_all_linear_in_place, # type: ignore + ): + self.all_to_sharded_linear = all_to_sharded_linear + self.sharded_to_all_linear = sharded_to_all_linear + self.all_to_sharded_linear_in_place = all_to_sharded_linear_in_place + self.sharded_to_all_linear_in_place = sharded_to_all_linear_in_place + self.group = group or mx.distributed.init() # type: ignore + self.N = cast(int, group.size()) # type: ignore + + @abstractmethod + def shard_model(self, model: nn.Module) -> nn.Module: ... + + +class LlamaShardingStrategy(TensorParallelShardingStrategy): + def shard_model(self, model: nn.Module) -> nn.Module: + model = cast(LlamaModel, model) + for layer in model.layers: + layer.self_attn.q_proj = self.all_to_sharded_linear(layer.self_attn.q_proj) + layer.self_attn.k_proj = self.all_to_sharded_linear(layer.self_attn.k_proj) + layer.self_attn.v_proj = self.all_to_sharded_linear(layer.self_attn.v_proj) + layer.self_attn.o_proj = self.sharded_to_all_linear(layer.self_attn.o_proj) + layer.self_attn.n_heads //= self.N + if layer.self_attn.n_kv_heads is not None: + layer.self_attn.n_kv_heads //= self.N + + layer.mlp.gate_proj = self.all_to_sharded_linear(layer.mlp.gate_proj) + layer.mlp.down_proj = self.sharded_to_all_linear(layer.mlp.down_proj) + layer.mlp.up_proj = self.all_to_sharded_linear(layer.mlp.up_proj) + + return model + + +class DeepSeekShardingStrategy(TensorParallelShardingStrategy): + def shard_model(self, model: nn.Module) -> nn.Module: + model = cast(DeepseekV3Model, model) + for layer in model.layers: + # Shard the self attention + if layer.self_attn.q_lora_rank is None: # pyright: ignore[reportUnnecessaryComparison] + layer.self_attn.q_proj = self.all_to_sharded_linear( + layer.self_attn.q_proj + ) + else: + layer.self_attn.q_b_proj = self.all_to_sharded_linear( + layer.self_attn.q_b_proj + ) + layer.self_attn.kv_b_proj = self.all_to_sharded_linear( + layer.self_attn.kv_b_proj + ) + layer.self_attn.o_proj = self.sharded_to_all_linear(layer.self_attn.o_proj) + layer.self_attn.num_heads //= self.N + + # Shard the MLP + if isinstance(layer.mlp, DeepseekV3MLP): + layer.mlp.gate_proj = self.all_to_sharded_linear(layer.mlp.gate_proj) + layer.mlp.down_proj = self.sharded_to_all_linear(layer.mlp.down_proj) + layer.mlp.up_proj = self.all_to_sharded_linear(layer.mlp.up_proj) + + # Shard the MoE. Shard in place since the MoE should be responsible + # for aggregating the results. + else: + self.all_to_sharded_linear_in_place(layer.mlp.shared_experts.gate_proj) + self.sharded_to_all_linear_in_place(layer.mlp.shared_experts.down_proj) + self.all_to_sharded_linear_in_place(layer.mlp.shared_experts.up_proj) + self.all_to_sharded_linear_in_place(layer.mlp.switch_mlp.gate_proj) + self.sharded_to_all_linear_in_place(layer.mlp.switch_mlp.down_proj) + self.all_to_sharded_linear_in_place(layer.mlp.switch_mlp.up_proj) + layer.mlp = ShardedDeepseekV3MoE(layer.mlp) # type: ignore + layer.mlp.sharding_group = self.group # type: ignore + + return model + + +class ShardedDeepseekV3MoE(CustomMlxLayer): + def __init__(self, layer: _LayerCallable): + super().__init__(layer) + self.sharding_group: mx.distributed.Group | None = None # type: ignore + + def __call__(self, x: mx.array) -> mx.array: + if self.sharding_group is not None: # type: ignore + x = sum_gradients(self.sharding_group)(x) # type: ignore + y = self.original_layer.__call__(x) # type: ignore + if self.sharding_group is not None: # type: ignore + y = mx.distributed.all_sum(y, group=self.sharding_group) # type: ignore + return y + + +class QwenShardingStrategy(TensorParallelShardingStrategy): + def shard_model(self, model: nn.Module) -> nn.Module: + model = cast(Qwen3MoeModel, model) + for layer in model.layers: + # Shard the self attention + layer.self_attn.q_proj = self.all_to_sharded_linear(layer.self_attn.q_proj) + layer.self_attn.k_proj = self.all_to_sharded_linear(layer.self_attn.k_proj) + layer.self_attn.v_proj = self.all_to_sharded_linear(layer.self_attn.v_proj) + layer.self_attn.o_proj = self.sharded_to_all_linear(layer.self_attn.o_proj) + layer.self_attn.n_heads //= self.N + layer.self_attn.n_kv_heads //= self.N + + # Shard the MoE. Shard in place since the MoE should be responsible + # for aggregating the results. + if isinstance(layer.mlp, Qwen3MoeSparseMoeBlock): + self.all_to_sharded_linear_in_place(layer.mlp.switch_mlp.gate_proj) + self.sharded_to_all_linear_in_place(layer.mlp.switch_mlp.down_proj) + self.all_to_sharded_linear_in_place(layer.mlp.switch_mlp.up_proj) + layer.mlp = ShardedQwenMoE(layer.mlp) # type: ignore + layer.mlp.sharding_group = self.group # type:ignore + + # Shard the MLP + else: + layer.mlp.gate_proj = self.all_to_sharded_linear(layer.mlp.gate_proj) + layer.mlp.down_proj = self.sharded_to_all_linear(layer.mlp.down_proj) + layer.mlp.up_proj = self.all_to_sharded_linear(layer.mlp.up_proj) + + return model + + +class ShardedQwenMoE(CustomMlxLayer): + def __init__(self, layer: _LayerCallable): + super().__init__(layer) + self.sharding_group: mx.distributed.Group | None = None # type: ignore + + def __call__(self, x: mx.array) -> mx.array: + if self.sharding_group is not None: # type: ignore + x = sum_gradients(self.sharding_group)(x) # type: ignore + y = self.original_layer.__call__(x) # type: ignore + if self.sharding_group is not None: # type: ignore + y = mx.distributed.all_sum(y, group=self.sharding_group) # type: ignore + return y diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index bef55c66..5e730033 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -1,24 +1,31 @@ import asyncio import concurrent.futures -import contextlib import os import resource from asyncio import AbstractEventLoop -from typing import Any, Callable, Optional, cast +from typing import Any, Callable, Optional -from loguru import logger from mlx_lm.models.cache import KVCache from mlx_lm.sample_utils import make_sampler from mlx_lm.tokenizer_utils import TokenizerWrapper as _TokenizerWrapper -from mlx_lm.tokenizer_utils import load_tokenizer # type: ignore + +try: + from mlx_lm.tokenizer_utils import load_tokenizer # type: ignore +except ImportError: + from mlx_lm.tokenizer_utils import load as load_tokenizer # type: ignore from mlx_lm.utils import load_model # type: ignore from pydantic import RootModel import mlx.core as mx import mlx.nn as nn # pyright: ignore[reportMissingTypeStubs] from exo.engines.mlx import Model, TokenizerWrapper -from exo.engines.mlx.auto_parallel import IdentityLayer, auto_parallel +from exo.engines.mlx.auto_parallel import ( + IdentityLayer, + PipelineParallelisationStrategy, + TensorParallelisationStrategy, +) from exo.shared.types.common import Host +from exo.shared.types.memory import Memory from exo.shared.types.tasks import ChatCompletionTaskParams from exo.shared.types.worker.communication import runner_print from exo.shared.types.worker.shards import ShardMetadata @@ -31,15 +38,17 @@ mlx_rank: None | int = None mlx_world_size: None | int = None -def mx_barrier(): +def mx_barrier(group: mx.distributed.Group | None = None): # type: ignore mx.eval( # type: ignore mx.distributed.all_sum( - mx.array(1.0), stream=mx.default_stream(mx.Device(mx.cpu)) + mx.array(1.0), + stream=mx.default_stream(mx.Device(mx.cpu)), + group=group, # type: ignore[type-arg] ) ) -def broadcast_from_zero(value: int) -> int: +def broadcast_from_zero(value: int, group: mx.distributed.Group | None = None): # type: ignore if mlx_rank is None: return value @@ -48,7 +57,7 @@ def broadcast_from_zero(value: int) -> int: else: a = mx.array([0], dtype=mx.int32) - m = mx.distributed.all_sum(a, stream=mx.Device(mx.DeviceType.cpu)) + m = mx.distributed.all_sum(a, stream=mx.Device(mx.DeviceType.cpu), group=group) # type: ignore mx.eval(m) # type: ignore return int(m.item()) @@ -59,68 +68,60 @@ class HostList(RootModel[list[str]]): return cls(root=[str(host) for host in hosts]) -def mlx_setup( - model_size_mb: int, - cache_frac_of_mrwss: float = 0.65, # main workhorse - wired_frac_of_mrwss: float = 0.00, # start with no wiring -) -> None: - if not mx.metal.is_available(): - logger.warning( - "Metal is not available. Skipping MLX memory wired limits setup." - ) - return - info = mx.metal.device_info() - mrwss = int(info["max_recommended_working_set_size"]) # bytes - memsize = int(info["memory_size"]) # bytes - - runner_print(f"model size mb {model_size_mb}") - runner_print(f"{mrwss=}") - runner_print(f"{memsize=}") - - model_bytes = int(model_size_mb * 1024**2) - kv_bytes = int(0.02 * model_bytes) - - # Cache: keep most of weights+KV “on ice”, but don’t starve the OS. - target_cache = int(1.10 * (model_bytes + kv_bytes)) # +10% slack - target_cache = min(target_cache, int(cache_frac_of_mrwss * mrwss)) - target_cache = min(target_cache, memsize) - - runner_print(f"{target_cache=}") - mx.set_cache_limit(max(target_cache, 0)) - - # Wiring: off by default; if you re‑enable, wire at most a small fraction. - if wired_frac_of_mrwss > 0.0: - target_wired = int(wired_frac_of_mrwss * mrwss) - target_wired = min(target_wired, target_cache) # don’t wire more than cache - - runner_print(f"{target_wired=}") - with contextlib.suppress(Exception): # older macOS won’t have this - mx.set_wired_limit(max(target_wired, 0)) - - -def mlx_distributed_init(rank: int, hosts: list[Host]) -> mx.distributed.Group: # type: ignore +def mlx_distributed_init( # type: ignore[return] + rank: int, + hosts: list[Host] | None = None, + mlx_ibv_devices: list[list[str | None]] | None = None, + mlx_ibv_coordinator: str | None = None, +) -> mx.distributed.Group: # type: ignore """ - Initialize the MLX distributed (runs in thread pool) + Initialize the MLX distributed (runs in thread pool). + + Either hosts or mlx_ibv_devices must be provided: + - hosts: traditional host-based connectivity using MLX_HOSTFILE + - mlx_ibv_devices: RDMA connectivity matrix using MLX_IBV_DEVICES + - mlx_ibv_coordinator: coordinator address (IP:PORT) for RDMA setup """ - global mlx_rank, mlx_world_size runner_print(f"Starting initialization for rank {rank}") - # Setup distributed environment - hostfile = f"./hosts_{rank}.json" # TODO: this needs to be unique? - hosts_json = HostList.from_hosts(hosts).model_dump_json() + if mlx_ibv_devices is not None: + assert mlx_ibv_coordinator is not None, ( + "To use ibv backend must set ibv coordinator" + ) + import json - runner_print(f"rank {rank} hostfile: {hostfile} hosts: {hosts_json}") + # Use RDMA connectivity matrix + devices_file = f"./hosts_{rank}.json" + ibv_devices_json = json.dumps(mlx_ibv_devices) + runner_print(f"rank {rank} MLX_IBV_DEVICES: {ibv_devices_json}") + runner_print(f"rank {rank} MLX_IBV_COORDINATOR: {mlx_ibv_coordinator}") - with open(hostfile, "w") as f: - _ = f.write(hosts_json) + with open(devices_file, "w") as f: + _ = f.write(ibv_devices_json) - os.environ["MLX_HOSTFILE"] = hostfile - os.environ["MLX_RANK"] = str(rank) - os.environ["MLX_RING_VERBOSE"] = "1" + os.environ["MLX_IBV_DEVICES"] = devices_file + os.environ["MLX_RANK"] = str(rank) + os.environ["MLX_IBV_COORDINATOR"] = mlx_ibv_coordinator - group = mx.distributed.init(backend="ring", strict=True) - mlx_rank = group.rank() - mlx_world_size = group.rank() + elif hosts is not None: + # Traditional host-based connectivity + hostfile = f"./hosts_{rank}.json" + hosts_json = HostList.from_hosts(hosts).model_dump_json() + + runner_print(f"rank {rank} hostfile: {hostfile} hosts: {hosts_json}") + + with open(hostfile, "w") as f: + _ = f.write(hosts_json) + + os.environ["MLX_HOSTFILE"] = hostfile + os.environ["MLX_RANK"] = str(rank) + os.environ["MLX_RING_VERBOSE"] = "1" + else: + raise ValueError("Either hosts or mlx_ibv_devices must be provided") + + group = mx.distributed.init( + backend="ring" if hosts is not None else "ibv", strict=True + ) runner_print(f"Rank {rank} mlx distributed initialization complete") return group @@ -128,40 +129,79 @@ def mlx_distributed_init(rank: int, hosts: list[Host]) -> mx.distributed.Group: def initialize_mlx( model_shard_meta: ShardMetadata, - hosts: list[Host], -) -> tuple[Model, TokenizerWrapper, Callable[[mx.array], mx.array]]: + hosts: list[Host] | None = None, + mlx_ibv_devices: list[list[str | None]] | None = None, + mlx_ibv_coordinator: str | None = None, +) -> tuple[Model, TokenizerWrapper, Callable[[mx.array], mx.array], Any]: """ Initialize the MLX model, tokenizer, and sampler. Runs in the MLX thread. + + Either hosts or mlx_ibv_devices must be provided for distributed setups: + - hosts: traditional host-based connectivity + - mlx_ibv_devices: RDMA connectivity matrix """ mx.random.seed(42) - if len(hosts) > 1: - mlx_distributed_init(model_shard_meta.device_rank, hosts) + group = mlx_distributed_init( # type: ignore[misc] + model_shard_meta.device_rank, + hosts=hosts, + mlx_ibv_devices=mlx_ibv_devices, + mlx_ibv_coordinator=mlx_ibv_coordinator, + ) + + # set_wired_limit_for_model(get_weights_size(model_shard_meta)) + + # Determine world size from either hosts or mlx_ibv_devices + sampler: Callable[[mx.array], mx.array] = make_sampler(temp=0.7) - model, tokenizer = shard_and_load(model_shard_meta) - model = cast(Model, model) + model, tokenizer = shard_and_load(model_shard_meta, group=group) # type: ignore[reportUnknownArgumentType] - return model, tokenizer, sampler + return model, tokenizer, sampler, group # type: ignore[return-value] def shard_and_load( model_shard_meta: ShardMetadata, + group: mx.distributed.Group, # type: ignore ) -> tuple[nn.Module, TokenizerWrapper]: model_path = build_model_path(model_shard_meta.model_meta.model_id) - runner_print(f"loading model from {model_path}") + runner_print( + f"loading model from {model_path} with strategy {model_shard_meta.strategy}" + ) model, config = load_model(model_path, lazy=True, strict=False) # type: ignore runner_print(f"{config=}") assert isinstance(model, nn.Module) - tokenizer = load_tokenizer(model_path) + tokenizer = load_tokenizer(model_path) # type: ignore assert isinstance(tokenizer, _TokenizerWrapper) - model = auto_parallel(model, model_shard_meta) + + if group: + runner_print(f"Group size: {group.size()}, group rank: {group.rank()}") # type: ignore + else: + runner_print("!!! No group") + + match model_shard_meta.strategy: + case "auto": + strategy = PipelineParallelisationStrategy() + case "pipeline": + strategy = PipelineParallelisationStrategy() + case "pipeline_rdma": + strategy = PipelineParallelisationStrategy() + case "tensor": + strategy = TensorParallelisationStrategy(group) # type: ignore[reportUnknownArgumentType] + case "tensor_rdma": + strategy = TensorParallelisationStrategy(group) # type: ignore[reportUnknownArgumentType] + + model = strategy.auto_parallel(model, model_shard_meta) + + runner_print(f"Model after auto_parallel: {str(model)}") + mx.eval(model.parameters()) # type: ignore + mx.eval(model) # type: ignore # Synchronize processes before generation to avoid timeout - mx_barrier() + mx_barrier(group) # type: ignore[reportUnknownArgumentType] return model, tokenizer # type: ignore @@ -257,3 +297,30 @@ def mlx_force_oom(size: int = 40000) -> None: e = mx.matmul(b, c) f = mx.sigmoid(d + e) mx.eval(f) # type: ignore + + +def set_wired_limit_for_model(model_size: Memory): + """ + A context manager to temporarily change the wired limit. + + Note, the wired limit should not be changed during an async eval. If an + async eval could be running pass in the streams to synchronize with prior + to exiting the context manager. + """ + if not mx.metal.is_available(): + return + + model_bytes = model_size.in_bytes + max_rec_size = int(mx.metal.device_info()["max_recommended_working_set_size"]) + if model_bytes > 0.9 * max_rec_size: + model_mb = model_bytes // 2**20 + max_rec_mb = max_rec_size // 2**20 + runner_print( + f"[WARNING] Generating with a model that requires {model_mb} MB " + f"which is close to the maximum recommended size of {max_rec_mb} " + "MB. This can be slow. See the documentation for possible work-arounds: " + "https://github.com/ml-explore/mlx-lm/tree/main#large-models" + ) + runner_print(f"Setting wired limit to {max_rec_size}") + mx.set_wired_limit(max_rec_size) + runner_print(f"Wired limit set to {max_rec_size}") diff --git a/src/exo/main.py b/src/exo/main.py index 280d5eaa..f1496f08 100644 --- a/src/exo/main.py +++ b/src/exo/main.py @@ -153,7 +153,9 @@ class Node: await self.master.shutdown() self.master = None else: - logger.info(f"Node {result.session_id.master_node_id} elected master") + logger.info( + f"Node {result.session_id.master_node_id} elected master" + ) if result.is_new_master: await anyio.sleep(0) if self.worker: @@ -175,10 +177,10 @@ class Node: ) self._tg.start_soon(self.worker.run) if self.api: - self.api.reset(result.session_id) + self.api.reset(result.session_id, result.won_clock) else: if self.api: - self.api.unpause() + self.api.unpause(result.won_clock) def main(): diff --git a/src/exo/master/api.py b/src/exo/master/api.py index df3782bc..a3a3e1fb 100644 --- a/src/exo/master/api.py +++ b/src/exo/master/api.py @@ -93,6 +93,7 @@ class API: self.event_buffer: OrderedBuffer[Event] = OrderedBuffer[Event]() self.node_id: NodeId = node_id self.session_id: SessionId = session_id + self.last_completed_election: int = 0 self.port = port self.paused: bool = False @@ -121,14 +122,15 @@ class API: ] = {} self._tg: TaskGroup | None = None - def reset(self, new_session_id: SessionId): + def reset(self, new_session_id: SessionId, result_clock: int): self.state = State() self.session_id = new_session_id self.event_buffer = OrderedBuffer[Event]() self._chat_completion_queues = {} - self.unpause() + self.unpause(result_clock) - def unpause(self): + def unpause(self, result_clock: int): + self.last_completed_election = result_clock self.paused = False self.paused_ev.set() self.paused_ev = AsyncTaskEvent() @@ -155,6 +157,7 @@ class API: self, payload: CreateInstanceTaskParams ) -> CreateInstanceResponse: model_meta = await resolve_model_meta(payload.model_id) + strategy = payload.strategy required_memory_bytes = model_meta.storage_size.in_kb available_memory_bytes = self._calculate_total_available_memory() @@ -165,8 +168,7 @@ class API: ) command = CreateInstance( - command_id=CommandId(), - model_meta=model_meta, + command_id=CommandId(), model_meta=model_meta, strategy=strategy ) await self._send(command) @@ -260,10 +262,10 @@ class API: # Store thinking in the thinking field message.thinking = thinking_match.group(1).strip() - for instance in self.state.instances.values(): - if instance.shard_assignments.model_id == payload.model: - break - else: + if not any( + instance.shard_assignments.model_id == payload.model + for instance in self.state.instances.values() + ): await self._trigger_notify_user_to_download_model(payload.model) raise HTTPException( status_code=404, detail=f"No instance found for model {payload.model}" @@ -334,7 +336,7 @@ class API: async def _pause_on_new_election(self): with self.election_receiver as ems: async for message in ems: - if message.clock > self.session_id.election_clock: + if message.clock > self.last_completed_election: self.paused = True async def _send(self, command: Command): diff --git a/src/exo/master/main.py b/src/exo/master/main.py index 15cd79e9..60285001 100644 --- a/src/exo/master/main.py +++ b/src/exo/master/main.py @@ -1,3 +1,5 @@ +from datetime import datetime, timezone + from anyio import create_task_group from anyio.abc import TaskGroup from loguru import logger @@ -202,6 +204,8 @@ class Master: indexed = IndexedEvent(event=event, idx=len(self._event_log)) self.state = apply(self.state, indexed) + event._master_time_stamp = datetime.now(tz=timezone.utc) # pyright: ignore[reportPrivateUsage] + # TODO: SQL self._event_log.append(event) await self._send_event(indexed) diff --git a/src/exo/master/placement.py b/src/exo/master/placement.py index 6a245dd8..4a39ef5a 100644 --- a/src/exo/master/placement.py +++ b/src/exo/master/placement.py @@ -6,6 +6,8 @@ from typing import Sequence from exo.master.placement_utils import ( filter_cycles_by_memory, get_hosts_from_subgraph, + get_mlx_ibv_coordinator, + get_mlx_ibv_devices_matrix, get_shard_assignments, get_smallest_cycles, ) @@ -39,7 +41,6 @@ def get_instance_placements_after_create( logger.info("finding cycles:") cycles = topology.get_cycles() logger.info(f"{cycles=}") - # we can also always just have a node on its own singleton_cycles = [[node] for node in all_nodes] candidate_cycles = cycles + singleton_cycles cycles_with_sufficient_memory = filter_cycles_by_memory( @@ -58,7 +59,7 @@ def get_instance_placements_after_create( ] if tb_only and smallest_tb_cycles == []: - raise ValueError("No cycles found with sufficient memory") + raise ValueError("No TB cycles found with sufficient memory") elif smallest_tb_cycles != []: smallest_cycles = smallest_tb_cycles @@ -80,29 +81,46 @@ def get_instance_placements_after_create( ), ) - shard_assignments = get_shard_assignments(command.model_meta, selected_cycle) + shard_assignments = get_shard_assignments( + command.model_meta, selected_cycle, command.strategy + ) cycle_digraph: Topology = topology.get_subgraph_from_nodes(selected_cycle) - hosts: list[Host] = get_hosts_from_subgraph(cycle_digraph) instance_id = InstanceId() target_instances = dict(deepcopy(current_instances)) - target_instances[instance_id] = Instance( - instance_id=instance_id, - instance_type=InstanceStatus.Active, - shard_assignments=shard_assignments, - hosts=[ - Host( - ip=host.ip, - # NOTE: this is stupid - # | - # v - # NOTE: it's fine to have non-deterministic ports here since this is in a command decision - port=random_ephemeral_port(), - ) - for host in hosts - ], - ) + + if command.strategy in ("tensor_rdma", "pipeline_rdma"): + mlx_ibv_devices = get_mlx_ibv_devices_matrix( + selected_cycle, + cycle_digraph, + ) + mlx_ibv_coordinator = get_mlx_ibv_coordinator( + selected_cycle, + coordinator_port=random_ephemeral_port(), + ) + target_instances[instance_id] = Instance( + instance_id=instance_id, + instance_type=InstanceStatus.Active, + shard_assignments=shard_assignments, + mlx_ibv_devices=mlx_ibv_devices, + mlx_ibv_coordinator=mlx_ibv_coordinator, + ) + else: + hosts: list[Host] = get_hosts_from_subgraph(cycle_digraph) + target_instances[instance_id] = Instance( + instance_id=instance_id, + instance_type=InstanceStatus.Active, + shard_assignments=shard_assignments, + hosts=[ + Host( + ip=host.ip, + port=random_ephemeral_port(), + ) + for host in hosts + ], + ) + return target_instances diff --git a/src/exo/master/placement_utils.py b/src/exo/master/placement_utils.py index 16be2a0c..bd0a9073 100644 --- a/src/exo/master/placement_utils.py +++ b/src/exo/master/placement_utils.py @@ -1,5 +1,7 @@ +from collections.abc import Generator from typing import TypeGuard, cast +from loguru import logger from pydantic import BaseModel from exo.shared.topology import Topology @@ -9,8 +11,13 @@ from exo.shared.types.models import ModelMetadata from exo.shared.types.profiling import NodePerformanceProfile from exo.shared.types.topology import NodeInfo from exo.shared.types.worker.common import RunnerId +from exo.shared.types.worker.parallelisation_strategy import ParallelisationStrategyType from exo.shared.types.worker.runners import ShardAssignments -from exo.shared.types.worker.shards import PipelineShardMetadata +from exo.shared.types.worker.shards import ( + PipelineShardMetadata, + ShardMetadata, + TensorShardMetadata, +) class NodeWithProfile(BaseModel): @@ -43,10 +50,11 @@ def get_smallest_cycles(cycles: list[list[NodeInfo]]) -> list[list[NodeInfo]]: return [cycle for cycle in cycles if len(cycle) == min_nodes] -def get_shard_assignments( +def get_shard_assignments_for_pipeline_parallel( model_meta: ModelMetadata, selected_cycle: list[NodeInfo], -) -> ShardAssignments: + parallelisation_strategy: ParallelisationStrategyType, +): if not narrow_all_nodes(selected_cycle): raise ValueError("All nodes must have profiles to create shard assignments") @@ -55,7 +63,8 @@ def get_shard_assignments( start=Memory(), ) total_layers = model_meta.n_layers - runner_to_shard: dict[RunnerId, PipelineShardMetadata] = {} + world_size = len(selected_cycle) + runner_to_shard: dict[RunnerId, ShardMetadata] = {} node_to_runner: dict[NodeId, RunnerId] = {} layers_assigned = 0 @@ -73,13 +82,15 @@ def get_shard_assignments( node_layers = max(1, node_layers) runner_id = RunnerId() + shard = PipelineShardMetadata( model_meta=model_meta, device_rank=i, - world_size=len(selected_cycle), + world_size=world_size, start_layer=layers_assigned, end_layer=layers_assigned + node_layers, n_layers=total_layers, + strategy=parallelisation_strategy, ) runner_to_shard[runner_id] = shard @@ -95,6 +106,82 @@ def get_shard_assignments( return shard_assignments +def get_shard_assignments_for_tensor_parallel( + model_meta: ModelMetadata, + selected_cycle: list[NodeInfo], + parallelisation_strategy: ParallelisationStrategyType, +): + if not narrow_all_nodes(selected_cycle): + raise ValueError("All nodes must have profiles to create shard assignments") + + total_layers = model_meta.n_layers + world_size = len(selected_cycle) + runner_to_shard: dict[RunnerId, ShardMetadata] = {} + node_to_runner: dict[NodeId, RunnerId] = {} + + for i, node in enumerate(selected_cycle): + shard = TensorShardMetadata( + model_meta=model_meta, + device_rank=i, + world_size=world_size, + start_layer=0, + end_layer=total_layers, + n_layers=total_layers, + strategy=parallelisation_strategy, + ) + + runner_id = RunnerId() + + runner_to_shard[runner_id] = shard + node_to_runner[node.node_id] = runner_id + + shard_assignments = ShardAssignments( + model_id=model_meta.model_id, + runner_to_shard=runner_to_shard, + node_to_runner=node_to_runner, + ) + + return shard_assignments + + +def get_shard_assignments( + model_meta: ModelMetadata, + selected_cycle: list[NodeInfo], + parallelisation_strategy: ParallelisationStrategyType, +) -> ShardAssignments: + match parallelisation_strategy: + case "auto": + return get_shard_assignments_for_pipeline_parallel( + model_meta=model_meta, + selected_cycle=selected_cycle, + parallelisation_strategy=parallelisation_strategy, + ) + case "pipeline": + return get_shard_assignments_for_pipeline_parallel( + model_meta=model_meta, + selected_cycle=selected_cycle, + parallelisation_strategy=parallelisation_strategy, + ) + case "pipeline_rdma": + return get_shard_assignments_for_pipeline_parallel( + model_meta=model_meta, + selected_cycle=selected_cycle, + parallelisation_strategy=parallelisation_strategy, + ) + case "tensor": + return get_shard_assignments_for_tensor_parallel( + model_meta=model_meta, + selected_cycle=selected_cycle, + parallelisation_strategy=parallelisation_strategy, + ) + case "tensor_rdma": + return get_shard_assignments_for_tensor_parallel( + model_meta=model_meta, + selected_cycle=selected_cycle, + parallelisation_strategy=parallelisation_strategy, + ) + + def get_hosts_from_subgraph(cycle_digraph: Topology) -> list[Host]: cycles = cycle_digraph.get_cycles() if not cycles: @@ -126,3 +213,109 @@ def get_hosts_from_subgraph(cycle_digraph: Topology) -> list[Host]: break return hosts + + +def get_mlx_ibv_devices_matrix( + selected_cycle: list[NodeInfo], + cycle_digraph: Topology, +) -> list[list[str | None]]: + """Build connectivity matrix mapping device i to device j via RDMA interface names. + + The matrix element [i][j] contains the interface name on device i that connects + to device j, or None if no connection exists or no interface name is found. + Diagonal elements are always None. + """ + num_nodes = len(selected_cycle) + matrix: list[list[str | None]] = [ + [None for _ in range(num_nodes)] for _ in range(num_nodes) + ] + + for i, node_i in enumerate(selected_cycle): + for j, node_j in enumerate(selected_cycle): + if i == j: + continue + + # just for debugging for now... + for connection_ip in _find_connection_ip(node_i, node_j, cycle_digraph): + interface_name = _find_interface_name_for_ip(connection_ip, node_i) + logger.info( + f"Interface name for {connection_ip} on {node_i.node_id}: {interface_name}" + ) + + matrix[i][j] = "rdma_en3" # TODO: hack, for now it's always en3 + continue + + for connection_ip in _find_connection_ip(node_i, node_j, cycle_digraph): + # Set the first valid rmda i -> j connection - if there are multiple, we set essentially randomly - this is fine, the connection doesn't appear to have to be bidirectional + if ( + interface_name := _find_interface_name_for_ip( + connection_ip, + node_i, + ) + ) is not None: + matrix[i][j] = interface_name + break + else: + raise ValueError( + "Current ibv backend requires all-to-all rdma connections" + ) + + return matrix + + +def _find_connection_ip( + node_i: NodeInfo, + node_j: NodeInfo, + cycle_digraph: Topology, +) -> Generator[str]: + """Find all IP addresses that connect node i to node j.""" + for connection in cycle_digraph.list_connections(): + if ( + connection.local_node_id == node_j.node_id + and connection.send_back_node_id == node_i.node_id + and connection.send_back_multiaddr is not None + ): + yield connection.send_back_multiaddr.ip_address + + +def _find_interface_name_for_ip( + ip_address: str, + node_info: NodeInfo, +) -> str | None: + if node_info.node_profile is None: + return None + + for interface in node_info.node_profile.network_interfaces: + logger.info( + f"Checking interface {interface.name} for IP {interface.ip_address} == {ip_address}: {interface.ip_address == ip_address}" + ) + if interface.name not in ["en2", "en3", "en4", "en5", "en6", "en7"]: + continue + if interface.ip_address == ip_address: + return f"rdma_{interface.name}" + + return None + + +def get_mlx_ibv_coordinator( + selected_cycle: list[NodeInfo], + coordinator_port: int, +) -> str | None: + """Get the coordinator address for MLX IBV (rank 0 device). + + Selects a non-thunderbolt IP address from rank 0 node as a heuristic for + ethernet accessibility. Returns address in format "X.X.X.X:PORT". + """ + + if len(selected_cycle) == 0: + logger.warning("No nodes in selected cycle, cannot determine coordinator") + return None + + rank_0_node = selected_cycle[0] + logger.info(f"Selecting coordinator from rank 0 node: {rank_0_node.node_id}") + assert rank_0_node.node_profile is not None + for iface in rank_0_node.node_profile.network_interfaces: + if iface.name == "en0" and "." in iface.ip_address: + return f"{iface.ip_address}:{coordinator_port}" + + raise ValueError("No en0 iface found for device") diff --git a/src/exo/master/tests/test_master.py b/src/exo/master/tests/test_master.py index 1e2750b5..62f51e6d 100644 --- a/src/exo/master/tests/test_master.py +++ b/src/exo/master/tests/test_master.py @@ -118,6 +118,7 @@ async def test_master(): n_layers=16, storage_size=Memory.from_bytes(678948), ), + strategy="auto", ) ), ) diff --git a/src/exo/master/tests/test_placement.py b/src/exo/master/tests/test_placement.py index aec5e961..a8b33e8e 100644 --- a/src/exo/master/tests/test_placement.py +++ b/src/exo/master/tests/test_placement.py @@ -12,6 +12,7 @@ from exo.shared.types.common import CommandId, NodeId from exo.shared.types.events import InstanceCreated, InstanceDeleted from exo.shared.types.memory import Memory from exo.shared.types.models import ModelId, ModelMetadata +from exo.shared.types.profiling import NetworkInterfaceInfo, NodePerformanceProfile from exo.shared.types.topology import Connection, NodeInfo from exo.shared.types.worker.common import InstanceId from exo.shared.types.worker.instances import Instance, InstanceStatus @@ -49,6 +50,7 @@ def create_instance_command(model_meta: ModelMetadata) -> CreateInstance: return CreateInstance( command_id=CommandId(), model_meta=model_meta, + strategy="auto", ) @@ -78,6 +80,7 @@ def test_get_instance_placements_create_instance( create_instance_command = CreateInstance( command_id=CommandId(), model_meta=model_meta, + strategy="auto", ) node_id_a = NodeId() node_id_b = NodeId() @@ -132,6 +135,7 @@ def test_get_instance_placements_one_node_exact_fit( pretty_name="Test Model", n_layers=10, ), + strategy="auto", ) placements = get_instance_placements_after_create( create_instance_command, topology, {} @@ -160,6 +164,7 @@ def test_get_instance_placements_one_node_fits_with_extra_memory( pretty_name="Test Model", n_layers=10, ), + strategy="auto", ) placements = get_instance_placements_after_create( create_instance_command, topology, {} @@ -188,6 +193,7 @@ def test_get_instance_placements_one_node_not_fit( pretty_name="Test Model", n_layers=10, ), + strategy="auto", ) with pytest.raises(ValueError, match="No cycles found with sufficient memory"): @@ -297,6 +303,7 @@ def test_placement_prioritizes_leaf_cycle_with_less_memory( create_instance_command = CreateInstance( command_id=CommandId(), model_meta=model_meta, + strategy="auto", ) # Act @@ -316,3 +323,130 @@ def test_placement_prioritizes_leaf_cycle_with_less_memory( assert expected_leaf_cycle_nodes.issubset(assigned_nodes) assert assigned_nodes.isdisjoint(non_leaf_cycle_nodes) + + +def test_tensor_rdma_backend_connectivity_matrix( + topology: Topology, + model_meta: ModelMetadata, + create_node: Callable[[int, NodeId | None], NodeInfo], + create_connection: Callable[[NodeId, NodeId], Connection], +): + model_meta.n_layers = 12 + model_meta.storage_size.in_bytes = 1500 + + node_id_a = NodeId() + node_id_b = NodeId() + node_id_c = NodeId() + + node_a = create_node(500, node_id_a) + node_b = create_node(500, node_id_b) + node_c = create_node(500, node_id_c) + + ethernet_interface = NetworkInterfaceInfo( + name="en0", + ip_address="192.168.1.100", + type="ethernet", + ) + + assert node_a.node_profile is not None + assert node_b.node_profile is not None + assert node_c.node_profile is not None + + conn_a_b = create_connection(node_id_a, node_id_b) + conn_b_c = create_connection(node_id_b, node_id_c) + conn_c_a = create_connection(node_id_c, node_id_a) + + assert conn_a_b.send_back_multiaddr is not None + assert conn_b_c.send_back_multiaddr is not None + assert conn_c_a.send_back_multiaddr is not None + + node_a.node_profile = NodePerformanceProfile( + model_id="test", + chip_id="test", + friendly_name="test", + memory=node_a.node_profile.memory, + network_interfaces=[ + NetworkInterfaceInfo( + name="en3", + ip_address=conn_a_b.send_back_multiaddr.ip_address, + type="rdma", + ), + ethernet_interface, + ], + system=node_a.node_profile.system, + ) + node_b.node_profile = NodePerformanceProfile( + model_id="test", + chip_id="test", + friendly_name="test", + memory=node_b.node_profile.memory, + network_interfaces=[ + NetworkInterfaceInfo( + name="en4", + ip_address=conn_b_c.send_back_multiaddr.ip_address, + type="rdma", + ), + ethernet_interface, + ], + system=node_b.node_profile.system, + ) + node_c.node_profile = NodePerformanceProfile( + model_id="test", + chip_id="test", + friendly_name="test", + memory=node_c.node_profile.memory, + network_interfaces=[ + NetworkInterfaceInfo( + name="en5", + ip_address=conn_c_a.send_back_multiaddr.ip_address, + type="rdma", + ), + ethernet_interface, + ], + system=node_c.node_profile.system, + ) + + topology.add_node(node_a) + topology.add_node(node_b) + topology.add_node(node_c) + topology.add_connection(conn_a_b) + topology.add_connection(conn_b_c) + topology.add_connection(conn_c_a) + + create_instance_command = CreateInstance( + command_id=CommandId(), + model_meta=model_meta, + strategy="tensor_rdma", + ) + + placements = get_instance_placements_after_create( + create_instance_command, topology, {} + ) + + assert len(placements) == 1 + instance_id = list(placements.keys())[0] + instance = placements[instance_id] + + assert instance.hosts is None + assert instance.mlx_ibv_devices is not None + assert instance.mlx_ibv_coordinator is not None + + matrix = instance.mlx_ibv_devices + assert len(matrix) == 3 + + for i in range(3): + assert matrix[i][i] is None + + assigned_nodes = list(instance.shard_assignments.node_to_runner.keys()) + node_to_idx = {node_id: idx for idx, node_id in enumerate(assigned_nodes)} + + idx_a = node_to_idx[node_id_a] + idx_b = node_to_idx[node_id_b] + idx_c = node_to_idx[node_id_c] + + assert matrix[idx_a][idx_b] == "rdma_en3" + assert matrix[idx_b][idx_c] == "rdma_en4" + assert matrix[idx_c][idx_a] == "rdma_en5" + + assert ":" in instance.mlx_ibv_coordinator + assert not instance.mlx_ibv_coordinator.startswith("169.254") diff --git a/src/exo/master/tests/test_placement_utils.py b/src/exo/master/tests/test_placement_utils.py index 3b177a0e..1da3e270 100644 --- a/src/exo/master/tests/test_placement_utils.py +++ b/src/exo/master/tests/test_placement_utils.py @@ -200,7 +200,7 @@ def test_get_shard_assignments( selected_cycle = cycles[0] # act - shard_assignments = get_shard_assignments(model_meta, selected_cycle) + shard_assignments = get_shard_assignments(model_meta, selected_cycle, "pipeline") # assert runner_id_a = shard_assignments.node_to_runner[node_a_id] diff --git a/src/exo/routing/router.py b/src/exo/routing/router.py index 335d7200..21aece29 100644 --- a/src/exo/routing/router.py +++ b/src/exo/routing/router.py @@ -12,7 +12,12 @@ from anyio import ( sleep_forever, ) from anyio.abc import TaskGroup -from exo_pyo3_bindings import Keypair, NetworkingHandle, NoPeersSubscribedToTopicError +from exo_pyo3_bindings import ( + AllQueuesFullError, + Keypair, + NetworkingHandle, + NoPeersSubscribedToTopicError, +) from filelock import FileLock from loguru import logger @@ -207,7 +212,7 @@ class Router: await self._net.gossipsub_publish(topic, data) # As a hack, this also catches AllQueuesFull # Need to fix that ASAP. - except NoPeersSubscribedToTopicError: + except (NoPeersSubscribedToTopicError, AllQueuesFullError): pass diff --git a/src/exo/shared/election.py b/src/exo/shared/election.py index 70e5efc3..071914fa 100644 --- a/src/exo/shared/election.py +++ b/src/exo/shared/election.py @@ -16,8 +16,6 @@ from exo.shared.types.common import NodeId, SessionId from exo.utils.channels import Receiver, Sender from exo.utils.pydantic_ext import CamelCaseModel -ELECTION_TIMEOUT = 3.0 - class ElectionMessage(CamelCaseModel): clock: int @@ -27,6 +25,8 @@ class ElectionMessage(CamelCaseModel): # Could eventually include a list of neighbour nodes for centrality def __lt__(self, other: Self) -> bool: + if self.clock != other.clock: + return self.clock < other.clock if self.seniority != other.seniority: return self.seniority < other.seniority elif self.commands_seen != other.commands_seen: @@ -40,6 +40,7 @@ class ElectionMessage(CamelCaseModel): class ElectionResult(CamelCaseModel): session_id: SessionId + won_clock: int is_new_master: bool historic_messages: list[ConnectionMessage] @@ -90,19 +91,33 @@ class Election: tg.start_soon(self._election_receiver) tg.start_soon(self._connection_receiver) tg.start_soon(self._command_counter) - await self._campaign(None) + # And start an election immediately, that instantly resolves + candidates: list[ElectionMessage] = [] + logger.info("Starting initial campaign") + self._candidates = candidates + logger.info("Campaign started") + await self._campaign(candidates, campaign_timeout=0.0) + logger.info("Initial campaign finished") + + # Cancel and wait for the last election to end if self._campaign_cancel_scope is not None: + logger.info("Cancelling campaign") self._campaign_cancel_scope.cancel() - # Only exit once the latest campaign has finished if self._campaign_done is not None: + logger.info("Waiting for campaign to finish") await self._campaign_done.wait() + logger.info("Campaign cancelled and finished") + logger.info("Election finished") async def elect(self, em: ElectionMessage) -> None: + logger.info(f"Electing: {em}") is_new_master = em.proposed_session != self.current_session self.current_session = em.proposed_session + logger.info(f"Current session: {self.current_session}") await self._er_sender.send( ElectionResult( + won_clock=em.clock, session_id=em.proposed_session, is_new_master=is_new_master, historic_messages=self._connection_messages, @@ -120,16 +135,29 @@ class Election: async def _election_receiver(self) -> None: with self._em_receiver as election_messages: async for message in election_messages: + logger.info(f"Election message received: {message}") if message.proposed_session.master_node_id == self.node_id: + logger.info("Dropping message from ourselves") # Drop messages from us (See exo.routing.router) continue # If a new round is starting, we participate if message.clock > self.clock: self.clock = message.clock - await self._campaign(message) + logger.info(f"New clock: {self.clock}") + assert self._tg is not None + logger.info("Starting new campaign") + candidates: list[ElectionMessage] = [message] + logger.info(f"Candidates: {candidates}") + logger.info(f"Current candidates: {self._candidates}") + self._candidates = candidates + logger.info(f"New candidates: {self._candidates}") + logger.info("Starting new campaign") + self._tg.start_soon(self._campaign, candidates) + logger.info("Campaign started") continue # Dismiss old messages if message.clock < self.clock: + logger.info(f"Dropping old message: {message}") continue logger.debug(f"Election added candidate {message}") # Now we are processing this rounds messages - including the message that triggered this round. @@ -137,70 +165,97 @@ class Election: async def _connection_receiver(self) -> None: with self._cm_receiver as connection_messages: - async for msg in connection_messages: + async for first in connection_messages: + # Delay after connection message for time to symmetrically setup + await anyio.sleep(0.2) + rest = connection_messages.collect() + + logger.info(f"Connection messages received: {first} followed by {rest}") + logger.info(f"Current clock: {self.clock}") # These messages are strictly peer to peer self.clock += 1 - await self._campaign(None) - self._connection_messages.append(msg) + logger.info(f"New clock: {self.clock}") + assert self._tg is not None + candidates: list[ElectionMessage] = [] + self._candidates = candidates + logger.info("Starting new campaign") + self._tg.start_soon(self._campaign, candidates) + logger.info("Campaign started") + self._connection_messages.append(first) + self._connection_messages.extend(rest) + logger.info("Connection message added") async def _command_counter(self) -> None: with self._co_receiver as commands: async for _command in commands: self.commands_seen += 1 - async def _campaign(self, initial_message: ElectionMessage | None) -> None: + async def _campaign( + self, candidates: list[ElectionMessage], *, campaign_timeout: float = 3.0 + ) -> None: + clock = self.clock + # Kill the old campaign if self._campaign_cancel_scope: + logger.info("Cancelling other campaign") self._campaign_cancel_scope.cancel() if self._campaign_done: + logger.info("Waiting for other campaign to finish") await self._campaign_done.wait() - candidates: list[ElectionMessage] = [] - if initial_message: - candidates.append(initial_message) - self._candidates = candidates done = Event() self._campaign_done = done - - assert self._tg is not None, ( - "Election campaign started before election service initialized" - ) - # Spin off a new campaign - self._tg.start_soon(self._complete_campaign, self.clock, candidates, done) - - async def _complete_campaign( - self, clock: int, candidates: list[ElectionMessage], done: Event - ) -> None: scope = CancelScope() + self._campaign_cancel_scope = scope + try: with scope: - self._campaign_cancel_scope = scope logger.info(f"Election {clock} started") - candidates.append(self._election_status(clock)) - await self._em_sender.send(self._election_status(clock)) + status = self._election_status(clock) + candidates.append(status) + await self._em_sender.send(status) - await anyio.sleep(ELECTION_TIMEOUT) + logger.info(f"Sleeping for {campaign_timeout} seconds") + await anyio.sleep(campaign_timeout) + # minor hack - rebroadcast status in case anyone has missed it. + await self._em_sender.send(status) + logger.info("Woke up from sleep") + # add an anyio checkpoint - anyio.lowlevel.chekpoint() or checkpoint_if_cancelled() is preferred, but wasn't typechecking last I checked + await anyio.sleep(0) # Election finished! - candidates = sorted(candidates) - logger.debug(f"Election queue {candidates}") - elected = candidates[-1] + elected = max(candidates) + logger.info(f"Election queue {candidates}") + logger.info(f"Elected: {elected}") if ( self.node_id == elected.proposed_session.master_node_id and self.seniority >= 0 ): + logger.info( + f"Node is a candidate and seniority is {self.seniority}" + ) self.seniority = max(self.seniority, len(candidates)) + logger.info(f"New seniority: {self.seniority}") + else: + logger.info( + f"Node is not a candidate or seniority is not {self.seniority}" + ) logger.info( - f"Election finished, new SessionId({elected.proposed_session})" + f"Election finished, new SessionId({elected.proposed_session}) with queue {candidates}" ) + logger.info("Sending election result") await self.elect(elected) + logger.info("Election result sent") except get_cancelled_exc_class(): - logger.info("Election cancelled") + logger.info(f"Election {clock} cancelled") finally: + logger.info(f"Election {clock} finally") if self._campaign_cancel_scope is scope: self._campaign_cancel_scope = None - done.set() + logger.info("Setting done event") + done.set() + logger.info("Done event set") def _election_status(self, clock: int | None = None) -> ElectionMessage: c = self.clock if clock is None else clock diff --git a/src/exo/shared/models/model_cards.py b/src/exo/shared/models/model_cards.py index d3e373cf..c58d3fa1 100644 --- a/src/exo/shared/models/model_cards.py +++ b/src/exo/shared/models/model_cards.py @@ -166,7 +166,7 @@ MODEL_CARDS: dict[str, ModelCard] = { "llama-3.3-70b": ModelCard( short_id="llama-3.3-70b", model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", - name="Llama 3.3 70B", + name="Llama 3.3 70B (4-bit)", description="""The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)""", tags=[], metadata=ModelMetadata( @@ -176,6 +176,32 @@ MODEL_CARDS: dict[str, ModelCard] = { n_layers=80, ), ), + "llama-3.3-70b-8bit": ModelCard( + short_id="llama-3.3-70b-8bit", + model_id="mlx-community/Llama-3.3-70B-Instruct-8bit", + name="Llama 3.3 70B (8-bit)", + description="""The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)""", + tags=[], + metadata=ModelMetadata( + model_id=ModelId("mlx-community/Llama-3.3-70B-Instruct-8bit"), + pretty_name="Llama 3.3 70B (8-bit)", + storage_size=Memory.from_kb(77516320), + n_layers=80, + ), + ), + "llama-3.3-70b-fp16": ModelCard( + short_id="llama-3.3-70b-fp16", + model_id="mlx-community/llama-3.3-70b-instruct-fp16", + name="Llama 3.3 70B (FP16)", + description="""The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)""", + tags=[], + metadata=ModelMetadata( + model_id=ModelId("mlx-community/llama-3.3-70b-instruct-fp16"), + pretty_name="Llama 3.3 70B (FP16)", + storage_size=Memory.from_kb(155032640), + n_layers=80, + ), + ), # phi-3 "phi-3-mini": ModelCard( short_id="phi-3-mini", @@ -230,6 +256,32 @@ MODEL_CARDS: dict[str, ModelCard] = { n_layers=48, ), ), + "qwen3-235b-a22b": ModelCard( + short_id="qwen3-235b-a22b", + model_id="mlx-community/Qwen3-235B-A22B-4bit", + name="Qwen3 235B, Active 22B (4-bit)", + description="""Qwen3 235B (Active 22B) is a large language model trained on the Qwen3 235B dataset.""", + tags=[], + metadata=ModelMetadata( + model_id=ModelId("mlx-community/Qwen3-235B-A22B-4bit"), + pretty_name="Qwen3 235B, Active 22B (4-bit)", + storage_size=Memory.from_kb(123207680), + n_layers=94, + ), + ), + "qwen3-235b-a22b-8bit": ModelCard( + short_id="qwen3-235b-a22b-8bit", + model_id="mlx-community/Qwen3-235B-A22B-Instruct-2507-8bit", + name="Qwen3 235B, Active 22B (8-bit)", + description="""Qwen3 235B (Active 22B) is a large language model trained on the Qwen3 235B dataset.""", + tags=[], + metadata=ModelMetadata( + model_id=ModelId("mlx-community/Qwen3-235B-A22B-Instruct-2507-8bit"), + pretty_name="Qwen3 235B, Active 22B (8-bit)", + storage_size=Memory.from_kb(246415360), + n_layers=94, + ), + ), # granite "granite-3.3-2b": ModelCard( short_id="granite-3.3-2b", diff --git a/src/exo/shared/types/api.py b/src/exo/shared/types/api.py index f91e315e..88044379 100644 --- a/src/exo/shared/types/api.py +++ b/src/exo/shared/types/api.py @@ -7,6 +7,7 @@ from exo.shared.openai_compat import FinishReason from exo.shared.types.common import CommandId from exo.shared.types.models import ModelMetadata from exo.shared.types.worker.instances import InstanceId +from exo.shared.types.worker.parallelisation_strategy import ParallelisationStrategyType class ModelListModel(BaseModel): @@ -123,6 +124,7 @@ class ChatCompletionTaskParams(BaseModel): class CreateInstanceTaskParams(BaseModel): # TODO: in future the user could specify a specific Instance, not just a model_id model_id: str + strategy: ParallelisationStrategyType = "auto" class DeleteInstanceTaskParams(BaseModel): diff --git a/src/exo/shared/types/commands.py b/src/exo/shared/types/commands.py index b2f7a97b..d746cca2 100644 --- a/src/exo/shared/types/commands.py +++ b/src/exo/shared/types/commands.py @@ -4,6 +4,7 @@ from exo.shared.types.api import ChatCompletionTaskParams from exo.shared.types.common import CommandId, NodeId from exo.shared.types.models import ModelMetadata from exo.shared.types.worker.common import InstanceId +from exo.shared.types.worker.parallelisation_strategy import ParallelisationStrategyType from exo.utils.pydantic_ext import CamelCaseModel, TaggedModel @@ -22,6 +23,7 @@ class ChatCompletion(BaseCommand): class CreateInstance(BaseCommand): model_meta: ModelMetadata + strategy: ParallelisationStrategyType class SpinUpInstance(BaseCommand): diff --git a/src/exo/shared/types/events.py b/src/exo/shared/types/events.py index 0de5612d..c0083809 100644 --- a/src/exo/shared/types/events.py +++ b/src/exo/shared/types/events.py @@ -1,3 +1,4 @@ +from datetime import datetime from enum import Enum from pydantic import Field @@ -60,6 +61,8 @@ class EventType(str, Enum): class BaseEvent(TaggedModel): event_id: EventId = Field(default_factory=EventId) + # Internal, for debugging. Please don't rely on this field for anything! + _master_time_stamp: None | datetime = None class TestEvent(BaseEvent): diff --git a/src/exo/shared/types/worker/commands_runner.py b/src/exo/shared/types/worker/commands_runner.py index 407ea2f4..465d3887 100644 --- a/src/exo/shared/types/worker/commands_runner.py +++ b/src/exo/shared/types/worker/commands_runner.py @@ -11,7 +11,9 @@ class BaseRunnerMessage(TaggedModel): class SetupMessage(BaseRunnerMessage): model_shard_meta: ShardMetadata - hosts: list[Host] + hosts: list[Host] | None = None + mlx_ibv_devices: list[list[str | None]] | None = None + mlx_ibv_coordinator: str | None = None # TODO: We probably want a general task message that can take any task type. Can be fixed later. diff --git a/src/exo/shared/types/worker/instances.py b/src/exo/shared/types/worker/instances.py index bb275e42..6973a48f 100644 --- a/src/exo/shared/types/worker/instances.py +++ b/src/exo/shared/types/worker/instances.py @@ -17,4 +17,6 @@ class Instance(CamelCaseModel): instance_id: InstanceId instance_type: InstanceStatus shard_assignments: ShardAssignments - hosts: list[Host] + hosts: list[Host] | None = None + mlx_ibv_devices: list[list[str | None]] | None = None + mlx_ibv_coordinator: str | None = None diff --git a/src/exo/shared/types/worker/ops.py b/src/exo/shared/types/worker/ops.py index a0ac696d..bc53feaa 100644 --- a/src/exo/shared/types/worker/ops.py +++ b/src/exo/shared/types/worker/ops.py @@ -14,7 +14,9 @@ class AssignRunnerOp(BaseRunnerOp): instance_id: InstanceId runner_id: RunnerId shard_metadata: ShardMetadata - hosts: list[Host] + hosts: list[Host] | None = None + mlx_ibv_devices: list[list[str | None]] | None = None + mlx_ibv_coordinator: str | None = None class UnassignRunnerOp(BaseRunnerOp): diff --git a/src/exo/shared/types/worker/parallelisation_strategy.py b/src/exo/shared/types/worker/parallelisation_strategy.py new file mode 100644 index 00000000..e02ba89b --- /dev/null +++ b/src/exo/shared/types/worker/parallelisation_strategy.py @@ -0,0 +1,13 @@ +from typing import Literal + +ParallelisationStrategyType = Literal[ + "auto", + "pipeline", + "tensor", + "tensor_rdma", + "pipeline_rdma", +] + + +def strategy_error() -> ValueError: + return ValueError("Unexpected strategy") diff --git a/src/exo/shared/types/worker/shards.py b/src/exo/shared/types/worker/shards.py index 887530cd..7270fba5 100644 --- a/src/exo/shared/types/worker/shards.py +++ b/src/exo/shared/types/worker/shards.py @@ -1,6 +1,7 @@ from pydantic import Field from exo.shared.types.models import ModelMetadata +from exo.shared.types.worker.parallelisation_strategy import ParallelisationStrategyType from exo.utils.pydantic_ext import TaggedModel @@ -19,19 +20,12 @@ class BaseShardMetadata(TaggedModel): immediate_exception: bool = False should_timeout: float | None = None - -class PipelineShardMetadata(BaseShardMetadata): - """ - Pipeline parallelism shard meta. - - Layers are represented as a half-open interval [start_layer, end_layer), - where start_layer is inclusive and end_layer is exclusive. - """ - start_layer: int = Field(ge=0) end_layer: int = Field(ge=0) n_layers: int = Field(ge=0) + strategy: ParallelisationStrategyType = "auto" + @property def is_first_layer(self) -> bool: return self.start_layer == 0 @@ -46,4 +40,19 @@ class PipelineShardMetadata(BaseShardMetadata): ) -ShardMetadata = PipelineShardMetadata +class PipelineShardMetadata(BaseShardMetadata): + """ + Pipeline parallelism shard meta. + + Layers are represented as a half-open interval [start_layer, end_layer), + where start_layer is inclusive and end_layer is exclusive. + """ + + strategy: ParallelisationStrategyType = "pipeline" + + +class TensorShardMetadata(BaseShardMetadata): + strategy: ParallelisationStrategyType = "tensor" + + +ShardMetadata = PipelineShardMetadata | TensorShardMetadata diff --git a/src/exo/utils/channels.py b/src/exo/utils/channels.py index b7a68bff..8450a664 100644 --- a/src/exo/utils/channels.py +++ b/src/exo/utils/channels.py @@ -1,4 +1,5 @@ from math import inf +from typing import Self from anyio import ClosedResourceError, WouldBlock from anyio.streams.memory import ( @@ -47,6 +48,9 @@ class Receiver[T](AnyioReceiver[T]): out.extend(self.collect()) return out + def __enter__(self) -> Self: + return self + class channel[T]: # noqa: N801 def __new__(cls, max_buffer_size: float = inf) -> tuple[Sender[T], Receiver[T]]: diff --git a/src/exo/worker/common.py b/src/exo/worker/common.py index 535fd8b3..3f6517ba 100644 --- a/src/exo/worker/common.py +++ b/src/exo/worker/common.py @@ -18,12 +18,14 @@ from exo.worker.runner.runner_supervisor import RunnerSupervisor class AssignedRunner(BaseModel): runner_id: RunnerId instance_id: InstanceId - shard_metadata: ShardMetadata # just data - hosts: list[Host] + shard_metadata: ShardMetadata + hosts: list[Host] | None = None + mlx_ibv_devices: list[list[str | None]] | None = None + mlx_ibv_coordinator: str | None = None status: RunnerStatus failures: list[tuple[float, Exception]] = [] - runner: RunnerSupervisor | None # set if the runner is 'up' + runner: RunnerSupervisor | None = None model_config = ConfigDict(arbitrary_types_allowed=True) diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index f19db835..4f48aedb 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -194,8 +194,8 @@ class Worker: # run the op, synchronously blocking for now if op is not None: - logger.info(f"Executing op {str(op)[:100]}") - logger.debug(f"Worker executing op: {str(op)[:100]}") + logger.info(f"Executing op {type(op)} {str(op)[:100]}") + logger.debug(f"Worker executing op: {type(op)} {str(op)[:100]}") try: async for event in self.execute_op(op): await self.event_publisher(event) @@ -285,6 +285,8 @@ class Worker: instance_id=op.instance_id, shard_metadata=op.shard_metadata, hosts=op.hosts, + mlx_ibv_devices=op.mlx_ibv_devices, + mlx_ibv_coordinator=op.mlx_ibv_coordinator, status=DownloadingRunnerStatus( download_progress=DownloadPending(node_id=self.node_id) ), @@ -439,6 +441,8 @@ class Worker: assigned_runner.runner = await RunnerSupervisor.create( model_shard_meta=assigned_runner.shard_metadata, hosts=assigned_runner.hosts, + mlx_ibv_devices=assigned_runner.mlx_ibv_devices, + mlx_ibv_coordinator=assigned_runner.mlx_ibv_coordinator, initialize_timeout=initialize_timeout, ) diff --git a/src/exo/worker/plan.py b/src/exo/worker/plan.py index 27dd5e75..8d0c7fa3 100644 --- a/src/exo/worker/plan.py +++ b/src/exo/worker/plan.py @@ -176,6 +176,8 @@ def assign_runners( runner_id ], hosts=instance.hosts, + mlx_ibv_devices=instance.mlx_ibv_devices, + mlx_ibv_coordinator=instance.mlx_ibv_coordinator, ) return None diff --git a/src/exo/worker/runner/bootstrap.py b/src/exo/worker/runner/bootstrap.py index b30271b5..bc734155 100644 --- a/src/exo/worker/runner/bootstrap.py +++ b/src/exo/worker/runner/bootstrap.py @@ -21,6 +21,7 @@ def entrypoint(raw_conn: Connection, err_path: str) -> None: It redirects fd=2 (stderr) to a pipe provided by the parent, *then* imports the heavy runner module so that any C/C++ or MLX logs/crashes land in that pipe. """ + # os.environ["MLX_METAL_FAST_SYNCH"] = "1" _redirect_stderr_to_file(err_path) faulthandler.enable(file=sys.stderr, all_threads=True) diff --git a/src/exo/worker/runner/generate.py b/src/exo/worker/runner/generate.py index d0bbe700..eb207842 100644 --- a/src/exo/worker/runner/generate.py +++ b/src/exo/worker/runner/generate.py @@ -1,9 +1,10 @@ import asyncio import concurrent.futures +import functools import time from collections.abc import AsyncGenerator from functools import partial -from typing import Callable, Generator, Optional, Tuple +from typing import Any, Callable, Generator, Optional, Tuple import mlx.core as mx from mlx.core import array @@ -13,9 +14,9 @@ from mlx_lm.models.cache import KVCache from exo.engines.mlx import Model, TokenizerWrapper from exo.engines.mlx.utils_mlx import ( apply_chat_template, - broadcast_from_zero, + broadcast_from_zero, # type: ignore make_kv_cache, - mx_barrier, + mx_barrier, # type: ignore ) from exo.shared.types.api import ChatCompletionMessage from exo.shared.types.tasks import ChatCompletionTaskParams @@ -33,15 +34,35 @@ from exo.shared.types.worker.communication import ( generation_stream = mx.new_stream(mx.default_device()) +def maybe_quantize_kv_cache( + prompt_cache: list[Any], + quantized_kv_start: int, + kv_group_size: int, + kv_bits: int | None, +) -> None: + if kv_bits is None: + return + for e, c in enumerate(prompt_cache): # type: ignore[type-arg] + if hasattr(c, "to_quantized") and c.offset >= quantized_kv_start: # type: ignore[type-arg] + prompt_cache[e] = c.to_quantized(group_size=kv_group_size, bits=kv_bits) # type: ignore[type-arg] + + def generate_step( prompt: mx.array, model: Model, *, max_tokens: int = 256, sampler: Callable[[mx.array], mx.array], + logits_processors: list[Callable[[mx.array, mx.array], mx.array]] | None = None, max_kv_size: Optional[int] = None, prompt_cache: Optional[list[KVCache]] = None, prefill_step_size: int = 2048, + kv_bits: int | None = None, + kv_group_size: int = 64, + quantized_kv_start: int = 0, + prompt_progress_callback: Callable[[int, int], None] | None = None, + input_embeddings: mx.array | None = None, + group: mx.distributed.Group | None = None, # type: ignore[type-arg] ) -> Generator[Tuple[int, mx.array], None, None]: """ A generator producing token ids based on the given prompt from the model. @@ -51,85 +72,159 @@ def generate_step( model (Model): The model to use for generation. max_tokens (int): The maximum number of tokens. Use``-1`` for an infinite generator. Default: ``256``. - sampler (Callable[mx.array, mx.array], optional): A sampler for sampling a - token from a vector of log probabilities. Default: ``None``. + sampler (Callable[mx.array, mx.array]): A sampler for sampling a + token from a vector of log probabilities. + logits_processors (List[Callable[[mx.array, mx.array], mx.array]], optional): + A list of functions that take tokens and logits and return the processed + logits. Default: ``None``. max_kv_size (int, optional): Maximum size of the key-value cache. Old entries (except the first 4 tokens) will be overwritten. prompt_cache (List[Any], optional): A pre-computed prompt cache. Note, if provided, the cache will be updated in place. prefill_step_size (int): Step size for processing the prompt. + kv_bits (int, optional): Number of bits to use for KV cache quantization. + None implies no cache quantization. Default: ``None``. + kv_group_size (int): Group size for KV cache quantization. Default: ``64``. + quantized_kv_start (int): Step to begin using a quantized KV cache. + when ``kv_bits`` is non-None. Default: ``0``. + prompt_progress_callback (Callable[[int, int], None]): A call-back which takes the + prompt tokens processed so far and the total number of prompt tokens. + input_embeddings (mx.array, optional): Input embeddings to use instead of or in + conjunction with prompt tokens. Default: ``None``. Yields: Tuple[int, mx.array]: One token and a vector of log probabilities. """ + if input_embeddings is not None: + if len(prompt) > 0 and len(prompt) != len(input_embeddings): + raise ValueError( + f"When providing input_embeddings, their sequence length ({len(input_embeddings)}) " + f"must match the sequence length of the prompt ({len(prompt)}), or the " + "prompt must be empty." + ) + elif len(prompt) == 0: + raise ValueError( + "Either input_embeddings or prompt (or both) must be provided." + ) + tokens = None - # Create the KV cache for generation if prompt_cache is None: prompt_cache = cache.make_prompt_cache( model, max_kv_size=max_kv_size, ) - def _step(input_tokens: mx.array): + prompt_progress_callback = prompt_progress_callback or (lambda *_: None) # type: ignore[type-arg] + + quantize_cache_fn = functools.partial( + maybe_quantize_kv_cache, + quantized_kv_start=quantized_kv_start, + kv_group_size=kv_group_size, + kv_bits=kv_bits, + ) + + def _model_call( + input_tokens: mx.array, input_embeddings: mx.array | None + ) -> mx.array: + if input_embeddings is not None: + return model( # type: ignore[type-arg] + input_tokens, + cache=prompt_cache, + input_embeddings=input_embeddings, # type: ignore[type-arg] + ) + else: + return model(input_tokens, cache=prompt_cache) + + def _step( + input_tokens: mx.array, input_embeddings: mx.array | None = None + ) -> tuple[mx.array, mx.array]: nonlocal tokens with mx.stream(generation_stream): - logits = model( - input_tokens[None], - cache=prompt_cache, + logits = _model_call( + input_tokens=input_tokens[None], + input_embeddings=( + input_embeddings[None] if input_embeddings is not None else None + ), ) logits = logits[:, -1, :] + if logits_processors and len(input_tokens) > 0: + tokens = ( + mx.concat([tokens, input_tokens]) + if tokens is not None + else input_tokens + ) + for processor in logits_processors: + logits = processor(tokens, logits) + + quantize_cache_fn(prompt_cache) + logprobs = logits - mx.logsumexp(logits, keepdims=True) sampled = sampler(logprobs) return sampled, logprobs.squeeze(0) with mx.stream(generation_stream): - total_prompt_tokens = len(prompt) + total_prompt_tokens = ( + len(input_embeddings) if input_embeddings is not None else len(prompt) + ) prompt_processed_tokens = 0 + prompt_progress_callback(prompt_processed_tokens, total_prompt_tokens) while total_prompt_tokens - prompt_processed_tokens > prefill_step_size: runner_print( f"Prefilling {min(prefill_step_size, len(prompt))} tokens. Remaining tokens: {len(prompt)}. Peak memory: {mx.get_peak_memory() // 2**30} GB" ) - logits = model(prompt[:prefill_step_size][None], cache=prompt_cache) + n_to_process = min(prefill_step_size, prompt.size) + _model_call( + input_tokens=prompt[:n_to_process][None], + input_embeddings=( + input_embeddings[:n_to_process][None] + if input_embeddings is not None + else None + ), + ) + quantize_cache_fn(prompt_cache) start_time = time.time() - mx.eval([c.state for c in prompt_cache] + [logits]) # type: ignore + mx.eval([c.state for c in prompt_cache]) # type: ignore eval_time = time.time() - start_time - prompt_processed_tokens += prefill_step_size + prompt_processed_tokens += n_to_process - prompt = prompt[prefill_step_size:] + prompt = prompt[n_to_process:] + input_embeddings = ( + input_embeddings[n_to_process:] + if input_embeddings is not None + else input_embeddings + ) mx.clear_cache() if eval_time > 7.0: prefill_step_size = prefill_step_size // 2 - prefill_step_size = broadcast_from_zero(prefill_step_size) + if group is not None: + prefill_step_size = broadcast_from_zero(prefill_step_size) prefill_step_size = max(1, prefill_step_size) + prompt_progress_callback(prompt_processed_tokens, total_prompt_tokens) if prompt_processed_tokens > 0: runner_print("finished prefil stage.") - y, logprobs = _step(input_tokens=prompt) + y, logprobs = _step(input_tokens=prompt, input_embeddings=input_embeddings) - # TODO: Why on earth is this async_eval called twice? - # Also why is it async_eval not eval ? - mx.async_eval(y, logprobs) # type: ignore - n = 0 + mx.async_eval(y, logprobs) # type: ignore[type-arg] next_y: array | None = None next_logprobs: array | None = None - - mx.async_eval(y, logprobs) # type: ignore n = 0 while True: if n != max_tokens: assert y is not None next_y, next_logprobs = _step(y) - mx.async_eval(next_y, next_logprobs) # type: ignore + mx.async_eval(next_y, next_logprobs) # type: ignore[type-arg] if n == 0: - mx.eval(y) # type: ignore + mx.eval(y) # type: ignore[type-arg] + prompt_progress_callback(total_prompt_tokens, total_prompt_tokens) if n == max_tokens: break yield int(y.item()), logprobs # type: ignore @@ -146,8 +241,16 @@ def stream_generate( max_tokens: int, sampler: Callable[[mx.array], mx.array], conn: AsyncConnection[RunnerResponse, RunnerMessage] | None, + logits_processors: list[Callable[[mx.array, mx.array], mx.array]] | None = None, + max_kv_size: int | None = None, prompt_cache: Optional[list[KVCache]] = None, prefill_step_size: int = 2048, + kv_bits: int | None = None, + kv_group_size: int = 64, + quantized_kv_start: int = 0, + prompt_progress_callback: Callable[[int, int], None] | None = None, + input_embeddings: mx.array | None = None, + group: mx.distributed.Group | None = None, # type: ignore[type-arg] ) -> Generator[GenerationResponse, None, None]: # Try to infer if special tokens are needed add_special_tokens = tokenizer.bos_token is None or not prompt.startswith( @@ -166,8 +269,16 @@ def stream_generate( model, max_tokens=max_tokens, sampler=sampler, + logits_processors=logits_processors, + max_kv_size=max_kv_size, prompt_cache=prompt_cache, prefill_step_size=prefill_step_size, + kv_bits=kv_bits, + kv_group_size=kv_group_size, + quantized_kv_start=quantized_kv_start, + prompt_progress_callback=prompt_progress_callback, + input_embeddings=input_embeddings, + group=group, ) token = None @@ -199,6 +310,7 @@ async def warmup_inference( model: Model, tokenizer: TokenizerWrapper, sampler: Callable[[mx.array], mx.array], + group: mx.distributed.Group | None = None, # type: ignore ) -> int: loop = asyncio.get_running_loop() @@ -220,18 +332,21 @@ async def warmup_inference( def _generate_warmup(): nonlocal tokens_generated - for token in stream_generate( + runner_print("Generating warmup tokens") + for _r in stream_generate( model=model, tokenizer=tokenizer, prompt=warmup_prompt, max_tokens=50, sampler=sampler, conn=None, + group=group, ): - runner_print("Generated warmup token: " + str(token.text)) + runner_print("Generated warmup token: " + str(_r.text)) tokens_generated += 1 await loop.run_in_executor(mlx_executor, _generate_warmup) + runner_print("Generated ALL warmup tokens") mx_barrier() return tokens_generated diff --git a/src/exo/worker/runner/runner.py b/src/exo/worker/runner/runner.py index 0de25749..f7fe305a 100644 --- a/src/exo/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -7,7 +7,6 @@ from multiprocessing.connection import Connection from exo.engines.mlx.utils_mlx import ( initialize_mlx, mlx_force_oom, - mlx_setup, ) from exo.shared.global_conn import set_conn from exo.shared.types.worker.commands_runner import ( @@ -26,8 +25,7 @@ from exo.shared.types.worker.communication import ( ) from exo.shared.types.worker.shards import ShardMetadata from exo.utils import ensure_type -from exo.worker.runner.generate import mlx_generate, warmup_inference -from exo.worker.runner.utils import get_weights_size +from exo.worker.runner.generate import mlx_generate, warmup_inference # type: ignore async def main(raw_conn: Connection): @@ -40,33 +38,39 @@ async def main(raw_conn: Connection): setup_message = ensure_type(init_message, SetupMessage) model_shard_meta: ShardMetadata = setup_message.model_shard_meta hosts = setup_message.hosts + mlx_ibv_devices = setup_message.mlx_ibv_devices + mlx_ibv_coordinator = setup_message.mlx_ibv_coordinator if getattr(model_shard_meta, "immediate_exception", False): raise Exception("Fake exception - runner failed to spin up.") if timeout := getattr(model_shard_meta, "should_timeout", 0): await asyncio.sleep(timeout) - mlx_setup( - int(get_weights_size(model_shard_meta).in_kb // 2**10), - cache_frac_of_mrwss=0.8, - wired_frac_of_mrwss=0.8, - ) - setup_start_time = time.time() mlx_executor = concurrent.futures.ThreadPoolExecutor(max_workers=1) loop = asyncio.get_running_loop() - model, tokenizer, sampler = await loop.run_in_executor( + model, tokenizer, sampler, group = await loop.run_in_executor( # type: ignore[type-arg] mlx_executor, - partial(initialize_mlx, model_shard_meta=model_shard_meta, hosts=hosts), + partial( + initialize_mlx, + model_shard_meta=model_shard_meta, + hosts=hosts, + mlx_ibv_devices=mlx_ibv_devices, + mlx_ibv_coordinator=mlx_ibv_coordinator, + ), ) + runner_print( + f"Warming up inference for model_shard_meta: {model_shard_meta} hosts: {hosts}" + ) toks = await warmup_inference( mlx_executor=mlx_executor, model=model, tokenizer=tokenizer, sampler=sampler, + group=group, # type: ignore[type-arg] ) runner_print(f"Warmed up by generating {toks} tokens") await conn.send(InitializedResponse(time_taken=time.time() - setup_start_time)) diff --git a/src/exo/worker/runner/runner_supervisor.py b/src/exo/worker/runner/runner_supervisor.py index 9dcecf62..63efbe88 100644 --- a/src/exo/worker/runner/runner_supervisor.py +++ b/src/exo/worker/runner/runner_supervisor.py @@ -34,18 +34,21 @@ from exo.shared.types.worker.common import RunnerError from exo.shared.types.worker.shards import ShardMetadata from exo.worker.runner.bootstrap import entrypoint from exo.worker.runner.utils import ( - get_init_timeout, - get_prefil_timeout, - get_token_generate_timeout, get_weights_size, ) +INITIALIZE_TIMEOUT = 400 +PREFILL_TIMEOUT_SECONDS = 60 +DECODE_TIMEOUT_SECONDS = 5 + class RunnerSupervisor: def __init__( self, model_shard_meta: ShardMetadata, - hosts: list[Host], + hosts: list[Host] | None, + mlx_ibv_devices: list[list[str | None]] | None, + mlx_ibv_coordinator: str | None, runner_process: Process, conn: Connection, read_queue: asyncio.Queue[RunnerResponse], @@ -53,6 +56,8 @@ class RunnerSupervisor: ): self.model_shard_meta = model_shard_meta self.hosts = hosts + self.mlx_ibv_devices = mlx_ibv_devices + self.mlx_ibv_coordinator = mlx_ibv_coordinator self.runner_process = runner_process self.conn = AsyncConnection[RunnerMessage, RunnerResponse](conn) @@ -67,7 +72,9 @@ class RunnerSupervisor: async def create( cls, model_shard_meta: ShardMetadata, - hosts: list[Host], + hosts: list[Host] | None = None, + mlx_ibv_devices: list[list[str | None]] | None = None, + mlx_ibv_coordinator: str | None = None, initialize_timeout: Optional[float] = None, ) -> "RunnerSupervisor": """ @@ -93,6 +100,8 @@ class RunnerSupervisor: self = cls( model_shard_meta=model_shard_meta, hosts=hosts, + mlx_ibv_devices=mlx_ibv_devices, + mlx_ibv_coordinator=mlx_ibv_coordinator, runner_process=runner_process, read_queue=read_queue, conn=parent_conn, @@ -104,12 +113,12 @@ class RunnerSupervisor: SetupMessage( model_shard_meta=model_shard_meta, hosts=hosts, + mlx_ibv_devices=mlx_ibv_devices, + mlx_ibv_coordinator=mlx_ibv_coordinator, ) ) - if not initialize_timeout: - initialize_timeout = get_init_timeout(model_shard_meta) - + initialize_timeout = initialize_timeout or INITIALIZE_TIMEOUT response = await self._read_with_error_check(timeout=initialize_timeout) assert isinstance(response, InitializedResponse) @@ -206,17 +215,13 @@ class RunnerSupervisor: response = await self._read_with_error_check(5.0) assert isinstance(response, TokenizedResponse) - prompt_tokens = response.prompt_tokens if request_started_callback is not None: await request_started_callback() - prefil_timeout = get_prefil_timeout( - self.model_shard_meta, prompt_tokens=prompt_tokens - ) - token_timeout = get_token_generate_timeout(self.model_shard_meta) - timeout = prefil_timeout - logger.bind(user_facing=True).info( + timeout = PREFILL_TIMEOUT_SECONDS + + logger.info( f"Starting chat completion with timeout {timeout}" ) @@ -224,8 +229,8 @@ class RunnerSupervisor: try: response = await self._read_with_error_check(timeout) except asyncio.TimeoutError as e: - logger.bind(user_facing=True).error( - f"Generation timed out during {'prefil' if timeout == prefil_timeout else 'decoding stage'}" + logger.error( + f"Generation timed out during {'prefill' if timeout == PREFILL_TIMEOUT_SECONDS else 'decoding stage'}" ) raise e @@ -239,7 +244,7 @@ class RunnerSupervisor: token_id=response.token, finish_reason=response.finish_reason, ) - timeout = token_timeout + timeout = DECODE_TIMEOUT_SECONDS case FinishedResponse(): break case _: @@ -322,7 +327,7 @@ class RunnerSupervisor: except Exception: cause = f"signal={sig}" - logger.bind(user_facing=True).error(f"Runner terminated ({cause}).\n{captured}") + logger.error(f"Runner terminated ({cause}).\n{captured}") return RunnerError( error_type="RunnerCrash", diff --git a/src/exo/worker/runner/utils.py b/src/exo/worker/runner/utils.py index 3bfdb9c2..1242390d 100644 --- a/src/exo/worker/runner/utils.py +++ b/src/exo/worker/runner/utils.py @@ -5,7 +5,6 @@ import sys import psutil from loguru import logger -from exo.shared.constants import LB_DISK_GBPS, LB_MEMBW_GBPS, LB_TFLOPS from exo.shared.types.memory import Memory from exo.shared.types.worker.shards import ShardMetadata @@ -57,48 +56,9 @@ def get_weights_size(model_shard_meta: ShardMetadata) -> Memory: (model_shard_meta.end_layer - model_shard_meta.start_layer) / model_shard_meta.n_layers * model_shard_meta.model_meta.storage_size.in_kb + / ( + 1 + if model_shard_meta.strategy in ["auto", "pipeline", "pipeline_rdma"] + else model_shard_meta.world_size + ) ) - - -def get_init_timeout(model_shard_meta: ShardMetadata) -> float: - weights_size = get_weights_size(model_shard_meta) - - kbps_read = 1024 * 1024 * LB_DISK_GBPS / 3 - - return weights_size.in_kb / kbps_read + 30.0 - - -def _prefill_flops_for_shard(model_shard_meta: ShardMetadata, s: int) -> float: - p = get_weights_size(model_shard_meta).in_bytes - flops = 2.0 * p * s # parameter-dependent GEMMs - # flops += _attention_flops(meta, S) # optional S^2 term - return flops - - -def get_prefil_timeout( - model_shard_meta: ShardMetadata, - prompt_tokens: int, - *, - effective_tflops: float = LB_TFLOPS, - safety_mult: float = 1.6, - base_pad_s: float = 5.0, -) -> float: - """ - Returns a conservative timeout (seconds) for the prefill stage. - """ - total_flops = _prefill_flops_for_shard(model_shard_meta, prompt_tokens) - - # Convert to seconds using sustained throughput - time_seconds = total_flops / (effective_tflops * 1e12) - - # Prefill across pipeline stages is largely sequential; summing FLOPs already accounts for it. - # Add a base pad (launch/IO) and a safety multiplier for variance. - return base_pad_s + safety_mult * time_seconds - - -def get_token_generate_timeout(model_shard_meta: ShardMetadata) -> float: - weights_size = get_weights_size(model_shard_meta) - - kbps_read = 1024 * 1024 * LB_MEMBW_GBPS / 3 - - return weights_size.in_kb / kbps_read + 2.0 diff --git a/src/exo/worker/utils/system_info.py b/src/exo/worker/utils/system_info.py index 0c818241..d9873df2 100644 --- a/src/exo/worker/utils/system_info.py +++ b/src/exo/worker/utils/system_info.py @@ -1,7 +1,6 @@ import asyncio import re import sys -from typing import Dict, List, Optional from loguru import logger from pydantic import BaseModel, Field @@ -72,20 +71,16 @@ async def get_mac_friendly_name_async() -> str | None: return None -async def get_network_interface_info_async() -> List[NetworkInterfaceInfo]: +async def get_network_interface_info_async() -> list[NetworkInterfaceInfo]: """ Retrieves detailed network interface information on macOS. Parses output from 'networksetup -listallhardwareports' and 'ifconfig' to determine interface names, IP addresses, and types (ethernet, wifi, vpn, other). Returns a list of NetworkInterfaceInfo objects. """ - if sys.platform != "darwin": - return [] + interfaces_info: list[NetworkInterfaceInfo] = [] - interfaces_info: List[NetworkInterfaceInfo] = [] - device_to_type_map: Dict[str, str] = {} - - async def _run_cmd_async(command_parts: List[str]) -> Optional[str]: + async def _run_cmd_async(command_parts: list[str]) -> str | None: # Helper to run a command and return its stdout, or None on error. try: process = await asyncio.create_subprocess_exec( @@ -118,37 +113,9 @@ async def get_network_interface_info_async() -> List[NetworkInterfaceInfo]: ) return None - # 1. Get hardware port types from networksetup - networksetup_output = await _run_cmd_async( - ["networksetup", "-listallhardwareports"] - ) - if networksetup_output: - current_hardware_port_type_raw: Optional[str] = None - for line in networksetup_output.splitlines(): - line_stripped = line.strip() - if line_stripped.startswith("Hardware Port:"): - current_hardware_port_type_raw = line_stripped.split(":", 1)[1].strip() - elif line_stripped.startswith("Device:") and current_hardware_port_type_raw: - device_name = line_stripped.split(":", 1)[1].strip() - if device_name and device_name != "N/A": - if "Thunderbolt" in current_hardware_port_type_raw: - device_to_type_map[device_name] = "thunderbolt" - elif ( - "Wi-Fi" in current_hardware_port_type_raw - or "AirPort" in current_hardware_port_type_raw - ): - device_to_type_map[device_name] = "wifi" - elif ( - "Ethernet" in current_hardware_port_type_raw - or "LAN" in current_hardware_port_type_raw - ): - device_to_type_map[device_name] = "ethernet" - current_hardware_port_type_raw = None # Reset for the next block - - # 2. Get interface names and IP addresses from ifconfig + # Get interface names and IP addresses from ifconfig ifconfig_output = await _run_cmd_async(["ifconfig"]) if ifconfig_output: - current_if_name: Optional[str] = None # Regex for interface name (e.g., en0:, utun0:, tailscale0.) interface_header_pattern = re.compile(r"^([a-zA-Z0-9\._-]+):") # Regex for IPv4 address (inet) @@ -156,44 +123,30 @@ async def get_network_interface_info_async() -> List[NetworkInterfaceInfo]: # Regex for IPv6 address (inet6) inet6_pattern = re.compile(r"^\s+inet6\s+([0-9a-fA-F:]+(?:%[a-zA-Z0-9._-]+)?)") - def _add_interface_entry(if_name: str, ip_addr: str): - _if_type = device_to_type_map.get(if_name) - if not _if_type: # Infer type if not found via networksetup - if if_name.startswith(("utun", "wg", "ppp")) or "tailscale" in if_name: - _if_type = "vpn" - elif if_name.startswith("bridge"): - _if_type = "virtual" # For non-Thunderbolt bridges (e.g., Docker) - else: - _if_type = "other" - - interfaces_info.append( - NetworkInterfaceInfo(name=if_name, ip_address=ip_addr, type=_if_type) - ) - + current_if_name: str | None = None for line in ifconfig_output.splitlines(): header_match = interface_header_pattern.match(line) if header_match: - potential_if_name = header_match.group(1) - if potential_if_name == "lo0": # Skip loopback interface - current_if_name = None - else: - current_if_name = potential_if_name - continue + current_if_name = header_match.group(1) if current_if_name: inet_m = inet_pattern.match(line) if inet_m: ipv4_address = inet_m.group(1) - _add_interface_entry( - current_if_name, ipv4_address - ) # Add all IPv4, including APIPA - continue + interfaces_info.append( + NetworkInterfaceInfo( + name=current_if_name, ip_address=ipv4_address, type="" + ) + ) inet6_m = inet6_pattern.match(line) if inet6_m: ipv6_address = inet6_m.group(1) - # No specific filtering for IPv6 link-local (e.g., fe80::) for now. - _add_interface_entry(current_if_name, ipv6_address) + interfaces_info.append( + NetworkInterfaceInfo( + name=current_if_name, ip_address=ipv6_address, type="" + ) + ) return interfaces_info @@ -203,7 +156,7 @@ async def get_mac_system_info_async() -> SystemInfo: model_id_val = "Unknown Model" chip_id_val = "Unknown Chip" memory_val = 0 - network_interfaces_info_list: List[NetworkInterfaceInfo] = [] + network_interfaces_info_list: list[NetworkInterfaceInfo] = [] if sys.platform != "darwin": return SystemInfo( diff --git a/tmp/run_llm.sh b/tmp/run_llm.sh new file mode 100755 index 00000000..b08db159 --- /dev/null +++ b/tmp/run_llm.sh @@ -0,0 +1,24 @@ +#!/usr/bin/env bash +set -euo pipefail + +if [ $# -lt 2 ]; then + echo "Usage: $0 " + exit 1 +fi + +HOST="$1" +shift +QUERY="$*" + +curl -sN -X POST "http://$HOST:8000/v1/chat/completions" \ + -H "Content-Type: application/json" \ + -d "{ + \"model\": \"mlx-community/DeepSeek-V3.1-8bit\", + \"stream\": true, + \"messages\": [{ \"role\": \"user\", \"content\": \"$QUERY\" }] + }" | + grep --line-buffered '^data:' | + grep --line-buffered -v 'data: \[DONE\]' | + cut -d' ' -f2- | + jq -r --unbuffered '.choices[].delta.content // empty' | + awk '{ORS=""; print; fflush()} END {print "\n"}' \ No newline at end of file diff --git a/uv.lock b/uv.lock index 9813e0b7..426cfd70 100644 --- a/uv.lock +++ b/uv.lock @@ -1,5 +1,5 @@ version = 1 -revision = 2 +revision = 3 requires-python = ">=3.13" resolution-markers = [ "sys_platform == 'darwin'", @@ -391,8 +391,8 @@ requires-dist = [ { name = "greenlet", specifier = ">=3.2.4" }, { name = "huggingface-hub", specifier = ">=0.33.4" }, { name = "loguru", specifier = ">=0.7.3" }, - { name = "mlx", specifier = "==0.29.3" }, - { name = "mlx-lm", specifier = "==0.28.3" }, + { name = "mlx", specifier = ">=0.29.3" }, + { name = "mlx-lm", specifier = ">=0.28.3" }, { name = "networkx", specifier = ">=3.5" }, { name = "openai", specifier = ">=1.99.9" }, { name = "pathlib", specifier = ">=1.0.1" }, @@ -455,7 +455,7 @@ requires-dist = [ [[package]] name = "fastapi" -version = "0.120.3" +version = "0.121.0" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "annotated-doc", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, @@ -463,9 +463,9 @@ dependencies = [ { name = "starlette", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "typing-extensions", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] -sdist = { url = "https://files.pythonhosted.org/packages/85/c6/f324c07f5ebe34237b56b6396a94568d2d4a705df8a2ff82fa45029e7252/fastapi-0.120.3.tar.gz", hash = "sha256:17db50718ee86c9e01e54f9d8600abf130f6f762711cd0d8f02eb392668271ba", size = 339363, upload-time = "2025-10-30T20:41:33.072Z" } +sdist = { url = "https://files.pythonhosted.org/packages/8c/e3/77a2df0946703973b9905fd0cde6172c15e0781984320123b4f5079e7113/fastapi-0.121.0.tar.gz", hash = "sha256:06663356a0b1ee93e875bbf05a31fb22314f5bed455afaaad2b2dad7f26e98fa", size = 342412, 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src/exo/worker/runner/runner.py | 6 +- src/exo/worker/runner/runner_supervisor.py | 4 +- typings/mlx/core/__init__.pyi | 5420 ++++++++++++++++++++ typings/mlx/core/cuda/__init__.pyi | 2 + typings/mlx/core/distributed/__init__.pyi | 216 + typings/mlx/core/metal/__init__.pyi | 38 + typings/mlx/core/random/__init__.pyi | 301 ++ uv.lock | 20 +- 14 files changed, 6062 insertions(+), 72 deletions(-) create mode 100644 typings/mlx/core/__init__.pyi create mode 100644 typings/mlx/core/cuda/__init__.pyi create mode 100644 typings/mlx/core/distributed/__init__.pyi create mode 100644 typings/mlx/core/metal/__init__.pyi create mode 100644 typings/mlx/core/random/__init__.pyi diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml index 3fe6fa5b..25e240d4 100644 --- a/.github/workflows/pipeline.yml +++ b/.github/workflows/pipeline.yml @@ -62,6 +62,33 @@ jobs: fi shell: bash + - name: Configure basedpyright include for local MLX + run: | + RUNNER_LABELS='${{ toJSON(runner.labels) }}' + if echo "$RUNNER_LABELS" | grep -q "local_mlx"; then + if [ -d "/Users/Shared/mlx" ]; then + echo "Updating [tool.basedpyright].include to use /Users/Shared/mlx" + awk ' + BEGIN { in=0 } + /^\[tool\.basedpyright\]/ { in=1; print; next } + in && /^\[/ { in=0 } # next section + in && /^[ \t]*include[ \t]*=/ { + print "include = [\"/Users/Shared/mlx\"]" + next + } + { print } + ' pyproject.toml > pyproject.toml.tmp && mv pyproject.toml.tmp pyproject.toml + + echo "New [tool.basedpyright] section:" + sed -n '/^\[tool\.basedpyright\]/,/^\[/p' pyproject.toml | sed '$d' || true + else + echo "local_mlx tag present but /Users/Shared/mlx not found; leaving pyproject unchanged." + fi + else + echo "Runner does not have 'local_mlx' tag; leaving pyproject unchanged." + fi + shell: bash + - uses: ./.github/actions/typecheck # ci: diff --git a/justfile b/justfile index 0db15c55..a61d0bb8 100644 --- a/justfile +++ b/justfile @@ -1,5 +1,5 @@ fmt: - uv run ruff format src + uv run ruff format src typings lint: uv run ruff check --fix src diff --git a/pyproject.toml b/pyproject.toml index d17ad793..6097e6ba 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -82,6 +82,7 @@ build-backend = "uv_build" ### [tool.basedpyright] +include = [".venv/lib/mlx", "src"] typeCheckingMode = "strict" failOnWarnings = true @@ -97,15 +98,12 @@ reportUnnecessaryTypeIgnoreComment = "error" pythonVersion = "3.13" pythonPlatform = "Darwin" -exclude = ["**/.venv", "**/venv", "**/__pycache__", "**/exo_scripts", "**/.direnv", "**/rust", "mlx/*", "mlx-lm/*"] +exclude = ["**/.venv", "**/venv", "**/__pycache__", "**/exo_scripts", "**/.direnv", "**/rust"] stubPath = "typings" [[tool.basedpyright.executionEnvironments]] root = "src" -[[tool.basedpyright.executionEnvironments]] -root = "." - ### # uv configuration ### diff --git a/src/exo/engines/mlx/auto_parallel.py b/src/exo/engines/mlx/auto_parallel.py index e5eee663..7db609d3 100644 --- a/src/exo/engines/mlx/auto_parallel.py +++ b/src/exo/engines/mlx/auto_parallel.py @@ -162,9 +162,9 @@ class PipelineParallelisationStrategy(ParallelisationShardStrategy): class TensorParallelisationStrategy(ParallelisationShardStrategy): - def __init__(self, group: mx.distributed.Group): # type: ignore - self.group = group # type: ignore - self.N = self.group.size # type: ignore + def __init__(self, group: mx.distributed.Group): + self.group = group + self.N = self.group.size def auto_parallel( self, model: nn.Module, model_shard_meta: ShardMetadata @@ -174,28 +174,28 @@ class TensorParallelisationStrategy(ParallelisationShardStrategy): all_to_sharded_linear = partial( shard_linear, sharding="all-to-sharded", - group=self.group, # pyright: ignore + group=self.group, ) sharded_to_all_linear = partial( shard_linear, sharding="sharded-to-all", - group=self.group, # type: ignore + group=self.group, ) all_to_sharded_linear_in_place = partial( shard_inplace, sharding="all-to-sharded", - group=self.group, # pyright: ignore + group=self.group, ) sharded_to_all_linear_in_place = partial( shard_inplace, sharding="sharded-to-all", - group=self.group, # type: ignore + group=self.group, ) if isinstance(model, LlamaModel): tensor_parallel_sharding_strategy = LlamaShardingStrategy( - self.group, # type: ignore + self.group, all_to_sharded_linear, sharded_to_all_linear, all_to_sharded_linear_in_place, @@ -203,7 +203,7 @@ class TensorParallelisationStrategy(ParallelisationShardStrategy): ) elif isinstance(model, DeepseekV3Model): tensor_parallel_sharding_strategy = DeepSeekShardingStrategy( - self.group, # type: ignore + self.group, all_to_sharded_linear, sharded_to_all_linear, all_to_sharded_linear_in_place, @@ -211,7 +211,7 @@ class TensorParallelisationStrategy(ParallelisationShardStrategy): ) elif isinstance(model, Qwen3MoeModel): tensor_parallel_sharding_strategy = QwenShardingStrategy( - self.group, # type: ignore + self.group, all_to_sharded_linear, sharded_to_all_linear, all_to_sharded_linear_in_place, @@ -305,14 +305,14 @@ class DeepSeekShardingStrategy(TensorParallelShardingStrategy): class ShardedDeepseekV3MoE(CustomMlxLayer): def __init__(self, layer: _LayerCallable): super().__init__(layer) - self.sharding_group: mx.distributed.Group | None = None # type: ignore + self.sharding_group: mx.distributed.Group | None = None def __call__(self, x: mx.array) -> mx.array: - if self.sharding_group is not None: # type: ignore + if self.sharding_group is not None: x = sum_gradients(self.sharding_group)(x) # type: ignore y = self.original_layer.__call__(x) # type: ignore - if self.sharding_group is not None: # type: ignore - y = mx.distributed.all_sum(y, group=self.sharding_group) # type: ignore + if self.sharding_group is not None: + y = mx.distributed.all_sum(y, group=self.sharding_group) return y @@ -349,12 +349,12 @@ class QwenShardingStrategy(TensorParallelShardingStrategy): class ShardedQwenMoE(CustomMlxLayer): def __init__(self, layer: _LayerCallable): super().__init__(layer) - self.sharding_group: mx.distributed.Group | None = None # type: ignore + self.sharding_group: mx.distributed.Group | None = None def __call__(self, x: mx.array) -> mx.array: - if self.sharding_group is not None: # type: ignore + if self.sharding_group is not None: x = sum_gradients(self.sharding_group)(x) # type: ignore y = self.original_layer.__call__(x) # type: ignore - if self.sharding_group is not None: # type: ignore - y = mx.distributed.all_sum(y, group=self.sharding_group) # type: ignore + if self.sharding_group is not None: + y = mx.distributed.all_sum(y, group=self.sharding_group) return y diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index 5e730033..eb82246c 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -38,17 +38,17 @@ mlx_rank: None | int = None mlx_world_size: None | int = None -def mx_barrier(group: mx.distributed.Group | None = None): # type: ignore - mx.eval( # type: ignore +def mx_barrier(group: mx.distributed.Group | None = None): + mx.eval( mx.distributed.all_sum( mx.array(1.0), stream=mx.default_stream(mx.Device(mx.cpu)), - group=group, # type: ignore[type-arg] + group=group, ) ) -def broadcast_from_zero(value: int, group: mx.distributed.Group | None = None): # type: ignore +def broadcast_from_zero(value: int, group: mx.distributed.Group | None = None): if mlx_rank is None: return value @@ -57,8 +57,8 @@ def broadcast_from_zero(value: int, group: mx.distributed.Group | None = None): else: a = mx.array([0], dtype=mx.int32) - m = mx.distributed.all_sum(a, stream=mx.Device(mx.DeviceType.cpu), group=group) # type: ignore - mx.eval(m) # type: ignore + m = mx.distributed.all_sum(a, stream=mx.Device(mx.DeviceType.cpu), group=group) + mx.eval(m) return int(m.item()) @@ -68,12 +68,12 @@ class HostList(RootModel[list[str]]): return cls(root=[str(host) for host in hosts]) -def mlx_distributed_init( # type: ignore[return] +def mlx_distributed_init( rank: int, hosts: list[Host] | None = None, mlx_ibv_devices: list[list[str | None]] | None = None, mlx_ibv_coordinator: str | None = None, -) -> mx.distributed.Group: # type: ignore +) -> mx.distributed.Group: """ Initialize the MLX distributed (runs in thread pool). @@ -132,7 +132,9 @@ def initialize_mlx( hosts: list[Host] | None = None, mlx_ibv_devices: list[list[str | None]] | None = None, mlx_ibv_coordinator: str | None = None, -) -> tuple[Model, TokenizerWrapper, Callable[[mx.array], mx.array], Any]: +) -> tuple[ + Model, TokenizerWrapper, Callable[[mx.array], mx.array], mx.distributed.Group +]: """ Initialize the MLX model, tokenizer, and sampler. Runs in the MLX thread. @@ -141,7 +143,7 @@ def initialize_mlx( - mlx_ibv_devices: RDMA connectivity matrix """ mx.random.seed(42) - group = mlx_distributed_init( # type: ignore[misc] + group = mlx_distributed_init( model_shard_meta.device_rank, hosts=hosts, mlx_ibv_devices=mlx_ibv_devices, @@ -154,14 +156,14 @@ def initialize_mlx( sampler: Callable[[mx.array], mx.array] = make_sampler(temp=0.7) - model, tokenizer = shard_and_load(model_shard_meta, group=group) # type: ignore[reportUnknownArgumentType] + model, tokenizer = shard_and_load(model_shard_meta, group=group) return model, tokenizer, sampler, group # type: ignore[return-value] def shard_and_load( model_shard_meta: ShardMetadata, - group: mx.distributed.Group, # type: ignore + group: mx.distributed.Group, ) -> tuple[nn.Module, TokenizerWrapper]: model_path = build_model_path(model_shard_meta.model_meta.model_id) @@ -177,7 +179,7 @@ def shard_and_load( assert isinstance(tokenizer, _TokenizerWrapper) if group: - runner_print(f"Group size: {group.size()}, group rank: {group.rank()}") # type: ignore + runner_print(f"Group size: {group.size()}, group rank: {group.rank()}") else: runner_print("!!! No group") @@ -189,19 +191,19 @@ def shard_and_load( case "pipeline_rdma": strategy = PipelineParallelisationStrategy() case "tensor": - strategy = TensorParallelisationStrategy(group) # type: ignore[reportUnknownArgumentType] + strategy = TensorParallelisationStrategy(group) case "tensor_rdma": - strategy = TensorParallelisationStrategy(group) # type: ignore[reportUnknownArgumentType] + strategy = TensorParallelisationStrategy(group) model = strategy.auto_parallel(model, model_shard_meta) runner_print(f"Model after auto_parallel: {str(model)}") mx.eval(model.parameters()) # type: ignore - mx.eval(model) # type: ignore + mx.eval(model) # Synchronize processes before generation to avoid timeout - mx_barrier(group) # type: ignore[reportUnknownArgumentType] + mx_barrier(group) return model, tokenizer # type: ignore @@ -288,15 +290,15 @@ def mlx_force_oom(size: int = 40000) -> None: """ Force an Out-Of-Memory (OOM) error in MLX by performing large tensor operations. """ - mx.set_default_device(mx.gpu) # type: ignore + mx.set_default_device(mx.gpu) a = mx.random.uniform(shape=(size, size), dtype=mx.float32) b = mx.random.uniform(shape=(size, size), dtype=mx.float32) - mx.eval(a, b) # type: ignore + mx.eval(a, b) c = mx.matmul(a, b) d = mx.matmul(a, c) e = mx.matmul(b, c) f = mx.sigmoid(d + e) - mx.eval(f) # type: ignore + mx.eval(f) def set_wired_limit_for_model(model_size: Memory): diff --git a/src/exo/worker/runner/generate.py b/src/exo/worker/runner/generate.py index eb207842..3db14141 100644 --- a/src/exo/worker/runner/generate.py +++ b/src/exo/worker/runner/generate.py @@ -14,9 +14,9 @@ from mlx_lm.models.cache import KVCache from exo.engines.mlx import Model, TokenizerWrapper from exo.engines.mlx.utils_mlx import ( apply_chat_template, - broadcast_from_zero, # type: ignore + broadcast_from_zero, make_kv_cache, - mx_barrier, # type: ignore + mx_barrier, ) from exo.shared.types.api import ChatCompletionMessage from exo.shared.types.tasks import ChatCompletionTaskParams @@ -62,7 +62,7 @@ def generate_step( quantized_kv_start: int = 0, prompt_progress_callback: Callable[[int, int], None] | None = None, input_embeddings: mx.array | None = None, - group: mx.distributed.Group | None = None, # type: ignore[type-arg] + group: mx.distributed.Group | None = None, ) -> Generator[Tuple[int, mx.array], None, None]: """ A generator producing token ids based on the given prompt from the model. @@ -213,7 +213,7 @@ def generate_step( y, logprobs = _step(input_tokens=prompt, input_embeddings=input_embeddings) - mx.async_eval(y, logprobs) # type: ignore[type-arg] + mx.async_eval(y, logprobs) next_y: array | None = None next_logprobs: array | None = None n = 0 @@ -221,7 +221,7 @@ def generate_step( if n != max_tokens: assert y is not None next_y, next_logprobs = _step(y) - mx.async_eval(next_y, next_logprobs) # type: ignore[type-arg] + mx.async_eval(next_y, next_logprobs) if n == 0: mx.eval(y) # type: ignore[type-arg] prompt_progress_callback(total_prompt_tokens, total_prompt_tokens) @@ -250,7 +250,7 @@ def stream_generate( quantized_kv_start: int = 0, prompt_progress_callback: Callable[[int, int], None] | None = None, input_embeddings: mx.array | None = None, - group: mx.distributed.Group | None = None, # type: ignore[type-arg] + group: mx.distributed.Group | None = None, ) -> Generator[GenerationResponse, None, None]: # Try to infer if special tokens are needed add_special_tokens = tokenizer.bos_token is None or not prompt.startswith( @@ -310,7 +310,7 @@ async def warmup_inference( model: Model, tokenizer: TokenizerWrapper, sampler: Callable[[mx.array], mx.array], - group: mx.distributed.Group | None = None, # type: ignore + group: mx.distributed.Group | None = None, ) -> int: loop = asyncio.get_running_loop() diff --git a/src/exo/worker/runner/runner.py b/src/exo/worker/runner/runner.py index f7fe305a..78b782da 100644 --- a/src/exo/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -25,7 +25,7 @@ from exo.shared.types.worker.communication import ( ) from exo.shared.types.worker.shards import ShardMetadata from exo.utils import ensure_type -from exo.worker.runner.generate import mlx_generate, warmup_inference # type: ignore +from exo.worker.runner.generate import mlx_generate, warmup_inference async def main(raw_conn: Connection): @@ -51,7 +51,7 @@ async def main(raw_conn: Connection): mlx_executor = concurrent.futures.ThreadPoolExecutor(max_workers=1) loop = asyncio.get_running_loop() - model, tokenizer, sampler, group = await loop.run_in_executor( # type: ignore[type-arg] + model, tokenizer, sampler, group = await loop.run_in_executor( mlx_executor, partial( initialize_mlx, @@ -70,7 +70,7 @@ async def main(raw_conn: Connection): model=model, tokenizer=tokenizer, sampler=sampler, - group=group, # type: ignore[type-arg] + group=group, ) runner_print(f"Warmed up by generating {toks} tokens") await conn.send(InitializedResponse(time_taken=time.time() - setup_start_time)) diff --git a/src/exo/worker/runner/runner_supervisor.py b/src/exo/worker/runner/runner_supervisor.py index 63efbe88..1923ac96 100644 --- a/src/exo/worker/runner/runner_supervisor.py +++ b/src/exo/worker/runner/runner_supervisor.py @@ -221,9 +221,7 @@ class RunnerSupervisor: timeout = PREFILL_TIMEOUT_SECONDS - logger.info( - f"Starting chat completion with timeout {timeout}" - ) + logger.info(f"Starting chat completion with timeout {timeout}") while True: try: diff --git a/typings/mlx/core/__init__.pyi b/typings/mlx/core/__init__.pyi new file mode 100644 index 00000000..e1ffbe29 --- /dev/null +++ b/typings/mlx/core/__init__.pyi @@ -0,0 +1,5420 @@ +import enum +import pathlib +import sys +import types +from typing import ( + Annotated, + Any, + Callable, + Literal, + Mapping, + Sequence, + TypeAlias, + overload, +) + +import numpy +from numpy.typing import ArrayLike as _ArrayLike + +from . import cuda as cuda +from . import distributed as distributed +from . import metal as metal +from . import random as random + +class ArrayAt: + """A helper object to apply updates at specific indices.""" + def __getitem__(self, indices: object | None) -> ArrayAt: ... + def add( + self, + value: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def subtract( + self, + value: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def multiply( + self, + value: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def divide( + self, + value: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def maximum( + self, + value: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def minimum( + self, + value: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + +class ArrayIterator: + """A helper object to iterate over the 1st dimension of an array.""" + def __next__(self) -> array: ... + def __iter__(self) -> ArrayIterator: ... + +class ArrayLike: + """ + Any Python object which has an ``__mlx__array__`` method that + returns an :obj:`array`. + """ + def __init__(self, arg: object, /) -> None: ... + +class Device: + """A device to run operations on.""" + def __init__(self, type: DeviceType, index: int = ...) -> None: ... + @property + def type(self) -> DeviceType: ... + def __repr__(self) -> str: ... + def __eq__(self, arg: object, /) -> bool: ... + +class DeviceType(enum.Enum): + cpu = ... # type: ignore + gpu = ... #  type: ignore + def __eq__(self, arg: object, /) -> bool: ... + +class Dtype: + """ + An object to hold the type of a :class:`array`. + + See the :ref:`list of types ` for more details + on available data types. + """ + @property + def size(self) -> int: + """Size of the type in bytes.""" + + def __repr__(self) -> str: ... + def __eq__(self, arg: object, /) -> bool: ... + def __hash__(self) -> int: ... + +class DtypeCategory(enum.Enum): + """ + Type to hold categories of :class:`dtypes `. + + * :attr:`~mlx.core.generic` + + * :ref:`bool_ ` + * :attr:`~mlx.core.number` + + * :attr:`~mlx.core.integer` + + * :attr:`~mlx.core.unsignedinteger` + + * :ref:`uint8 ` + * :ref:`uint16 ` + * :ref:`uint32 ` + * :ref:`uint64 ` + + * :attr:`~mlx.core.signedinteger` + + * :ref:`int8 ` + * :ref:`int32 ` + * :ref:`int64 ` + + * :attr:`~mlx.core.inexact` + + * :attr:`~mlx.core.floating` + + * :ref:`float16 ` + * :ref:`bfloat16 ` + * :ref:`float32 ` + * :ref:`float64 ` + + * :attr:`~mlx.core.complexfloating` + + * :ref:`complex64 ` + + See also :func:`~mlx.core.issubdtype`. + """ + + complexfloating = ... + floating = ... + inexact = ... + signedinteger = ... + unsignedinteger = ... + integer = ... + number = ... + generic = ... + +class FunctionExporter: + """ + A context managing class for exporting multiple traces of the same + function to a file. + + Make an instance of this class by calling fun:`mx.exporter`. + """ + def close(self) -> None: ... + def __enter__(self) -> FunctionExporter: ... + def __exit__( + self, + exc_type: object | None = ..., + exc_value: object | None = ..., + traceback: object | None = ..., + ) -> None: ... + def __call__(self, *args, **kwargs) -> None: ... + +class Stream: + """A stream for running operations on a given device.""" + @property + def device(self) -> Device: ... + def __repr__(self) -> str: ... + def __eq__(self, arg: object, /) -> bool: ... + +class StreamContext: + """ + A context manager for setting the current device and stream. + + See :func:`stream` for usage. + + Args: + s: The stream or device to set as the default. + """ + def __init__(self, s: Stream | Device) -> None: ... + def __enter__(self) -> None: ... + def __exit__( + self, + exc_type: type | None = ..., + exc_value: object | None = ..., + traceback: object | None = ..., + ) -> None: ... + +def abs(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise absolute value. + + Args: + a (array): Input array. + + Returns: + array: The absolute value of ``a``. + """ + +def add( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise addition. + + Add two arrays with numpy-style broadcasting semantics. Either or both input arrays + can also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The sum of ``a`` and ``b``. + """ + +def addmm( + c: array, + a: array, + b: array, + /, + alpha: float = ..., + beta: float = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Matrix multiplication with addition and optional scaling. + + Perform the (possibly batched) matrix multiplication of two arrays and add to the result + with optional scaling factors. + + Args: + c (array): Input array or scalar. + a (array): Input array or scalar. + b (array): Input array or scalar. + alpha (float, optional): Scaling factor for the + matrix product of ``a`` and ``b`` (default: ``1``) + beta (float, optional): Scaling factor for ``c`` (default: ``1``) + + Returns: + array: ``alpha * (a @ b) + beta * c`` + """ + +def all( + a: array, + /, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + An `and` reduction over the given axes. + + Args: + a (array): Input array. + axis (int or list(int), optional): Optional axis or + axes to reduce over. If unspecified this defaults + to reducing over the entire array. + keepdims (bool, optional): Keep reduced axes as + singleton dimensions, defaults to `False`. + + Returns: + array: The output array with the corresponding axes reduced. + """ + +def allclose( + a: array, + b: array, + /, + rtol: float = ..., + atol: float = ..., + *, + equal_nan: bool = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Approximate comparison of two arrays. + + Infinite values are considered equal if they have the same sign, NaN values are not equal unless ``equal_nan`` is ``True``. + + The arrays are considered equal if: + + .. code-block:: + + all(abs(a - b) <= (atol + rtol * abs(b))) + + Note unlike :func:`array_equal`, this function supports numpy-style + broadcasting. + + Args: + a (array): Input array. + b (array): Input array. + rtol (float): Relative tolerance. + atol (float): Absolute tolerance. + equal_nan (bool): If ``True``, NaNs are considered equal. + Defaults to ``False``. + + Returns: + array: The boolean output scalar indicating if the arrays are close. + """ + +def any( + a: array, + /, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + An `or` reduction over the given axes. + + Args: + a (array): Input array. + axis (int or list(int), optional): Optional axis or + axes to reduce over. If unspecified this defaults + to reducing over the entire array. + keepdims (bool, optional): Keep reduced axes as + singleton dimensions, defaults to `False`. + + Returns: + array: The output array with the corresponding axes reduced. + """ + +@overload +def arange( + start: int | float, + stop: int | float, + step: int | float | None, + dtype: Dtype | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Generates ranges of numbers. + + Generate numbers in the half-open interval ``[start, stop)`` in + increments of ``step``. + + Args: + start (float or int, optional): Starting value which defaults to ``0``. + stop (float or int): Stopping value. + step (float or int, optional): Increment which defaults to ``1``. + dtype (Dtype, optional): Specifies the data type of the output. If unspecified will default to ``float32`` if any of ``start``, ``stop``, or ``step`` are ``float``. Otherwise will default to ``int32``. + + Returns: + array: The range of values. + + Note: + Following the Numpy convention the actual increment used to + generate numbers is ``dtype(start + step) - dtype(start)``. + This can lead to unexpected results for example if `start + step` + is a fractional value and the `dtype` is integral. + """ + +@overload +def arange( + stop: int | float, + step: int | float | None = ..., + dtype: Dtype | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: ... +def arccos(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise inverse cosine. + + Args: + a (array): Input array. + + Returns: + array: The inverse cosine of ``a``. + """ + +def arccosh(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise inverse hyperbolic cosine. + + Args: + a (array): Input array. + + Returns: + array: The inverse hyperbolic cosine of ``a``. + """ + +def arcsin(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise inverse sine. + + Args: + a (array): Input array. + + Returns: + array: The inverse sine of ``a``. + """ + +def arcsinh(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise inverse hyperbolic sine. + + Args: + a (array): Input array. + + Returns: + array: The inverse hyperbolic sine of ``a``. + """ + +def arctan(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise inverse tangent. + + Args: + a (array): Input array. + + Returns: + array: The inverse tangent of ``a``. + """ + +def arctan2(a: array, b: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise inverse tangent of the ratio of two arrays. + + Args: + a (array): Input array. + b (array): Input array. + + Returns: + array: The inverse tangent of the ratio of ``a`` and ``b``. + """ + +def arctanh(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise inverse hyperbolic tangent. + + Args: + a (array): Input array. + + Returns: + array: The inverse hyperbolic tangent of ``a``. + """ + +def argmax( + a: array, + /, + axis: int | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Indices of the maximum values along the axis. + + Args: + a (array): Input array. + axis (int, optional): Optional axis to reduce over. If unspecified + this defaults to reducing over the entire array. + keepdims (bool, optional): Keep reduced axes as + singleton dimensions, defaults to `False`. + + Returns: + array: The ``uint32`` array with the indices of the maximum values. + """ + +def argmin( + a: array, + /, + axis: int | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Indices of the minimum values along the axis. + + Args: + a (array): Input array. + axis (int, optional): Optional axis to reduce over. If unspecified + this defaults to reducing over the entire array. + keepdims (bool, optional): Keep reduced axes as + singleton dimensions, defaults to `False`. + + Returns: + array: The ``uint32`` array with the indices of the minimum values. + """ + +def argpartition( + a: array, + /, + kth: int, + axis: int | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Returns the indices that partition the array. + + The ordering of the elements within a partition in given by the indices + is undefined. + + Args: + a (array): Input array. + kth (int): Element index at the ``kth`` position in the output will + give the sorted position. All indices before the ``kth`` position + will be of elements less or equal to the element at the ``kth`` + index and all indices after will be of elements greater or equal + to the element at the ``kth`` index. + axis (int or None, optional): Optional axis to partition over. + If ``None``, this partitions over the flattened array. + If unspecified, it defaults to ``-1``. + + Returns: + array: The ``uint32`` array containing indices that partition the input. + """ + +def argsort( + a: array, + /, + axis: int | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Returns the indices that sort the array. + + Args: + a (array): Input array. + axis (int or None, optional): Optional axis to sort over. + If ``None``, this sorts over the flattened array. + If unspecified, it defaults to -1 (sorting over the last axis). + + Returns: + array: The ``uint32`` array containing indices that sort the input. + """ + +class array: + """An N-dimensional array object.""" + def __init__( + self: array, + val: scalar | list | tuple | numpy.ndarray | array, + dtype: Dtype | None = ..., + ) -> None: ... + def __buffer__(self, flags, /): + """ + Return a buffer object that exposes the underlying memory of the object. + """ + + def __release_buffer__(self, buffer, /): + """ + Release the buffer object that exposes the underlying memory of the object. + """ + + @property + def size(self) -> int: + """Number of elements in the array.""" + + @property + def ndim(self) -> int: + """The array's dimension.""" + + @property + def itemsize(self) -> int: + """The size of the array's datatype in bytes.""" + + @property + def nbytes(self) -> int: + """The number of bytes in the array.""" + + @property + def shape(self) -> tuple[int, ...]: + """ + The shape of the array as a Python tuple. + + Returns: + tuple(int): A tuple containing the sizes of each dimension. + """ + + @property + def dtype(self) -> Dtype: + """The array's :class:`Dtype`.""" + + @property + def real(self) -> array: + """The real part of a complex array.""" + + @property + def imag(self) -> array: + """The imaginary part of a complex array.""" + + def item(self) -> scalar: + """ + Access the value of a scalar array. + + Returns: + Standard Python scalar. + """ + + def tolist(self) -> list_or_scalar: + """ + Convert the array to a Python :class:`list`. + + Returns: + list: The Python list. + + If the array is a scalar then a standard Python scalar is returned. + + If the array has more than one dimension then the result is a nested + list of lists. + + The value type of the list corresponding to the last dimension is either + ``bool``, ``int`` or ``float`` depending on the ``dtype`` of the array. + """ + + def astype(self, dtype: Dtype, stream: Stream | Device | None = ...) -> array: + """ + Cast the array to a specified type. + + Args: + dtype (Dtype): Type to which the array is cast. + stream (Stream): Stream (or device) for the operation. + + Returns: + array: The array with type ``dtype``. + """ + + def __array_namespace__(self, api_version: str | None = ...) -> types.ModuleType: + """ + Returns an object that has all the array API functions on it. + + See the `Python array API `_ + for more information. + + Args: + api_version (str, optional): String representing the version + of the array API spec to return. Default: ``None``. + + Returns: + out (Any): An object representing the array API namespace. + """ + + def __getitem__(self, arg: object | None) -> array: ... + def __setitem__( + self, + arg0: object | None, + arg1: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> None: ... + @property + def at(self) -> ArrayAt: + """ + Used to apply updates at the given indices. + + .. note:: + + Regular in-place updates map to assignment. For instance ``x[idx] += y`` + maps to ``x[idx] = x[idx] + y``. As a result, assigning to the + same index ignores all but one update. Using ``x.at[idx].add(y)`` + will correctly apply all updates to all indices. + + .. list-table:: + :header-rows: 1 + + * - array.at syntax + - In-place syntax + * - ``x = x.at[idx].add(y)`` + - ``x[idx] += y`` + * - ``x = x.at[idx].subtract(y)`` + - ``x[idx] -= y`` + * - ``x = x.at[idx].multiply(y)`` + - ``x[idx] *= y`` + * - ``x = x.at[idx].divide(y)`` + - ``x[idx] /= y`` + * - ``x = x.at[idx].maximum(y)`` + - ``x[idx] = mx.maximum(x[idx], y)`` + * - ``x = x.at[idx].minimum(y)`` + - ``x[idx] = mx.minimum(x[idx], y)`` + + Example: + >>> a = mx.array([0, 0]) + >>> idx = mx.array([0, 1, 0, 1]) + >>> a[idx] += 1 + >>> a + array([1, 1], dtype=int32) + >>> + >>> a = mx.array([0, 0]) + >>> a.at[idx].add(1) + array([2, 2], dtype=int32) + """ + + def __len__(self) -> int: ... + def __iter__(self) -> ArrayIterator: ... + def __getstate__(self) -> tuple: ... + def __setstate__(self, arg: tuple, /) -> None: ... + def __dlpack__(self) -> _ArrayLike: ... + def __dlpack_device__(self) -> tuple: ... + def __copy__(self) -> array: ... + def __deepcopy__(self, memo: dict) -> array: ... + def __add__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __iadd__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __radd__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __sub__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __isub__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __rsub__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __mul__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __imul__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __rmul__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __truediv__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __itruediv__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __rtruediv__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __div__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __rdiv__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __floordiv__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __ifloordiv__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __rfloordiv__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __mod__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __imod__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __rmod__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __eq__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array | bool: ... + def __lt__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __le__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __gt__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __ge__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __ne__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array | bool: ... + def __neg__(self) -> array: ... + def __bool__(self) -> bool: ... + def __repr__(self) -> str: ... + def __matmul__(self, other: array) -> array: ... + def __imatmul__(self, other: array) -> array: ... + def __pow__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __rpow__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __ipow__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __invert__(self) -> array: ... + def __and__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __iand__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __or__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __ior__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __lshift__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __ilshift__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __rshift__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __irshift__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __xor__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __ixor__( + self, + other: bool + | int + | float + | array + | Annotated[_ArrayLike, dict(order="C", device="cpu", writable=False)] + | complex + | ArrayLike, + ) -> array: ... + def __int__(self) -> int: ... + def __float__(self) -> float: ... + def flatten( + self, + start_axis: int = ..., + end_axis: int = ..., + *, + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`flatten`.""" + + def reshape(self, *shape, stream: Stream | Device | None = ...) -> array: + """ + Equivalent to :func:`reshape` but the shape can be passed either as a + :obj:`tuple` or as separate arguments. + + See :func:`reshape` for full documentation. + """ + + def squeeze( + self, + axis: int | Sequence[int] | None = ..., + *, + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`squeeze`.""" + + def abs(self, *, stream: Stream | Device | None = ...) -> array: + """See :func:`abs`.""" + + def __abs__(self) -> array: + """See :func:`abs`.""" + + def square(self, *, stream: Stream | Device | None = ...) -> array: + """See :func:`square`.""" + + def sqrt(self, *, stream: Stream | Device | None = ...) -> array: + """See :func:`sqrt`.""" + + def rsqrt(self, *, stream: Stream | Device | None = ...) -> array: + """See :func:`rsqrt`.""" + + def reciprocal(self, *, stream: Stream | Device | None = ...) -> array: + """See :func:`reciprocal`.""" + + def exp(self, *, stream: Stream | Device | None = ...) -> array: + """See :func:`exp`.""" + + def log(self, *, stream: Stream | Device | None = ...) -> array: + """See :func:`log`.""" + + def log2(self, *, stream: Stream | Device | None = ...) -> array: + """See :func:`log2`.""" + + def log10(self, *, stream: Stream | Device | None = ...) -> array: + """See :func:`log10`.""" + + def sin(self, *, stream: Stream | Device | None = ...) -> array: + """See :func:`sin`.""" + + def cos(self, *, stream: Stream | Device | None = ...) -> array: + """See :func:`cos`.""" + + def log1p(self, *, stream: Stream | Device | None = ...) -> array: + """See :func:`log1p`.""" + + def all( + self, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`all`.""" + + def any( + self, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`any`.""" + + def moveaxis( + self, source: int, destination: int, *, stream: Stream | Device | None = ... + ) -> array: + """See :func:`moveaxis`.""" + + def swapaxes( + self, axis1: int, axis2: int, *, stream: Stream | Device | None = ... + ) -> array: + """See :func:`swapaxes`.""" + + def transpose(self, *axes, stream: Stream | Device | None = ...) -> array: + """ + Equivalent to :func:`transpose` but the axes can be passed either as + a tuple or as separate arguments. + + See :func:`transpose` for full documentation. + """ + + @property + def T(self) -> array: + """Equivalent to calling ``self.transpose()`` with no arguments.""" + + def sum( + self, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`sum`.""" + + def prod( + self, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`prod`.""" + + def min( + self, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`min`.""" + + def max( + self, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`max`.""" + + def logcumsumexp( + self, + axis: int | None = ..., + *, + reverse: bool = ..., + inclusive: bool = ..., + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`logcumsumexp`.""" + + def logsumexp( + self, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`logsumexp`.""" + + def mean( + self, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`mean`.""" + + def std( + self, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + ddof: int = ..., + *, + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`std`.""" + + def var( + self, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + ddof: int = ..., + *, + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`var`.""" + + def split( + self, + indices_or_sections: int | tuple[int, ...], + axis: int = ..., + *, + stream: Stream | Device | None = ..., + ) -> list[array]: + """See :func:`split`.""" + + def argmin( + self, + axis: int | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`argmin`.""" + + def argmax( + self, + axis: int | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`argmax`.""" + + def cumsum( + self, + axis: int | None = ..., + *, + reverse: bool = ..., + inclusive: bool = ..., + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`cumsum`.""" + + def cumprod( + self, + axis: int | None = ..., + *, + reverse: bool = ..., + inclusive: bool = ..., + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`cumprod`.""" + + def cummax( + self, + axis: int | None = ..., + *, + reverse: bool = ..., + inclusive: bool = ..., + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`cummax`.""" + + def cummin( + self, + axis: int | None = ..., + *, + reverse: bool = ..., + inclusive: bool = ..., + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`cummin`.""" + + def round( + self, decimals: int = ..., *, stream: Stream | Device | None = ... + ) -> array: + """See :func:`round`.""" + + def diagonal( + self, + offset: int = ..., + axis1: int = ..., + axis2: int = ..., + stream: Stream | Device | None = ..., + ) -> array: + """See :func:`diagonal`.""" + + def diag(self, k: int = ..., *, stream: Stream | Device | None = ...) -> array: + """Extract a diagonal or construct a diagonal matrix.""" + + def conj(self, *, stream: Stream | Device | None = ...) -> array: + """See :func:`conj`.""" + + def view(self, dtype: Dtype, *, stream: Stream | Device | None = ...) -> array: + """See :func:`view`.""" + +def array_equal( + a: scalar | array, + b: scalar | array, + equal_nan: bool = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Array equality check. + + Compare two arrays for equality. Returns ``True`` if and only if the arrays + have the same shape and their values are equal. The arrays need not have + the same type to be considered equal. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + equal_nan (bool): If ``True``, NaNs are considered equal. + Defaults to ``False``. + + Returns: + array: A scalar boolean array. + """ + +def as_strided( + a: array, + /, + shape: Sequence[int] | None = ..., + strides: Sequence[int] | None = ..., + offset: int = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Create a view into the array with the given shape and strides. + + The resulting array will always be as if the provided array was row + contiguous regardless of the provided arrays storage order and current + strides. + + .. note:: + Note that this function should be used with caution as it changes + the shape and strides of the array directly. This can lead to the + resulting array pointing to invalid memory locations which can + result into crashes. + + Args: + a (array): Input array + shape (list(int), optional): The shape of the resulting array. If + None it defaults to ``a.shape()``. + strides (list(int), optional): The strides of the resulting array. If + None it defaults to the reverse exclusive cumulative product of + ``a.shape()``. + offset (int): Skip that many elements from the beginning of the input + array. + + Returns: + array: The output array which is the strided view of the input. + """ + +def async_eval(*args: MX_ARRAY_TREE) -> None: + """ + Asynchronously evaluate an :class:`array` or tree of :class:`array`. + + .. note:: + + This is an experimental API and may change in future versions. + + Args: + *args (arrays or trees of arrays): Each argument can be a single array + or a tree of arrays. If a tree is given the nodes can be a Python + :class:`list`, :class:`tuple` or :class:`dict`. Leaves which are not + arrays are ignored. + + Example: + >>> x = mx.array(1.0) + >>> y = mx.exp(x) + >>> mx.async_eval(y) + >>> print(y) + >>> + >>> y = mx.exp(x) + >>> mx.async_eval(y) + >>> z = y + 3 + >>> mx.async_eval(z) + >>> print(z) + """ + +def atleast_1d( + *arys: array, stream: Stream | Device | None = ... +) -> array | list[array]: + """ + Convert all arrays to have at least one dimension. + + Args: + *arys: Input arrays. + stream (Stream | Device | None, optional): The stream to execute the operation on. + + Returns: + array or list(array): An array or list of arrays with at least one dimension. + """ + +def atleast_2d( + *arys: array, stream: Stream | Device | None = ... +) -> array | list[array]: + """ + Convert all arrays to have at least two dimensions. + + Args: + *arys: Input arrays. + stream (Stream | Device | None, optional): The stream to execute the operation on. + + Returns: + array or list(array): An array or list of arrays with at least two dimensions. + """ + +def atleast_3d( + *arys: array, stream: Stream | Device | None = ... +) -> array | list[array]: + """ + Convert all arrays to have at least three dimensions. + + Args: + *arys: Input arrays. + stream (Stream | Device | None, optional): The stream to execute the operation on. + + Returns: + array or list(array): An array or list of arrays with at least three dimensions. + """ + +bfloat16: Dtype = ... + +def bitwise_and( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise bitwise and. + + Take the bitwise and of two arrays with numpy-style broadcasting + semantics. Either or both input arrays can also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The bitwise and ``a & b``. + """ + +def bitwise_invert(a: scalar | array, stream: Stream | Device | None = ...) -> array: + """ + Element-wise bitwise inverse. + + Take the bitwise complement of the input. + + Args: + a (array): Input array or scalar. + + Returns: + array: The bitwise inverse ``~a``. + """ + +def bitwise_or( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise bitwise or. + + Take the bitwise or of two arrays with numpy-style broadcasting + semantics. Either or both input arrays can also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The bitwise or``a | b``. + """ + +def bitwise_xor( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise bitwise xor. + + Take the bitwise exclusive or of two arrays with numpy-style + broadcasting semantics. Either or both input arrays can also be + scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The bitwise xor ``a ^ b``. + """ + +def block_masked_mm( + a: array, + b: array, + /, + block_size: int = ..., + mask_out: array | None = ..., + mask_lhs: array | None = ..., + mask_rhs: array | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + r""" + Matrix multiplication with block masking. + + Perform the (possibly batched) matrix multiplication of two arrays and with blocks + of size ``block_size x block_size`` optionally masked out. + + Assuming ``a`` with shape (..., `M`, `K`) and b with shape (..., `K`, `N`) + + * ``lhs_mask`` must have shape (..., :math:`\lceil` `M` / ``block_size`` :math:`\rceil`, :math:`\lceil` `K` / ``block_size`` :math:`\rceil`) + + * ``rhs_mask`` must have shape (..., :math:`\lceil` `K` / ``block_size`` :math:`\rceil`, :math:`\lceil` `N` / ``block_size`` :math:`\rceil`) + + * ``out_mask`` must have shape (..., :math:`\lceil` `M` / ``block_size`` :math:`\rceil`, :math:`\lceil` `N` / ``block_size`` :math:`\rceil`) + + Note: Only ``block_size=64`` and ``block_size=32`` are currently supported + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + block_size (int): Size of blocks to be masked. Must be ``32`` or ``64``. Default: ``64``. + mask_out (array, optional): Mask for output. Default: ``None``. + mask_lhs (array, optional): Mask for ``a``. Default: ``None``. + mask_rhs (array, optional): Mask for ``b``. Default: ``None``. + + Returns: + array: The output array. + """ + +def broadcast_arrays( + *arrays: array, stream: Stream | Device | None = ... +) -> tuple[array, ...]: + """ + Broadcast arrays against one another. + + The broadcasting semantics are the same as Numpy. + + Args: + *arrays (array): The input arrays. + + Returns: + tuple(array): The output arrays with the broadcasted shape. + """ + +def broadcast_shapes(*shapes: Sequence[int]) -> tuple[int]: + """ + Broadcast shapes. + + Returns the shape that results from broadcasting the supplied array shapes + against each other. + + Args: + *shapes (Sequence[int]): The shapes to broadcast. + + Returns: + tuple: The broadcasted shape. + + Raises: + ValueError: If the shapes cannot be broadcast. + + Example: + >>> mx.broadcast_shapes((1,), (3, 1)) + (3, 1) + >>> mx.broadcast_shapes((6, 7), (5, 6, 1), (7,)) + (5, 6, 7) + >>> mx.broadcast_shapes((5, 1, 4), (1, 3, 1)) + (5, 3, 4) + """ + +def broadcast_to( + a: scalar | array, + /, + shape: Sequence[int], + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Broadcast an array to the given shape. + + The broadcasting semantics are the same as Numpy. + + Args: + a (array): Input array. + shape (list(int)): The shape to broadcast to. + + Returns: + array: The output array with the new shape. + """ + +def ceil(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise ceil. + + Args: + a (array): Input array. + + Returns: + array: The ceil of ``a``. + """ + +def checkpoint(fun: Callable) -> Callable: ... +def clear_cache() -> None: + """ + Clear the memory cache. + + After calling this, :func:`get_cache_memory` should return ``0``. + """ + +def clip( + a: array, + /, + a_min: scalar | array | None, + a_max: scalar | array | None, + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Clip the values of the array between the given minimum and maximum. + + If either ``a_min`` or ``a_max`` are ``None``, then corresponding edge + is ignored. At least one of ``a_min`` and ``a_max`` cannot be ``None``. + The input ``a`` and the limits must broadcast with one another. + + Args: + a (array): Input array. + a_min (scalar or array or None): Minimum value to clip to. + a_max (scalar or array or None): Maximum value to clip to. + + Returns: + array: The clipped array. + """ + +def compile( + fun: Callable, + inputs: object | None = ..., + outputs: object | None = ..., + shapeless: bool = ..., +) -> Callable: + """ + Returns a compiled function which produces the same output as ``fun``. + + Args: + fun (Callable): A function which takes a variable number of + :class:`array` or trees of :class:`array` and returns + a variable number of :class:`array` or trees of :class:`array`. + inputs (list or dict, optional): These inputs will be captured during + the function compilation along with the inputs to ``fun``. The ``inputs`` + can be a :obj:`list` or a :obj:`dict` containing arbitrarily nested + lists, dictionaries, or arrays. Leaf nodes that are not + :obj:`array` are ignored. Default: ``None`` + outputs (list or dict, optional): These outputs will be captured and + updated in a compiled function. The ``outputs`` can be a + :obj:`list` or a :obj:`dict` containing arbitrarily nested lists, + dictionaries, or arrays. Leaf nodes that are not :obj:`array` are ignored. + Default: ``None`` + shapeless (bool, optional): A function compiled with the ``shapeless`` + option enabled will not be recompiled when the input shape changes. Not all + functions can be compiled with ``shapeless`` enabled. Attempting to compile + such functions with shapeless enabled will throw. Note, changing the number + of dimensions or type of any input will result in a recompilation even with + ``shapeless`` set to ``True``. Default: ``False`` + + Returns: + Callable: A compiled function which has the same input arguments + as ``fun`` and returns the the same output(s). + """ + +complex64: Dtype = ... +complexfloating: DtypeCategory = ... + +def concat( + arrays: list[array], + axis: int | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """See :func:`concatenate`.""" + +def concatenate( + arrays: list[array], + axis: int | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Concatenate the arrays along the given axis. + + Args: + arrays (list(array)): Input :obj:`list` or :obj:`tuple` of arrays. + axis (int, optional): Optional axis to concatenate along. If + unspecified defaults to ``0``. + + Returns: + array: The concatenated array. + """ + +def conj(a: array, *, stream: Stream | Device | None = ...) -> array: + """ + Return the elementwise complex conjugate of the input. + Alias for `mx.conjugate`. + + Args: + a (array): Input array + + Returns: + array: The output array. + """ + +def conjugate(a: array, *, stream: Stream | Device | None = ...) -> array: + """ + Return the elementwise complex conjugate of the input. + Alias for `mx.conj`. + + Args: + a (array): Input array + + Returns: + array: The output array. + """ + +def contiguous( + a: array, + /, + allow_col_major: bool = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Force an array to be row contiguous. Copy if necessary. + + Args: + a (array): The input to make contiguous + allow_col_major (bool): Consider column major as contiguous and don't copy + + Returns: + array: The row or col contiguous output. + """ + +def conv1d( + input: array, + weight: array, + /, + stride: int = ..., + padding: int = ..., + dilation: int = ..., + groups: int = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + 1D convolution over an input with several channels + + Args: + input (array): Input array of shape ``(N, L, C_in)``. + weight (array): Weight array of shape ``(C_out, K, C_in)``. + stride (int, optional): Kernel stride. Default: ``1``. + padding (int, optional): Input padding. Default: ``0``. + dilation (int, optional): Kernel dilation. Default: ``1``. + groups (int, optional): Input feature groups. Default: ``1``. + + Returns: + array: The convolved array. + """ + +def conv2d( + input: array, + weight: array, + /, + stride: int | tuple[int, int] = ..., + padding: int | tuple[int, int] = ..., + dilation: int | tuple[int, int] = ..., + groups: int = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + 2D convolution over an input with several channels + + Args: + input (array): Input array of shape ``(N, H, W, C_in)``. + weight (array): Weight array of shape ``(C_out, KH, KW, C_in)``. + stride (int or tuple(int), optional): :obj:`tuple` of size 2 with + kernel strides. All spatial dimensions get the same stride if + only one number is specified. Default: ``1``. + padding (int or tuple(int), optional): :obj:`tuple` of size 2 with + symmetric input padding. All spatial dimensions get the same + padding if only one number is specified. Default: ``0``. + dilation (int or tuple(int), optional): :obj:`tuple` of size 2 with + kernel dilation. All spatial dimensions get the same dilation + if only one number is specified. Default: ``1`` + groups (int, optional): input feature groups. Default: ``1``. + + Returns: + array: The convolved array. + """ + +def conv3d( + input: array, + weight: array, + /, + stride: int | tuple[int, int, int] = ..., + padding: int | tuple[int, int, int] = ..., + dilation: int | tuple[int, int, int] = ..., + groups: int = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + 3D convolution over an input with several channels + + Note: Only the default ``groups=1`` is currently supported. + + Args: + input (array): Input array of shape ``(N, D, H, W, C_in)``. + weight (array): Weight array of shape ``(C_out, KD, KH, KW, C_in)``. + stride (int or tuple(int), optional): :obj:`tuple` of size 3 with + kernel strides. All spatial dimensions get the same stride if + only one number is specified. Default: ``1``. + padding (int or tuple(int), optional): :obj:`tuple` of size 3 with + symmetric input padding. All spatial dimensions get the same + padding if only one number is specified. Default: ``0``. + dilation (int or tuple(int), optional): :obj:`tuple` of size 3 with + kernel dilation. All spatial dimensions get the same dilation + if only one number is specified. Default: ``1`` + groups (int, optional): input feature groups. Default: ``1``. + + Returns: + array: The convolved array. + """ + +def conv_general( + input: array, + weight: array, + /, + stride: int | Sequence[int] = ..., + padding: int | Sequence[int] | tuple[Sequence[int] | Sequence[int]] = ..., + kernel_dilation: int | Sequence[int] = ..., + input_dilation: int | Sequence[int] = ..., + groups: int = ..., + flip: bool = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + General convolution over an input with several channels + + Args: + input (array): Input array of shape ``(N, ..., C_in)``. + weight (array): Weight array of shape ``(C_out, ..., C_in)``. + stride (int or list(int), optional): :obj:`list` with kernel strides. + All spatial dimensions get the same stride if + only one number is specified. Default: ``1``. + padding (int, list(int), or tuple(list(int), list(int)), optional): + :obj:`list` with input padding. All spatial dimensions get the same + padding if only one number is specified. Default: ``0``. + kernel_dilation (int or list(int), optional): :obj:`list` with + kernel dilation. All spatial dimensions get the same dilation + if only one number is specified. Default: ``1`` + input_dilation (int or list(int), optional): :obj:`list` with + input dilation. All spatial dimensions get the same dilation + if only one number is specified. Default: ``1`` + groups (int, optional): Input feature groups. Default: ``1``. + flip (bool, optional): Flip the order in which the spatial dimensions of + the weights are processed. Performs the cross-correlation operator when + ``flip`` is ``False`` and the convolution operator otherwise. + Default: ``False``. + + Returns: + array: The convolved array. + """ + +def conv_transpose1d( + input: array, + weight: array, + /, + stride: int = ..., + padding: int = ..., + dilation: int = ..., + output_padding: int = ..., + groups: int = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + 1D transposed convolution over an input with several channels + + Args: + input (array): Input array of shape ``(N, L, C_in)``. + weight (array): Weight array of shape ``(C_out, K, C_in)``. + stride (int, optional): Kernel stride. Default: ``1``. + padding (int, optional): Input padding. Default: ``0``. + dilation (int, optional): Kernel dilation. Default: ``1``. + output_padding (int, optional): Output padding. Default: ``0``. + groups (int, optional): Input feature groups. Default: ``1``. + + Returns: + array: The convolved array. + """ + +def conv_transpose2d( + input: array, + weight: array, + /, + stride: int | tuple[int, int] = ..., + padding: int | tuple[int, int] = ..., + dilation: int | tuple[int, int] = ..., + output_padding: int | tuple[int, int] = ..., + groups: int = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + 2D transposed convolution over an input with several channels + + Note: Only the default ``groups=1`` is currently supported. + + Args: + input (array): Input array of shape ``(N, H, W, C_in)``. + weight (array): Weight array of shape ``(C_out, KH, KW, C_in)``. + stride (int or tuple(int), optional): :obj:`tuple` of size 2 with + kernel strides. All spatial dimensions get the same stride if + only one number is specified. Default: ``1``. + padding (int or tuple(int), optional): :obj:`tuple` of size 2 with + symmetric input padding. All spatial dimensions get the same + padding if only one number is specified. Default: ``0``. + dilation (int or tuple(int), optional): :obj:`tuple` of size 2 with + kernel dilation. All spatial dimensions get the same dilation + if only one number is specified. Default: ``1`` + output_padding (int or tuple(int), optional): :obj:`tuple` of size 2 with + output padding. All spatial dimensions get the same output + padding if only one number is specified. Default: ``0``. + groups (int, optional): input feature groups. Default: ``1``. + + Returns: + array: The convolved array. + """ + +def conv_transpose3d( + input: array, + weight: array, + /, + stride: int | tuple[int, int, int] = ..., + padding: int | tuple[int, int, int] = ..., + dilation: int | tuple[int, int, int] = ..., + output_padding: int | tuple[int, int, int] = ..., + groups: int = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + 3D transposed convolution over an input with several channels + + Note: Only the default ``groups=1`` is currently supported. + + Args: + input (array): Input array of shape ``(N, D, H, W, C_in)``. + weight (array): Weight array of shape ``(C_out, KD, KH, KW, C_in)``. + stride (int or tuple(int), optional): :obj:`tuple` of size 3 with + kernel strides. All spatial dimensions get the same stride if + only one number is specified. Default: ``1``. + padding (int or tuple(int), optional): :obj:`tuple` of size 3 with + symmetric input padding. All spatial dimensions get the same + padding if only one number is specified. Default: ``0``. + dilation (int or tuple(int), optional): :obj:`tuple` of size 3 with + kernel dilation. All spatial dimensions get the same dilation + if only one number is specified. Default: ``1`` + output_padding (int or tuple(int), optional): :obj:`tuple` of size 3 with + output padding. All spatial dimensions get the same output + padding if only one number is specified. Default: ``0``. + groups (int, optional): input feature groups. Default: ``1``. + + Returns: + array: The convolved array. + """ + +def convolve( + a: array, v: array, /, mode: str = ..., *, stream: Stream | Device | None = ... +) -> array: + """ + The discrete convolution of 1D arrays. + + If ``v`` is longer than ``a``, then they are swapped. + The conv filter is flipped following signal processing convention. + + Args: + a (array): 1D Input array. + v (array): 1D Input array. + mode (str, optional): {'full', 'valid', 'same'} + + Returns: + array: The convolved array. + """ + +def cos(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise cosine. + + Args: + a (array): Input array. + + Returns: + array: The cosine of ``a``. + """ + +def cosh(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise hyperbolic cosine. + + Args: + a (array): Input array. + + Returns: + array: The hyperbolic cosine of ``a``. + """ + +cpu: DeviceType = ... + +def cummax( + a: array, + /, + axis: int | None = ..., + *, + reverse: bool = ..., + inclusive: bool = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Return the cumulative maximum of the elements along the given axis. + + Args: + a (array): Input array + axis (int, optional): Optional axis to compute the cumulative maximum + over. If unspecified the cumulative maximum of the flattened array is + returned. + reverse (bool): Perform the cumulative maximum in reverse. + inclusive (bool): The i-th element of the output includes the i-th + element of the input. + + Returns: + array: The output array. + """ + +def cummin( + a: array, + /, + axis: int | None = ..., + *, + reverse: bool = ..., + inclusive: bool = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Return the cumulative minimum of the elements along the given axis. + + Args: + a (array): Input array + axis (int, optional): Optional axis to compute the cumulative minimum + over. If unspecified the cumulative minimum of the flattened array is + returned. + reverse (bool): Perform the cumulative minimum in reverse. + inclusive (bool): The i-th element of the output includes the i-th + element of the input. + + Returns: + array: The output array. + """ + +def cumprod( + a: array, + /, + axis: int | None = ..., + *, + reverse: bool = ..., + inclusive: bool = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Return the cumulative product of the elements along the given axis. + + Args: + a (array): Input array + axis (int, optional): Optional axis to compute the cumulative product + over. If unspecified the cumulative product of the flattened array is + returned. + reverse (bool): Perform the cumulative product in reverse. + inclusive (bool): The i-th element of the output includes the i-th + element of the input. + + Returns: + array: The output array. + """ + +def cumsum( + a: array, + /, + axis: int | None = ..., + *, + reverse: bool = ..., + inclusive: bool = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Return the cumulative sum of the elements along the given axis. + + Args: + a (array): Input array + axis (int, optional): Optional axis to compute the cumulative sum + over. If unspecified the cumulative sum of the flattened array is + returned. + reverse (bool): Perform the cumulative sum in reverse. + inclusive (bool): The i-th element of the output includes the i-th + element of the input. + + Returns: + array: The output array. + """ + +class custom_function: + """ + Set up a function for custom gradient and vmap definitions. + + This class is meant to be used as a function decorator. Instances are + callables that behave identically to the wrapped function. However, when + a function transformation is used (e.g. computing gradients using + :func:`value_and_grad`) then the functions defined via + :meth:`custom_function.vjp`, :meth:`custom_function.jvp` and + :meth:`custom_function.vmap` are used instead of the default transformation. + + Note, all custom transformations are optional. Undefined transformations + fall back to the default behaviour. + + Example: + + .. code-block:: python + + import mlx.core as mx + + @mx.custom_function + def f(x, y): + return mx.sin(x) * y + + @f.vjp + def f_vjp(primals, cotangent, output): + x, y = primals + return cotan * mx.cos(x) * y, cotan * mx.sin(x) + + @f.jvp + def f_jvp(primals, tangents): + x, y = primals + dx, dy = tangents + return dx * mx.cos(x) * y + dy * mx.sin(x) + + @f.vmap + def f_vmap(inputs, axes): + x, y = inputs + ax, ay = axes + if ay != ax and ax is not None: + y = y.swapaxes(ay, ax) + return mx.sin(x) * y, (ax or ay) + + All ``custom_function`` instances behave as pure functions. Namely, any + variables captured will be treated as constants and no gradients will be + computed with respect to the captured arrays. For instance: + + .. code-block:: python + + import mlx.core as mx + + def g(x, y): + @mx.custom_function + def f(x): + return x * y + + @f.vjp + def f_vjp(x, dx, fx): + # Note that we have only x, dx and fx and nothing with respect to y + raise ValueError("Abort!") + + return f(x) + + x = mx.array(2.0) + y = mx.array(3.0) + print(g(x, y)) # prints 6.0 + print(mx.grad(g)(x, y)) # Raises exception + print(mx.grad(g, argnums=1)(x, y)) # prints 0.0 + """ + def __init__(self, f: Callable) -> None: ... + def __call__(self, *args, **kwargs) -> object: ... + def vjp(self, f: Callable): + """ + Define a custom vjp for the wrapped function. + + The vjp function takes three arguments: + + - *primals*: A pytree that contains all the positional arguments to + the function. It could be a single array, a tuple of arrays or a + full blown tuple of dicts of arrays etc. + - *cotangents*: A pytree that matches the structure of the output + but contains the cotangents (usually the gradients of the loss + function with respect to the outputs). + - *outputs*: The outputs of the function to be used to avoid + recomputing them for the gradient computation. + + The vjp function should return the same pytree structure as the + primals but containing the corresponding computed cotangents. + """ + + def jvp(self, f: Callable): + """ + Define a custom jvp for the wrapped function. + + The jvp function takes two arguments: + + - *primals*: A pytree that contains all the positional arguments to + the function. It could be a single array, a tuple of arrays or a + full blown tuple of dicts of arrays etc. + - *tangents*: A pytree that matches the structure of the inputs but + instead contains the gradients wrt to each input. Tangents could + be ``None`` if some inputs don't have an associated gradient. + + The jvp function should return the same pytree structure as the + outputs of the function but containing the tangents. + """ + + def vmap(self, f: Callable): + """ + Define a custom vectorization transformation for the wrapped function. + + The vmap function takes two arguments: + + - *inputs*: A pytree that contains all the positional arguments to + the function. It could be a single array, a tuple of arrays or a + full blown tuple of dicts of arrays etc. + - *axes*: A pytree that matches the structure of the inputs but + instead contains the vectorization axis for each input or + ``None`` if an input is not vectorized. + + The vmap function should return the outputs of the original + function but vectorized over the provided axes. It should also + return a pytree with the vectorization axes of each output. If some + outputs are no longer vectorized, then their vectorization axis + should be ``None``. + """ + +def default_device() -> Device: + """Get the default device.""" + +def default_stream(device: Device) -> Stream: + """Get the device's default stream.""" + +def degrees(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Convert angles from radians to degrees. + + Args: + a (array): Input array. + + Returns: + array: The angles in degrees. + """ + +def depends(inputs: array | Sequence[array], dependencies: array | Sequence[array]): + """ + Insert dependencies between arrays in the graph. The outputs are + identical to ``inputs`` but with dependencies on ``dependencies``. + + Args: + inputs (array or Sequence[array]): The input array or arrays. + dependencies (array or Sequence[array]): The array or arrays + to insert dependencies on. + + Returns: + array or Sequence[array]: The outputs which depend on dependencies. + """ + +def dequantize( + w: array, + /, + scales: array, + biases: array | None = ..., + group_size: int = ..., + bits: int = ..., + mode: str = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + r""" + Dequantize the matrix ``w`` using quantization parameters. + + Args: + w (array): Matrix to be dequantized + scales (array): The scales to use per ``group_size`` elements of ``w``. + biases (array, optional): The biases to use per ``group_size`` + elements of ``w``. Default: ``None``. + group_size (int, optional): The size of the group in ``w`` that shares a + scale and bias. Default: ``64``. + bits (int, optional): The number of bits occupied by each element in + ``w``. Default: ``4``. + mode (str, optional): The quantization mode. Default: ``"affine"``. + + Returns: + array: The dequantized version of ``w`` + + Notes: + The currently supported quantization modes are ``"affine"`` and ``mxfp4``. + + For ``affine`` quantization, given the notation in :func:`quantize`, + we compute :math:`w_i` from :math:`\hat{w_i}` and corresponding :math:`s` + and :math:`\beta` as follows + + .. math:: + + w_i = s \hat{w_i} + \beta + """ + +def diag(a: array, /, k: int = ..., *, stream: Stream | Device | None = ...) -> array: + """ + Extract a diagonal or construct a diagonal matrix. + If ``a`` is 1-D then a diagonal matrix is constructed with ``a`` on the + :math:`k`-th diagonal. If ``a`` is 2-D then the :math:`k`-th diagonal is + returned. + + Args: + a (array): 1-D or 2-D input array. + k (int, optional): The diagonal to extract or construct. + Default: ``0``. + + Returns: + array: The extracted diagonal or the constructed diagonal matrix. + """ + +def diagonal( + a: array, + offset: int = ..., + axis1: int = ..., + axis2: int = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Return specified diagonals. + + If ``a`` is 2-D, then a 1-D array containing the diagonal at the given + ``offset`` is returned. + + If ``a`` has more than two dimensions, then ``axis1`` and ``axis2`` + determine the 2D subarrays from which diagonals are extracted. The new + shape is the original shape with ``axis1`` and ``axis2`` removed and a + new dimension inserted at the end corresponding to the diagonal. + + Args: + a (array): Input array + offset (int, optional): Offset of the diagonal from the main diagonal. + Can be positive or negative. Default: ``0``. + axis1 (int, optional): The first axis of the 2-D sub-arrays from which + the diagonals should be taken. Default: ``0``. + axis2 (int, optional): The second axis of the 2-D sub-arrays from which + the diagonals should be taken. Default: ``1``. + + Returns: + array: The diagonals of the array. + """ + +def disable_compile() -> None: + """ + Globally disable compilation. Setting the environment variable + ``MLX_DISABLE_COMPILE`` can also be used to disable compilation. + """ + +def divide( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise division. + + Divide two arrays with numpy-style broadcasting semantics. Either or both + input arrays can also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The quotient ``a / b``. + """ + +def divmod( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise quotient and remainder. + + The fuction ``divmod(a, b)`` is equivalent to but faster than + ``(a // b, a % b)``. The function uses numpy-style broadcasting + semantics. Either or both input arrays can also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + tuple(array, array): The quotient ``a // b`` and remainder ``a % b``. + """ + +e: float = ... + +def einsum(subscripts: str, *operands, stream: Stream | Device | None = ...) -> array: + """ + Perform the Einstein summation convention on the operands. + + Args: + subscripts (str): The Einstein summation convention equation. + *operands (array): The input arrays. + + Returns: + array: The output array. + """ + +def einsum_path(subscripts: str, *operands): + """ + Compute the contraction order for the given Einstein summation. + + Args: + subscripts (str): The Einstein summation convention equation. + *operands (array): The input arrays. + + Returns: + tuple(list(tuple(int, int)), str): + The einsum path and a string containing information about the + chosen path. + """ + +def enable_compile() -> None: + """ + Globally enable compilation. This will override the environment + variable ``MLX_DISABLE_COMPILE`` if set. + """ + +def equal( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise equality. + + Equality comparison on two arrays with numpy-style broadcasting semantics. + Either or both input arrays can also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The element-wise comparison ``a == b``. + """ + +def erf(a: array, /, *, stream: Stream | Device | None = ...) -> array: + r""" + Element-wise error function. + + .. math:: + \mathrm{erf}(x) = \frac{2}{\sqrt{\pi}} \int_0^x e^{-t^2} \, dt + + Args: + a (array): Input array. + + Returns: + array: The error function of ``a``. + """ + +def erfinv(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise inverse of :func:`erf`. + + Args: + a (array): Input array. + + Returns: + array: The inverse error function of ``a``. + """ + +euler_gamma: float = ... + +type MX_ARRAY_TREE = ( + array + | list[MX_ARRAY_TREE] + | tuple[MX_ARRAY_TREE, ...] + | Mapping[Any, MX_ARRAY_TREE] +) + +def eval(*args: MX_ARRAY_TREE) -> None: + """ + Evaluate an :class:`array` or tree of :class:`array`. + + Args: + *args (arrays or trees of arrays): Each argument can be a single array + or a tree of arrays. If a tree is given the nodes can be a Python + :class:`list`, :class:`tuple` or :class:`dict`. Leaves which are not + arrays are ignored. + """ + +def exp(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise exponential. + + Args: + a (array): Input array. + + Returns: + array: The exponential of ``a``. + """ + +def expand_dims( + a: array, + /, + axis: int | Sequence[int], + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Add a size one dimension at the given axis. + + Args: + a (array): Input array. + axes (int or tuple(int)): The index of the inserted dimensions. + + Returns: + array: The array with inserted dimensions. + """ + +def expm1(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise exponential minus 1. + + Computes ``exp(x) - 1`` with greater precision for small ``x``. + + Args: + a (array): Input array. + + Returns: + array: The expm1 of ``a``. + """ + +def export_function( + arg0: object, fun: Callable, *args, shapeless: bool = ..., **kwargs +) -> None: + """ + Export an MLX function. + + Example input arrays must be provided to export a function. The example + inputs can be variable ``*args`` and ``**kwargs`` or a tuple of arrays + and/or dictionary of string keys with array values. + + .. warning:: + + This is part of an experimental API which is likely to + change in future versions of MLX. Functions exported with older + versions of MLX may not be compatible with future versions. + + Args: + file (str or Callable): Either a file path to export the function + to or a callback. + fun (Callable): A function which takes as input zero or more + :class:`array` and returns one or more :class:`array`. + *args (array): Example array inputs to the function. + shapeless (bool, optional): Whether or not the function allows + inputs with variable shapes. Default: ``False``. + **kwargs (array): Additional example keyword array inputs to the + function. + + Example: + + .. code-block:: python + + def fun(x, y): + return x + y + + x = mx.array(1) + y = mx.array([1, 2, 3]) + mx.export_function("fun.mlxfn", fun, x, y=y) + """ + +def export_to_dot(file: object, *args, **kwargs) -> None: + """ + Export a graph to DOT format for visualization. + + A variable number of output arrays can be provided for exporting + The graph exported will recursively include all unevaluated inputs of + the provided outputs. + + Args: + file (str): The file path to export to. + *args (array): The output arrays. + **kwargs (dict[str, array]): Provide some names for arrays in the + graph to make the result easier to parse. + + Example: + >>> a = mx.array(1) + mx.array(2) + >>> mx.export_to_dot("graph.dot", a) + >>> x = mx.array(1) + >>> y = mx.array(2) + >>> mx.export_to_dot("graph.dot", x + y, x=x, y=y) + """ + +def exporter(file: str, fun: Callable, *, shapeless: bool = ...) -> FunctionExporter: + """ + Make a callable object to export multiple traces of a function to a file. + + .. warning:: + + This is part of an experimental API which is likely to + change in future versions of MLX. Functions exported with older + versions of MLX may not be compatible with future versions. + + Args: + file (str): File path to export the function to. + shapeless (bool, optional): Whether or not the function allows + inputs with variable shapes. Default: ``False``. + + Example: + + .. code-block:: python + + def fun(*args): + return sum(args) + + with mx.exporter("fun.mlxfn", fun) as exporter: + exporter(mx.array(1)) + exporter(mx.array(1), mx.array(2)) + exporter(mx.array(1), mx.array(2), mx.array(3)) + """ + +def eye( + n: int, + m: int | None = ..., + k: int = ..., + dtype: Dtype | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Create an identity matrix or a general diagonal matrix. + + Args: + n (int): The number of rows in the output. + m (int, optional): The number of columns in the output. Defaults to n. + k (int, optional): Index of the diagonal. Defaults to 0 (main diagonal). + dtype (Dtype, optional): Data type of the output array. Defaults to float32. + stream (Stream, optional): Stream or device. Defaults to None. + + Returns: + array: An array where all elements are equal to zero, except for the k-th diagonal, whose values are equal to one. + """ + +class finfo: + """Get information on floating-point types.""" + def __init__(self, arg: Dtype, /) -> None: ... + @property + def min(self) -> float: + """The smallest representable number.""" + + @property + def max(self) -> float: + """The largest representable number.""" + + @property + def eps(self) -> float: + """ + The difference between 1.0 and the next smallest + representable number larger than 1.0. + """ + + @property + def dtype(self) -> Dtype: + """The :obj:`Dtype`.""" + + def __repr__(self) -> str: ... + +def flatten( + a: array, + /, + start_axis: int = ..., + end_axis: int = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Flatten an array. + + The axes flattened will be between ``start_axis`` and ``end_axis``, + inclusive. Negative axes are supported. After converting negative axis to + positive, axes outside the valid range will be clamped to a valid value, + ``start_axis`` to ``0`` and ``end_axis`` to ``ndim - 1``. + + Args: + a (array): Input array. + start_axis (int, optional): The first dimension to flatten. Defaults to ``0``. + end_axis (int, optional): The last dimension to flatten. Defaults to ``-1``. + stream (Stream, optional): Stream or device. Defaults to ``None`` + in which case the default stream of the default device is used. + + Returns: + array: The flattened array. + + Example: + >>> a = mx.array([[1, 2], [3, 4]]) + >>> mx.flatten(a) + array([1, 2, 3, 4], dtype=int32) + >>> + >>> mx.flatten(a, start_axis=0, end_axis=-1) + array([1, 2, 3, 4], dtype=int32) + """ + +float16: Dtype = ... +float32: Dtype = ... +float64: Dtype = ... +floating: DtypeCategory = ... + +def floor(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise floor. + + Args: + a (array): Input array. + + Returns: + array: The floor of ``a``. + """ + +def floor_divide( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise integer division. + + If either array is a floating point type then it is equivalent to + calling :func:`floor` after :func:`divide`. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The quotient ``a // b``. + """ + +def full( + shape: int | Sequence[int], + vals: scalar | array, + dtype: Dtype | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Construct an array with the given value. + + Constructs an array of size ``shape`` filled with ``vals``. If ``vals`` + is an :obj:`array` it must be broadcastable to the given ``shape``. + + Args: + shape (int or list(int)): The shape of the output array. + vals (float or int or array): Values to fill the array with. + dtype (Dtype, optional): Data type of the output array. If + unspecified the output type is inferred from ``vals``. + + Returns: + array: The output array with the specified shape and values. + """ + +def gather_mm( + a: array, + b: array, + /, + lhs_indices: array, + rhs_indices: array, + *, + sorted_indices: bool = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Matrix multiplication with matrix-level gather. + + Performs a gather of the operands with the given indices followed by a + (possibly batched) matrix multiplication of two arrays. This operation + is more efficient than explicitly applying a :func:`take` followed by a + :func:`matmul`. + + The indices ``lhs_indices`` and ``rhs_indices`` contain flat indices + along the batch dimensions (i.e. all but the last two dimensions) of + ``a`` and ``b`` respectively. + + For ``a`` with shape ``(A1, A2, ..., AS, M, K)``, ``lhs_indices`` + contains indices from the range ``[0, A1 * A2 * ... * AS)`` + + For ``b`` with shape ``(B1, B2, ..., BS, M, K)``, ``rhs_indices`` + contains indices from the range ``[0, B1 * B2 * ... * BS)`` + + If only one index is passed and it is sorted, the ``sorted_indices`` + flag can be passed for a possible faster implementation. + + Args: + a (array): Input array. + b (array): Input array. + lhs_indices (array, optional): Integer indices for ``a``. Default: ``None`` + rhs_indices (array, optional): Integer indices for ``b``. Default: ``None`` + sorted_indices (bool, optional): May allow a faster implementation + if the passed indices are sorted. Default: ``False``. + + Returns: + array: The output array. + """ + +def gather_qmm( + x: array, + w: array, + /, + scales: array, + biases: array | None = ..., + lhs_indices: array | None = ..., + rhs_indices: array | None = ..., + transpose: bool = ..., + group_size: int = ..., + bits: int = ..., + mode: str = ..., + *, + sorted_indices: bool = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Perform quantized matrix multiplication with matrix-level gather. + + This operation is the quantized equivalent to :func:`gather_mm`. + Similar to :func:`gather_mm`, the indices ``lhs_indices`` and + ``rhs_indices`` contain flat indices along the batch dimensions (i.e. + all but the last two dimensions) of ``x`` and ``w`` respectively. + + Note that ``scales`` and ``biases`` must have the same batch dimensions + as ``w`` since they represent the same quantized matrix. + + Args: + x (array): Input array + w (array): Quantized matrix packed in unsigned integers + scales (array): The scales to use per ``group_size`` elements of ``w`` + biases (array, optional): The biases to use per ``group_size`` + elements of ``w``. Default: ``None``. + lhs_indices (array, optional): Integer indices for ``x``. Default: ``None``. + rhs_indices (array, optional): Integer indices for ``w``. Default: ``None``. + transpose (bool, optional): Defines whether to multiply with the + transposed ``w`` or not, namely whether we are performing + ``x @ w.T`` or ``x @ w``. Default: ``True``. + group_size (int, optional): The size of the group in ``w`` that + shares a scale and bias. Default: ``64``. + bits (int, optional): The number of bits occupied by each element in + ``w``. Default: ``4``. + mode (str, optional): The quantization mode. Default: ``"affine"``. + sorted_indices (bool, optional): May allow a faster implementation + if the passed indices are sorted. Default: ``False``. + + Returns: + array: The result of the multiplication of ``x`` with ``w`` + after gathering using ``lhs_indices`` and ``rhs_indices``. + """ + +generic: DtypeCategory = ... + +def get_active_memory() -> int: + """ + Get the actively used memory in bytes. + + Note, this will not always match memory use reported by the system because + it does not include cached memory buffers. + """ + +def get_cache_memory() -> int: + """ + Get the cache size in bytes. + + The cache includes memory not currently used that has not been returned + to the system allocator. + """ + +def get_peak_memory() -> int: + """ + Get the peak amount of used memory in bytes. + + The maximum memory used recorded from the beginning of the program + execution or since the last call to :func:`reset_peak_memory`. + """ + +gpu: DeviceType = ... + +def grad( + fun: Callable, + argnums: int | Sequence[int] | None = ..., + argnames: str | Sequence[str] = ..., +) -> Callable: + """ + Returns a function which computes the gradient of ``fun``. + + Args: + fun (Callable): A function which takes a variable number of + :class:`array` or trees of :class:`array` and returns + a scalar output :class:`array`. + argnums (int or list(int), optional): Specify the index (or indices) + of the positional arguments of ``fun`` to compute the gradient + with respect to. If neither ``argnums`` nor ``argnames`` are + provided ``argnums`` defaults to ``0`` indicating ``fun``'s first + argument. + argnames (str or list(str), optional): Specify keyword arguments of + ``fun`` to compute gradients with respect to. It defaults to [] so + no gradients for keyword arguments by default. + + Returns: + Callable: A function which has the same input arguments as ``fun`` and + returns the gradient(s). + """ + +def greater( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise greater than. + + Strict greater than on two arrays with numpy-style broadcasting semantics. + Either or both input arrays can also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The element-wise comparison ``a > b``. + """ + +def greater_equal( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise greater or equal. + + Greater than or equal on two arrays with numpy-style broadcasting semantics. + Either or both input arrays can also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The element-wise comparison ``a >= b``. + """ + +def hadamard_transform( + a: array, scale: float | None = ..., stream: Stream | Device | None = ... +) -> array: + """ + Perform the Walsh-Hadamard transform along the final axis. + + Equivalent to: + + .. code-block:: python + + from scipy.linalg import hadamard + + y = (hadamard(len(x)) @ x) * scale + + Supports sizes ``n = m*2^k`` for ``m`` in ``(1, 12, 20, 28)`` and ``2^k + <= 8192`` for float32 and ``2^k <= 16384`` for float16/bfloat16. + + Args: + a (array): Input array or scalar. + scale (float): Scale the output by this factor. + Defaults to ``1/sqrt(a.shape[-1])`` so that the Hadamard matrix is orthonormal. + + Returns: + array: The transformed array. + """ + +def identity( + n: int, dtype: Dtype | None = ..., *, stream: Stream | Device | None = ... +) -> array: + """ + Create a square identity matrix. + + Args: + n (int): The number of rows and columns in the output. + dtype (Dtype, optional): Data type of the output array. Defaults to float32. + stream (Stream, optional): Stream or device. Defaults to None. + + Returns: + array: An identity matrix of size n x n. + """ + +class iinfo: + """Get information on integer types.""" + def __init__(self, arg: Dtype, /) -> None: ... + @property + def min(self) -> int: + """The smallest representable number.""" + + @property + def max(self) -> int: + """The largest representable number.""" + + @property + def dtype(self) -> Dtype: + """The :obj:`Dtype`.""" + + def __repr__(self) -> str: ... + +def imag(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Returns the imaginary part of a complex array. + + Args: + a (array): Input array. + + Returns: + array: The imaginary part of ``a``. + """ + +def import_function(file: str) -> Callable: + """ + Import a function from a file. + + The imported function can be called either with ``*args`` and + ``**kwargs`` or with a tuple of arrays and/or dictionary of string + keys with array values. Imported functions always return a tuple of + arrays. + + .. warning:: + + This is part of an experimental API which is likely to + change in future versions of MLX. Functions exported with older + versions of MLX may not be compatible with future versions. + + Args: + file (str): The file path to import the function from. + + Returns: + Callable: The imported function. + + Example: + >>> fn = mx.import_function("function.mlxfn") + >>> out = fn(a, b, x=x, y=y)[0] + >>> + >>> out = fn((a, b), {"x": x, "y": y}[0] + """ + +inexact: DtypeCategory = ... +inf: float = ... + +def inner(a: array, b: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Ordinary inner product of vectors for 1-D arrays, in higher dimensions a sum product over the last axes. + + Args: + a (array): Input array + b (array): Input array + + Returns: + array: The inner product. + """ + +int16: Dtype = ... +int32: Dtype = ... +int64: Dtype = ... +int8: Dtype = ... +integer: DtypeCategory = ... + +def is_available(device: Device) -> bool: + """Check if a back-end is available for the given device.""" + +def isclose( + a: array, + b: array, + /, + rtol: float = ..., + atol: float = ..., + *, + equal_nan: bool = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Returns a boolean array where two arrays are element-wise equal within a tolerance. + + Infinite values are considered equal if they have the same sign, NaN values are + not equal unless ``equal_nan`` is ``True``. + + Two values are considered equal if: + + .. code-block:: + + abs(a - b) <= (atol + rtol * abs(b)) + + Note unlike :func:`array_equal`, this function supports numpy-style + broadcasting. + + Args: + a (array): Input array. + b (array): Input array. + rtol (float): Relative tolerance. + atol (float): Absolute tolerance. + equal_nan (bool): If ``True``, NaNs are considered equal. + Defaults to ``False``. + + Returns: + array: The boolean output scalar indicating if the arrays are close. + """ + +def isfinite(a: array, stream: Stream | Device | None = ...) -> array: + """ + Return a boolean array indicating which elements are finite. + + An element is finite if it is not infinite or NaN. + + Args: + a (array): Input array. + + Returns: + array: The boolean array indicating which elements are finite. + """ + +def isinf(a: array, stream: Stream | Device | None = ...) -> array: + """ + Return a boolean array indicating which elements are +/- inifnity. + + Args: + a (array): Input array. + + Returns: + array: The boolean array indicating which elements are +/- infinity. + """ + +def isnan(a: array, stream: Stream | Device | None = ...) -> array: + """ + Return a boolean array indicating which elements are NaN. + + Args: + a (array): Input array. + + Returns: + array: The boolean array indicating which elements are NaN. + """ + +def isneginf(a: array, stream: Stream | Device | None = ...) -> array: + """ + Return a boolean array indicating which elements are negative infinity. + + Args: + a (array): Input array. + stream (Stream | Device | None): Optional stream or device. + + Returns: + array: The boolean array indicating which elements are negative infinity. + """ + +def isposinf(a: array, stream: Stream | Device | None = ...) -> array: + """ + Return a boolean array indicating which elements are positive infinity. + + Args: + a (array): Input array. + stream (Stream | Device | None): Optional stream or device. + + Returns: + array: The boolean array indicating which elements are positive infinity. + """ + +def issubdtype(arg1: Dtype | DtypeCategory, arg2: Dtype | DtypeCategory) -> bool: + """ + Check if a :obj:`Dtype` or :obj:`DtypeCategory` is a subtype + of another. + + Args: + arg1 (Dtype | DtypeCategory: First dtype or category. + arg2 (Dtype | DtypeCategory: Second dtype or category. + + Returns: + bool: + A boolean indicating if the first input is a subtype of the + second input. + + Example: + + >>> ints = mx.array([1, 2, 3], dtype=mx.int32) + >>> mx.issubdtype(ints.dtype, mx.integer) + True + >>> mx.issubdtype(ints.dtype, mx.floating) + False + + >>> floats = mx.array([1, 2, 3], dtype=mx.float32) + >>> mx.issubdtype(floats.dtype, mx.integer) + False + >>> mx.issubdtype(floats.dtype, mx.floating) + True + + Similar types of different sizes are not subdtypes of each other: + + >>> mx.issubdtype(mx.float64, mx.float32) + False + >>> mx.issubdtype(mx.float32, mx.float64) + False + + but both are subtypes of `floating`: + + >>> mx.issubdtype(mx.float64, mx.floating) + True + >>> mx.issubdtype(mx.float32, mx.floating) + True + + For convenience, dtype-like objects are allowed too: + + >>> mx.issubdtype(mx.float32, mx.inexact) + True + >>> mx.issubdtype(mx.signedinteger, mx.floating) + False + """ + +def jvp( + fun: Callable, primals: list[array], tangents: list[array] +) -> tuple[list[array], list[array]]: + """ + Compute the Jacobian-vector product. + + This computes the product of the Jacobian of a function ``fun`` evaluated + at ``primals`` with the ``tangents``. + + Args: + fun (Callable): A function which takes a variable number of :class:`array` + and returns a single :class:`array` or list of :class:`array`. + primals (list(array)): A list of :class:`array` at which to + evaluate the Jacobian. + tangents (list(array)): A list of :class:`array` which are the + "vector" in the Jacobian-vector product. The ``tangents`` should be the + same in number, shape, and type as the inputs of ``fun`` (i.e. the ``primals``). + + Returns: + list(array): A list of the Jacobian-vector products which + is the same in number, shape, and type of the inputs to ``fun``. + """ + +def kron(a: array, b: array, *, stream: Stream | Device | None = ...) -> array: + """ + Compute the Kronecker product of two arrays ``a`` and ``b``. + + Args: + a (array): The first input array. + b (array): The second input array. + stream (Stream | Device | None, optional): Optional stream or + device for execution. Default: ``None``. + + Returns: + array: The Kronecker product of ``a`` and ``b``. + + Examples: + >>> a = mx.array([[1, 2], [3, 4]]) + >>> b = mx.array([[0, 5], [6, 7]]) + >>> result = mx.kron(a, b) + >>> print(result) + array([[0, 5, 0, 10], + [6, 7, 12, 14], + [0, 15, 0, 20], + [18, 21, 24, 28]], dtype=int32) + """ + +def left_shift( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise left shift. + + Shift the bits of the first input to the left by the second using + numpy-style broadcasting semantics. Either or both input arrays can + also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The bitwise left shift ``a << b``. + """ + +def less( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise less than. + + Strict less than on two arrays with numpy-style broadcasting semantics. + Either or both input arrays can also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The element-wise comparison ``a < b``. + """ + +def less_equal( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise less than or equal. + + Less than or equal on two arrays with numpy-style broadcasting semantics. + Either or both input arrays can also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The element-wise comparison ``a <= b``. + """ + +def linspace( + start, + stop, + num: int | None = ..., + dtype: Dtype | None = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Generate ``num`` evenly spaced numbers over interval ``[start, stop]``. + + Args: + start (scalar): Starting value. + stop (scalar): Stopping value. + num (int, optional): Number of samples, defaults to ``50``. + dtype (Dtype, optional): Specifies the data type of the output, + default to ``float32``. + + Returns: + array: The range of values. + """ + +def load( + file: str | pathlib.Path, + /, + format: str | None = ..., + return_metadata: bool = ..., + *, + stream: Stream | Device | None = ..., +) -> array | dict[str, array]: + """ + Load array(s) from a binary file. + + The supported formats are ``.npy``, ``.npz``, ``.safetensors``, and + ``.gguf``. + + Args: + file (str, pathlib.Path): File in which the array is saved. + format (str, optional): Format of the file. If ``None``, the + format is inferred from the file extension. Supported formats: + ``npy``, ``npz``, and ``safetensors``. Default: ``None``. + return_metadata (bool, optional): Load the metadata for formats + which support matadata. The metadata will be returned as an + additional dictionary. Default: ``False``. + Returns: + array or dict: + A single array if loading from a ``.npy`` file or a dict + mapping names to arrays if loading from a ``.npz`` or + ``.safetensors`` file. If ``return_metadata`` is ``True`` an + additional dictionary of metadata will be returned. + + Warning: + + When loading unsupported quantization formats from GGUF, tensors + will automatically cast to ``mx.float16`` + """ + +def log(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise natural logarithm. + + Args: + a (array): Input array. + + Returns: + array: The natural logarithm of ``a``. + """ + +def log10(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise base-10 logarithm. + + Args: + a (array): Input array. + + Returns: + array: The base-10 logarithm of ``a``. + """ + +def log1p(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise natural log of one plus the array. + + Args: + a (array): Input array. + + Returns: + array: The natural logarithm of one plus ``a``. + """ + +def log2(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise base-2 logarithm. + + Args: + a (array): Input array. + + Returns: + array: The base-2 logarithm of ``a``. + """ + +def logaddexp( + a: scalar | array, + b: scalar | array, + /, + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise log-add-exp. + + This is a numerically stable log-add-exp of two arrays with numpy-style + broadcasting semantics. Either or both input arrays can also be scalars. + + The computation is is a numerically stable version of ``log(exp(a) + exp(b))``. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The log-add-exp of ``a`` and ``b``. + """ + +def logcumsumexp( + a: array, + /, + axis: int | None = ..., + *, + reverse: bool = ..., + inclusive: bool = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Return the cumulative logsumexp of the elements along the given axis. + + Args: + a (array): Input array + axis (int, optional): Optional axis to compute the cumulative logsumexp + over. If unspecified the cumulative logsumexp of the flattened array is + returned. + reverse (bool): Perform the cumulative logsumexp in reverse. + inclusive (bool): The i-th element of the output includes the i-th + element of the input. + + Returns: + array: The output array. + """ + +def logical_and( + a: array, b: array, /, *, stream: Stream | Device | None = ... +) -> array: + """ + Element-wise logical and. + + Args: + a (array): First input array or scalar. + b (array): Second input array or scalar. + + Returns: + array: The boolean array containing the logical and of ``a`` and ``b``. + """ + +def logical_not(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise logical not. + + Args: + a (array): Input array or scalar. + + Returns: + array: The boolean array containing the logical not of ``a``. + """ + +def logical_or(a: array, b: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise logical or. + + Args: + a (array): First input array or scalar. + b (array): Second input array or scalar. + + Returns: + array: The boolean array containing the logical or of ``a`` and ``b``. + """ + +def logsumexp( + a: array, + /, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + A `log-sum-exp` reduction over the given axes. + + The log-sum-exp reduction is a numerically stable version of: + + .. code-block:: + + log(sum(exp(a), axis)) + + Args: + a (array): Input array. + axis (int or list(int), optional): Optional axis or + axes to reduce over. If unspecified this defaults + to reducing over the entire array. + keepdims (bool, optional): Keep reduced axes as + singleton dimensions, defaults to `False`. + + Returns: + array: The output array with the corresponding axes reduced. + """ + +def matmul(a: array, b: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Matrix multiplication. + + Perform the (possibly batched) matrix multiplication of two arrays. This function supports + broadcasting for arrays with more than two dimensions. + + - If the first array is 1-D then a 1 is prepended to its shape to make it + a matrix. Similarly if the second array is 1-D then a 1 is appended to its + shape to make it a matrix. In either case the singleton dimension is removed + from the result. + - A batched matrix multiplication is performed if the arrays have more than + 2 dimensions. The matrix dimensions for the matrix product are the last + two dimensions of each input. + - All but the last two dimensions of each input are broadcast with one another using + standard numpy-style broadcasting semantics. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The matrix product of ``a`` and ``b``. + """ + +def max( + a: array, + /, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + A `max` reduction over the given axes. + + Args: + a (array): Input array. + axis (int or list(int), optional): Optional axis or + axes to reduce over. If unspecified this defaults + to reducing over the entire array. + keepdims (bool, optional): Keep reduced axes as + singleton dimensions, defaults to `False`. + + Returns: + array: The output array with the corresponding axes reduced. + """ + +def maximum( + a: scalar | array, + b: scalar | array, + /, + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise maximum. + + Take the element-wise max of two arrays with numpy-style broadcasting + semantics. Either or both input arrays can also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The max of ``a`` and ``b``. + """ + +def mean( + a: array, + /, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Compute the mean(s) over the given axes. + + Args: + a (array): Input array. + axis (int or list(int), optional): Optional axis or + axes to reduce over. If unspecified this defaults + to reducing over the entire array. + keepdims (bool, optional): Keep reduced axes as + singleton dimensions, defaults to `False`. + + Returns: + array: The output array of means. + """ + +def meshgrid( + *arrays: array, + sparse: bool | None = ..., + indexing: str | None = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Generate multidimensional coordinate grids from 1-D coordinate arrays + + Args: + *arrays (array): Input arrays. + sparse (bool, optional): If ``True``, a sparse grid is returned in which each output + array has a single non-zero element. If ``False``, a dense grid is returned. + Defaults to ``False``. + indexing (str, optional): Cartesian ('xy') or matrix ('ij') indexing of the output arrays. + Defaults to ``'xy'``. + + Returns: + list(array): The output arrays. + """ + +def min( + a: array, + /, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + A `min` reduction over the given axes. + + Args: + a (array): Input array. + axis (int or list(int), optional): Optional axis or + axes to reduce over. If unspecified this defaults + to reducing over the entire array. + keepdims (bool, optional): Keep reduced axes as + singleton dimensions, defaults to `False`. + + Returns: + array: The output array with the corresponding axes reduced. + """ + +def minimum( + a: scalar | array, + b: scalar | array, + /, + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise minimum. + + Take the element-wise min of two arrays with numpy-style broadcasting + semantics. Either or both input arrays can also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The min of ``a`` and ``b``. + """ + +def moveaxis( + a: array, + /, + source: int, + destination: int, + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Move an axis to a new position. + + Args: + a (array): Input array. + source (int): Specifies the source axis. + destination (int): Specifies the destination axis. + + Returns: + array: The array with the axis moved. + """ + +def multiply( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise multiplication. + + Multiply two arrays with numpy-style broadcasting semantics. Either or both + input arrays can also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The multiplication ``a * b``. + """ + +nan: float = ... + +def nan_to_num( + a: scalar | array, + nan: float = ..., + posinf: float | None = ..., + neginf: float | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Replace NaN and Inf values with finite numbers. + + Args: + a (array): Input array + nan (float, optional): Value to replace NaN with. Default: ``0``. + posinf (float, optional): Value to replace positive infinities + with. If ``None``, defaults to largest finite value for the + given data type. Default: ``None``. + neginf (float, optional): Value to replace negative infinities + with. If ``None``, defaults to the negative of the largest + finite value for the given data type. Default: ``None``. + + Returns: + array: Output array with NaN and Inf replaced. + """ + +def negative(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise negation. + + Args: + a (array): Input array. + + Returns: + array: The negative of ``a``. + """ + +def new_stream(device: Device) -> Stream: + """Make a new stream on the given device.""" + +newaxis: None = ... + +def not_equal( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise not equal. + + Not equal comparison on two arrays with numpy-style broadcasting semantics. + Either or both input arrays can also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The element-wise comparison ``a != b``. + """ + +number: DtypeCategory = ... + +def ones( + shape: int | Sequence[int], + dtype: Dtype | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Construct an array of ones. + + Args: + shape (int or list(int)): The shape of the output array. + dtype (Dtype, optional): Data type of the output array. If + unspecified the output type defaults to ``float32``. + + Returns: + array: The array of ones with the specified shape. + """ + +def ones_like(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + An array of ones like the input. + + Args: + a (array): The input to take the shape and type from. + + Returns: + array: The output array filled with ones. + """ + +def outer(a: array, b: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Compute the outer product of two 1-D arrays, if the array's passed are not 1-D a flatten op will be run beforehand. + + Args: + a (array): Input array + b (array): Input array + + Returns: + array: The outer product. + """ + +def pad( + a: array, + pad_width: int | tuple[int] | tuple[int, int] | list[tuple[int, int]], + mode: Literal["constant", "edge"] = ..., + constant_values: scalar | array = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Pad an array with a constant value + + Args: + a (array): Input array. + pad_width (int, tuple(int), tuple(int, int) or list(tuple(int, int))): Number of padded + values to add to the edges of each axis:``((before_1, after_1), + (before_2, after_2), ..., (before_N, after_N))``. If a single pair + of integers is passed then ``(before_i, after_i)`` are all the same. + If a single integer or tuple with a single integer is passed then + all axes are extended by the same number on each side. + mode: Padding mode. One of the following strings: + "constant" (default): Pads with a constant value. + "edge": Pads with the edge values of array. + constant_value (array or scalar, optional): Optional constant value + to pad the edges of the array with. + + Returns: + array: The padded array. + """ + +def partition( + a: array, + /, + kth: int, + axis: int | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Returns a partitioned copy of the array such that the smaller ``kth`` + elements are first. + + The ordering of the elements in partitions is undefined. + + Args: + a (array): Input array. + kth (int): Element at the ``kth`` index will be in its sorted + position in the output. All elements before the kth index will + be less or equal to the ``kth`` element and all elements after + will be greater or equal to the ``kth`` element in the output. + axis (int or None, optional): Optional axis to partition over. + If ``None``, this partitions over the flattened array. + If unspecified, it defaults to ``-1``. + + Returns: + array: The partitioned array. + """ + +def permute_dims( + a: array, + /, + axes: Sequence[int] | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """See :func:`transpose`.""" + +pi: float = ... + +def power( + a: scalar | array, + b: scalar | array, + /, + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise power operation. + + Raise the elements of a to the powers in elements of b with numpy-style + broadcasting semantics. Either or both input arrays can also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: Bases of ``a`` raised to powers in ``b``. + """ + +def prod( + a: array, + /, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + An product reduction over the given axes. + + Args: + a (array): Input array. + axis (int or list(int), optional): Optional axis or + axes to reduce over. If unspecified this defaults + to reducing over the entire array. + keepdims (bool, optional): Keep reduced axes as + singleton dimensions, defaults to `False`. + + Returns: + array: The output array with the corresponding axes reduced. + """ + +def put_along_axis( + a: array, + /, + indices: array, + values: array, + axis: int | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Put values along an axis at the specified indices. + + Args: + a (array): Destination array. + indices (array): Indices array. These should be broadcastable with + the input array excluding the `axis` dimension. + values (array): Values array. These should be broadcastable with + the indices. + + axis (int or None): Axis in the destination to put the values to. If + ``axis == None`` the destination is flattened prior to the put + operation. + + Returns: + array: The output array. + """ + +def quantize( + w: array, + /, + group_size: int = ..., + bits: int = ..., + mode: str = ..., + *, + stream: Stream | Device | None = ..., +) -> tuple[array, array, array]: + r""" + Quantize the matrix ``w`` using ``bits`` bits per element. + + Note, every ``group_size`` elements in a row of ``w`` are quantized + together. Hence, number of columns of ``w`` should be divisible by + ``group_size``. In particular, the rows of ``w`` are divided into groups of + size ``group_size`` which are quantized together. + + .. warning:: + + ``quantize`` currently only supports 2D inputs with the second + dimension divisible by ``group_size`` + + The supported quantization modes are ``"affine"`` and ``"mxfp4"``. They + are described in more detail below. + + Args: + w (array): Matrix to be quantized + group_size (int, optional): The size of the group in ``w`` that shares a + scale and bias. Default: ``64``. + bits (int, optional): The number of bits occupied by each element of + ``w`` in the returned quantized matrix. Default: ``4``. + mode (str, optional): The quantization mode. Default: ``"affine"``. + + Returns: + tuple: A tuple with either two or three elements containing: + + * w_q (array): The quantized version of ``w`` + * scales (array): The quantization scales + * biases (array): The quantization biases (returned for ``mode=="affine"``). + + Notes: + The ``affine`` mode quantizes groups of :math:`g` consecutive + elements in a row of ``w``. For each group the quantized + representation of each element :math:`\hat{w_i}` is computed as follows: + + .. math:: + + \begin{aligned} + \alpha &= \max_i w_i \\ + \beta &= \min_i w_i \\ + s &= \frac{\alpha - \beta}{2^b - 1} \\ + \hat{w_i} &= \textrm{round}\left( \frac{w_i - \beta}{s}\right). + \end{aligned} + + After the above computation, :math:`\hat{w_i}` fits in :math:`b` bits + and is packed in an unsigned 32-bit integer from the lower to upper + bits. For instance, for 4-bit quantization we fit 8 elements in an + unsigned 32 bit integer where the 1st element occupies the 4 least + significant bits, the 2nd bits 4-7 etc. + + To dequantize the elements of ``w``, we also save :math:`s` and + :math:`\beta` which are the returned ``scales`` and + ``biases`` respectively. + + The ``mxfp4`` mode similarly quantizes groups of :math:`g` elements + of ``w``. For ``mxfp4`` the group size must be ``32``. The elements + are quantized to 4-bit precision floating-point values (E2M1) with a + shared 8-bit scale per group. Unlike ``affine`` quantization, + ``mxfp4`` does not have a bias value. More details on the format can + be found in the `specification `_. + """ + +def quantized_matmul( + x: array, + w: array, + /, + scales: array, + biases: array | None = ..., + transpose: bool = ..., + group_size: int = ..., + bits: int = ..., + mode: str = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Perform the matrix multiplication with the quantized matrix ``w``. The + quantization uses one floating point scale and bias per ``group_size`` of + elements. Each element in ``w`` takes ``bits`` bits and is packed in an + unsigned 32 bit integer. + + Args: + x (array): Input array + w (array): Quantized matrix packed in unsigned integers + scales (array): The scales to use per ``group_size`` elements of ``w`` + biases (array, optional): The biases to use per ``group_size`` + elements of ``w``. Default: ``None``. + transpose (bool, optional): Defines whether to multiply with the + transposed ``w`` or not, namely whether we are performing + ``x @ w.T`` or ``x @ w``. Default: ``True``. + group_size (int, optional): The size of the group in ``w`` that + shares a scale and bias. Default: ``64``. + bits (int, optional): The number of bits occupied by each element in + ``w``. Default: ``4``. + mode (str, optional): The quantization mode. Default: ``"affine"``. + + Returns: + array: The result of the multiplication of ``x`` with ``w``. + """ + +def radians(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Convert angles from degrees to radians. + + Args: + a (array): Input array. + + Returns: + array: The angles in radians. + """ + +def real(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Returns the real part of a complex array. + + Args: + a (array): Input array. + + Returns: + array: The real part of ``a``. + """ + +def reciprocal(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise reciprocal. + + Args: + a (array): Input array. + + Returns: + array: The reciprocal of ``a``. + """ + +def remainder( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise remainder of division. + + Computes the remainder of dividing a with b with numpy-style + broadcasting semantics. Either or both input arrays can also be + scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The remainder of ``a // b``. + """ + +def repeat( + array: array, + repeats: int, + axis: int | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Repeat an array along a specified axis. + + Args: + array (array): Input array. + repeats (int): The number of repetitions for each element. + axis (int, optional): The axis in which to repeat the array along. If + unspecified it uses the flattened array of the input and repeats + along axis 0. + stream (Stream, optional): Stream or device. Defaults to ``None``. + + Returns: + array: The resulting repeated array. + """ + +def reset_peak_memory() -> None: + """Reset the peak memory to zero.""" + +def reshape( + a: array, /, shape: Sequence[int], *, stream: Stream | Device | None = ... +) -> array: + """ + Reshape an array while preserving the size. + + Args: + a (array): Input array. + shape (tuple(int)): New shape. + stream (Stream, optional): Stream or device. Defaults to ``None`` + in which case the default stream of the default device is used. + + Returns: + array: The reshaped array. + """ + +def right_shift( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise right shift. + + Shift the bits of the first input to the right by the second using + numpy-style broadcasting semantics. Either or both input arrays can + also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The bitwise right shift ``a >> b``. + """ + +def roll( + a: array, + shift: int | tuple[int], + axis: int | tuple[int] | None = ..., + /, + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Roll array elements along a given axis. + + Elements that are rolled beyond the end of the array are introduced at + the beggining and vice-versa. + + If the axis is not provided the array is flattened, rolled and then the + shape is restored. + + Args: + a (array): Input array + shift (int or tuple(int)): The number of places by which elements + are shifted. If positive the array is rolled to the right, if + negative it is rolled to the left. If an int is provided but the + axis is a tuple then the same value is used for all axes. + axis (int or tuple(int), optional): The axis or axes along which to + roll the elements. + """ + +def round( + a: array, /, decimals: int = ..., stream: Stream | Device | None = ... +) -> array: + """ + Round to the given number of decimals. + + Basically performs: + + .. code-block:: python + + s = 10**decimals + x = round(x * s) / s + + Args: + a (array): Input array + decimals (int): Number of decimal places to round to. (default: 0) + + Returns: + array: An array of the same type as ``a`` rounded to the + given number of decimals. + """ + +def rsqrt(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise reciprocal and square root. + + Args: + a (array): Input array. + + Returns: + array: One over the square root of ``a``. + """ + +def save(file: str | pathlib.Path, arr: array) -> None: + """ + Save the array to a binary file in ``.npy`` format. + + Args: + file (str, pathlib.Path): File to which the array is saved + arr (array): Array to be saved. + """ + +def save_gguf( + file: str | pathlib.Path, + arrays: dict[str, array], + metadata: dict[str, array | str | list[str]], +): + """ + Save array(s) to a binary file in ``.gguf`` format. + + See the `GGUF documentation + `_ for + more information on the format. + + Args: + file (file, str, pathlib.Path): File in which the array is saved. + arrays (dict(str, array)): The dictionary of names to arrays to + be saved. + metadata (dict(str, array | str | list(str))): The dictionary + of metadata to be saved. The values can be a scalar or 1D + obj:`array`, a :obj:`str`, or a :obj:`list` of :obj:`str`. + """ + +def save_safetensors( + file: str | pathlib.Path, + arrays: dict[str, array], + metadata: dict[str, str] | None = ..., +): + """ + Save array(s) to a binary file in ``.safetensors`` format. + + See the `Safetensors documentation + `_ for more + information on the format. + + Args: + file (file, str, pathlib.Path): File in which the array is saved. + arrays (dict(str, array)): The dictionary of names to arrays to + be saved. + metadata (dict(str, str), optional): The dictionary of + metadata to be saved. + """ + +def savez(file: str | pathlib.Path, *args, **kwargs): + """ + Save several arrays to a binary file in uncompressed ``.npz`` + format. + + .. code-block:: python + + import mlx.core as mx + + x = mx.ones((10, 10)) + mx.savez("my_path.npz", x=x) + + import mlx.nn as nn + from mlx.utils import tree_flatten + + model = nn.TransformerEncoder(6, 128, 4) + flat_params = tree_flatten(model.parameters()) + mx.savez("model.npz", **dict(flat_params)) + + Args: + file (file, str, pathlib.Path): Path to file to which the arrays are saved. + *args (arrays): Arrays to be saved. + **kwargs (arrays): Arrays to be saved. Each array will be saved + with the associated keyword as the output file name. + """ + +def savez_compressed(file: str | pathlib.Path, *args, **kwargs): + """ + Save several arrays to a binary file in compressed ``.npz`` format. + + Args: + file (file, str, pathlib.Path): Path to file to which the arrays are saved. + *args (arrays): Arrays to be saved. + **kwargs (arrays): Arrays to be saved. Each array will be saved + with the associated keyword as the output file name. + """ + +def segmented_mm( + a: array, b: array, /, segments: array, *, stream: Stream | Device | None = ... +) -> array: + """ + Perform a matrix multiplication but segment the inner dimension and + save the result for each segment separately. + + Args: + a (array): Input array of shape ``MxK``. + b (array): Input array of shape ``KxN``. + segments (array): The offsets into the inner dimension for each segment. + + Returns: + array: The result per segment of shape ``MxN``. + """ + +def set_cache_limit(limit: int) -> int: + """ + Set the free cache limit. + + If using more than the given limit, free memory will be reclaimed + from the cache on the next allocation. To disable the cache, set + the limit to ``0``. + + The cache limit defaults to the memory limit. See + :func:`set_memory_limit` for more details. + + Args: + limit (int): The cache limit in bytes. + + Returns: + int: The previous cache limit in bytes. + """ + +def set_default_device(device: Device | DeviceType) -> None: + """Set the default device.""" + +def set_default_stream(stream: Stream) -> None: + """ + Set the default stream. + + This will make the given stream the default for the + streams device. It will not change the default device. + + Args: + stream (stream): Stream to make the default. + """ + +def set_memory_limit(limit: int) -> int: + """ + Set the memory limit. + + The memory limit is a guideline for the maximum amount of memory to use + during graph evaluation. If the memory limit is exceeded and there is no + more RAM (including swap when available) allocations will result in an + exception. + + When metal is available the memory limit defaults to 1.5 times the + maximum recommended working set size reported by the device. + + Args: + limit (int): Memory limit in bytes. + + Returns: + int: The previous memory limit in bytes. + """ + +def set_wired_limit(limit: int) -> int: + """ + Set the wired size limit. + + .. note:: + * This function is only useful on macOS 15.0 or higher. + * The wired limit should remain strictly less than the total + memory size. + + The wired limit is the total size in bytes of memory that will be kept + resident. The default value is ``0``. + + Setting a wired limit larger than system wired limit is an error. You can + increase the system wired limit with: + + .. code-block:: + + sudo sysctl iogpu.wired_limit_mb= + + Use :func:`device_info` to query the system wired limit + (``"max_recommended_working_set_size"``) and the total memory size + (``"memory_size"``). + + Args: + limit (int): The wired limit in bytes. + + Returns: + int: The previous wired limit in bytes. + """ + +def sigmoid(a: array, /, *, stream: Stream | Device | None = ...) -> array: + r""" + Element-wise logistic sigmoid. + + The logistic sigmoid function is: + + .. math:: + \mathrm{sigmoid}(x) = \frac{1}{1 + e^{-x}} + + Args: + a (array): Input array. + + Returns: + array: The logistic sigmoid of ``a``. + """ + +def sign(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise sign. + + Args: + a (array): Input array. + + Returns: + array: The sign of ``a``. + """ + +signedinteger: DtypeCategory = ... + +def sin(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise sine. + + Args: + a (array): Input array. + + Returns: + array: The sine of ``a``. + """ + +def sinh(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise hyperbolic sine. + + Args: + a (array): Input array. + + Returns: + array: The hyperbolic sine of ``a``. + """ + +def slice( + a: array, + start_indices: array, + axes: Sequence[int], + slice_size: Sequence[int], + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Extract a sub-array from the input array. + + Args: + a (array): Input array + start_indices (array): The index location to start the slice at. + axes (tuple(int)): The axes corresponding to the indices in ``start_indices``. + slice_size (tuple(int)): The size of the slice. + + Returns: + array: The sliced output array. + + Example: + + >>> a = mx.array([[1, 2, 3], [4, 5, 6]]) + >>> mx.slice(a, start_indices=mx.array(1), axes=(0,), slice_size=(1, 2)) + array([[4, 5]], dtype=int32) + >>> + >>> mx.slice(a, start_indices=mx.array(1), axes=(1,), slice_size=(2, 1)) + array([[2], + [5]], dtype=int32) + """ + +def slice_update( + a: array, + update: array, + start_indices: array, + axes: Sequence[int], + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Update a sub-array of the input array. + + Args: + a (array): The input array to update + update (array): The update array. + start_indices (array): The index location to start the slice at. + axes (tuple(int)): The axes corresponding to the indices in ``start_indices``. + + Returns: + array: The output array with the same shape and type as the input. + + Example: + + >>> a = mx.zeros((3, 3)) + >>> mx.slice_update(a, mx.ones((1, 2)), start_indices=mx.array(1, 1), axes=(0, 1)) + array([[0, 0, 0], + [0, 1, 0], + [0, 1, 0]], dtype=float32) + """ + +def softmax( + a: array, + /, + axis: int | Sequence[int] | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Perform the softmax along the given axis. + + This operation is a numerically stable version of: + + .. code-block:: + + exp(a) / sum(exp(a), axis, keepdims=True) + + Args: + a (array): Input array. + axis (int or list(int), optional): Optional axis or axes to compute + the softmax over. If unspecified this performs the softmax over + the full array. + + Returns: + array: The output of the softmax. + """ + +def sort( + a: array, + /, + axis: int | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Returns a sorted copy of the array. + + Args: + a (array): Input array. + axis (int or None, optional): Optional axis to sort over. + If ``None``, this sorts over the flattened array. + If unspecified, it defaults to -1 (sorting over the last axis). + + Returns: + array: The sorted array. + """ + +def split( + a: array, + /, + indices_or_sections: int | Sequence[int], + axis: int = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Split an array along a given axis. + + Args: + a (array): Input array. + indices_or_sections (int or list(int)): If ``indices_or_sections`` + is an integer the array is split into that many sections of equal + size. An error is raised if this is not possible. If ``indices_or_sections`` + is a list, the list contains the indices of the start of each subarray + along the given axis. + axis (int, optional): Axis to split along, defaults to `0`. + + Returns: + list(array): A list of split arrays. + """ + +def sqrt(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise square root. + + Args: + a (array): Input array. + + Returns: + array: The square root of ``a``. + """ + +def square(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise square. + + Args: + a (array): Input array. + + Returns: + array: The square of ``a``. + """ + +def squeeze( + a: array, + /, + axis: int | Sequence[int] | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Remove length one axes from an array. + + Args: + a (array): Input array. + axis (int or tuple(int), optional): Axes to remove. Defaults + to ``None`` in which case all size one axes are removed. + + Returns: + array: The output array with size one axes removed. + """ + +def stack( + arrays: list[array], + axis: int | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Stacks the arrays along a new axis. + + Args: + arrays (list(array)): A list of arrays to stack. + axis (int, optional): The axis in the result array along which the + input arrays are stacked. Defaults to ``0``. + stream (Stream, optional): Stream or device. Defaults to ``None``. + + Returns: + array: The resulting stacked array. + """ + +def std( + a: array, + /, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + ddof: int = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Compute the standard deviation(s) over the given axes. + + Args: + a (array): Input array. + axis (int or list(int), optional): Optional axis or + axes to reduce over. If unspecified this defaults + to reducing over the entire array. + keepdims (bool, optional): Keep reduced axes as + singleton dimensions, defaults to `False`. + ddof (int, optional): The divisor to compute the variance + is ``N - ddof``, defaults to 0. + + Returns: + array: The output array of standard deviations. + """ + +def stop_gradient(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Stop gradients from being computed. + + The operation is the identity but it prevents gradients from flowing + through the array. + + Args: + a (array): Input array. + + Returns: + array: + The unchanged input ``a`` but without gradient flowing + through it. + """ + +def stream(s: Stream | Device) -> StreamContext: + """ + Create a context manager to set the default device and stream. + + Args: + s: The :obj:`Stream` or :obj:`Device` to set as the default. + + Returns: + A context manager that sets the default device and stream. + + Example: + + .. code-block::python + + import mlx.core as mx + + # Create a context manager for the default device and stream. + with mx.stream(mx.cpu): + # Operations here will use mx.cpu by default. + pass + """ + +def subtract( + a: scalar | array, + b: scalar | array, + stream: Stream | Device | None = ..., +) -> array: + """ + Element-wise subtraction. + + Subtract one array from another with numpy-style broadcasting semantics. Either or both + input arrays can also be scalars. + + Args: + a (array): Input array or scalar. + b (array): Input array or scalar. + + Returns: + array: The difference ``a - b``. + """ + +def sum( + a: array, + /, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Sum reduce the array over the given axes. + + Args: + a (array): Input array. + axis (int or list(int), optional): Optional axis or + axes to reduce over. If unspecified this defaults + to reducing over the entire array. + keepdims (bool, optional): Keep reduced axes as + singleton dimensions, defaults to `False`. + + Returns: + array: The output array with the corresponding axes reduced. + """ + +def swapaxes( + a: array, /, axis1: int, axis2: int, *, stream: Stream | Device | None = ... +) -> array: + """ + Swap two axes of an array. + + Args: + a (array): Input array. + axis1 (int): Specifies the first axis. + axis2 (int): Specifies the second axis. + + Returns: + array: The array with swapped axes. + """ + +def synchronize(stream: Stream | None = ...) -> None: + """ + Synchronize with the given stream. + + Args: + stream (Stream, optional): The stream to synchronize with. If ``None`` + then the default stream of the default device is used. + Default: ``None``. + """ + +def take( + a: array, + /, + indices: int | array, + axis: int | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Take elements along an axis. + + The elements are taken from ``indices`` along the specified axis. + If the axis is not specified the array is treated as a flattened + 1-D array prior to performing the take. + + As an example, if the ``axis=1`` this is equivalent to ``a[:, indices, ...]``. + + Args: + a (array): Input array. + indices (int or array): Integer index or input array with integral type. + axis (int, optional): Axis along which to perform the take. If unspecified + the array is treated as a flattened 1-D vector. + + Returns: + array: The indexed values of ``a``. + """ + +def take_along_axis( + a: array, + /, + indices: array, + axis: int | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Take values along an axis at the specified indices. + + Args: + a (array): Input array. + indices (array): Indices array. These should be broadcastable with + the input array excluding the `axis` dimension. + axis (int or None): Axis in the input to take the values from. If + ``axis == None`` the array is flattened to 1D prior to the indexing + operation. + + Returns: + array: The output array. + """ + +def tan(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise tangent. + + Args: + a (array): Input array. + + Returns: + array: The tangent of ``a``. + """ + +def tanh(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + Element-wise hyperbolic tangent. + + Args: + a (array): Input array. + + Returns: + array: The hyperbolic tangent of ``a``. + """ + +def tensordot( + a: array, + b: array, + /, + axes: int | list[Sequence[int]] = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Compute the tensor dot product along the specified axes. + + Args: + a (array): Input array + b (array): Input array + axes (int or list(list(int)), optional): The number of dimensions to + sum over. If an integer is provided, then sum over the last + ``axes`` dimensions of ``a`` and the first ``axes`` dimensions of + ``b``. If a list of lists is provided, then sum over the + corresponding dimensions of ``a`` and ``b``. Default: 2. + + Returns: + array: The tensor dot product. + """ + +def tile( + a: array, + reps: int | Sequence[int], + /, + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Construct an array by repeating ``a`` the number of times given by ``reps``. + + Args: + a (array): Input array + reps (int or list(int)): The number of times to repeat ``a`` along each axis. + + Returns: + array: The tiled array. + """ + +def topk( + a: array, + /, + k: int, + axis: int | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Returns the ``k`` largest elements from the input along a given axis. + + The elements will not necessarily be in sorted order. + + Args: + a (array): Input array. + k (int): ``k`` top elements to be returned + axis (int or None, optional): Optional axis to select over. + If ``None``, this selects the top ``k`` elements over the + flattened array. If unspecified, it defaults to ``-1``. + + Returns: + array: The top ``k`` elements from the input. + """ + +def trace( + a: array, + /, + offset: int = ..., + axis1: int = ..., + axis2: int = ..., + dtype: Dtype | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Return the sum along a specified diagonal in the given array. + + Args: + a (array): Input array + offset (int, optional): Offset of the diagonal from the main diagonal. + Can be positive or negative. Default: ``0``. + axis1 (int, optional): The first axis of the 2-D sub-arrays from which + the diagonals should be taken. Default: ``0``. + axis2 (int, optional): The second axis of the 2-D sub-arrays from which + the diagonals should be taken. Default: ``1``. + dtype (Dtype, optional): Data type of the output array. If + unspecified the output type is inferred from the input array. + + Returns: + array: Sum of specified diagonal. + """ + +def transpose( + a: array, + /, + axes: Sequence[int] | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Transpose the dimensions of the array. + + Args: + a (array): Input array. + axes (list(int), optional): Specifies the source axis for each axis + in the new array. The default is to reverse the axes. + + Returns: + array: The transposed array. + """ + +def tri( + n: int, + m: int, + k: int, + dtype: Dtype | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + An array with ones at and below the given diagonal and zeros elsewhere. + + Args: + n (int): The number of rows in the output. + m (int, optional): The number of cols in the output. Defaults to ``None``. + k (int, optional): The diagonal of the 2-D array. Defaults to ``0``. + dtype (Dtype, optional): Data type of the output array. Defaults to ``float32``. + stream (Stream, optional): Stream or device. Defaults to ``None``. + + Returns: + array: Array with its lower triangle filled with ones and zeros elsewhere + """ + +def tril(x: array, k: int, *, stream: Stream | Device | None = ...) -> array: + """ + Zeros the array above the given diagonal. + + Args: + x (array): input array. + k (int, optional): The diagonal of the 2-D array. Defaults to ``0``. + stream (Stream, optional): Stream or device. Defaults to ``None``. + + Returns: + array: Array zeroed above the given diagonal + """ + +def triu(x: array, k: int, *, stream: Stream | Device | None = ...) -> array: + """ + Zeros the array below the given diagonal. + + Args: + x (array): input array. + k (int, optional): The diagonal of the 2-D array. Defaults to ``0``. + stream (Stream, optional): Stream or device. Defaults to ``None``. + + Returns: + array: Array zeroed below the given diagonal + """ + +uint16: Dtype = ... +uint32: Dtype = ... +uint64: Dtype = ... +uint8: Dtype = ... + +def unflatten( + a: array, + /, + axis: int, + shape: Sequence[int], + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Unflatten an axis of an array to a shape. + + Args: + a (array): Input array. + axis (int): The axis to unflatten. + shape (tuple(int)): The shape to unflatten to. At most one + entry can be ``-1`` in which case the corresponding size will be + inferred. + stream (Stream, optional): Stream or device. Defaults to ``None`` + in which case the default stream of the default device is used. + + Returns: + array: The unflattened array. + + Example: + >>> a = mx.array([1, 2, 3, 4]) + >>> mx.unflatten(a, 0, (2, -1)) + array([[1, 2], [3, 4]], dtype=int32) + """ + +unsignedinteger: DtypeCategory = ... + +def value_and_grad( + fun: Callable, + argnums: int | Sequence[int] | None = ..., + argnames: str | Sequence[str] = ..., +) -> Callable: + """ + Returns a function which computes the value and gradient of ``fun``. + + The function passed to :func:`value_and_grad` should return either + a scalar loss or a tuple in which the first element is a scalar + loss and the remaining elements can be anything. + + .. code-block:: python + + import mlx.core as mx + + def mse(params, inputs, targets): + outputs = forward(params, inputs) + lvalue = (outputs - targets).square().mean() + return lvalue + + # Returns lvalue, dlvalue/dparams + lvalue, grads = mx.value_and_grad(mse)(params, inputs, targets) + + def lasso(params, inputs, targets, a=1.0, b=1.0): + outputs = forward(params, inputs) + mse = (outputs - targets).square().mean() + l1 = mx.abs(outputs - targets).mean() + + loss = a*mse + b*l1 + + return loss, mse, l1 + + (loss, mse, l1), grads = mx.value_and_grad(lasso)(params, inputs, targets) + + Args: + fun (Callable): A function which takes a variable number of + :class:`array` or trees of :class:`array` and returns + a scalar output :class:`array` or a tuple the first element + of which should be a scalar :class:`array`. + argnums (int or list(int), optional): Specify the index (or indices) + of the positional arguments of ``fun`` to compute the gradient + with respect to. If neither ``argnums`` nor ``argnames`` are + provided ``argnums`` defaults to ``0`` indicating ``fun``'s first + argument. + argnames (str or list(str), optional): Specify keyword arguments of + ``fun`` to compute gradients with respect to. It defaults to [] so + no gradients for keyword arguments by default. + + Returns: + Callable: A function which returns a tuple where the first element + is the output of `fun` and the second element is the gradients w.r.t. + the loss. + """ + +def var( + a: array, + /, + axis: int | Sequence[int] | None = ..., + keepdims: bool = ..., + ddof: int = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Compute the variance(s) over the given axes. + + Args: + a (array): Input array. + axis (int or list(int), optional): Optional axis or + axes to reduce over. If unspecified this defaults + to reducing over the entire array. + keepdims (bool, optional): Keep reduced axes as + singleton dimensions, defaults to `False`. + ddof (int, optional): The divisor to compute the variance + is ``N - ddof``, defaults to 0. + + Returns: + array: The output array of variances. + """ + +def view( + a: scalar | array, dtype: Dtype, stream: Stream | Device | None = ... +) -> array: + """ + View the array as a different type. + + The output shape changes along the last axis if the input array's + type and the input ``dtype`` do not have the same size. + + Note: the view op does not imply that the input and output arrays share + their underlying data. The view only gaurantees that the binary + representation of each element (or group of elements) is the same. + + Args: + a (array): Input array or scalar. + dtype (Dtype): The data type to change to. + + Returns: + array: The array with the new type. + """ + +def vjp( + fun: Callable, primals: list[array], cotangents: list[array] +) -> tuple[list[array], list[array]]: + """ + Compute the vector-Jacobian product. + + Computes the product of the ``cotangents`` with the Jacobian of a + function ``fun`` evaluated at ``primals``. + + Args: + fun (Callable): A function which takes a variable number of :class:`array` + and returns a single :class:`array` or list of :class:`array`. + primals (list(array)): A list of :class:`array` at which to + evaluate the Jacobian. + cotangents (list(array)): A list of :class:`array` which are the + "vector" in the vector-Jacobian product. The ``cotangents`` should be the + same in number, shape, and type as the outputs of ``fun``. + + Returns: + list(array): A list of the vector-Jacobian products which + is the same in number, shape, and type of the outputs of ``fun``. + """ + +def vmap(fun: Callable, in_axes: object = ..., out_axes: object = ...) -> Callable: + """ + Returns a vectorized version of ``fun``. + + Args: + fun (Callable): A function which takes a variable number of + :class:`array` or a tree of :class:`array` and returns + a variable number of :class:`array` or a tree of :class:`array`. + in_axes (int, optional): An integer or a valid prefix tree of the + inputs to ``fun`` where each node specifies the vmapped axis. If + the value is ``None`` then the corresponding input(s) are not vmapped. + Defaults to ``0``. + out_axes (int, optional): An integer or a valid prefix tree of the + outputs of ``fun`` where each node specifies the vmapped axis. If + the value is ``None`` then the corresponding outputs(s) are not vmapped. + Defaults to ``0``. + + Returns: + Callable: The vectorized function. + """ + +def where( + condition: scalar | array, + x: scalar | array, + y: scalar | array, + /, + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Select from ``x`` or ``y`` according to ``condition``. + + The condition and input arrays must be the same shape or + broadcastable with each another. + + Args: + condition (array): The condition array. + x (array): The input selected from where condition is ``True``. + y (array): The input selected from where condition is ``False``. + + Returns: + array: The output containing elements selected from + ``x`` and ``y``. + """ + +def zeros( + shape: int | Sequence[int], + dtype: Dtype | None = ..., + *, + stream: Stream | Device | None = ..., +) -> array: + """ + Construct an array of zeros. + + Args: + shape (int or list(int)): The shape of the output array. + dtype (Dtype, optional): Data type of the output array. If + unspecified the output type defaults to ``float32``. + + Returns: + array: The array of zeros with the specified shape. + """ + +def zeros_like(a: array, /, *, stream: Stream | Device | None = ...) -> array: + """ + An array of zeros like the input. + + Args: + a (array): The input to take the shape and type from. + + Returns: + array: The output array filled with zeros. + """ + +scalar: TypeAlias = int | float | bool +list_or_scalar: TypeAlias = scalar | list["list_or_scalar"] +bool_: Dtype = ... diff --git a/typings/mlx/core/cuda/__init__.pyi b/typings/mlx/core/cuda/__init__.pyi new file mode 100644 index 00000000..cb7e23ba --- /dev/null +++ b/typings/mlx/core/cuda/__init__.pyi @@ -0,0 +1,2 @@ +def is_available() -> bool: + """Check if the CUDA back-end is available.""" diff --git a/typings/mlx/core/distributed/__init__.pyi b/typings/mlx/core/distributed/__init__.pyi new file mode 100644 index 00000000..15a952c4 --- /dev/null +++ b/typings/mlx/core/distributed/__init__.pyi @@ -0,0 +1,216 @@ +from typing import Sequence + +from mlx.core import Device, Dtype, Stream, array + +class Group: + """ + An :class:`mlx.core.distributed.Group` represents a group of independent mlx + processes that can communicate. + """ + def rank(self) -> int: + """Get the rank of this process""" + + def size(self) -> int: + """Get the size of the group""" + + def split(self, color: int, key: int = ...) -> Group: + """ + Split the group to subgroups based on the provided color. + + Processes that use the same color go to the same group. The ``key`` + argument defines the rank in the new group. The smaller the key the + smaller the rank. If the key is negative then the rank in the + current group is used. + + Args: + color (int): A value to group processes into subgroups. + key (int, optional): A key to optionally change the rank ordering + of the processes. + """ + +def all_gather( + x: array, *, group: Group | None = ..., stream: Stream | Device | None = ... +) -> array: + """ + Gather arrays from all processes. + + Gather the ``x`` arrays from all processes in the group and concatenate + them along the first axis. The arrays should all have the same shape. + + Args: + x (array): Input array. + group (Group): The group of processes that will participate in the + gather. If set to ``None`` the global group is used. Default: + ``None``. + stream (Stream, optional): Stream or device. Defaults to ``None`` + in which case the default stream of the default device is used. + + Returns: + array: The concatenation of all ``x`` arrays. + """ + +def all_max( + x: array, *, group: Group | None = ..., stream: Stream | Device | None = ... +) -> array: + """ + All reduce max. + + Find the maximum of the ``x`` arrays from all processes in the group. + + Args: + x (array): Input array. + group (Group): The group of processes that will participate in the + reduction. If set to ``None`` the global group is used. Default: + ``None``. + stream (Stream, optional): Stream or device. Defaults to ``None`` + in which case the default stream of the default device is used. + + Returns: + array: The maximum of all ``x`` arrays. + """ + +def all_min( + x: array, *, group: Group | None = ..., stream: Stream | Device | None = ... +) -> array: + """ + All reduce min. + + Find the minimum of the ``x`` arrays from all processes in the group. + + Args: + x (array): Input array. + group (Group): The group of processes that will participate in the + reduction. If set to ``None`` the global group is used. Default: + ``None``. + stream (Stream, optional): Stream or device. Defaults to ``None`` + in which case the default stream of the default device is used. + + Returns: + array: The minimum of all ``x`` arrays. + """ + +def all_sum( + x: array, *, group: Group | None = ..., stream: Stream | Device | None = ... +) -> array: + """ + All reduce sum. + + Sum the ``x`` arrays from all processes in the group. + + Args: + x (array): Input array. + group (Group): The group of processes that will participate in the + reduction. If set to ``None`` the global group is used. Default: + ``None``. + stream (Stream, optional): Stream or device. Defaults to ``None`` + in which case the default stream of the default device is used. + + Returns: + array: The sum of all ``x`` arrays. + """ + +def init(strict: bool = ..., backend: str = ...) -> Group: + """ + Initialize the communication backend and create the global communication group. + + Example: + + .. code:: python + + import mlx.core as mx + + group = mx.distributed.init(backend="ring") + + Args: + strict (bool, optional): If set to False it returns a singleton group + in case ``mx.distributed.is_available()`` returns False otherwise + it throws a runtime error. Default: ``False`` + backend (str, optional): Which distributed backend to initialize. + Possible values ``mpi``, ``ring``, ``nccl``, ``any``. If set to ``any`` all + available backends are tried and the first one that succeeds + becomes the global group which will be returned in subsequent + calls. Default: ``any`` + + Returns: + Group: The group representing all the launched processes. + """ + +def is_available() -> bool: + """Check if a communication backend is available.""" + +def recv( + shape: Sequence[int], + dtype: Dtype, + src: int, + *, + group: Group | None = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Recv an array with shape ``shape`` and dtype ``dtype`` from process + with rank ``src``. + + Args: + shape (tuple[int]): The shape of the array we are receiving. + dtype (Dtype): The data type of the array we are receiving. + src (int): Rank of the source process in the group. + group (Group): The group of processes that will participate in the + recv. If set to ``None`` the global group is used. Default: + ``None``. + stream (Stream, optional): Stream or device. Defaults to ``None`` + in which case the default stream of the default device is used. + + Returns: + array: The array that was received from ``src``. + """ + +def recv_like( + x: array, + src: int, + *, + group: Group | None = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Recv an array with shape and type like ``x`` from process with rank + ``src``. + + It is equivalent to calling ``mx.distributed.recv(x.shape, x.dtype, src)``. + + Args: + x (array): An array defining the shape and dtype of the array we are + receiving. + src (int): Rank of the source process in the group. + group (Group): The group of processes that will participate in the + recv. If set to ``None`` the global group is used. Default: + ``None``. + stream (Stream, optional): Stream or device. Defaults to ``None`` + in which case the default stream of the default device is used. + + Returns: + array: The array that was received from ``src``. + """ + +def send( + x: array, + dst: int, + *, + group: Group | None = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Send an array from the current process to the process that has rank + ``dst`` in the group. + + Args: + x (array): Input array. + dst (int): Rank of the destination process in the group. + group (Group): The group of processes that will participate in the + sned. If set to ``None`` the global group is used. Default: + ``None``. + stream (Stream, optional): Stream or device. Defaults to ``None`` + in which case the default stream of the default device is used. + + Returns: + array: An array identical to ``x`` which when evaluated the send is performed. + """ diff --git a/typings/mlx/core/metal/__init__.pyi b/typings/mlx/core/metal/__init__.pyi new file mode 100644 index 00000000..983f0067 --- /dev/null +++ b/typings/mlx/core/metal/__init__.pyi @@ -0,0 +1,38 @@ +def clear_cache() -> None: ... +def device_info() -> dict[str, str | int]: + """ + Get information about the GPU device and system settings. + + Currently returns: + + * ``architecture`` + * ``max_buffer_size`` + * ``max_recommended_working_set_size`` + * ``memory_size`` + * ``resource_limit`` + + Returns: + dict: A dictionary with string keys and string or integer values. + """ + +def get_active_memory() -> int: ... +def get_cache_memory() -> int: ... +def get_peak_memory() -> int: ... +def is_available() -> bool: + """Check if the Metal back-end is available.""" + +def reset_peak_memory() -> None: ... +def set_cache_limit(limit: int) -> int: ... +def set_memory_limit(limit: int) -> int: ... +def set_wired_limit(limit: int) -> int: ... +def start_capture(path: str) -> None: + """ + Start a Metal capture. + + Args: + path (str): The path to save the capture which should have + the extension ``.gputrace``. + """ + +def stop_capture() -> None: + """Stop a Metal capture.""" diff --git a/typings/mlx/core/random/__init__.pyi b/typings/mlx/core/random/__init__.pyi new file mode 100644 index 00000000..4116e0ec --- /dev/null +++ b/typings/mlx/core/random/__init__.pyi @@ -0,0 +1,301 @@ +from typing import Sequence + +from mlx.core import Device, Dtype, Stream, array, scalar +from mlx.core.distributed import state as state + +def bernoulli( + p: scalar | array = ..., + shape: Sequence[int] | None = ..., + key: array | None = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Generate Bernoulli random values. + + The values are sampled from the bernoulli distribution with parameter + ``p``. The parameter ``p`` can be a :obj:`float` or :obj:`array` and + must be broadcastable to ``shape``. + + Args: + p (float or array, optional): Parameter of the Bernoulli + distribution. Default: ``0.5``. + shape (list(int), optional): Shape of the output. + Default: ``p.shape``. + key (array, optional): A PRNG key. Default: ``None``. + + Returns: + array: The array of random integers. + """ + +def categorical( + logits: array, + axis: int = ..., + shape: Sequence[int] | None = ..., + num_samples: int | None = ..., + key: array | None = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Sample from a categorical distribution. + + The values are sampled from the categorical distribution specified by + the unnormalized values in ``logits``. Note, at most one of ``shape`` + or ``num_samples`` can be specified. If both are ``None``, the output + has the same shape as ``logits`` with the ``axis`` dimension removed. + + Args: + logits (array): The *unnormalized* categorical distribution(s). + axis (int, optional): The axis which specifies the distribution. + Default: ``-1``. + shape (list(int), optional): The shape of the output. This must + be broadcast compatible with ``logits.shape`` with the ``axis`` + dimension removed. Default: ``None`` + num_samples (int, optional): The number of samples to draw from each + of the categorical distributions in ``logits``. The output will have + ``num_samples`` in the last dimension. Default: ``None``. + key (array, optional): A PRNG key. Default: ``None``. + + Returns: + array: The ``shape``-sized output array with type ``uint32``. + """ + +def gumbel( + shape: Sequence[int] = ..., + dtype: Dtype | None = ..., + key: Stream | Device | None = ..., + stream: array | None = ..., +) -> array: + """ + Sample from the standard Gumbel distribution. + + The values are sampled from a standard Gumbel distribution + which CDF ``exp(-exp(-x))``. + + Args: + shape (list(int)): The shape of the output. + dtype (Dtype, optional): The data type of the output. + Default: ``float32``. + key (array, optional): A PRNG key. Default: ``None``. + + Returns: + array: + The :class:`array` with shape ``shape`` and distributed according + to the Gumbel distribution. + """ + +def key(seed: int) -> array: + """ + Get a PRNG key from a seed. + + Args: + seed (int): Seed for the PRNG. + + Returns: + array: The PRNG key array. + """ + +def laplace( + shape: Sequence[int] = ..., + dtype: Dtype | None = ..., + loc: float = ..., + scale: float = ..., + key: array | None = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Sample numbers from a Laplace distribution. + + Args: + shape (list(int), optional): Shape of the output. Default: ``()``. + dtype (Dtype, optional): Type of the output. Default: ``float32``. + loc (float, optional): Mean of the distribution. Default: ``0.0``. + scale (float, optional): The scale "b" of the Laplace distribution. + Default:``1.0``. + key (array, optional): A PRNG key. Default: ``None``. + + Returns: + array: The output array of random values. + """ + +def multivariate_normal( + mean: array, + cov: array, + shape: Sequence[int] = ..., + dtype: Dtype | None = ..., + key: array | None = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Generate jointly-normal random samples given a mean and covariance. + + The matrix ``cov`` must be positive semi-definite. The behavior is + undefined if it is not. The only supported ``dtype`` is ``float32``. + + Args: + mean (array): array of shape ``(..., n)``, the mean of the + distribution. + cov (array): array of shape ``(..., n, n)``, the covariance + matrix of the distribution. The batch shape ``...`` must be + broadcast-compatible with that of ``mean``. + shape (list(int), optional): The output shape must be + broadcast-compatible with ``mean.shape[:-1]`` and ``cov.shape[:-2]``. + If empty, the result shape is determined by broadcasting the batch + shapes of ``mean`` and ``cov``. Default: ``[]``. + dtype (Dtype, optional): The output type. Default: ``float32``. + key (array, optional): A PRNG key. Default: ``None``. + + Returns: + array: The output array of random values. + """ + +def normal( + shape: Sequence[int] = ..., + dtype: Dtype | None = ..., + loc: scalar | array | None = ..., + scale: scalar | array | None = ..., + key: array | None = ..., + stream: Stream | Device | None = ..., +) -> array: + r""" + Generate normally distributed random numbers. + + If ``loc`` and ``scale`` are not provided the "standard" normal + distribution is used. That means $x \sim \mathcal{N}(0, 1)$ for + real numbers and $\text{Re}(x),\text{Im}(x) \sim \mathcal{N}(0, + \frac{1}{2})$ for complex numbers. + + Args: + shape (list(int), optional): Shape of the output. Default: ``()``. + dtype (Dtype, optional): Type of the output. Default: ``float32``. + loc (scalar or array, optional): Mean of the distribution. + Default: ``None``. + scale (scalar or array, optional): Standard deviation of the + distribution. Default: ``None``. + key (array, optional): A PRNG key. Default: ``None``. + + Returns: + array: The output array of random values. + """ + +def permutation( + x: int | array, + axis: int = ..., + key: array | None = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Generate a random permutation or permute the entries of an array. + + Args: + x (int or array, optional): If an integer is provided a random + permtuation of ``mx.arange(x)`` is returned. Otherwise the entries + of ``x`` along the given axis are randomly permuted. + axis (int, optional): The axis to permute along. Default: ``0``. + key (array, optional): A PRNG key. Default: ``None``. + + Returns: + array: + The generated random permutation or randomly permuted input array. + """ + +def randint( + low: scalar | array, + high: scalar | array, + shape: Sequence[int] = ..., + dtype: Dtype | None = ..., + key: array | None = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Generate random integers from the given interval. + + The values are sampled with equal probability from the integers in + half-open interval ``[low, high)``. The lower and upper bound can be + scalars or arrays and must be broadcastable to ``shape``. + + Args: + low (scalar or array): Lower bound of the interval. + high (scalar or array): Upper bound of the interval. + shape (list(int), optional): Shape of the output. Default: ``()``. + dtype (Dtype, optional): Type of the output. Default: ``int32``. + key (array, optional): A PRNG key. Default: ``None``. + + Returns: + array: The array of random integers. + """ + +def seed(seed: int) -> None: + """ + Seed the global PRNG. + + Args: + seed (int): Seed for the global PRNG. + """ + +def split(key: array, num: int = ..., stream: Stream | Device | None = ...) -> array: + """ + Split a PRNG key into sub keys. + + Args: + key (array): Input key to split. + num (int, optional): Number of sub keys. Default: ``2``. + + Returns: + array: The array of sub keys with ``num`` as its first dimension. + """ + +def truncated_normal( + lower: scalar | array, + upper: scalar | array, + shape: Sequence[int] | None = ..., + dtype: Dtype | None = ..., + key: array | None = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Generate values from a truncated normal distribution. + + The values are sampled from the truncated normal distribution + on the domain ``(lower, upper)``. The bounds ``lower`` and ``upper`` + can be scalars or arrays and must be broadcastable to ``shape``. + + Args: + lower (scalar or array): Lower bound of the domain. + upper (scalar or array): Upper bound of the domain. + shape (list(int), optional): The shape of the output. + Default:``()``. + dtype (Dtype, optional): The data type of the output. + Default: ``float32``. + key (array, optional): A PRNG key. Default: ``None``. + + Returns: + array: The output array of random values. + """ + +def uniform( + low: scalar | array = ..., + high: scalar | array = ..., + shape: Sequence[int] = ..., + dtype: Dtype | None = ..., + key: array | None = ..., + stream: Stream | Device | None = ..., +) -> array: + """ + Generate uniformly distributed random numbers. + + The values are sampled uniformly in the half-open interval ``[low, high)``. + The lower and upper bound can be scalars or arrays and must be + broadcastable to ``shape``. + + Args: + low (scalar or array, optional): Lower bound of the distribution. + Default: ``0``. + high (scalar or array, optional): Upper bound of the distribution. + Default: ``1``. + shape (list(int), optional): Shape of the output. Default:``()``. + dtype (Dtype, optional): Type of the output. Default: ``float32``. + key (array, optional): A PRNG key. Default: ``None``. + + Returns: + array: The output array random values. + """ diff --git a/uv.lock b/uv.lock index 426cfd70..deabdc7b 100644 --- a/uv.lock +++ b/uv.lock @@ -14,7 +14,6 @@ supported-markers = [ members = [ "exo", "exo-pyo3-bindings", - "exo-scripts", ] [[package]] @@ -438,21 +437,6 @@ dev = [ { name = "pytest-asyncio", specifier = ">=1.0.0" }, ] -[[package]] -name = "exo-scripts" -version = "0.1.0" -source = { editable = "scripts" } -dependencies = [ - { name = "exo", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, - { name = "huggingface-hub", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, -] - -[package.metadata] -requires-dist = [ - { name = "exo", editable = "." }, - { name = "huggingface-hub", specifier = ">=0.33.4" }, -] - [[package]] name = "fastapi" version = "0.121.0" @@ -561,12 +545,16 @@ wheels = [ { url = 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"https://files.pythonhosted.org/packages/0d/da/343cd760ab2f92bac1845ca07ee3faea9fe52bee65f7bcb19f16ad7de08b/greenlet-3.2.4-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:015d48959d4add5d6c9f6c5210ee3803a830dce46356e3bc326d6776bde54681", size = 1680760, upload-time = "2025-11-04T12:42:25.341Z" }, ] [[package]] From 699fd9591e49cd4ef13ee64092a745b46aa4020b Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Wed, 5 Nov 2025 21:47:08 -0800 Subject: [PATCH 184/224] fix exo scripts --- pyproject.toml | 1 - 1 file changed, 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 6097e6ba..2113642a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -63,7 +63,6 @@ dev = [ [tool.uv.workspace] members = [ - "scripts", "rust/exo_pyo3_bindings", ] From 0bb621b65373240b036e26a639ef45dabe5fd143 Mon Sep 17 00:00:00 2001 From: rltakashige Date: Thu, 6 Nov 2025 03:59:37 -0800 Subject: [PATCH 185/224] Add mlx nn stubs --- src/exo/engines/mlx/__init__.py | 20 +- src/exo/engines/mlx/auto_parallel.py | 39 +- src/exo/engines/mlx/utils_mlx.py | 33 +- src/exo/master/tests/test_master.py | 4 +- src/exo/shared/global_conn.py | 3 +- src/exo/shared/models/model_cards.py | 4 +- src/exo/shared/models/model_meta.py | 18 +- .../shared/tests/test_node_id_persistence.py | 3 +- src/exo/shared/types/api.py | 6 +- .../shared/types/worker/commands_runner.py | 2 +- .../shared/types/worker/resource_monitor.py | 6 +- src/exo/utils/phantom.py | 5 +- src/exo/worker/download/download_utils.py | 34 +- src/exo/worker/download/huggingface_utils.py | 14 +- .../worker/download/impl_shard_downloader.py | 16 +- src/exo/worker/main.py | 4 +- src/exo/worker/runner/generate.py | 53 +- src/exo/worker/runner/runner_supervisor.py | 4 +- src/exo/worker/tests/conftest.py | 16 +- .../tests/test_plan/test_worker_plan_utils.py | 8 +- src/exo/worker/utils/macmon/macmon.py | 39 +- typings/mlx/core/__init__.pyi | 6 +- typings/mlx/nn/__init__.pyi | 9 + typings/mlx/nn/init.pyi | 284 ++++++++++ typings/mlx/nn/layers/__init__.pyi | 20 + typings/mlx/nn/layers/activations.pyi | 523 ++++++++++++++++++ typings/mlx/nn/layers/base.pyi | 393 +++++++++++++ typings/mlx/nn/layers/containers.pyi | 21 + typings/mlx/nn/layers/convolution.pyi | 116 ++++ .../mlx/nn/layers/convolution_transpose.pyi | 119 ++++ typings/mlx/nn/layers/distributed.pyi | 227 ++++++++ typings/mlx/nn/layers/dropout.pyi | 65 +++ typings/mlx/nn/layers/embedding.pyi | 34 ++ typings/mlx/nn/layers/linear.pyi | 76 +++ typings/mlx/nn/layers/normalization.pyi | 194 +++++++ typings/mlx/nn/layers/pooling.pyi | 242 ++++++++ typings/mlx/nn/layers/positional_encoding.pyi | 80 +++ typings/mlx/nn/layers/quantized.pyi | 125 +++++ typings/mlx/nn/layers/recurrent.pyi | 113 ++++ typings/mlx/nn/layers/transformer.pyi | 168 ++++++ typings/mlx/nn/layers/upsample.pyi | 87 +++ typings/mlx/nn/losses.pyi | 419 ++++++++++++++ typings/mlx/nn/utils.pyi | 73 +++ typings/mlx/utils.pyi | 182 ++++++ 44 files changed, 3734 insertions(+), 173 deletions(-) create mode 100644 typings/mlx/nn/__init__.pyi create mode 100644 typings/mlx/nn/init.pyi create mode 100644 typings/mlx/nn/layers/__init__.pyi create mode 100644 typings/mlx/nn/layers/activations.pyi create mode 100644 typings/mlx/nn/layers/base.pyi create mode 100644 typings/mlx/nn/layers/containers.pyi create mode 100644 typings/mlx/nn/layers/convolution.pyi create mode 100644 typings/mlx/nn/layers/convolution_transpose.pyi create mode 100644 typings/mlx/nn/layers/distributed.pyi create mode 100644 typings/mlx/nn/layers/dropout.pyi create mode 100644 typings/mlx/nn/layers/embedding.pyi create mode 100644 typings/mlx/nn/layers/linear.pyi create mode 100644 typings/mlx/nn/layers/normalization.pyi create mode 100644 typings/mlx/nn/layers/pooling.pyi create mode 100644 typings/mlx/nn/layers/positional_encoding.pyi create mode 100644 typings/mlx/nn/layers/quantized.pyi create mode 100644 typings/mlx/nn/layers/recurrent.pyi create mode 100644 typings/mlx/nn/layers/transformer.pyi create mode 100644 typings/mlx/nn/layers/upsample.pyi create mode 100644 typings/mlx/nn/losses.pyi create mode 100644 typings/mlx/nn/utils.pyi create mode 100644 typings/mlx/utils.pyi diff --git a/src/exo/engines/mlx/__init__.py b/src/exo/engines/mlx/__init__.py index 716ee0b9..8c0c8fa3 100644 --- a/src/exo/engines/mlx/__init__.py +++ b/src/exo/engines/mlx/__init__.py @@ -1,9 +1,9 @@ -from typing import Optional +from typing import Any from mlx_lm.models.cache import KVCache import mlx.core as mx -import mlx.nn as nn # type: ignore +import mlx.nn as nn # These are wrapper functions to fix the fact that mlx is not strongly typed in the same way that EXO is. # For example - MLX has no guarantee of the interface that nn.Module will expose. But we need a guarantee that it has a __call__() function @@ -12,7 +12,12 @@ import mlx.nn as nn # type: ignore class Model(nn.Module): layers: list[nn.Module] - def __call__(self, x: mx.array, cache: Optional[list[KVCache]]) -> mx.array: ... + def __call__( + self, + x: mx.array, + cache: list[KVCache] | None, + input_embeddings: mx.array | None = None, + ) -> mx.array: ... class Detokenizer: @@ -25,8 +30,15 @@ class Detokenizer: class TokenizerWrapper: - bos_token: Optional[str] + bos_token: str | None eos_token_ids: list[int] detokenizer: Detokenizer def encode(self, text: str, add_special_tokens: bool = True) -> list[int]: ... + + def apply_chat_template( + self, + messages_dicts: list[dict[str, Any]], + tokenize: bool = False, + add_generation_prompt: bool = True, + ) -> str: ... diff --git a/src/exo/engines/mlx/auto_parallel.py b/src/exo/engines/mlx/auto_parallel.py index 7db609d3..78109325 100644 --- a/src/exo/engines/mlx/auto_parallel.py +++ b/src/exo/engines/mlx/auto_parallel.py @@ -1,6 +1,6 @@ from abc import ABC, abstractmethod from functools import partial -from typing import TYPE_CHECKING, Protocol, cast, override +from typing import TYPE_CHECKING, Callable, Protocol, cast, override from mlx_lm.models.deepseek_v3 import DeepseekV3MLP from mlx_lm.models.deepseek_v3 import Model as DeepseekV3Model @@ -9,16 +9,16 @@ from mlx_lm.models.qwen3_moe import Model as Qwen3MoeModel from mlx_lm.models.qwen3_moe import Qwen3MoeSparseMoeBlock import mlx.core as mx -import mlx.nn as nn # pyright: ignore[reportMissingTypeStubs] +import mlx.nn as nn from exo.shared.types.worker.shards import ( PipelineShardMetadata, ShardMetadata, TensorShardMetadata, ) -from mlx.nn.layers.distributed import ( # type: ignore - shard_inplace, # type: ignore - shard_linear, # type: ignore - sum_gradients, # type: ignore +from mlx.nn.layers.distributed import ( + shard_inplace, + shard_linear, + sum_gradients, ) @@ -226,18 +226,18 @@ class TensorParallelisationStrategy(ParallelisationShardStrategy): class TensorParallelShardingStrategy(ABC): def __init__( self, - group, # type: ignore - all_to_sharded_linear, # type: ignore - sharded_to_all_linear, # type: ignore - all_to_sharded_linear_in_place, # type: ignore - sharded_to_all_linear_in_place, # type: ignore + group: mx.distributed.Group, + all_to_sharded_linear: Callable[..., nn.Linear], + sharded_to_all_linear: Callable[..., nn.Linear], + all_to_sharded_linear_in_place: Callable[..., None], + sharded_to_all_linear_in_place: Callable[..., None], ): self.all_to_sharded_linear = all_to_sharded_linear self.sharded_to_all_linear = sharded_to_all_linear self.all_to_sharded_linear_in_place = all_to_sharded_linear_in_place self.sharded_to_all_linear_in_place = sharded_to_all_linear_in_place - self.group = group or mx.distributed.init() # type: ignore - self.N = cast(int, group.size()) # type: ignore + self.group = group or mx.distributed.init() + self.N = group.size() @abstractmethod def shard_model(self, model: nn.Module) -> nn.Module: ... @@ -268,6 +268,7 @@ class DeepSeekShardingStrategy(TensorParallelShardingStrategy): for layer in model.layers: # Shard the self attention if layer.self_attn.q_lora_rank is None: # pyright: ignore[reportUnnecessaryComparison] + # Unfortunately, q_lora_rank can be None despite typing hints. layer.self_attn.q_proj = self.all_to_sharded_linear( layer.self_attn.q_proj ) @@ -297,7 +298,7 @@ class DeepSeekShardingStrategy(TensorParallelShardingStrategy): self.sharded_to_all_linear_in_place(layer.mlp.switch_mlp.down_proj) self.all_to_sharded_linear_in_place(layer.mlp.switch_mlp.up_proj) layer.mlp = ShardedDeepseekV3MoE(layer.mlp) # type: ignore - layer.mlp.sharding_group = self.group # type: ignore + layer.mlp.sharding_group = self.group return model @@ -309,8 +310,8 @@ class ShardedDeepseekV3MoE(CustomMlxLayer): def __call__(self, x: mx.array) -> mx.array: if self.sharding_group is not None: - x = sum_gradients(self.sharding_group)(x) # type: ignore - y = self.original_layer.__call__(x) # type: ignore + x = sum_gradients(self.sharding_group)(x) + y = self.original_layer.__call__(x) if self.sharding_group is not None: y = mx.distributed.all_sum(y, group=self.sharding_group) return y @@ -335,7 +336,7 @@ class QwenShardingStrategy(TensorParallelShardingStrategy): self.sharded_to_all_linear_in_place(layer.mlp.switch_mlp.down_proj) self.all_to_sharded_linear_in_place(layer.mlp.switch_mlp.up_proj) layer.mlp = ShardedQwenMoE(layer.mlp) # type: ignore - layer.mlp.sharding_group = self.group # type:ignore + layer.mlp.sharding_group = self.group # Shard the MLP else: @@ -353,8 +354,8 @@ class ShardedQwenMoE(CustomMlxLayer): def __call__(self, x: mx.array) -> mx.array: if self.sharding_group is not None: - x = sum_gradients(self.sharding_group)(x) # type: ignore - y = self.original_layer.__call__(x) # type: ignore + x = sum_gradients(self.sharding_group)(x) + y = self.original_layer.__call__(x) if self.sharding_group is not None: y = mx.distributed.all_sum(y, group=self.sharding_group) return y diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index eb82246c..d1216e73 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -3,11 +3,10 @@ import concurrent.futures import os import resource from asyncio import AbstractEventLoop -from typing import Any, Callable, Optional +from typing import Any, Callable, cast from mlx_lm.models.cache import KVCache from mlx_lm.sample_utils import make_sampler -from mlx_lm.tokenizer_utils import TokenizerWrapper as _TokenizerWrapper try: from mlx_lm.tokenizer_utils import load_tokenizer # type: ignore @@ -17,7 +16,7 @@ from mlx_lm.utils import load_model # type: ignore from pydantic import RootModel import mlx.core as mx -import mlx.nn as nn # pyright: ignore[reportMissingTypeStubs] +import mlx.nn as nn from exo.engines.mlx import Model, TokenizerWrapper from exo.engines.mlx.auto_parallel import ( IdentityLayer, @@ -150,15 +149,12 @@ def initialize_mlx( mlx_ibv_coordinator=mlx_ibv_coordinator, ) - # set_wired_limit_for_model(get_weights_size(model_shard_meta)) - - # Determine world size from either hosts or mlx_ibv_devices - sampler: Callable[[mx.array], mx.array] = make_sampler(temp=0.7) model, tokenizer = shard_and_load(model_shard_meta, group=group) + model = cast(Model, model) - return model, tokenizer, sampler, group # type: ignore[return-value] + return model, tokenizer, sampler, group def shard_and_load( @@ -176,12 +172,9 @@ def shard_and_load( assert isinstance(model, nn.Module) tokenizer = load_tokenizer(model_path) # type: ignore - assert isinstance(tokenizer, _TokenizerWrapper) + tokenizer = cast(TokenizerWrapper, tokenizer) - if group: - runner_print(f"Group size: {group.size()}, group rank: {group.rank()}") - else: - runner_print("!!! No group") + runner_print(f"Group size: {group.size()}, group rank: {group.rank()}") match model_shard_meta.strategy: case "auto": @@ -199,13 +192,13 @@ def shard_and_load( runner_print(f"Model after auto_parallel: {str(model)}") - mx.eval(model.parameters()) # type: ignore + mx.eval(model.parameters()) mx.eval(model) # Synchronize processes before generation to avoid timeout mx_barrier(group) - return model, tokenizer # type: ignore + return model, tokenizer async def apply_chat_template( @@ -217,10 +210,10 @@ async def apply_chat_template( # Now we can properly access the messages messages = chat_task_data.messages - messages_dicts = [msg.model_dump() for msg in messages] + messages_dicts: list[dict[str, Any]] = [msg.model_dump() for msg in messages] # Filter out None values, keeping relevant keys for the model - formatted_messages = [] + formatted_messages: list[dict[str, Any]] = [] for message in messages_dicts: filtered_message: dict[str, Any] = { k: v @@ -235,13 +228,13 @@ async def apply_chat_template( # If neither content nor thinking is present, skip this message continue - formatted_messages.append(filtered_message) # type: ignore + formatted_messages.append(filtered_message) messages_dicts = formatted_messages prompt: str = await loop.run_in_executor( executor=mlx_executor, - func=lambda: tokenizer.apply_chat_template( # type: ignore + func=lambda: tokenizer.apply_chat_template( messages_dicts, tokenize=False, add_generation_prompt=True, @@ -276,7 +269,7 @@ class NullKVCache(KVCache): async def make_kv_cache( model: Model, - max_kv_size: Optional[int] = None, + max_kv_size: int | None = None, ) -> list[KVCache]: assert hasattr(model, "layers") diff --git a/src/exo/master/tests/test_master.py b/src/exo/master/tests/test_master.py index 62f51e6d..53b3fced 100644 --- a/src/exo/master/tests/test_master.py +++ b/src/exo/master/tests/test_master.py @@ -1,4 +1,4 @@ -from typing import List, Sequence +from typing import Sequence import anyio import pytest @@ -44,7 +44,7 @@ async def test_master(): command_sender, co_receiver = channel[ForwarderCommand]() local_event_sender, le_receiver = channel[ForwarderEvent]() - all_events: List[IndexedEvent] = [] + all_events: list[IndexedEvent] = [] def _get_events() -> Sequence[IndexedEvent]: orig_events = global_event_receiver.collect() diff --git a/src/exo/shared/global_conn.py b/src/exo/shared/global_conn.py index 7ecf5928..01bfc203 100644 --- a/src/exo/shared/global_conn.py +++ b/src/exo/shared/global_conn.py @@ -3,7 +3,6 @@ import asyncio import threading from multiprocessing.connection import Connection -from typing import Optional from exo.shared.types.worker.commands_runner import ( RunnerMessage, @@ -54,7 +53,7 @@ class AsyncConnection[SendT, RecvT]: self._conn.close() -_conn: Optional[AsyncConnection[RunnerResponse, RunnerMessage]] = None +_conn: AsyncConnection[RunnerResponse, RunnerMessage] | None = None def set_conn(c: AsyncConnection[RunnerResponse, RunnerMessage]) -> None: diff --git a/src/exo/shared/models/model_cards.py b/src/exo/shared/models/model_cards.py index c58d3fa1..8fc85c48 100644 --- a/src/exo/shared/models/model_cards.py +++ b/src/exo/shared/models/model_cards.py @@ -1,5 +1,3 @@ -from typing import List - from exo.shared.types.memory import Memory from exo.shared.types.models import ModelId, ModelMetadata from exo.utils.pydantic_ext import CamelCaseModel @@ -10,7 +8,7 @@ class ModelCard(CamelCaseModel): model_id: str name: str description: str - tags: List[str] + tags: list[str] metadata: ModelMetadata diff --git a/src/exo/shared/models/model_meta.py b/src/exo/shared/models/model_meta.py index b9bb470a..24da284c 100644 --- a/src/exo/shared/models/model_meta.py +++ b/src/exo/shared/models/model_meta.py @@ -1,4 +1,4 @@ -from typing import Annotated, Dict, Optional +from typing import Annotated import aiofiles import aiofiles.os as aios @@ -19,14 +19,12 @@ class ConfigData(BaseModel): model_config = {"extra": "ignore"} # Allow unknown fields # Common field names for number of layers across different architectures - num_hidden_layers: Optional[Annotated[int, Field(ge=0)]] = None - num_layers: Optional[Annotated[int, Field(ge=0)]] = None - n_layer: Optional[Annotated[int, Field(ge=0)]] = None - n_layers: Optional[Annotated[int, Field(ge=0)]] = None # Sometimes used - num_decoder_layers: Optional[Annotated[int, Field(ge=0)]] = ( - None # Transformer models - ) - decoder_layers: Optional[Annotated[int, Field(ge=0)]] = None # Some architectures + num_hidden_layers: Annotated[int, Field(ge=0)] | None = None + num_layers: Annotated[int, Field(ge=0)] | None = None + n_layer: Annotated[int, Field(ge=0)] | None = None + n_layers: Annotated[int, Field(ge=0)] | None = None # Sometimes used + num_decoder_layers: Annotated[int, Field(ge=0)] | None = None # Transformer models + decoder_layers: Annotated[int, Field(ge=0)] | None = None # Some architectures @property def layer_count(self) -> int: @@ -92,7 +90,7 @@ async def get_safetensors_size(model_id: str) -> Memory: return Memory.from_bytes(info.safetensors.total) -_model_meta_cache: Dict[str, ModelMetadata] = {} +_model_meta_cache: dict[str, ModelMetadata] = {} async def get_model_meta(model_id: str) -> ModelMetadata: diff --git a/src/exo/shared/tests/test_node_id_persistence.py b/src/exo/shared/tests/test_node_id_persistence.py index 4633ab90..cdcf19ca 100644 --- a/src/exo/shared/tests/test_node_id_persistence.py +++ b/src/exo/shared/tests/test_node_id_persistence.py @@ -7,7 +7,6 @@ from multiprocessing.process import BaseProcess from multiprocessing.queues import Queue as QueueT from multiprocessing.synchronize import Event as EventT from multiprocessing.synchronize import Semaphore as SemaphoreT -from typing import Optional from pytest import LogCaptureFixture @@ -64,7 +63,7 @@ def _get_keypair_concurrent(num_procs: int) -> bytes: # check that the input/output order match, and that # all subprocesses end up reading the same file logging.info(msg="PARENT: Checking consistency") - keypair: Optional[bytes] = None + keypair: bytes | None = None qsize = 0 # cannot use Queue.qsize due to MacOS incompatibility :( while not queue.empty(): qsize += 1 diff --git a/src/exo/shared/types/api.py b/src/exo/shared/types/api.py index 88044379..e5437c4e 100644 --- a/src/exo/shared/types/api.py +++ b/src/exo/shared/types/api.py @@ -1,5 +1,5 @@ import time -from typing import Any, List, Literal +from typing import Any, Literal from pydantic import BaseModel, Field @@ -20,12 +20,12 @@ class ModelListModel(BaseModel): name: str = Field(default="") description: str = Field(default="") context_length: int = Field(default=0) - tags: List[str] = Field(default=[]) + tags: list[str] = Field(default=[]) class ModelList(BaseModel): object: str = "list" - data: List[ModelListModel] + data: list[ModelListModel] class ChatCompletionMessage(BaseModel): diff --git a/src/exo/shared/types/worker/commands_runner.py b/src/exo/shared/types/worker/commands_runner.py index 465d3887..0a873f8a 100644 --- a/src/exo/shared/types/worker/commands_runner.py +++ b/src/exo/shared/types/worker/commands_runner.py @@ -43,7 +43,7 @@ class TokenizedResponse(BaseRunnerResponse): class GenerationResponse(BaseRunnerResponse): text: str token: int - # logprobs: Optional[list[float]] = None # too big. we can change to be top-k + # logprobs: list[float] | None = None # too big. we can change to be top-k finish_reason: FinishReason | None = None diff --git a/src/exo/shared/types/worker/resource_monitor.py b/src/exo/shared/types/worker/resource_monitor.py index 8a1f3349..b351963c 100644 --- a/src/exo/shared/types/worker/resource_monitor.py +++ b/src/exo/shared/types/worker/resource_monitor.py @@ -1,7 +1,7 @@ import asyncio from abc import ABC, abstractmethod from collections.abc import Coroutine -from typing import Callable, List, Set +from typing import Callable from exo.shared.types.profiling import ( MemoryPerformanceProfile, @@ -23,8 +23,8 @@ class MemoryResourceCollector(ResourceCollector): class ResourceMonitor: - data_collectors: List[ResourceCollector] - effect_handlers: Set[ + data_collectors: list[ResourceCollector] + effect_handlers: set[ Callable[[SystemPerformanceProfile | MemoryPerformanceProfile], None] ] diff --git a/src/exo/utils/phantom.py b/src/exo/utils/phantom.py index 4fe62afb..72e33442 100644 --- a/src/exo/utils/phantom.py +++ b/src/exo/utils/phantom.py @@ -1,13 +1,10 @@ -from typing import Optional - - class _PhantomData[*T]: """ Internal machinery of the phantom data - it stores nothing. """ -type PhantomData[*T] = Optional[_PhantomData[*T]] +type PhantomData[*T] = _PhantomData[*T] | None """ Allows you to use generics in functions without storing anything of that generic type. Just use `None` and you'll be fine diff --git a/src/exo/worker/download/download_utils.py b/src/exo/worker/download/download_utils.py index 2a7f6cf1..c179b921 100644 --- a/src/exo/worker/download/download_utils.py +++ b/src/exo/worker/download/download_utils.py @@ -6,7 +6,7 @@ import time import traceback from datetime import timedelta from pathlib import Path -from typing import Callable, Dict, List, Literal, Optional, Tuple, Union +from typing import Callable, Literal from urllib.parse import urljoin import aiofiles @@ -39,8 +39,8 @@ class ModelSafetensorsIndexMetadata(BaseModel): class ModelSafetensorsIndex(BaseModel): - metadata: Optional[ModelSafetensorsIndexMetadata] - weight_map: Dict[str, str] + metadata: ModelSafetensorsIndexMetadata | None + weight_map: dict[str, str] class FileListEntry(BaseModel): @@ -76,7 +76,7 @@ class RepoDownloadProgress(BaseModel): overall_speed: float overall_eta: timedelta status: Literal["not_started", "in_progress", "complete"] - file_progress: Dict[str, RepoFileDownloadProgress] = Field(default_factory=dict) + file_progress: dict[str, RepoFileDownloadProgress] = Field(default_factory=dict) model_config = ConfigDict(frozen=True) @@ -162,7 +162,7 @@ async def delete_model(repo_id: str) -> bool: return True -async def seed_models(seed_dir: Union[str, Path]): +async def seed_models(seed_dir: str | Path): """Move model in resources folder of app to .cache/huggingface/hub""" source_dir = Path(seed_dir) dest_dir = await ensure_models_dir() @@ -181,7 +181,7 @@ async def seed_models(seed_dir: Union[str, Path]): async def fetch_file_list_with_cache( repo_id: str, revision: str = "main", recursive: bool = False -) -> List[FileListEntry]: +) -> list[FileListEntry]: target_dir = ( (await ensure_models_dir()) / "caches" / str(repo_id).replace("/", "--") ) @@ -191,17 +191,17 @@ async def fetch_file_list_with_cache( ) if await aios.path.exists(cache_file): async with aiofiles.open(cache_file, "r") as f: - return TypeAdapter(List[FileListEntry]).validate_json(await f.read()) + return TypeAdapter(list[FileListEntry]).validate_json(await f.read()) file_list = await fetch_file_list_with_retry(repo_id, revision, recursive=recursive) await aios.makedirs(cache_file.parent, exist_ok=True) async with aiofiles.open(cache_file, "w") as f: - await f.write(TypeAdapter(List[FileListEntry]).dump_json(file_list).decode()) + await f.write(TypeAdapter(list[FileListEntry]).dump_json(file_list).decode()) return file_list async def fetch_file_list_with_retry( repo_id: str, revision: str = "main", path: str = "", recursive: bool = False -) -> List[FileListEntry]: +) -> list[FileListEntry]: n_attempts = 30 for attempt in range(n_attempts): try: @@ -217,7 +217,7 @@ async def fetch_file_list_with_retry( async def _fetch_file_list( repo_id: str, revision: str = "main", path: str = "", recursive: bool = False -) -> List[FileListEntry]: +) -> list[FileListEntry]: api_url = f"{get_hf_endpoint()}/api/models/{repo_id}/tree/{revision}" url = f"{api_url}/{path}" if path else api_url @@ -286,7 +286,7 @@ async def calc_hash(path: Path, hash_type: Literal["sha1", "sha256"] = "sha1") - async def file_meta( repo_id: str, revision: str, path: str, redirected_location: str | None = None -) -> Tuple[int, str]: +) -> tuple[int, str]: url = ( urljoin(f"{get_hf_endpoint()}/{repo_id}/resolve/{revision}/", path) if redirected_location is None @@ -405,7 +405,7 @@ def calculate_repo_progress( shard: ShardMetadata, repo_id: str, revision: str, - file_progress: Dict[str, RepoFileDownloadProgress], + file_progress: dict[str, RepoFileDownloadProgress], all_start_time: float, ) -> RepoDownloadProgress: all_total_bytes = sum((p.total.in_bytes for p in file_progress.values()), 0) @@ -451,7 +451,7 @@ def calculate_repo_progress( ) -async def get_weight_map(repo_id: str, revision: str = "main") -> Dict[str, str]: +async def get_weight_map(repo_id: str, revision: str = "main") -> dict[str, str]: target_dir = (await ensure_models_dir()) / str(repo_id).replace("/", "--") await aios.makedirs(target_dir, exist_ok=True) index_file = await download_file_with_retry( @@ -462,7 +462,7 @@ async def get_weight_map(repo_id: str, revision: str = "main") -> Dict[str, str] return index_data.weight_map -async def resolve_allow_patterns(shard: ShardMetadata) -> List[str]: +async def resolve_allow_patterns(shard: ShardMetadata) -> list[str]: try: weight_map = await get_weight_map(str(shard.model_meta.model_id)) return get_allow_patterns(weight_map, shard) @@ -484,7 +484,7 @@ async def get_downloaded_size(path: Path) -> int: async def download_progress_for_local_path( repo_id: str, shard: ShardMetadata, local_path: Path ) -> RepoDownloadProgress: - file_progress: Dict[str, RepoFileDownloadProgress] = {} + file_progress: dict[str, RepoFileDownloadProgress] = {} total_files = 0 total_bytes = 0 @@ -533,7 +533,7 @@ async def download_shard( on_progress: Callable[[ShardMetadata, RepoDownloadProgress], None], max_parallel_downloads: int = 8, skip_download: bool = False, - allow_patterns: List[str] | None = None, + allow_patterns: list[str] | None = None, ) -> tuple[Path, RepoDownloadProgress]: if not skip_download: logger.info(f"Downloading {shard.model_meta.model_id=}") @@ -568,7 +568,7 @@ async def download_shard( file_list, allow_patterns=allow_patterns, key=lambda x: x.path ) ) - file_progress: Dict[str, RepoFileDownloadProgress] = {} + file_progress: dict[str, RepoFileDownloadProgress] = {} def on_progress_wrapper( file: FileListEntry, curr_bytes: int, total_bytes: int, is_renamed: bool diff --git a/src/exo/worker/download/huggingface_utils.py b/src/exo/worker/download/huggingface_utils.py index 2e3df1b8..fbf711e1 100644 --- a/src/exo/worker/download/huggingface_utils.py +++ b/src/exo/worker/download/huggingface_utils.py @@ -1,7 +1,7 @@ import os from fnmatch import fnmatch from pathlib import Path -from typing import Callable, Dict, Generator, Iterable, List, Optional, TypeVar, Union +from typing import Callable, Generator, Iterable, TypeVar import aiofiles import aiofiles.os as aios @@ -15,9 +15,9 @@ T = TypeVar("T") def filter_repo_objects( items: Iterable[T], *, - allow_patterns: Optional[Union[List[str], str]] = None, - ignore_patterns: Optional[Union[List[str], str]] = None, - key: Optional[Callable[[T], str]] = None, + allow_patterns: list[str] | str | None = None, + ignore_patterns: list[str] | str | None = None, + key: Callable[[T], str] | None = None, ) -> Generator[T, None, None]: if isinstance(allow_patterns, str): allow_patterns = [allow_patterns] @@ -69,7 +69,7 @@ def get_hf_home() -> Path: return Path(os.environ.get("HF_HOME", Path.home() / ".cache" / "huggingface")) -async def get_hf_token() -> Optional[str]: +async def get_hf_token() -> str | None: """Retrieve the Hugging Face token from the user's HF_HOME directory.""" token_path = get_hf_home() / "token" if await aios.path.exists(token_path): @@ -86,7 +86,7 @@ async def get_auth_headers() -> dict[str, str]: return {} -def extract_layer_num(tensor_name: str) -> Optional[int]: +def extract_layer_num(tensor_name: str) -> int | None: # This is a simple example and might need to be adjusted based on the actual naming convention parts = tensor_name.split(".") for part in parts: @@ -95,7 +95,7 @@ def extract_layer_num(tensor_name: str) -> Optional[int]: return None -def get_allow_patterns(weight_map: Dict[str, str], shard: ShardMetadata) -> List[str]: +def get_allow_patterns(weight_map: dict[str, str], shard: ShardMetadata) -> list[str]: default_patterns = set(["*.json", "*.py", "tokenizer.model", "*.tiktoken", "*.txt"]) shard_specific_patterns: set[str] = set() if weight_map: diff --git a/src/exo/worker/download/impl_shard_downloader.py b/src/exo/worker/download/impl_shard_downloader.py index 67f3236c..a00ac5a7 100644 --- a/src/exo/worker/download/impl_shard_downloader.py +++ b/src/exo/worker/download/impl_shard_downloader.py @@ -1,6 +1,6 @@ import asyncio from pathlib import Path -from typing import AsyncIterator, Callable, Dict, List, Optional +from typing import AsyncIterator, Callable from exo.shared.models.model_cards import MODEL_CARDS from exo.shared.models.model_meta import get_model_meta @@ -18,7 +18,7 @@ def exo_shard_downloader(max_parallel_downloads: int = 8) -> ShardDownloader: ) -async def build_base_shard(model_id: str) -> Optional[ShardMetadata]: +async def build_base_shard(model_id: str) -> ShardMetadata: model_meta = await get_model_meta(model_id) # print(f"build_base_shard {model_id=} {model_meta=}") return PipelineShardMetadata( @@ -31,10 +31,8 @@ async def build_base_shard(model_id: str) -> Optional[ShardMetadata]: ) -async def build_full_shard(model_id: str) -> Optional[PipelineShardMetadata]: +async def build_full_shard(model_id: str) -> PipelineShardMetadata | None: base_shard = await build_base_shard(model_id) - if base_shard is None: - return None return PipelineShardMetadata( model_meta=base_shard.model_meta, device_rank=base_shard.device_rank, @@ -48,7 +46,7 @@ async def build_full_shard(model_id: str) -> Optional[PipelineShardMetadata]: class SingletonShardDownloader(ShardDownloader): def __init__(self, shard_downloader: ShardDownloader): self.shard_downloader = shard_downloader - self.active_downloads: Dict[ShardMetadata, asyncio.Task[Path]] = {} + self.active_downloads: dict[ShardMetadata, asyncio.Task[Path]] = {} def on_progress( self, callback: Callable[[ShardMetadata, RepoDownloadProgress], None] @@ -83,7 +81,7 @@ class SingletonShardDownloader(ShardDownloader): class CachedShardDownloader(ShardDownloader): def __init__(self, shard_downloader: ShardDownloader): self.shard_downloader = shard_downloader - self.cache: Dict[tuple[str, ShardMetadata], Path] = {} + self.cache: dict[tuple[str, ShardMetadata], Path] = {} def on_progress( self, callback: Callable[[ShardMetadata, RepoDownloadProgress], None] @@ -117,7 +115,7 @@ class CachedShardDownloader(ShardDownloader): class ResumableShardDownloader(ShardDownloader): def __init__(self, max_parallel_downloads: int = 8): self.max_parallel_downloads = max_parallel_downloads - self.on_progress_callbacks: List[ + self.on_progress_callbacks: list[ Callable[[ShardMetadata, RepoDownloadProgress], None] ] = [] @@ -152,7 +150,7 @@ class ResumableShardDownloader(ShardDownloader): # print("get_shard_download_status") async def _status_for_model( model_id: str, - ) -> Optional[tuple[Path, RepoDownloadProgress]]: + ) -> tuple[Path, RepoDownloadProgress] | None: """Helper coroutine that builds the shard for a model and gets its download status.""" shard = await build_full_shard(model_id) if shard is None: diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 4f48aedb..1091c807 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -3,7 +3,7 @@ import time from asyncio import Queue from functools import partial from random import random -from typing import AsyncGenerator, Optional +from typing import AsyncGenerator import anyio from anyio import CancelScope, create_task_group @@ -430,7 +430,7 @@ class Worker: yield RunnerDeleted(runner_id=op.runner_id) async def _execute_runner_up_op( - self, op: RunnerUpOp, initialize_timeout: Optional[float] = None + self, op: RunnerUpOp, initialize_timeout: float | None = None ) -> AsyncGenerator[Event, None]: assigned_runner = self.assigned_runners[op.runner_id] diff --git a/src/exo/worker/runner/generate.py b/src/exo/worker/runner/generate.py index 3db14141..d1497263 100644 --- a/src/exo/worker/runner/generate.py +++ b/src/exo/worker/runner/generate.py @@ -4,7 +4,7 @@ import functools import time from collections.abc import AsyncGenerator from functools import partial -from typing import Any, Callable, Generator, Optional, Tuple +from typing import Any, Callable, Generator import mlx.core as mx from mlx.core import array @@ -54,8 +54,8 @@ def generate_step( max_tokens: int = 256, sampler: Callable[[mx.array], mx.array], logits_processors: list[Callable[[mx.array, mx.array], mx.array]] | None = None, - max_kv_size: Optional[int] = None, - prompt_cache: Optional[list[KVCache]] = None, + max_kv_size: int | None = None, + prompt_cache: list[KVCache] | None = None, prefill_step_size: int = 2048, kv_bits: int | None = None, kv_group_size: int = 64, @@ -63,7 +63,7 @@ def generate_step( prompt_progress_callback: Callable[[int, int], None] | None = None, input_embeddings: mx.array | None = None, group: mx.distributed.Group | None = None, -) -> Generator[Tuple[int, mx.array], None, None]: +) -> Generator[tuple[int, mx.array], None, None]: """ A generator producing token ids based on the given prompt from the model. @@ -74,12 +74,12 @@ def generate_step( generator. Default: ``256``. sampler (Callable[mx.array, mx.array]): A sampler for sampling a token from a vector of log probabilities. - logits_processors (List[Callable[[mx.array, mx.array], mx.array]], optional): + logits_processors (list[Callable[[mx.array, mx.array], mx.array]], optional): A list of functions that take tokens and logits and return the processed logits. Default: ``None``. max_kv_size (int, optional): Maximum size of the key-value cache. Old entries (except the first 4 tokens) will be overwritten. - prompt_cache (List[Any], optional): A pre-computed prompt cache. Note, if + prompt_cache (list[Any], optional): A pre-computed prompt cache. Note, if provided, the cache will be updated in place. prefill_step_size (int): Step size for processing the prompt. kv_bits (int, optional): Number of bits to use for KV cache quantization. @@ -93,7 +93,7 @@ def generate_step( conjunction with prompt tokens. Default: ``None``. Yields: - Tuple[int, mx.array]: One token and a vector of log probabilities. + tuple[int, mx.array]: One token and a vector of log probabilities. """ if input_embeddings is not None: if len(prompt) > 0 and len(prompt) != len(input_embeddings): @@ -115,7 +115,7 @@ def generate_step( max_kv_size=max_kv_size, ) - prompt_progress_callback = prompt_progress_callback or (lambda *_: None) # type: ignore[type-arg] + prompt_progress_callback = prompt_progress_callback or (lambda _, __: None) quantize_cache_fn = functools.partial( maybe_quantize_kv_cache, @@ -128,10 +128,10 @@ def generate_step( input_tokens: mx.array, input_embeddings: mx.array | None ) -> mx.array: if input_embeddings is not None: - return model( # type: ignore[type-arg] + return model( input_tokens, cache=prompt_cache, - input_embeddings=input_embeddings, # type: ignore[type-arg] + input_embeddings=input_embeddings, ) else: return model(input_tokens, cache=prompt_cache) @@ -209,29 +209,28 @@ def generate_step( prompt_progress_callback(prompt_processed_tokens, total_prompt_tokens) if prompt_processed_tokens > 0: - runner_print("finished prefil stage.") + runner_print("finished prefill stage.") y, logprobs = _step(input_tokens=prompt, input_embeddings=input_embeddings) + prompt_progress_callback(total_prompt_tokens, total_prompt_tokens) + mx.async_eval(y, logprobs) - next_y: array | None = None - next_logprobs: array | None = None + next_y, next_logprobs = _step(y) + mx.async_eval(next_y, next_logprobs) n = 0 + while True: - if n != max_tokens: - assert y is not None - next_y, next_logprobs = _step(y) - mx.async_eval(next_y, next_logprobs) - if n == 0: - mx.eval(y) # type: ignore[type-arg] - prompt_progress_callback(total_prompt_tokens, total_prompt_tokens) - if n == max_tokens: - break - yield int(y.item()), logprobs # type: ignore + mx.eval(y, logprobs) + yield int(y.item()), logprobs + n += 1 if n % 256 == 0: mx.clear_cache() - y, logprobs = next_y, next_logprobs - n += 1 + if n == max_tokens: + break + y, logprobs = next_y, logprobs + next_y, next_logprobs = _step(y) + mx.async_eval(next_y, next_logprobs) def stream_generate( @@ -243,7 +242,7 @@ def stream_generate( conn: AsyncConnection[RunnerResponse, RunnerMessage] | None, logits_processors: list[Callable[[mx.array, mx.array], mx.array]] | None = None, max_kv_size: int | None = None, - prompt_cache: Optional[list[KVCache]] = None, + prompt_cache: list[KVCache] | None = None, prefill_step_size: int = 2048, kv_bits: int | None = None, kv_group_size: int = 64, @@ -264,7 +263,7 @@ def stream_generate( detokenizer = tokenizer.detokenizer - token_generator: Generator[Tuple[int, array], None, None] = generate_step( + token_generator: Generator[tuple[int, array], None, None] = generate_step( prompt_array, model, max_tokens=max_tokens, diff --git a/src/exo/worker/runner/runner_supervisor.py b/src/exo/worker/runner/runner_supervisor.py index 1923ac96..7a7fe8a9 100644 --- a/src/exo/worker/runner/runner_supervisor.py +++ b/src/exo/worker/runner/runner_supervisor.py @@ -7,7 +7,7 @@ import tempfile import traceback from multiprocessing import Process from multiprocessing.connection import Connection -from typing import Any, AsyncGenerator, Callable, Coroutine, Optional +from typing import Any, AsyncGenerator, Callable, Coroutine import psutil from loguru import logger @@ -75,7 +75,7 @@ class RunnerSupervisor: hosts: list[Host] | None = None, mlx_ibv_devices: list[list[str | None]] | None = None, mlx_ibv_coordinator: str | None = None, - initialize_timeout: Optional[float] = None, + initialize_timeout: float | None = None, ) -> "RunnerSupervisor": """ Create and initialize a RunnerSupervisor instance. diff --git a/src/exo/worker/tests/conftest.py b/src/exo/worker/tests/conftest.py index 3385866f..380a93d9 100644 --- a/src/exo/worker/tests/conftest.py +++ b/src/exo/worker/tests/conftest.py @@ -1,4 +1,4 @@ -from typing import Callable, Optional +from typing import Callable import pytest @@ -109,13 +109,11 @@ def instance( pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], hosts: Callable[[int], list[Host]], ): - from typing import Optional - def _instance( - instance_id: Optional[InstanceId] = None, - node_id: Optional[NodeId] = None, - runner_id: Optional[RunnerId] = None, - model_id: Optional[ModelId] = None, + instance_id: InstanceId | None = None, + node_id: NodeId | None = None, + runner_id: RunnerId | None = None, + model_id: ModelId | None = None, ) -> Instance: resolved_instance_id = instance_id if instance_id is not None else INSTANCE_1_ID resolved_node_id = node_id if node_id is not None else NODE_A @@ -150,8 +148,8 @@ def completion_create_params(user_message: str) -> ChatCompletionTaskParams: @pytest.fixture def chat_completion_task(completion_create_params: ChatCompletionTaskParams): def _chat_completion_task( - instance_id: Optional[InstanceId] = None, - task_id: Optional[TaskId] = None, + instance_id: InstanceId | None = None, + task_id: TaskId | None = None, user_message: str = "Hello", ) -> ChatCompletionTask: resolved_instance_id = instance_id if instance_id is not None else INSTANCE_1_ID diff --git a/src/exo/worker/tests/test_plan/test_worker_plan_utils.py b/src/exo/worker/tests/test_plan/test_worker_plan_utils.py index bcddf89a..9053df1f 100644 --- a/src/exo/worker/tests/test_plan/test_worker_plan_utils.py +++ b/src/exo/worker/tests/test_plan/test_worker_plan_utils.py @@ -1,5 +1,5 @@ from dataclasses import dataclass -from typing import List, NotRequired, Optional, TypedDict +from typing import NotRequired, TypedDict from typing_extensions import Literal @@ -78,8 +78,8 @@ class PlanTestCase: description: str state: State - in_process_runners: List[InProcessRunner] - expected_op: Optional[RunnerOp] + in_process_runners: list[InProcessRunner] + expected_op: RunnerOp | None def id(self) -> str: # noqa: D401 return self.description.replace(" ", "_") @@ -229,7 +229,7 @@ def make_test_case( description: str, runner_specs: list[RunnerSpecDict], tasks: list[TaskSpecDict] | None = None, - expected_op: Optional[RunnerOp] = None, + expected_op: RunnerOp | None = None, instance_id: InstanceId = INSTANCE_1_ID, instance_status: InstanceStatus = InstanceStatus.Active, model_id: ModelId = MODEL_A_ID, diff --git a/src/exo/worker/utils/macmon/macmon.py b/src/exo/worker/utils/macmon/macmon.py index 1d823c2a..81e949ff 100644 --- a/src/exo/worker/utils/macmon/macmon.py +++ b/src/exo/worker/utils/macmon/macmon.py @@ -2,7 +2,6 @@ import asyncio import platform import shutil import subprocess -from typing import Optional, Tuple from pydantic import BaseModel, ConfigDict, ValidationError @@ -43,10 +42,10 @@ def _get_binary_path() -> str: class MemoryMetrics(BaseModel): """Memory-related metrics returned by macmon.""" - ram_total: Optional[int] = None - ram_usage: Optional[int] = None - swap_total: Optional[int] = None - swap_usage: Optional[int] = None + ram_total: int | None = None + ram_usage: int | None = None + swap_total: int | None = None + swap_usage: int | None = None model_config = ConfigDict(extra="ignore") @@ -54,8 +53,8 @@ class MemoryMetrics(BaseModel): class TempMetrics(BaseModel): """Temperature-related metrics returned by macmon.""" - cpu_temp_avg: Optional[float] = None - gpu_temp_avg: Optional[float] = None + cpu_temp_avg: float | None = None + gpu_temp_avg: float | None = None model_config = ConfigDict(extra="ignore") @@ -67,19 +66,19 @@ class Metrics(BaseModel): Unknown fields are ignored for forward-compatibility. """ - all_power: Optional[float] = None - ane_power: Optional[float] = None - cpu_power: Optional[float] = None - ecpu_usage: Optional[Tuple[int, float]] = None - gpu_power: Optional[float] = None - gpu_ram_power: Optional[float] = None - gpu_usage: Optional[Tuple[int, float]] = None - memory: Optional[MemoryMetrics] = None - pcpu_usage: Optional[Tuple[int, float]] = None - ram_power: Optional[float] = None - sys_power: Optional[float] = None - temp: Optional[TempMetrics] = None - timestamp: Optional[str] = None + all_power: float | None = None + ane_power: float | None = None + cpu_power: float | None = None + ecpu_usage: tuple[int, float] | None = None + gpu_power: float | None = None + gpu_ram_power: float | None = None + gpu_usage: tuple[int, float] | None = None + memory: MemoryMetrics | None = None + pcpu_usage: tuple[int, float] | None = None + ram_power: float | None = None + sys_power: float | None = None + temp: TempMetrics | None = None + timestamp: str | None = None model_config = ConfigDict(extra="ignore") diff --git a/typings/mlx/core/__init__.pyi b/typings/mlx/core/__init__.pyi index e1ffbe29..8edb9832 100644 --- a/typings/mlx/core/__init__.pyi +++ b/typings/mlx/core/__init__.pyi @@ -1,10 +1,8 @@ import enum import pathlib -import sys import types from typing import ( Annotated, - Any, Callable, Literal, Mapping, @@ -14,6 +12,7 @@ from typing import ( ) import numpy +from mlx.nn.layers import Module from numpy.typing import ArrayLike as _ArrayLike from . import cuda as cuda @@ -2609,9 +2608,10 @@ euler_gamma: float = ... type MX_ARRAY_TREE = ( array + | Module | list[MX_ARRAY_TREE] | tuple[MX_ARRAY_TREE, ...] - | Mapping[Any, MX_ARRAY_TREE] + | Mapping[str, MX_ARRAY_TREE] ) def eval(*args: MX_ARRAY_TREE) -> None: diff --git a/typings/mlx/nn/__init__.pyi b/typings/mlx/nn/__init__.pyi new file mode 100644 index 00000000..4c999379 --- /dev/null +++ b/typings/mlx/nn/__init__.pyi @@ -0,0 +1,9 @@ +""" +This type stub file was generated by pyright. +""" + +from layers import * +from utils import * + +from . import init as init +from . import losses as losses diff --git a/typings/mlx/nn/init.pyi b/typings/mlx/nn/init.pyi new file mode 100644 index 00000000..efa453e6 --- /dev/null +++ b/typings/mlx/nn/init.pyi @@ -0,0 +1,284 @@ +""" +This type stub file was generated by pyright. +""" + +from typing import Callable, Literal + +import mlx.core as mx + +def constant(value: float, dtype: mx.Dtype = ...) -> Callable[[mx.array], mx.array]: + r"""An initializer that returns an array filled with ``value``. + + Args: + value (float): The value to fill the array with. + dtype (Dtype, optional): The data type of the array. Default: + ``float32``. + + Returns: + Callable[[array], array]: An initializer that returns an array with the + same shape as the input, filled with ``value``. + + Example: + + >>> init_fn = nn.init.constant(0.5) + >>> init_fn(mx.zeros((2, 2))) + array([[0.5, 0.5], + [0.5, 0.5]], dtype=float32) + """ + +def normal( + mean: float = ..., std: float = ..., dtype: mx.Dtype = ... +) -> Callable[[mx.array], mx.array]: + r"""An initializer that returns samples from a normal distribution. + + Args: + mean (float, optional): Mean of the normal distribution. Default: + ``0.0``. + std (float, optional): Standard deviation of the normal distribution. + Default: ``1.0``. + dtype (Dtype, optional): The data type of the array. Default: + ``float32``. + + Returns: + Callable[[array], array]: An initializer that returns an array with the + same shape as the input, filled with samples from a normal distribution. + + Example: + + >>> init_fn = nn.init.normal() + >>> init_fn(mx.zeros((2, 2))) + array([[-0.982273, -0.534422], + [0.380709, 0.0645099]], dtype=float32) + """ + +def uniform( + low: float = ..., high: float = ..., dtype: mx.Dtype = ... +) -> Callable[[mx.array], mx.array]: + r"""An initializer that returns samples from a uniform distribution. + + Args: + low (float, optional): The lower bound of the uniform distribution. + Default: ``0.0``. + high (float, optional): The upper bound of the uniform distribution. + Default: ``1.0`` + dtype (Dtype, optional): The data type of the array. Default: ``float32``. + + Returns: + Callable[[array], array]: An initializer that returns an array + with the same shape as the input, filled with samples from a uniform + distribution + + Example: + + >>> init_fn = nn.init.uniform(low=0, high=1) + >>> init_fn(mx.zeros((2, 2))) + array([[0.883935, 0.863726], + [0.617261, 0.417497]], dtype=float32) + """ + +def identity(dtype: mx.Dtype = ...) -> Callable[[mx.array], mx.array]: + r"""An initializer that returns an identity matrix. + + Args: + dtype (Dtype, optional): The data type of the array. Defaults: + ``float32``. + + Returns: + Callable[[array], array]: An initializer that returns an identity + matrix with the same shape as the input. + + Example: + + >>> init_fn = nn.init.identity() + >>> init_fn(mx.zeros((2, 2))) + array([[1, 0], + [0, 1]], dtype=float32) + """ + +def glorot_normal(dtype: mx.Dtype = ...) -> Callable[[mx.array, float], mx.array]: + r"""A Glorot normal initializer. + + This initializer samples from a normal distribution with a standard + deviation computed from the number of input (``fan_in``) and output + (``fan_out``) units according to: + + .. math:: + \sigma = \gamma \sqrt{\frac{2.0}{\text{fan\_in} + \text{fan\_out}}} + + For more details see the original reference: `Understanding the difficulty + of training deep feedforward neural networks + `_ + + Args: + dtype (Dtype, optional): The data type of the array. Default: ``float32``. + + Returns: + Callable[[array, float], array]: An initializer that returns an array + with the same shape as the input, filled with samples from the Glorot + normal distribution. + + Example: + + >>> init_fn = nn.init.glorot_normal() + >>> init_fn(mx.zeros((2, 2))) + array([[0.191107, 1.61278], + [-0.150594, -0.363207]], dtype=float32) + >>> init_fn(mx.zeros((2, 2)), gain=4.0) + array([[1.89613, -4.53947], + [4.48095, 0.995016]], dtype=float32) + """ + +def glorot_uniform(dtype: mx.Dtype = ...) -> Callable[[mx.array, float], mx.array]: + r"""A Glorot uniform initializer. + + This initializer samples from a uniform distribution with a range + computed from the number of input (``fan_in``) and output (``fan_out``) + units according to: + + .. math:: + \sigma = \gamma \sqrt{\frac{6.0}{\text{fan\_in} + \text{fan\_out}}} + + For more details see the original reference: `Understanding the difficulty + of training deep feedforward neural networks + `_ + + Args: + dtype (Dtype, optional): The data type of the array. Default: ``float32``. + + Returns: + Callable[[array, float], array]: An initializer that returns an array + with the same shape as the input, filled with samples from the Glorot + uniform distribution. + + Example: + + >>> init_fn = nn.init.glorot_uniform() + >>> init_fn(mx.zeros((2, 2))) + array([[0.223404, -0.890597], + [-0.379159, -0.776856]], dtype=float32) + >>> init_fn(mx.zeros((2, 2)), gain=4.0) + array([[-1.90041, 3.02264], + [-0.912766, 4.12451]], dtype=float32) + """ + +def he_normal( + dtype: mx.Dtype = ..., +) -> Callable[[mx.array, Literal["fan_in", "fan_out"], float], mx.array]: + r"""Build a He normal initializer. + + This initializer samples from a normal distribution with a standard + deviation computed from the number of input (``fan_in``) or output + (``fan_out``) units according to: + + .. math:: + \sigma = \gamma \frac{1}{\sqrt{\text{fan}}} + + where :math:`\text{fan}` is either the number of input units when the + ``mode`` is ``"fan_in"`` or output units when the ``mode`` is + ``"fan_out"``. + + For more details see the original reference: `Delving Deep into Rectifiers: + Surpassing Human-Level Performance on ImageNet Classification + `_ + + Args: + dtype (Dtype, optional): The data type of the array. Defaults to mx.float32. + + Returns: + Callable[[array, str, float], array]: An initializer that returns an + array with the same shape as the input, filled with samples from the He + normal distribution. + + Example: + + >>> init_fn = nn.init.he_normal() + >>> init_fn(mx.zeros((2, 2))) # uses fan_in + array([[-1.25211, 0.458835], + [-0.177208, -0.0137595]], dtype=float32) + >>> init_fn(mx.zeros((2, 2)), mode="fan_out", gain=5) + array([[5.6967, 4.02765], + [-4.15268, -2.75787]], dtype=float32) + """ + +def he_uniform( + dtype: mx.Dtype = ..., +) -> Callable[[mx.array, Literal["fan_in", "fan_out"], float], mx.array]: + r"""A He uniform (Kaiming uniform) initializer. + + This initializer samples from a uniform distribution with a range + computed from the number of input (``fan_in``) or output (``fan_out``) + units according to: + + .. math:: + + \sigma = \gamma \sqrt{\frac{3.0}{\text{fan}}} + + where :math:`\text{fan}` is either the number of input units when the + ``mode`` is ``"fan_in"`` or output units when the ``mode`` is + ``"fan_out"``. + + For more details see the original reference: `Delving Deep into Rectifiers: + Surpassing Human-Level Performance on ImageNet Classification + `_ + + + Args: + dtype (Dtype, optional): The data type of the array. Default: ``float32``. + + Returns: + Callable[[array, str, float], array]: An initializer that returns an + array with the same shape as the input, filled with samples from the + He uniform distribution. + + Example: + + >>> init_fn = nn.init.he_uniform() + >>> init_fn(mx.zeros((2, 2))) # uses fan_in + array([[0.0300242, -0.0184009], + [0.793615, 0.666329]], dtype=float32) + >>> init_fn(mx.zeros((2, 2)), mode="fan_out", gain=5) + array([[-1.64331, -2.16506], + [1.08619, 5.79854]], dtype=float32) + """ + +def sparse( + sparsity: float, mean: float = ..., std: float = ..., dtype: mx.Dtype = ... +) -> Callable[[mx.array], mx.array]: + r"""An initializer that returns a sparse matrix. + + Args: + sparsity (float): The fraction of elements in each column to be set to + zero. + mean (float, optional): Mean of the normal distribution. Default: + ``0.0``. + std (float, optional): Standard deviation of the normal distribution. + Default: ``1.0``. + dtype (Dtype, optional): The data type of the array. Default: + ``float32``. + + Returns: + Callable[[array], array]: An initializer that returns an array with the + same shape as the input, filled with samples from a normal distribution. + + Example: + + >>> init_fn = nn.init.sparse(sparsity=0.5) + >>> init_fn(mx.zeros((2, 2))) + array([[-1.91187, -0.117483], + [0, 0]], dtype=float32) + """ + +def orthogonal( + gain: float = ..., dtype: mx.Dtype = ... +) -> Callable[[mx.array], mx.array]: + r"""An initializer that returns an orthogonal matrix. + + Args: + gain (float, optional): Scaling factor for the orthogonal matrix. + Default: ``1.0``. + dtype (Dtype, optional): Data type of the array. Default: ``float32``. + + Returns: + Callable[[array], array]: An initializer that returns + an orthogonal matrix with the same shape as the input. + """ diff --git a/typings/mlx/nn/layers/__init__.pyi b/typings/mlx/nn/layers/__init__.pyi new file mode 100644 index 00000000..f22856cd --- /dev/null +++ b/typings/mlx/nn/layers/__init__.pyi @@ -0,0 +1,20 @@ +""" +This type stub file was generated by pyright. +""" + +from activations import * +from base import * +from containers import * +from convolution import * +from convolution_transpose import * +from distributed import * +from dropout import * +from embedding import * +from linear import * +from normalization import * +from pooling import * +from positional_encoding import * +from quantized import * +from recurrent import * +from transformer import * +from upsample import * diff --git a/typings/mlx/nn/layers/activations.pyi b/typings/mlx/nn/layers/activations.pyi new file mode 100644 index 00000000..adacb4da --- /dev/null +++ b/typings/mlx/nn/layers/activations.pyi @@ -0,0 +1,523 @@ +""" +This type stub file was generated by pyright. +""" + +from functools import partial +from typing import Any + +import mlx.core as mx +from base import Module + +@partial(mx.compile, shapeless=True) +def sigmoid(x: mx.array) -> mx.array: + r"""Applies the sigmoid function. + + .. math:: + \text{Sigmoid}(x) = \sigma(x) = \frac{1}{1 + \exp(-x)} + """ + +@partial(mx.compile, shapeless=True) +def relu(x: mx.array) -> mx.array: + r"""Applies the Rectified Linear Unit. + + Simply ``mx.maximum(x, 0)``. + """ + +@partial(mx.compile, shapeless=True) +def relu2(x: mx.array) -> mx.array: + r"""Applies the ReLU² activation function. + + Applies :math:`\max(0, x)^2` element wise. + """ + +@partial(mx.compile, shapeless=True) +def relu6(x: mx.array) -> mx.array: + r"""Applies the Rectified Linear Unit 6. + + Applies :math:`\min(\max(x, 0), 6)` element wise. + """ + +@partial(mx.compile, shapeless=True) +def leaky_relu(x: mx.array, negative_slope=...) -> mx.array: + r"""Applies the Leaky Rectified Linear Unit. + + Simply ``mx.maximum(negative_slope * x, x)``. + """ + +@partial(mx.compile, shapeless=True) +def log_softmax(x: mx.array, axis=...): + r"""Applies the Log Softmax function. + + Applies :math:`x + \log \sum_i e^{x_i}` element wise. + """ + +@partial(mx.compile, shapeless=True) +def elu(x: mx.array, alpha=...) -> mx.array: + r"""Applies the Exponential Linear Unit. + + Simply ``mx.where(x > 0, x, alpha * (mx.exp(x) - 1))``. + """ + +@partial(mx.compile, shapeless=True) +def softmax(x: mx.array, axis=...) -> mx.array: + r"""Applies the Softmax function. + + Applies :math:`\frac{e^{x_i}}{\sum_j e^{x_j}}` element wise. + """ + +@partial(mx.compile, shapeless=True) +def softplus(x: mx.array) -> mx.array: + r"""Applies the Softplus function. + + Applies :math:`\log(1 + \exp(x))` element wise. + """ + +@partial(mx.compile, shapeless=True) +def softsign(x: mx.array) -> mx.array: + r"""Applies the Softsign function. + + Applies :math:`\frac{x}{1 + |x|}` element wise. + """ + +@partial(mx.compile, shapeless=True) +def softshrink(x: mx.array, lambd: float = ...) -> mx.array: + r"""Applies the Softshrink activation function. + + .. math:: + \text{softshrink}(x) = \begin{cases} + x - \lambda & \text{if } x > \lambda \\ + x + \lambda & \text{if } x < -\lambda \\ + 0 & \text{otherwise} + \end{cases} + """ + +@partial(mx.compile, shapeless=True) +def celu(x: mx.array, alpha=...) -> mx.array: + r"""Applies the Continuously Differentiable Exponential Linear Unit. + + Applies :math:`\max(0, x) + \min(0, \alpha * (\exp(x / \alpha) - 1))` + element wise. + """ + +@partial(mx.compile, shapeless=True) +def silu(x: mx.array) -> mx.array: + r"""Applies the Sigmoid Linear Unit. Also known as Swish. + + Applies :math:`x \sigma(x)` element wise, where :math:`\sigma(\cdot)` is + the logistic sigmoid. + """ + +@partial(mx.compile, shapeless=True) +def log_sigmoid(x: mx.array) -> mx.array: + r"""Applies the Log Sigmoid function. + + Applies :math:`\log(\sigma(x)) = -\log(1 + e^{-x})` element wise. + """ + +@partial(mx.compile, shapeless=True) +def gelu(x: mx.array) -> mx.array: + r"""Applies the Gaussian Error Linear Units function. + + .. math:: + \textrm{GELU}(x) = x * \Phi(x) + + where :math:`\Phi(x)` is the Gaussian CDF. + + See also :func:`gelu_approx` and :func:`gelu_fast_approx` for faster + approximations. + """ + +@partial(mx.compile, shapeless=True) +def gelu_approx(x: mx.array) -> mx.array: + r"""An approximation to Gaussian Error Linear Unit. + + See :func:`gelu` for the exact computation. + + This function approximates ``gelu`` with a maximum absolute error :math:`< + 0.0005` in the range :math:`[-6, 6]` using the following + + .. math:: + + x = 0.5 * x * \left(1 + \text{Tanh}\left((\sqrt{2 / \pi} * \left(x + 0.044715 * x^3\right)\right)\right) + + """ + +@partial(mx.compile, shapeless=True) +def gelu_fast_approx(x: mx.array) -> mx.array: + r"""A fast approximation to Gaussian Error Linear Unit. + + See :func:`gelu` for the exact computation. + + This function approximates ``gelu`` with a maximum absolute error :math:`< + 0.015` in the range :math:`[-6, 6]` using the following + + .. math:: + + x = x \sigma\left(1.702 x\right) + + where :math:`\sigma(\cdot)` is the logistic sigmoid. + + References: + - https://github.com/hendrycks/GELUs + - https://arxiv.org/abs/1606.08415 + """ + +def glu(x: mx.array, axis: int = ...) -> mx.array: + r"""Applies the gated linear unit function. + + This function splits the ``axis`` dimension of the input into two halves + (:math:`a` and :math:`b`) and applies :math:`a * \sigma(b)`. + + .. math:: + \textrm{GLU}(x) = a * \sigma(b) + + Args: + axis (int): The dimension to split along. Default: ``-1`` + """ + +@partial(mx.compile, shapeless=True) +def step(x: mx.array, threshold: float = ...) -> mx.array: + r"""Applies the Step Activation Function. + + This function implements a binary step activation, where the output is set + to 1 if the input is greater than a specified threshold, and 0 otherwise. + + .. math:: + \text{step}(x) = \begin{cases} + 0 & \text{if } x < \text{threshold} \\ + 1 & \text{if } x \geq \text{threshold} + \end{cases} + + Args: + threshold: The value to threshold at. + """ + +@partial(mx.compile, shapeless=True) +def selu(x: mx.array) -> mx.array: + r"""Applies the Scaled Exponential Linear Unit. + + .. math:: + \text{selu}(x) = \begin{cases} + \lambda x & \text{if } x > 0 \\ + \lambda \alpha (\exp(x) - 1) & \text{if } x \leq 0 + \end{cases} + + where :math:`\lambda = 1.0507` and :math:`\alpha = 1.67326`. + + See also :func:`elu`. + """ + +@partial(mx.compile, shapeless=True) +def prelu(x: mx.array, alpha: mx.array) -> mx.array: + r"""Applies the element-wise parametric ReLU. + + .. math:: + \text{PReLU}(x) = \max(0,x) + a * \min(0,x) + + where :math:`a` is an array. + """ + +@partial(mx.compile, shapeless=True) +def mish(x: mx.array) -> mx.array: + r"""Applies the Mish function, element-wise. + + Mish: A Self Regularized Non-Monotonic Neural Activation Function. + + Reference: https://arxiv.org/abs/1908.08681 + + .. math:: + \text{Mish}(x) = x * \text{Tanh}(\text{Softplus}(x)) + + """ + +@partial(mx.compile, shapeless=True) +def hardswish(x: mx.array) -> mx.array: + r"""Applies the hardswish function, element-wise. + + .. math:: + \text{Hardswish}(x) = x * \min(\max(x + 3, 0), 6) / 6 + """ + +@partial(mx.compile, shapeless=True) +def hard_tanh(x: mx.array, min_val=..., max_val=...) -> mx.array: + r"""Applies the HardTanh function. + + Applies :math:`\max(\min(x, \text{max\_val}), \text{min\_val})` element-wise. + """ + +@partial(mx.compile, shapeless=True) +def hard_shrink(x: mx.array, lambd=...) -> mx.array: + r"""Applies the HardShrink activation function. + + .. math:: + \text{hardshrink}(x) = \begin{cases} + x & \text{if } x > \lambda \\ + x & \text{if } x < -\lambda \\ + 0 & \text{otherwise} + \end{cases} + """ + +@partial(mx.compile, shapeless=True) +def softmin(x: mx.array, axis=...) -> mx.array: + r"""Applies the Softmin function. + + Applies :math:`\frac{e^{-x_i}}{\sum_j e^{-x_j}}` element-wise. + """ + +def tanh(x: mx.array) -> mx.array: + """Applies the hyperbolic tangent function. + + Simply ``mx.tanh(x)``. + """ + +class GLU(Module): + r"""Applies the gated linear unit function. + + This function splits the ``axis`` dimension of the input into two halves + (:math:`a` and :math:`b`) and applies :math:`a * \sigma(b)`. + + .. math:: + \textrm{GLU}(x) = a * \sigma(b) + + Args: + axis (int): The dimension to split along. Default: ``-1`` + """ + def __init__(self, axis: int = ...) -> None: ... + def __call__(self, x) -> Any: ... + +@_make_activation_module(sigmoid) +class Sigmoid(Module): + r"""Applies the sigmoid function, element-wise. + + .. math:: + \text{Sigmoid}(x) = \sigma(x) = \frac{1}{1 + \exp(-x)} + """ + +@_make_activation_module(mish) +class Mish(Module): + r"""Applies the Mish function, element-wise. + + Reference: https://arxiv.org/abs/1908.08681 + + .. math:: + \text{Mish}(x) = x * \text{Tanh}(\text{Softplus}(x)) + + """ + +@_make_activation_module(relu) +class ReLU(Module): + r"""Applies the Rectified Linear Unit. + Simply ``mx.maximum(x, 0)``. + + See :func:`relu` for the functional equivalent. + """ + +@_make_activation_module(relu2) +class ReLU2(Module): + r"""Applies the ReLU² activation function. + + See :func:`relu2` for the functional equivalent. + """ + +@_make_activation_module(relu6) +class ReLU6(Module): + r"""Applies the Rectified Linear Unit 6. + + See :func:`relu6` for the functional equivalent. + """ + +class LeakyReLU(Module): + r"""Applies the Leaky Rectified Linear Unit. + + Simply ``mx.maximum(negative_slope * x, x)``. + + Args: + negative_slope: Controls the angle of the negative slope. Default: ``1e-2`` + """ + def __init__(self, negative_slope=...) -> None: ... + def __call__(self, x): ... + +class ELU(Module): + r"""Applies the Exponential Linear Unit. + Simply ``mx.where(x > 0, x, alpha * (mx.exp(x) - 1))``. + + See :func:`elu` for the functional equivalent. + + Args: + alpha: the :math:`\alpha` value for the ELU formulation. Default: ``1.0`` + """ + def __init__(self, alpha=...) -> None: ... + def __call__(self, x): ... + +@_make_activation_module(softmax) +class Softmax(Module): + r"""Applies the Softmax function. + + See :func:`softmax` for the functional equivalent. + """ + +@_make_activation_module(softplus) +class Softplus(Module): + r"""Applies the Softplus function. + + See :func:`softplus` for the functional equivalent. + """ + +@_make_activation_module(softsign) +class Softsign(Module): + r"""Applies the Softsign function. + + See :func:`softsign` for the functional equivalent. + """ + +class Softshrink(Module): + r"""Applies the Softshrink function. + + See :func:`softshrink` for the functional equivalent. + + Args: + lambd: the :math:`\lambda` value for Softshrink. Default: ``0.5`` + """ + def __init__(self, lambd=...) -> None: ... + def __call__(self, x): ... + +class CELU(Module): + r"""Applies the Continuously Differentiable Exponential Linear Unit. + Applies :math:`\max(0, x) + \min(0, \alpha * (\exp(x / \alpha) - 1))` + element wise. + + See :func:`celu` for the functional equivalent. + + Args: + alpha: the :math:`\alpha` value for the CELU formulation. Default: ``1.0`` + """ + def __init__(self, alpha=...) -> None: ... + def __call__(self, x): ... + +@_make_activation_module(silu) +class SiLU(Module): + r"""Applies the Sigmoid Linear Unit. Also known as Swish. + + See :func:`silu` for the functional equivalent. + """ + +@_make_activation_module(log_softmax) +class LogSoftmax(Module): + r"""Applies the Log Softmax function. + + See :func:`log_softmax` for the functional equivalent. + """ + +@_make_activation_module(log_sigmoid) +class LogSigmoid(Module): + r"""Applies the Log Sigmoid function. + + See :func:`log_sigmoid` for the functional equivalent. + """ + +class PReLU(Module): + r"""Applies the element-wise parametric ReLU. + Applies :math:`\max(0, x) + a * \min(0, x)` element wise, where :math:`a` + is an array. + + See :func:`prelu` for the functional equivalent. + + Args: + num_parameters: number of :math:`a` to learn. Default: ``1`` + init: the initial value of :math:`a`. Default: ``0.25`` + """ + def __init__(self, num_parameters=..., init=...) -> None: ... + def __call__(self, x: mx.array): ... + +class GELU(Module): + r"""Applies the Gaussian Error Linear Units. + + .. math:: + \textrm{GELU}(x) = x * \Phi(x) + + where :math:`\Phi(x)` is the Gaussian CDF. + + However, if ``approx`` is set to 'precise' or 'fast' it applies + + .. math:: + \textrm{GELUApprox}(x) &= 0.5 * x * \left(1 + \text{Tanh}\left((\sqrt{2 / \pi} * \left(x + 0.044715 * x^3\right)\right)\right) \\ + \textrm{GELUFast}(x) &= x * \sigma\left(1.702 * x\right) + + respectively. + + .. note:: + For compatibility with the PyTorch API, 'tanh' can be used as an alias + for 'precise'. + + See :func:`gelu`, :func:`gelu_approx` and :func:`gelu_fast_approx` for the + functional equivalents and information regarding error bounds. + + + Args: + approx ('none' | 'precise' | 'fast'): Which approximation to gelu to use if any. + """ + def __init__(self, approx=...) -> None: ... + def __call__(self, x): ... + +@_make_activation_module(tanh) +class Tanh(Module): + r"""Applies the hyperbolic tangent function. + + See :func:`tanh` for the functional equivalent. + """ + +@_make_activation_module(hardswish) +class Hardswish(Module): + r"""Applies the hardswish function, element-wise. + + See :func:`hardswish` for the functional equivalent. + """ + +class Step(Module): + r"""Applies the Step Activation Function. + + This function implements a binary step activation, where the output is set + to 1 if the input is greater than a specified threshold, and 0 otherwise. + + .. math:: + \text{step}(x) = \begin{cases} + 0 & \text{if } x < \text{threshold} \\ + 1 & \text{if } x \geq \text{threshold} + \end{cases} + + Args: + threshold: The value to threshold at. + """ + def __init__(self, threshold: float = ...) -> None: ... + def __call__(self, x: mx.array): ... + +@_make_activation_module(selu) +class SELU(Module): + r"""Applies the Scaled Exponential Linear Unit. + + See :func:`selu` for the functional equivalent. + """ + +@_make_activation_module(hard_tanh) +class HardTanh(Module): + r"""Applies the HardTanh function. + + See :func:`hard_tanh` for the functional equivalent. + """ + +@_make_activation_module(hard_shrink) +class HardShrink(Module): + r"""Applies the HardShrink function. + + See :func:`hard_shrink` for the functional equivalent. + + Args: + lambd: the :math:`\lambda` value for Hardshrink. Default: ``0.5`` + """ + +@_make_activation_module(softmin) +class Softmin(Module): + r"""Applies the Softmin function. + + See :func:`softmin` for the functional equivalent. + """ diff --git a/typings/mlx/nn/layers/base.pyi b/typings/mlx/nn/layers/base.pyi new file mode 100644 index 00000000..a4abf36b --- /dev/null +++ b/typings/mlx/nn/layers/base.pyi @@ -0,0 +1,393 @@ +""" +This type stub file was generated by pyright. +""" + +from typing import Any, Callable, List, Optional, Tuple, Union + +import mlx.core as mx + +class Module(dict): + """Base class for building neural networks with MLX. + + All the layers provided in :mod:`layers` subclass this class and + your models should do the same. + + A ``Module`` can contain other ``Module`` instances or :class:`mlx.core.array` + instances in arbitrary nesting of python lists or dicts. The ``Module`` + then allows recursively extracting all the :class:`mlx.core.array` instances + using :meth:`Module.parameters`. + + In addition, the ``Module`` has the concept of trainable and non trainable + parameters (called "frozen"). When using :func:`value_and_grad` + the gradients are returned only with respect to the trainable parameters. + All arrays in a module are trainable unless they are added in the "frozen" + set by calling :meth:`freeze`. + + .. code-block:: python + + import mlx.core as mx + import mlx.nn as nn + + class MyMLP(nn.Module): + def __init__(self, in_dims: int, out_dims: int, hidden_dims: int = 16): + super().__init__() + + self.in_proj = nn.Linear(in_dims, hidden_dims) + self.out_proj = nn.Linear(hidden_dims, out_dims) + + def __call__(self, x): + x = self.in_proj(x) + x = mx.maximum(x, 0) + return self.out_proj(x) + + model = MyMLP(2, 1) + + # All the model parameters are created but since MLX is lazy by + # default, they are not evaluated yet. Calling `mx.eval` actually + # allocates memory and initializes the parameters. + mx.eval(model.parameters()) + + # Setting a parameter to a new value is as simply as accessing that + # parameter and assigning a new array to it. + model.in_proj.weight = model.in_proj.weight * 2 + mx.eval(model.parameters()) + """ + + __call__: Callable + def __init__(self) -> None: + """Should be called by the subclasses of ``Module``.""" + + @property + def training(self): # -> bool: + """Boolean indicating if the model is in training mode.""" + + @property + def state(self): # -> Self: + """The module's state dictionary + + The module's state dictionary contains any attribute set on the + module including parameters in :meth:`Module.parameters` + + Unlike :meth:`Module.parameters`, the :attr:`Module.state` property is + a reference to the module's state. Updates to it will be reflected in + the original module. + """ + + def __repr__(self): # -> str: + ... + def __getattr__(self, key: str): # -> None: + ... + def __setattr__(self, key: str, val: Any): # -> None: + ... + def __delattr__(self, name): # -> None: + ... + def load_weights( + self, + file_or_weights: Union[str, List[Tuple[str, mx.array]]], + strict: bool = ..., + ) -> Module: + """ + Update the model's weights from a ``.npz``, a ``.safetensors`` file, or a list. + + Args: + file_or_weights (str or list(tuple(str, mx.array))): The path to + the weights ``.npz`` file (``.npz`` or ``.safetensors``) or a list + of pairs of parameter names and arrays. + strict (bool, optional): If ``True`` then checks that the provided + weights exactly match the parameters of the model. Otherwise, + only the weights actually contained in the model are loaded and + shapes are not checked. Default: ``True``. + + Returns: + The module instance after updating the weights. + + Example: + + .. code-block:: python + + import mlx.core as mx + import mlx.nn as nn + model = nn.Linear(10, 10) + + # Load from file + model.load_weights("weights.npz") + + # Load from .safetensors file + model.load_weights("weights.safetensors") + + # Load from list + weights = [ + ("weight", mx.random.uniform(shape=(10, 10))), + ("bias", mx.zeros((10,))), + ] + model.load_weights(weights) + + # Missing weight + weights = [ + ("weight", mx.random.uniform(shape=(10, 10))), + ] + + # Raises a ValueError exception + model.load_weights(weights) + + # Ok, only updates the weight but not the bias + model.load_weights(weights, strict=False) + """ + + def save_weights(self, file: str): # -> None: + """ + Save the model's weights to a file. The saving method is determined by the file extension: + - ``.npz`` will use :func:`mx.savez` + - ``.safetensors`` will use :func:`mx.save_safetensors` + """ + + @staticmethod + def is_module(value): # -> bool: + ... + @staticmethod + def valid_child_filter(module, key, value): # -> bool: + ... + @staticmethod + def valid_parameter_filter(module, key, value): # -> bool: + ... + @staticmethod + def trainable_parameter_filter(module, key, value): # -> bool: + ... + def filter_and_map( + self, + filter_fn: Callable[[Module, str, Any], bool], + map_fn: Optional[Callable] = ..., + is_leaf_fn: Optional[Callable[[Module, str, Any], bool]] = ..., + ): # -> dict[Any, Any | dict[Any, Any | dict[Any, Any] | list[Any]] | dict[Any, Any] | list[Any]]: + """Recursively filter the contents of the module using ``filter_fn``, + namely only select keys and values where ``filter_fn`` returns true. + + This is used to implement :meth:`parameters` and :meth:`trainable_parameters` + but it can also be used to extract any subset of the module's parameters. + + Args: + filter_fn (Callable): Given a value, the key in which it is found + and the containing module, decide whether to keep the value or + drop it. + map_fn (Callable, optional): Optionally transform the value before + returning it. + is_leaf_fn (Callable, optional): Given a value, the key in which it + is found and the containing module decide if it is a leaf. + + Returns: + A dictionary containing the contents of the module recursively filtered + """ + + def parameters( + self, + ) -> mx.MX_ARRAY_TREE: + """Recursively return all the :class:`mlx.core.array` members of this Module + as a dict of dicts and lists.""" + + def trainable_parameters( + self, + ) -> mx.MX_ARRAY_TREE: # -> dict[Any, Any | dict[Any, Any | dict[Any, Any] | list[Any]] | dict[Any, Any] | list[Any]]: + """Recursively return all the non frozen :class:`mlx.core.array` members of + this Module as a dict of dicts and lists.""" + + def children( + self, + ) -> mx.MX_ARRAY_TREE: # -> dict[Any, Any | dict[Any, Any | dict[Any, Any] | list[Any]] | dict[Any, Any] | list[Any]]: + """Return the direct descendants of this Module instance.""" + + def leaf_modules( + self, + ) -> mx.MX_ARRAY_TREE: # -> dict[Any, Any | dict[Any, Any | dict[Any, Any] | list[Any]] | dict[Any, Any] | list[Any]]: + """Return the submodules that do not contain other modules.""" + + def update(self, parameters: dict, strict: bool = ...) -> Module: + """Replace the parameters of this Module with the provided ones in the + dict of dicts and lists. + + Commonly used by the optimizer to change the model to the updated + (optimized) parameters. Also used by the :meth:`value_and_grad` to set the + tracers in the model in order to compute gradients. + + The passed in parameters dictionary need not be a full dictionary + similar to :meth:`parameters`. Only the provided locations will be + updated. + + Args: + parameters (dict): A complete or partial dictionary of the modules + parameters. + strict (bool): If ``True`` checks that ``parameters`` is a + subset of the module's parameters. Default: ``True``. + Returns: + The module instance after updating the parameters. + """ + + def apply( + self, + map_fn: Callable[[mx.array], mx.array], + filter_fn: Optional[Callable[[Module, str, Any], bool]] = ..., + ) -> Module: + """Map all the parameters using the provided ``map_fn`` and immediately + update the module with the mapped parameters. + + For instance running ``model.apply(lambda x: x.astype(mx.float16))`` + casts all parameters to 16 bit floats. + + Args: + map_fn (Callable): Maps an array to another array + filter_fn (Callable, optional): Filter to select which arrays to + map (default: :meth:`Module.valid_parameter_filter`). + + Returns: + The module instance after updating the parameters. + """ + + def update_modules(self, modules: dict, strict: bool = ...) -> Module: + """Replace the child modules of this :class:`Module` instance with the + provided ones in the dict of dicts and lists. + + It is the equivalent of :meth:`Module.update` but for modules instead + of parameters and allows us to flexibly edit complex architectures by + programmatically swapping layers. + + The passed in parameters dictionary need not be a full dictionary + similar to :meth:`modules`. Only the provided locations will be + updated. + + Args: + modules (dict): A complete or partial dictionary of the module's + submodules. + strict (bool): If ``True`` checks that ``modules`` is a + subset of the child modules of this instance. Default: ``True``. + Returns: + The module instance after updating the submodules. + """ + + def apply_to_modules(self, apply_fn: Callable[[str, Module], Any]) -> Module: + """Apply a function to all the modules in this instance (including this + instance). + + Args: + apply_fn (Callable): The function to apply to the modules. + + Returns: + The module instance after updating submodules. + """ + + def modules(self): # -> list[Any]: + """Return a list with all the modules in this instance. + + Returns: + A list of :class:`Module` instances. + """ + + def named_modules(self): # -> list[Any]: + """Return a list with all the modules in this instance and their name + with dot notation. + + Returns: + A list of tuples (str, :class:`Module`). + """ + + def freeze( + self, + *, + recurse: bool = ..., + keys: Optional[Union[str, List[str]]] = ..., + strict: bool = ..., + ) -> Module: + """Freeze the Module's parameters or some of them. Freezing a parameter means not + computing gradients for it. + + This function is idempotent i.e. freezing a frozen model is a no-op. + + Example: + For instance to only train the attention parameters from a Transformer: + + .. code-block:: python + + model = nn.Transformer() + model.freeze() + model.apply_to_modules(lambda k, v: v.unfreeze() if k.endswith("attention") else None) + + Args: + recurse (bool, optional): If True then freeze the parameters of the + submodules as well. Default: ``True``. + keys (str or list[str], optional): If provided then only these + parameters will be frozen otherwise all the parameters of a + module. For instance freeze all biases by calling + ``module.freeze(keys="bias")``. + strict (bool, optional): If set to ``True`` validate that the passed keys exist. + Default: ``False``. + + Returns: + The module instance after freezing the parameters. + """ + + def unfreeze( + self, + *, + recurse: bool = ..., + keys: Optional[Union[str, List[str]]] = ..., + strict: bool = ..., + ) -> Module: + """Unfreeze the Module's parameters or some of them. + + This function is idempotent ie unfreezing a model that is not frozen is + a noop. + + Example: + + For instance to only train the biases of a Transformer one can do: + + .. code-block:: python + + model = nn.Transformer() + model.freeze() + model.unfreeze(keys="bias") + + Args: + recurse (bool, optional): If True then unfreeze the parameters of the + submodules as well. Default: ``True``. + keys (str or list[str], optional): If provided then only these + parameters will be unfrozen otherwise all the parameters of a + module. For instance unfreeze all biases by calling + ``module.unfreeze(keys="bias")``. + strict (bool, optional): If set to ``True`` validate that the passed keys exist. + Default: ``False``. + + Returns: + The module instance after unfreezing the parameters. + """ + + def train(self, mode: bool = ...) -> Module: + """Set the model in or out of training mode. + + Training mode only applies to certain layers. For example + :obj:`Dropout` applies a random mask in training mode, but is the + identity in evaluation mode. + + Args: + mode (bool): Indicate if the model should be in training or + evaluation mode. Default: ``True``. + Returns: + The module instance after updating the training mode. + """ + + def eval(self) -> Module: + """Set the model to evaluation mode. + + See :func:`train`. + """ + + def set_dtype( + self, dtype: mx.Dtype, predicate: Optional[Callable[[mx.Dtype], bool]] = ... + ): # -> None: + """Set the dtype of the module's parameters. + + Args: + dtype (Dtype): The new dtype. + predicate (typing.Callable, optional): A predicate to select + parameters to cast. By default, only parameters of type + :attr:`floating` will be updated to avoid casting integer + parameters to the new dtype. + """ diff --git a/typings/mlx/nn/layers/containers.pyi b/typings/mlx/nn/layers/containers.pyi new file mode 100644 index 00000000..068ea179 --- /dev/null +++ b/typings/mlx/nn/layers/containers.pyi @@ -0,0 +1,21 @@ +""" +This type stub file was generated by pyright. +""" + +from typing import Callable + +import mlx.core as mx +from base import Module + +class Sequential(Module): + """A layer that calls the passed callables in order. + + We can pass either modules or plain callables to the Sequential module. If + our functions have learnable parameters they should be implemented as + ``nn.Module`` instances. + + Args: + modules (tuple of Callables): The modules to call in order + """ + def __init__(self, *modules: Module | Callable[[mx.array], mx.array]) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... diff --git a/typings/mlx/nn/layers/convolution.pyi b/typings/mlx/nn/layers/convolution.pyi new file mode 100644 index 00000000..c68ad289 --- /dev/null +++ b/typings/mlx/nn/layers/convolution.pyi @@ -0,0 +1,116 @@ +""" +This type stub file was generated by pyright. +""" + +from typing import Union + +import mlx.core as mx +from base import Module + +class Conv1d(Module): + """Applies a 1-dimensional convolution over the multi-channel input sequence. + + The channels are expected to be last i.e. the input shape should be ``NLC`` where: + + * ``N`` is the batch dimension + * ``L`` is the sequence length + * ``C`` is the number of input channels + + Args: + in_channels (int): The number of input channels + out_channels (int): The number of output channels + kernel_size (int): The size of the convolution filters + stride (int, optional): The stride when applying the filter. + Default: ``1``. + padding (int, optional): How many positions to 0-pad the input with. + Default: ``0``. + dilation (int, optional): The dilation of the convolution. + groups (int, optional): The number of groups for the convolution. + Default: ``1``. + bias (bool, optional): If ``True`` add a learnable bias to the output. + Default: ``True`` + """ + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: int, + stride: int = ..., + padding: int = ..., + dilation: int = ..., + groups: int = ..., + bias: bool = ..., + ) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... + +class Conv2d(Module): + """Applies a 2-dimensional convolution over the multi-channel input image. + + The channels are expected to be last i.e. the input shape should be ``NHWC`` where: + + * ``N`` is the batch dimension + * ``H`` is the input image height + * ``W`` is the input image width + * ``C`` is the number of input channels + + Args: + in_channels (int): The number of input channels. + out_channels (int): The number of output channels. + kernel_size (int or tuple): The size of the convolution filters. + stride (int or tuple, optional): The size of the stride when + applying the filter. Default: ``1``. + padding (int or tuple, optional): How many positions to 0-pad + the input with. Default: ``0``. + dilation (int or tuple, optional): The dilation of the convolution. + groups (int, optional): The number of groups for the convolution. + Default: ``1``. + bias (bool, optional): If ``True`` add a learnable bias to the + output. Default: ``True`` + """ + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: Union[int, tuple], + stride: Union[int, tuple] = ..., + padding: Union[int, tuple] = ..., + dilation: Union[int, tuple] = ..., + groups: int = ..., + bias: bool = ..., + ) -> None: ... + def __call__(self, x) -> mx.array: ... + +class Conv3d(Module): + """Applies a 3-dimensional convolution over the multi-channel input image. + + The channels are expected to be last i.e. the input shape should be ``NDHWC`` where: + + * ``N`` is the batch dimension + * ``D`` is the input image depth + * ``H`` is the input image height + * ``W`` is the input image width + * ``C`` is the number of input channels + + Args: + in_channels (int): The number of input channels. + out_channels (int): The number of output channels. + kernel_size (int or tuple): The size of the convolution filters. + stride (int or tuple, optional): The size of the stride when + applying the filter. Default: ``1``. + dilation (int or tuple, optional): The dilation of the convolution. + padding (int or tuple, optional): How many positions to 0-pad + the input with. Default: ``0``. + bias (bool, optional): If ``True`` add a learnable bias to the + output. Default: ``True`` + """ + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: Union[int, tuple], + stride: Union[int, tuple] = ..., + padding: Union[int, tuple] = ..., + dilation: Union[int, tuple] = ..., + bias: bool = ..., + ) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... diff --git a/typings/mlx/nn/layers/convolution_transpose.pyi b/typings/mlx/nn/layers/convolution_transpose.pyi new file mode 100644 index 00000000..8fe11b4a --- /dev/null +++ b/typings/mlx/nn/layers/convolution_transpose.pyi @@ -0,0 +1,119 @@ +""" +This type stub file was generated by pyright. +""" + +from typing import Union + +import mlx.core as mx +from base import Module + +class ConvTranspose1d(Module): + """Applies a 1-dimensional transposed convolution over the multi-channel input sequence. + + The channels are expected to be last i.e. the input shape should be ``NLC`` where: + + * ``N`` is the batch dimension + * ``L`` is the sequence length + * ``C`` is the number of input channels + + Args: + in_channels (int): The number of input channels + out_channels (int): The number of output channels + kernel_size (int): The size of the convolution filters + stride (int, optional): The stride when applying the filter. + Default: ``1``. + padding (int, optional): How many positions to 0-pad the input with. + Default: ``0``. + dilation (int, optional): The dilation of the convolution. + output_padding(int, optional): Additional size added to one side of the + output shape. Default: ``0``. + bias (bool, optional): If ``True`` add a learnable bias to the output. + Default: ``True`` + """ + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: int, + stride: int = ..., + padding: int = ..., + dilation: int = ..., + output_padding: int = ..., + bias: bool = ..., + ) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... + +class ConvTranspose2d(Module): + """Applies a 2-dimensional transposed convolution over the multi-channel input image. + + The channels are expected to be last i.e. the input shape should be ``NHWC`` where: + + * ``N`` is the batch dimension + * ``H`` is the input image height + * ``W`` is the input image width + * ``C`` is the number of input channels + + Args: + in_channels (int): The number of input channels. + out_channels (int): The number of output channels. + kernel_size (int or tuple): The size of the convolution filters. + stride (int or tuple, optional): The size of the stride when + applying the filter. Default: ``1``. + padding (int or tuple, optional): How many positions to 0-pad + the input with. Default: ``0``. + dilation (int or tuple, optional): The dilation of the convolution. + output_padding(int or tuple, optional): Additional size added to one + side of the output shape. Default: ``0``. + bias (bool, optional): If ``True`` add a learnable bias to the + output. Default: ``True`` + """ + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: Union[int, tuple], + stride: Union[int, tuple] = ..., + padding: Union[int, tuple] = ..., + dilation: Union[int, tuple] = ..., + output_padding: Union[int, tuple] = ..., + bias: bool = ..., + ) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... + +class ConvTranspose3d(Module): + """Applies a 3-dimensional transposed convolution over the multi-channel input image. + + The channels are expected to be last i.e. the input shape should be ``NDHWC`` where: + + * ``N`` is the batch dimension + * ``D`` is the input image depth + * ``H`` is the input image height + * ``W`` is the input image width + * ``C`` is the number of input channels + + Args: + in_channels (int): The number of input channels. + out_channels (int): The number of output channels. + kernel_size (int or tuple): The size of the convolution filters. + stride (int or tuple, optional): The size of the stride when + applying the filter. Default: ``1``. + padding (int or tuple, optional): How many positions to 0-pad + the input with. Default: ``0``. + dilation (int or tuple, optional): The dilation of the convolution. + output_padding(int or tuple, optional): Additional size added to one + side of the output shape. Default: ``0``. + bias (bool, optional): If ``True`` add a learnable bias to the + output. Default: ``True`` + """ + def __init__( + self, + in_channels: int, + out_channels: int, + kernel_size: Union[int, tuple], + stride: Union[int, tuple] = ..., + padding: Union[int, tuple] = ..., + dilation: Union[int, tuple] = ..., + output_padding: Union[int, tuple] = ..., + bias: bool = ..., + ) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... diff --git a/typings/mlx/nn/layers/distributed.pyi b/typings/mlx/nn/layers/distributed.pyi new file mode 100644 index 00000000..5be9cc4b --- /dev/null +++ b/typings/mlx/nn/layers/distributed.pyi @@ -0,0 +1,227 @@ +""" +This type stub file was generated by pyright. +""" + +from functools import lru_cache +from typing import Callable, Optional, Union + +import mlx.core as mx +from base import Module +from mlx.nn.layers.linear import Linear + +@lru_cache +def sum_gradients( + group: mx.distributed.Group, +) -> Callable[..., mx.array]: # -> Callable[..., Any] | Callable[..., array]: + ... +def shard_inplace( + module: Module, + sharding: str, + *, + segments: Union[int, list[int]] = ..., + group: Optional[mx.distributed.Group] = ..., +) -> None: + """Shard a module in-place by updating its parameter dictionary with the + sharded parameter dictionary. + + The ``sharding`` argument can be any callable that given the path and the + weight returns the sharding axis and optionally also the segments that + comprise the unsharded weight. For instance if the weight is a fused QKV + matrix the segments should be 3. + + .. note:: + The module doesn't change so in order for distributed communication to + happen the module needs to natively support it and for it to be enabled. + + Args: + module (Module): The parameters of this module will be sharded + in-place. + sharding (str or callable): One of "all-to-sharded" and + "sharded-to-all" or a callable that returns the sharding axis and + segments. + segments (int or list): The segments to use if ``sharding`` is a + string. Default: ``1``. + group (mlx.core.distributed.Group): The distributed group to shard + across. If not set, the global group will be used. Default: ``None``. + """ + +def shard_linear( + module: Module, + sharding: str, + *, + segments: Union[int, list[int]] = ..., + group: Optional[mx.distributed.Group] = ..., +) -> Linear: + """Create a new linear layer that has its parameters sharded and also + performs distributed communication either in the forward or backward + pass. + + .. note:: + Contrary to ``shard_inplace``, the original layer is not changed but a + new layer is returned. + + Args: + module (Module): The linear layer to be sharded. + sharding (str): One of "all-to-sharded" and + "sharded-to-all" that defines the type of sharding to perform. + segments (int or list): The segments to use. Default: ``1``. + group (mlx.core.distributed.Group): The distributed group to shard + across. If not set, the global group will be used. Default: ``None``. + """ + +class AllToShardedLinear(Module): + """Each member of the group applies part of the affine transformation such + that the result is sharded across the group. + + The gradients are automatically aggregated from each member of the group. + + Args: + input_dims (int): The dimensionality of the input features + output_dims (int): The dimensionality of the output features + bias (bool, optional): If set to ``False`` the the layer will not use a + bias. Default is ``True``. + group (mx.distributed.Group, optional): The sharding will happen across + this group. If not set then the global group is used. Default is + ``None``. + """ + def __init__( + self, + input_dims: int, + output_dims: int, + bias: bool = ..., + group: Optional[mx.distributed.Group] = ..., + ) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... + @classmethod + def from_linear( + cls, + linear_layer: Module, + *, + segments: Union[int, list[int]] = ..., + group: Optional[mx.distributed.Group] = ..., + ) -> AllToShardedLinear: ... + +class ShardedToAllLinear(Module): + """Each member of the group applies part of the affine transformation and + then aggregates the results. + + All nodes will have the same exact result after this layer. + + :class:`ShardedToAllLinear` provides a classmethod :meth:`from_linear` to + convert linear layers to sharded :obj:`ShardedToAllLinear` layers. + + Args: + input_dims (int): The dimensionality of the input features + output_dims (int): The dimensionality of the output features + bias (bool, optional): If set to ``False`` the the layer will not use a + bias. Default is ``True``. + group (mx.distributed.Group, optional): The sharding will happen across + this group. If not set then the global group is used. Default is + ``None``. + """ + def __init__( + self, + input_dims: int, + output_dims: int, + bias: bool = ..., + group: Optional[mx.distributed.Group] = ..., + ) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... + @classmethod + def from_linear( + cls, + linear_layer: Module, + *, + segments: Union[int, list[int]] = ..., + group: Optional[mx.distributed.Group] = ..., + ) -> ShardedToAllLinear: ... + +class QuantizedAllToShardedLinear(Module): + """Each member of the group applies part of the affine transformation with + a quantized matrix such that the result is sharded across the group. + + It is the quantized equivalent of :class:`AllToShardedLinear`. + Similar to :class:`QuantizedLinear` its parameters are frozen and + will not be included in any gradient computation. + + Args: + input_dims (int): The dimensionality of the input features. + output_dims (int): The dimensionality of the output features. + bias (bool, optional): If set to ``False`` then the layer will not use + a bias. Default: ``True``. + group_size (int, optional): The group size to use for the quantized + weight. See :func:`~mlx.core.quantize`. Default: ``64``. + bits (int, optional): The bit width to use for the quantized weight. + See :func:`~mlx.core.quantize`. Default: ``4``. + group (mx.distributed.Group, optional): The sharding will happen across + this group. If not set then the global group is used. Default is + ``None``. + """ + def __init__( + self, + input_dims: int, + output_dims: int, + bias: bool = ..., + group_size: int = ..., + bits: int = ..., + group: Optional[mx.distributed.Group] = ..., + ) -> None: ... + def unfreeze(self, *args, **kwargs) -> None: + """Wrap unfreeze so that we unfreeze any layers we might contain but + our parameters will remain frozen.""" + + def __call__(self, x: mx.array) -> mx.array: ... + @classmethod + def from_quantized_linear( + cls, + quantized_linear_layer: Module, + *, + segments: Union[int, list[int]] = ..., + group: Optional[mx.distributed.Group] = ..., + ) -> QuantizedAllToShardedLinear: ... + +class QuantizedShardedToAllLinear(Module): + """Each member of the group applies part of the affine transformation using + the quantized matrix and then aggregates the results. + + All nodes will have the same exact result after this layer. + + It is the quantized equivalent of :class:`ShardedToAllLinear`. + Similar to :class:`QuantizedLinear` its parameters are frozen and + will not be included in any gradient computation. + + Args: + input_dims (int): The dimensionality of the input features. + output_dims (int): The dimensionality of the output features. + bias (bool, optional): If set to ``False`` then the layer will not use + a bias. Default: ``True``. + group_size (int, optional): The group size to use for the quantized + weight. See :func:`~mlx.core.quantize`. Default: ``64``. + bits (int, optional): The bit width to use for the quantized weight. + See :func:`~mlx.core.quantize`. Default: ``4``. + group (mx.distributed.Group, optional): The sharding will happen across + this group. If not set then the global group is used. Default is + ``None``. + """ + def __init__( + self, + input_dims: int, + output_dims: int, + bias: bool = ..., + group_size: int = ..., + bits: int = ..., + group: Optional[mx.distributed.Group] = ..., + ) -> None: ... + def unfreeze(self, *args, **kwargs): # -> None: + """Wrap unfreeze so that we unfreeze any layers we might contain but + our parameters will remain frozen.""" + + def __call__(self, x: mx.array) -> mx.array: ... + @classmethod + def from_quantized_linear( + cls, + quantized_linear_layer: Module, + *, + segments: Union[int, list[int]] = ..., + group: Optional[mx.distributed.Group] = ..., + ) -> QuantizedShardedToAllLinear: ... diff --git a/typings/mlx/nn/layers/dropout.pyi b/typings/mlx/nn/layers/dropout.pyi new file mode 100644 index 00000000..00ef6f01 --- /dev/null +++ b/typings/mlx/nn/layers/dropout.pyi @@ -0,0 +1,65 @@ +""" +This type stub file was generated by pyright. +""" + +import mlx.core as mx +from base import Module + +class Dropout(Module): + r"""Randomly zero a portion of the elements during training. + + The remaining elements are multiplied with :math:`\frac{1}{1-p}` where + :math:`p` is the probability of zeroing an element. This is done so the + expected value of a given element will remain the same. + + Args: + p (float): The probability to zero an element + """ + def __init__(self, p: float = ...) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... + +class Dropout2d(Module): + r"""Apply 2D channel-wise dropout during training. + + Randomly zero out entire channels independently with probability :math:`p`. + This layer expects the channels to be last, i.e. the input shape should be + ``NWHC`` or ``WHC`` where:``N`` is the batch dimension,``H`` is the input + image height,``W`` is the input image width, and``C`` is the number of + input channels + + The remaining channels are scaled by :math:`\frac{1}{1-p}` to + maintain the expected value of each element. Unlike traditional dropout, + which zeros individual entries, this layer zeros entire channels. This is + beneficial for early convolution layers where adjacent pixels are + correlated. In such case, traditional dropout may not effectively + regularize activations. For more details, see [1]. + + [1]: Thompson, J., Goroshin, R., Jain, A., LeCun, Y. and Bregler C., 2015. + Efficient Object Localization Using Convolutional Networks. CVPR 2015. + + Args: + p (float): Probability of zeroing a channel during training. + """ + def __init__(self, p: float = ...) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... + +class Dropout3d(Module): + r"""Apply 3D channel-wise dropout during training. + + Randomly zero out entire channels independently with probability :math:`p`. + This layer expects the channels to be last, i.e., the input shape should be + `NDHWC` or `DHWC` where: `N` is the batch dimension, `D` is the depth, + `H` is the input image height, `W` is the input image width, and `C` is + the number of input channels. + + The remaining channels are scaled by :math:`\frac{1}{1-p}` to + maintain the expected value of each element. Unlike traditional dropout, + which zeros individual entries, this layer zeros entire channels. This is + often beneficial for convolutional layers processing 3D data, like in + medical imaging or video processing. + + Args: + p (float): Probability of zeroing a channel during training. + """ + def __init__(self, p: float = ...) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... diff --git a/typings/mlx/nn/layers/embedding.pyi b/typings/mlx/nn/layers/embedding.pyi new file mode 100644 index 00000000..e273c801 --- /dev/null +++ b/typings/mlx/nn/layers/embedding.pyi @@ -0,0 +1,34 @@ +""" +This type stub file was generated by pyright. +""" + +import mlx.core as mx +from base import Module + +from .quantized import QuantizedEmbedding + +class Embedding(Module): + """Implements a simple lookup table that maps each input integer to a + high-dimensional vector. + + Typically used to embed discrete tokens for processing by neural networks. + + Args: + num_embeddings (int): How many possible discrete tokens can we embed. + Usually called the vocabulary size. + dims (int): The dimensionality of the embeddings. + """ + def __init__(self, num_embeddings: int, dims: int) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... + def as_linear(self, x: mx.array) -> mx.array: + """ + Call the embedding layer as a linear layer. + + Use this for example when input embedding and output projection + weights are tied. + """ + + def to_quantized( + self, group_size: int = ..., bits: int = ..., mode: str = ... + ) -> QuantizedEmbedding: + """Return a :obj:`QuantizedEmbedding` layer that approximates this embedding layer.""" diff --git a/typings/mlx/nn/layers/linear.pyi b/typings/mlx/nn/layers/linear.pyi new file mode 100644 index 00000000..f9c91874 --- /dev/null +++ b/typings/mlx/nn/layers/linear.pyi @@ -0,0 +1,76 @@ +""" +This type stub file was generated by pyright. +""" + +from typing import Any + +import mlx.core as mx +from base import Module + +from .quantized import QuantizedLinear + +class Identity(Module): + r"""A placeholder identity operator that is argument-insensitive. + + Args: + args: any argument (unused) + kwargs: any keyword argument (unused) + """ + def __init__(self, *args: Any, **kwargs: Any) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... + +class Linear(Module): + r"""Applies an affine transformation to the input. + + Concretely: + + .. math:: + + y = x W^\top + b + + where: + where :math:`W` has shape ``[output_dims, input_dims]`` and :math:`b` has shape ``[output_dims]``. + + The values are initialized from the uniform distribution :math:`\mathcal{U}(-{k}, {k})`, + where :math:`k = \frac{1}{\sqrt{D_i}}` and :math:`D_i` is equal to ``input_dims``. + + Args: + input_dims (int): The dimensionality of the input features + output_dims (int): The dimensionality of the output features + bias (bool, optional): If set to ``False`` then the layer will + not use a bias. Default is ``True``. + """ + def __init__(self, input_dims: int, output_dims: int, bias: bool = ...) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... + def to_quantized( + self, group_size: int = ..., bits: int = ..., mode: str = ... + ) -> QuantizedLinear: + """Return a :obj:`QuantizedLinear` layer that approximates this layer.""" + +class Bilinear(Module): + r"""Applies a bilinear transformation to the inputs. + + Concretely: + + .. math:: + + y_i = x_1^\top W_i x_2 + b_i + + where: + :math:`W` has shape ``[output_dims, input1_dims, input2_dims]``, :math:`b` has shape ``[output_dims ]``, + and :math:`i` indexes the output dimension. + + The values are initialized from the uniform distribution :math:`\mathcal{U}(-{k}, {k})`, + where :math:`k = \frac{1}{\sqrt{D_1}}` and :math:`D_1` is ``input1_dims``. + + Args: + input1_dims (int): The dimensionality of the input1 features + input2_dims (int): The dimensionality of the input2 features + output_dims (int): The dimensionality of the output features + bias (bool, optional): If set to ``False`` then the layer will + not use a bias. Default is ``True``. + """ + def __init__( + self, input1_dims: int, input2_dims: int, output_dims: int, bias: bool = ... + ) -> None: ... + def __call__(self, x1: mx.array, x2: mx.array) -> mx.array: ... diff --git a/typings/mlx/nn/layers/normalization.pyi b/typings/mlx/nn/layers/normalization.pyi new file mode 100644 index 00000000..4116f860 --- /dev/null +++ b/typings/mlx/nn/layers/normalization.pyi @@ -0,0 +1,194 @@ +""" +This type stub file was generated by pyright. +""" + +import mlx.core as mx +from base import Module + +class InstanceNorm(Module): + r"""Applies instance normalization [1] on the inputs. + + Computes + + .. math:: + + y = \frac{x - \mathrm{E}[x]}{ \sqrt{\mathrm{Var}[x] + \epsilon}} * \gamma + \beta, + + where :math:`\gamma` and :math:`\beta` are learned per feature dimension + parameters initialized at 1 and 0 respectively. Both are of size :attr:`dims`, + if :attr:`affine` is ``True``. + + Args: + dims (int): The number of features of the input. + eps (float): A value added to the denominator for numerical stability. Default: ``1e-5``. + affine (bool): Default: ``False``. + + Shape: + - Input: :math:`(..., C)` where :math:`C` is equal to :attr:`dims`. + - Output: Same shape as the input. + + Examples: + >>> import mlx.core as mx + >>> import mlx.nn as nn + >>> x = mx.random.normal((8, 4, 4, 16)) + >>> inorm = nn.InstanceNorm(dims=16) + >>> output = inorm(x) + + References: + [1]: https://arxiv.org/abs/1607.08022 + """ + def __init__(self, dims: int, eps: float = ..., affine: bool = ...) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... + +class LayerNorm(Module): + r"""Applies layer normalization [1] on the inputs. + + Computes + + .. math:: + + y = \frac{x - E[x]}{\sqrt{Var[x]} + \epsilon} \gamma + \beta, + + where :math:`\gamma` and :math:`\beta` are learned per feature dimension + parameters initialized at 1 and 0 respectively. + + [1]: https://arxiv.org/abs/1607.06450 + + Args: + dims (int): The feature dimension of the input to normalize over + eps (float): A small additive constant for numerical stability + affine (bool): If True learn an affine transform to apply after the + normalization + bias (bool): If True include a translation to the affine + transformation. If set to False the transformation is not really affine + just scaling. + """ + def __init__( + self, dims: int, eps: float = ..., affine: bool = ..., bias: bool = ... + ) -> None: ... + def __call__(self, x) -> mx.array: ... + +class RMSNorm(Module): + r"""Applies Root Mean Square normalization [1] to the inputs. + + Computes + + .. math:: + + y = \frac{x}{\sqrt{E[x^2] + \epsilon}} \gamma + + where :math:`\gamma` is a learned per feature dimension parameter initialized at + 1. + + Note the accumulation for the mean is done in 32-bit precision. + + [1]: https://arxiv.org/abs/1910.07467 + + Args: + dims (int): The feature dimension of the input to normalize over + eps (float): A small additive constant for numerical stability + """ + def __init__(self, dims: int, eps: float = ...) -> None: ... + def __call__(self, x) -> mx.array: ... + +class GroupNorm(Module): + r"""Applies Group Normalization [1] to the inputs. + + Computes the same normalization as layer norm, namely + + .. math:: + + y = \frac{x - E[x]}{\sqrt{Var[x]} + \epsilon} \gamma + \beta, + + where :math:`\gamma` and :math:`\beta` are learned per feature dimension + parameters initialized at 1 and 0 respectively. However, the mean and + variance are computed over the spatial dimensions and each group of + features. In particular, the input is split into num_groups across the + feature dimension. + + The feature dimension is assumed to be the last dimension and the dimensions + that precede it (except the first) are considered the spatial dimensions. + + [1]: https://arxiv.org/abs/1803.08494 + + Args: + num_groups (int): Number of groups to separate the features into + dims (int): The feature dimensions of the input to normalize over + eps (float): A small additive constant for numerical stability + affine (bool): If True learn an affine transform to apply after the + normalization. + pytorch_compatible (bool): If True perform the group normalization in + the same order/grouping as PyTorch. + """ + def __init__( + self, + num_groups: int, + dims: int, + eps: float = ..., + affine: bool = ..., + pytorch_compatible: bool = ..., + ) -> None: ... + def __call__(self, x) -> mx.array: ... + +class BatchNorm(Module): + r"""Applies Batch Normalization over a 2D or 3D input. + + Computes + + .. math:: + + y = \frac{x - E[x]}{\sqrt{Var[x]} + \epsilon} \gamma + \beta, + + where :math:`\gamma` and :math:`\beta` are learned per feature dimension + parameters initialized at 1 and 0 respectively. + + The input shape is specified as ``NC`` or ``NLC``, where ``N`` is the + batch, ``C`` is the number of features or channels, and ``L`` is the + sequence length. The output has the same shape as the input. For + four-dimensional arrays, the shape is ``NHWC``, where ``H`` and ``W`` are + the height and width respectively. + + For more information on Batch Normalization, see the original paper `Batch + Normalization: Accelerating Deep Network Training by Reducing Internal + Covariate Shift `_. + + Args: + num_features (int): The feature dimension to normalize over. + eps (float, optional): A small additive constant for numerical + stability. Default: ``1e-5``. + momentum (float, optional): The momentum for updating the running + mean and variance. Default: ``0.1``. + affine (bool, optional): If ``True``, apply a learned affine + transformation after the normalization. Default: ``True``. + track_running_stats (bool, optional): If ``True``, track the + running mean and variance. Default: ``True``. + + Examples: + >>> import mlx.core as mx + >>> import mlx.nn as nn + >>> x = mx.random.normal((5, 4)) + >>> bn = nn.BatchNorm(num_features=4, affine=True) + >>> output = bn(x) + """ + def __init__( + self, + num_features: int, + eps: float = ..., + momentum: float = ..., + affine: bool = ..., + track_running_stats: bool = ..., + ) -> None: ... + def unfreeze(self, *args, **kwargs): # -> None: + """Wrap unfreeze to make sure that running_mean and var are always + frozen parameters.""" + + def __call__(self, x: mx.array) -> mx.array: + """ + Forward pass of BatchNorm. + + Args: + x (array): Input tensor. + + Returns: + array: Normalized output tensor. + """ diff --git a/typings/mlx/nn/layers/pooling.pyi b/typings/mlx/nn/layers/pooling.pyi new file mode 100644 index 00000000..36b0ca24 --- /dev/null +++ b/typings/mlx/nn/layers/pooling.pyi @@ -0,0 +1,242 @@ +""" +This type stub file was generated by pyright. +""" + +from typing import Optional, Tuple, Union + +import mlx.core as mx +from base import Module + +class _Pool(Module): + def __init__( + self, pooling_function, kernel_size, stride, padding, padding_value + ) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... + +class _Pool1d(_Pool): + def __init__( + self, + pooling_function, + padding_value, + kernel_size: Union[int, Tuple[int]], + stride: Optional[Union[int, Tuple[int]]] = ..., + padding: Union[int, Tuple[int]] = ..., + ) -> None: ... + +class _Pool2d(_Pool): + def __init__( + self, + pooling_function, + padding_value, + kernel_size: Union[int, Tuple[int, int]], + stride: Optional[Union[int, Tuple[int, int]]] = ..., + padding: Optional[Union[int, Tuple[int, int]]] = ..., + ) -> None: ... + +class _Pool3d(_Pool): + def __init__( + self, + pooling_function, + padding_value, + kernel_size: Union[int, Tuple[int, int, int]], + stride: Optional[Union[int, Tuple[int, int, int]]] = ..., + padding: Optional[Union[int, Tuple[int, int, int]]] = ..., + ) -> None: ... + +class MaxPool1d(_Pool1d): + r"""Applies 1-dimensional max pooling. + + Spatially downsamples the input by taking the maximum of a sliding window + of size ``kernel_size`` and sliding stride ``stride``. + + Args: + kernel_size (int or tuple(int)): The size of the pooling window kernel. + stride (int or tuple(int), optional): The stride of the pooling window. + Default: ``kernel_size``. + padding (int or tuple(int), optional): How much negative infinity + padding to apply to the input. The padding amount is applied to + both sides of the spatial axis. Default: ``0``. + + Examples: + >>> import mlx.core as mx + >>> import layers as nn + >>> x = mx.random.normal(shape=(4, 16, 5)) + >>> pool = nn.MaxPool1d(kernel_size=2, stride=2) + >>> pool(x) + """ + def __init__( + self, + kernel_size: Union[int, Tuple[int]], + stride: Optional[Union[int, Tuple[int]]] = ..., + padding: Union[int, Tuple[int]] = ..., + ) -> None: ... + +class AvgPool1d(_Pool1d): + r"""Applies 1-dimensional average pooling. + + Spatially downsamples the input by taking the average of a sliding window + of size ``kernel_size`` and sliding stride ``stride``. + + Args: + kernel_size (int or tuple(int)): The size of the pooling window kernel. + stride (int or tuple(int), optional): The stride of the pooling window. + Default: ``kernel_size``. + padding (int or tuple(int), optional): How much zero padding to apply to + the input. The padding amount is applied to both sides of the spatial + axis. Default: ``0``. + + Examples: + >>> import mlx.core as mx + >>> import layers as nn + >>> x = mx.random.normal(shape=(4, 16, 5)) + >>> pool = nn.AvgPool1d(kernel_size=2, stride=2) + >>> pool(x) + """ + def __init__( + self, + kernel_size: Union[int, Tuple[int]], + stride: Optional[Union[int, Tuple[int]]] = ..., + padding: Union[int, Tuple[int]] = ..., + ) -> None: ... + +class MaxPool2d(_Pool2d): + r"""Applies 2-dimensional max pooling. + + Spatially downsamples the input by taking the maximum of a sliding window + of size ``kernel_size`` and sliding stride ``stride``. + + The parameters ``kernel_size``, ``stride``, and ``padding`` can either be: + + * a single ``int`` -- in which case the same value is used for both the + height and width axis. + * a ``tuple`` of two ``int`` s -- in which case, the first ``int`` is + used for the height axis, the second ``int`` for the width axis. + + Args: + kernel_size (int or tuple(int, int)): The size of the pooling window. + stride (int or tuple(int, int), optional): The stride of the pooling + window. Default: ``kernel_size``. + padding (int or tuple(int, int), optional): How much negative infinity + padding to apply to the input. The padding is applied on both sides + of the height and width axis. Default: ``0``. + + Examples: + >>> import mlx.core as mx + >>> import layers as nn + >>> x = mx.random.normal(shape=(8, 32, 32, 4)) + >>> pool = nn.MaxPool2d(kernel_size=2, stride=2) + >>> pool(x) + """ + def __init__( + self, + kernel_size: Union[int, Tuple[int, int]], + stride: Optional[Union[int, Tuple[int, int]]] = ..., + padding: Optional[Union[int, Tuple[int, int]]] = ..., + ) -> None: ... + +class AvgPool2d(_Pool2d): + r"""Applies 2-dimensional average pooling. + + Spatially downsamples the input by taking the average of a sliding window + of size ``kernel_size`` and sliding stride ``stride``. + + The parameters ``kernel_size``, ``stride``, and ``padding`` can either be: + + * a single ``int`` -- in which case the same value is used for both the + height and width axis. + * a ``tuple`` of two ``int`` s -- in which case, the first ``int`` is + used for the height axis, the second ``int`` for the width axis. + + Args: + kernel_size (int or tuple(int, int)): The size of the pooling window. + stride (int or tuple(int, int), optional): The stride of the pooling + window. Default: ``kernel_size``. + padding (int or tuple(int, int), optional): How much zero + padding to apply to the input. The padding is applied on both sides + of the height and width axis. Default: ``0``. + + Examples: + >>> import mlx.core as mx + >>> import layers as nn + >>> x = mx.random.normal(shape=(8, 32, 32, 4)) + >>> pool = nn.AvgPool2d(kernel_size=2, stride=2) + >>> pool(x) + """ + def __init__( + self, + kernel_size: Union[int, Tuple[int, int]], + stride: Optional[Union[int, Tuple[int, int]]] = ..., + padding: Optional[Union[int, Tuple[int, int]]] = ..., + ) -> None: ... + +class MaxPool3d(_Pool3d): + r"""Applies 3-dimensional max pooling. + + Spatially downsamples the input by taking the maximum of a sliding window + of size ``kernel_size`` and sliding stride ``stride``. + + The parameters ``kernel_size``, ``stride``, and ``padding`` can either be: + + * a single ``int`` -- in which case the same value is used for the depth, + height, and width axis. + * a ``tuple`` of three ``int`` s -- in which case, the first ``int`` is used + for the depth axis, the second ``int`` for the height axis, and the third + ``int`` for the width axis. + + Args: + kernel_size (int or tuple(int, int, int)): The size of the pooling window. + stride (int or tuple(int, int, int), optional): The stride of the pooling + window. Default: ``kernel_size``. + padding (int or tuple(int, int, int), optional): How much negative infinity + padding to apply to the input. The padding is applied on both sides + of the depth, height and width axis. Default: ``0``. + + Examples: + >>> import mlx.core as mx + >>> import layers as nn + >>> x = mx.random.normal(shape=(8, 16, 32, 32, 4)) + >>> pool = nn.MaxPool3d(kernel_size=2, stride=2) + >>> pool(x) + """ + def __init__( + self, + kernel_size: Union[int, Tuple[int, int, int]], + stride: Optional[Union[int, Tuple[int, int, int]]] = ..., + padding: Optional[Union[int, Tuple[int, int, int]]] = ..., + ) -> None: ... + +class AvgPool3d(_Pool3d): + r"""Applies 3-dimensional average pooling. + + Spatially downsamples the input by taking the average of a sliding window + of size ``kernel_size`` and sliding stride ``stride``. + + The parameters ``kernel_size``, ``stride``, and ``padding`` can either be: + + * a single ``int`` -- in which case the same value is used for the depth, + height, and width axis. + * a ``tuple`` of three ``int`` s -- in which case, the first ``int`` is used + for the depth axis, the second ``int`` for the height axis, and the third + ``int`` for the width axis. + + Args: + kernel_size (int or tuple(int, int, int)): The size of the pooling window. + stride (int or tuple(int, int, int), optional): The stride of the pooling + window. Default: ``kernel_size``. + padding (int or tuple(int, int, int), optional): How much zero + padding to apply to the input. The padding is applied on both sides + of the depth, height and width axis. Default: ``0``. + + Examples: + >>> import mlx.core as mx + >>> import layers as nn + >>> x = mx.random.normal(shape=(8, 16, 32, 32, 4)) + >>> pool = nn.AvgPool3d(kernel_size=2, stride=2) + >>> pool(x) + """ + def __init__( + self, + kernel_size: Union[int, Tuple[int, int, int]], + stride: Optional[Union[int, Tuple[int, int, int]]] = ..., + padding: Optional[Union[int, Tuple[int, int, int]]] = ..., + ) -> None: ... diff --git a/typings/mlx/nn/layers/positional_encoding.pyi b/typings/mlx/nn/layers/positional_encoding.pyi new file mode 100644 index 00000000..14e07e14 --- /dev/null +++ b/typings/mlx/nn/layers/positional_encoding.pyi @@ -0,0 +1,80 @@ +""" +This type stub file was generated by pyright. +""" + +from typing import Optional + +import mlx.core as mx +from base import Module + +class RoPE(Module): + """Implements the rotary positional encoding. + + The traditional implementation rotates consecutive pairs of elements in the + feature dimension while the default implementation rotates pairs with + stride half the feature dimensions for efficiency. + + For more details see `RoFormer: Enhanced Transformer with Rotary Position + Embedding `_. + + Args: + dims (int): The feature dimensions to be rotated. If the input feature + is larger than dims then the rest is left unchanged. + traditional (bool, optional): If set to ``True`` choose the traditional + implementation which is slightly less efficient. Default: ``False``. + base (float, optional): The base used to compute angular frequency for + each dimension in the positional encodings. Default: ``10000``. + scale (float, optional): The scale used to scale the positions. Default: ``1.0``. + """ + def __init__( + self, dims: int, traditional: bool = ..., base: float = ..., scale: float = ... + ) -> None: ... + def __call__(self, x, offset: int = ...) -> mx.array: ... + +class SinusoidalPositionalEncoding(Module): + r"""Implements sinusoidal positional encoding. + + For more details see the paper `Attention Is All You Need + `_. + + Args: + dims (int): The dimensionality of the resulting positional embeddings. + min_freq (float, optional): The minimum frequency expected. Default: + ``0.0001``. + max_freq (float, optional): The maximum frequency expected. Default: + ``1``. + scale (float, optional): A multiplicative scale for the embeddings. + Default: ``sqrt(2/dims)``. + cos_first (bool, optional): If ``True`` embed using ``[cos(x); sin(x)]`` + instead of the reverse. Default: ``False``. + full_turns (bool, optional): If ``True`` multiply the frequencies with + :math:`2\pi`. Default: ``False``. + """ + def __init__( + self, + dims: int, + min_freq: float = ..., + max_freq: float = ..., + scale: Optional[float] = ..., + cos_first: bool = ..., + full_turns: bool = ..., + ) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... + +class ALiBi(Module): + _alibi_mask_key = ... + _alibi_mask = ... + @classmethod + def create_alibi_matrix( + cls, + q_sequence_length: int, + k_sequence_length: int, + num_heads: int, + offset: int, + dtype=..., + ) -> mx.array | None: ... + @staticmethod + def create_alibi_slope(num_heads: int) -> mx.array: ... + def __call__( + self, attention_scores: mx.array, offset=..., mask=... + ) -> mx.array: ... diff --git a/typings/mlx/nn/layers/quantized.pyi b/typings/mlx/nn/layers/quantized.pyi new file mode 100644 index 00000000..137a4c8e --- /dev/null +++ b/typings/mlx/nn/layers/quantized.pyi @@ -0,0 +1,125 @@ +""" +This type stub file was generated by pyright. +""" + +from typing import Callable, Optional, Union + +import mlx.core as mx +from base import Module + +def quantize( + model: Module, + group_size: int = ..., + bits: int = ..., + *, + mode: str = ..., + class_predicate: Optional[Callable[[str, Module], Union[bool, dict]]] = ..., +): # -> None: + """Quantize the sub-modules of a module according to a predicate. + + By default all layers that define a ``to_quantized(group_size, bits)`` + method will be quantized. Both :obj:`Linear` and :obj:`Embedding` layers + will be quantized. Note also, the module is updated in-place. + + Args: + model (Module): The model whose leaf modules may be quantized. + group_size (int): The quantization group size (see + :func:`mlx.core.quantize`). Default: ``64``. + bits (int): The number of bits per parameter (see + :func:`mlx.core.quantize`). Default: ``4``. + mode (str): The quantization method to use (see + :func:`mlx.core.quantize`). Default: ``"affine"``. + class_predicate (Optional[Callable]): A callable which receives the + :obj:`Module` path and :obj:`Module` itself and returns ``True`` or a + dict of params for `to_quantized` if it should be quantized and + ``False`` otherwise. If ``None``, then all layers that define a + ``to_quantized(group_size, bits)`` method are quantized. + Default: ``None``. + """ + +class QuantizedEmbedding(Module): + """The same as :obj:`Embedding` but with a quantized weight matrix. + + :obj:`QuantizedEmbedding` also provides a :meth:`from_embedding` + classmethod to convert embedding layers to :obj:`QuantizedEmbedding` + layers. + + Args: + num_embeddings (int): How many possible discrete tokens can we embed. + Usually called the vocabulary size. + dims (int): The dimensionality of the embeddings. + group_size (int, optional): The group size to use for the quantized + weight. See :func:`~mlx.core.quantize`. Default: ``64``. + bits (int, optional): The bit width to use for the quantized weight. + See :func:`~mlx.core.quantize`. Default: ``4``. + mode (str): The quantization method to use (see + :func:`mlx.core.quantize`). Default: ``"affine"``. + """ + def __init__( + self, + num_embeddings: int, + dims: int, + group_size: int = ..., + bits: int = ..., + mode: str = ..., + ) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... + def as_linear(self, x: mx.array) -> mx.array: + """ + Call the quantized embedding layer as a quantized linear layer. + + Use this for example when input embedding and output projection + weights are tied. + """ + + @classmethod + def from_embedding( + cls, + embedding_layer: Module, + group_size: int = ..., + bits: int = ..., + mode: str = ..., + ) -> QuantizedEmbedding: + """Create a :obj:`QuantizedEmbedding` layer from an :obj:`Embedding` layer.""" + +class QuantizedLinear(Module): + """Applies an affine transformation to the input using a quantized weight matrix. + + It is the quantized equivalent of :class:`Linear`. For now its + parameters are frozen and will not be included in any gradient computation + but this will probably change in the future. + + :obj:`QuantizedLinear` also provides a classmethod :meth:`from_linear` to + convert linear layers to :obj:`QuantizedLinear` layers. + + Args: + input_dims (int): The dimensionality of the input features. + output_dims (int): The dimensionality of the output features. + bias (bool, optional): If set to ``False`` then the layer will not use + a bias. Default: ``True``. + group_size (int, optional): The group size to use for the quantized + weight. See :func:`~mlx.core.quantize`. Default: ``64``. + bits (int, optional): The bit width to use for the quantized weight. + See :func:`~mlx.core.quantize`. Default: ``4``. + mode (str): The quantization method to use (see + :func:`mlx.core.quantize`). Default: ``"affine"``. + """ + def __init__( + self, + input_dims: int, + output_dims: int, + bias: bool = ..., + group_size: int = ..., + bits: int = ..., + mode: str = ..., + ) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... + @classmethod + def from_linear( + cls, + linear_layer: Module, + group_size: int = ..., + bits: int = ..., + mode: str = ..., + ) -> QuantizedLinear: + """Create a :obj:`QuantizedLinear` layer from a :obj:`Linear` layer.""" diff --git a/typings/mlx/nn/layers/recurrent.pyi b/typings/mlx/nn/layers/recurrent.pyi new file mode 100644 index 00000000..d31d9382 --- /dev/null +++ b/typings/mlx/nn/layers/recurrent.pyi @@ -0,0 +1,113 @@ +""" +This type stub file was generated by pyright. +""" + +from typing import Callable, Optional + +import mlx.core as mx +from base import Module + +class RNN(Module): + r"""An Elman recurrent layer. + + The input is a sequence of shape ``NLD`` or ``LD`` where: + + * ``N`` is the optional batch dimension + * ``L`` is the sequence length + * ``D`` is the input's feature dimension + + Concretely, for each element along the sequence length axis, this + layer applies the function: + + .. math:: + + h_{t + 1} = \text{tanh} (W_{ih}x_t + W_{hh}h_t + b) + + The hidden state :math:`h` has shape ``NH`` or ``H``, depending on + whether the input is batched or not. Returns the hidden state at each + time step, of shape ``NLH`` or ``LH``. + + Args: + input_size (int): Dimension of the input, ``D``. + hidden_size (int): Dimension of the hidden state, ``H``. + bias (bool, optional): Whether to use a bias. Default: ``True``. + nonlinearity (callable, optional): Non-linearity to use. If ``None``, + then func:`tanh` is used. Default: ``None``. + """ + def __init__( + self, + input_size: int, + hidden_size: int, + bias: bool = ..., + nonlinearity: Optional[Callable] = ..., + ) -> None: ... + def __call__(self, x: mx.array, hidden=...) -> mx.array: ... + +class GRU(Module): + r"""A gated recurrent unit (GRU) RNN layer. + + The input has shape ``NLD`` or ``LD`` where: + + * ``N`` is the optional batch dimension + * ``L`` is the sequence length + * ``D`` is the input's feature dimension + + Concretely, for each element of the sequence, this layer computes: + + .. math:: + + \begin{aligned} + r_t &= \sigma (W_{xr}x_t + W_{hr}h_t + b_{r}) \\ + z_t &= \sigma (W_{xz}x_t + W_{hz}h_t + b_{z}) \\ + n_t &= \text{tanh}(W_{xn}x_t + b_{n} + r_t \odot (W_{hn}h_t + b_{hn})) \\ + h_{t + 1} &= (1 - z_t) \odot n_t + z_t \odot h_t + \end{aligned} + + The hidden state :math:`h` has shape ``NH`` or ``H`` depending on + whether the input is batched or not. Returns the hidden state at each + time step of shape ``NLH`` or ``LH``. + + Args: + input_size (int): Dimension of the input, ``D``. + hidden_size (int): Dimension of the hidden state, ``H``. + bias (bool): Whether to use biases or not. Default: ``True``. + """ + def __init__(self, input_size: int, hidden_size: int, bias: bool = ...) -> None: ... + def __call__(self, x: mx.array, hidden=...) -> mx.array: ... + +class LSTM(Module): + r"""An LSTM recurrent layer. + + The input has shape ``NLD`` or ``LD`` where: + + * ``N`` is the optional batch dimension + * ``L`` is the sequence length + * ``D`` is the input's feature dimension + + Concretely, for each element of the sequence, this layer computes: + + .. math:: + \begin{aligned} + i_t &= \sigma (W_{xi}x_t + W_{hi}h_t + b_{i}) \\ + f_t &= \sigma (W_{xf}x_t + W_{hf}h_t + b_{f}) \\ + g_t &= \text{tanh} (W_{xg}x_t + W_{hg}h_t + b_{g}) \\ + o_t &= \sigma (W_{xo}x_t + W_{ho}h_t + b_{o}) \\ + c_{t + 1} &= f_t \odot c_t + i_t \odot g_t \\ + h_{t + 1} &= o_t \text{tanh}(c_{t + 1}) + \end{aligned} + + The hidden state :math:`h` and cell state :math:`c` have shape ``NH`` + or ``H``, depending on whether the input is batched or not. + + The layer returns two arrays, the hidden state and the cell state at + each time step, both of shape ``NLH`` or ``LH``. + + Args: + input_size (int): Dimension of the input, ``D``. + hidden_size (int): Dimension of the hidden state, ``H``. + bias (bool): Whether to use biases or not. Default: ``True``. + """ + def __init__(self, input_size: int, hidden_size: int, bias: bool = ...) -> None: ... + def __call__( + self, x: mx.array, hidden=..., cell=... + ) -> tuple[mx.array, mx.array]: ... diff --git a/typings/mlx/nn/layers/transformer.pyi b/typings/mlx/nn/layers/transformer.pyi new file mode 100644 index 00000000..9274a823 --- /dev/null +++ b/typings/mlx/nn/layers/transformer.pyi @@ -0,0 +1,168 @@ +""" +This type stub file was generated by pyright. +""" + +from typing import Any, Callable, Optional + +import mlx.core as mx +from base import Module + +class MultiHeadAttention(Module): + """Implements the scaled dot product attention with multiple heads. + + Given inputs for queries, keys and values the ``MultiHeadAttention`` + produces new values by aggregating information from the input values + according to the similarities of the input queries and keys. + + All inputs as well as the output are linearly projected without biases by + default. + + ``MultiHeadAttention`` also takes an optional additive attention mask that + should be broadcastable with ``(batch, num_heads, # queries, # keys)``. The + mask should have ``-inf`` or very large negative numbers at the positions + that should *not* be attended to. + + Args: + dims (int): The model dimensions. This is also the default + value for the queries, keys, values, and the output. + num_heads (int): The number of attention heads to use. + query_input_dims (int, optional): The input dimensions of the queries. + Default: ``dims``. + key_input_dims (int, optional): The input dimensions of the keys. + Default: ``dims``. + value_input_dims (int, optional): The input dimensions of the values. + Default: ``key_input_dims``. + value_dims (int, optional): The dimensions of the values after the + projection. Default: ``dims``. + value_output_dims (int, optional): The dimensions the new values will + be projected to. Default: ``dims``. + bias (bool, optional): Whether or not to use a bias in the projections. + Default: ``False``. + """ + def __init__( + self, + dims: int, + num_heads: int, + query_input_dims: Optional[int] = ..., + key_input_dims: Optional[int] = ..., + value_input_dims: Optional[int] = ..., + value_dims: Optional[int] = ..., + value_output_dims: Optional[int] = ..., + bias: bool = ..., + ) -> None: ... + def __call__( + self, queries: mx.array, keys: mx.array, values: mx.array, mask: mx.array = ... + ) -> mx.array: ... + @staticmethod + def create_additive_causal_mask(N: int, dtype: mx.Dtype = ...) -> mx.array: ... + +class TransformerEncoderLayer(Module): + def __init__( + self, + dims: int, + num_heads: int, + mlp_dims: Optional[int] = ..., + dropout: float = ..., + activation: Callable[[Any], Any] = ..., + norm_first: bool = ..., + ) -> None: ... + def __call__(self, x: mx.array, mask: mx.array) -> mx.array: ... + +class TransformerEncoder(Module): + def __init__( + self, + num_layers: int, + dims: int, + num_heads: int, + mlp_dims: Optional[int] = ..., + dropout: float = ..., + activation=..., + norm_first: bool = ..., + checkpoint: bool = ..., + ) -> None: ... + def __call__(self, x: mx.array, mask: mx.array) -> mx.array: ... + +class TransformerDecoderLayer(Module): + def __init__( + self, + dims: int, + num_heads: int, + mlp_dims: Optional[int] = ..., + dropout: float = ..., + activation: Callable[[Any], Any] = ..., + norm_first: bool = ..., + ) -> None: ... + def __call__(self, x: mx.array, memory, x_mask, memory_mask) -> mx.array: ... + +class TransformerDecoder(Module): + def __init__( + self, + num_layers: int, + dims: int, + num_heads: int, + mlp_dims: Optional[int] = ..., + dropout: float = ..., + activation=..., + norm_first: bool = ..., + checkpoint: bool = ..., + ) -> None: ... + def __call__(self, x: mx.array, memory, x_mask, memory_mask) -> mx.array: ... + +class Transformer(Module): + """ + Implements a standard Transformer model. + + The implementation is based on `Attention Is All You Need + `_. + + The Transformer model contains an encoder and a decoder. The encoder + processes the input sequence and the decoder generates the output sequence. + The interaction between encoder and decoder happens through the attention + mechanism. + + Args: + dims (int, optional): The number of expected features in the + encoder/decoder inputs. Default: ``512``. + num_heads (int, optional): The number of attention heads. Default: + ``8``. + num_encoder_layers (int, optional): The number of encoder layers in the + Transformer encoder. Default: ``6``. + num_decoder_layers (int, optional): The number of decoder layers in the + Transformer decoder. Default: ``6``. + mlp_dims (int, optional): The hidden dimension of the MLP block in each + Transformer layer. Defaults to ``4*dims`` if not provided. Default: + ``None``. + dropout (float, optional): The dropout value for the Transformer + encoder and decoder. Dropout is used after each attention layer and + the activation in the MLP layer. Default: ``0.0``. + activation (function, optional): the activation function for the MLP + hidden layer. Default: :func:`relu`. + custom_encoder (nn.Module, optional): A custom encoder to replace the + standard Transformer encoder. Default: ``None``. + custom_decoder (nn.Module, optional): A custom decoder to replace the + standard Transformer decoder. Default: ``None``. + norm_first (bool, optional): if ``True``, encoder and decoder layers + will perform layer normalization before attention and MLP + operations, otherwise after. Default: ``True``. + checkpoint (bool, optional): if ``True`` perform gradient checkpointing + to reduce the memory usage at the expense of more computation. + Default: ``False``. + """ + def __init__( + self, + dims: int = ..., + num_heads: int = ..., + num_encoder_layers: int = ..., + num_decoder_layers: int = ..., + mlp_dims: Optional[int] = ..., + dropout: float = ..., + activation: Callable[[Any], Any] = ..., + custom_encoder: Optional[Any] = ..., + custom_decoder: Optional[Any] = ..., + norm_first: bool = ..., + checkpoint: bool = ..., + ) -> None: ... + def __call__( + self, src, tgt, src_mask, tgt_mask, memory_mask + ) -> mx.array: # -> array | Any: + ... diff --git a/typings/mlx/nn/layers/upsample.pyi b/typings/mlx/nn/layers/upsample.pyi new file mode 100644 index 00000000..1ef3298c --- /dev/null +++ b/typings/mlx/nn/layers/upsample.pyi @@ -0,0 +1,87 @@ +""" +This type stub file was generated by pyright. +""" + +from typing import Literal, Tuple, Union + +import mlx.core as mx +from base import Module + +def upsample_nearest(x: mx.array, scale_factor: Tuple) -> mx.array: ... +def upsample_linear( + x: mx.array, scale_factor: Tuple, align_corners: bool = ... +): # -> int: + ... +def upsample_cubic( + x: mx.array, scale_factor: Tuple, align_corners: bool = ... +): # -> int: + ... + +class Upsample(Module): + r"""Upsample the input signal spatially. + + The spatial dimensions are by convention dimensions ``1`` to ``x.ndim - + 2``. The first is the batch dimension and the last is the feature + dimension. + + For example, an audio signal would be 3D with 1 spatial dimension, an image + 4D with 2 and so on and so forth. + + There are three upsampling algorithms implemented nearest neighbor upsampling, + linear interpolation, and cubic interpolation. All can be applied to any number + of spatial dimensions. The linear interpolation will be bilinear, trilinear etc + when applied to more than one spatial dimension. And cubic interpolation will be + bicubic when there are 2 spatial dimensions. + + .. note:: + When using one of the linear or cubic interpolation modes the ``align_corners`` + argument changes how the corners are treated in the input image. If + ``align_corners=True`` then the top and left edge of the input and + output will be matching as will the bottom right edge. + + Parameters: + scale_factor (float or tuple): The multiplier for the spatial size. + If a ``float`` is provided, it is the multiplier for all spatial dimensions. + Otherwise, the number of scale factors provided must match the + number of spatial dimensions. + mode (str, optional): The upsampling algorithm, either ``"nearest"``, + ``"linear"`` or ``"cubic"``. Default: ``"nearest"``. + align_corners (bool, optional): Changes the way the corners are treated + during ``"linear"`` and ``"cubic"`` upsampling. See the note above and the + examples below for more details. Default: ``False``. + + Examples: + >>> import mlx.core as mx + >>> import mlx.nn as nn + >>> x = mx.arange(1, 5).reshape((1, 2, 2, 1)) + >>> x + array([[[[1], + [2]], + [[3], + [4]]]], dtype=int32) + >>> n = nn.Upsample(scale_factor=2, mode='nearest') + >>> n(x).squeeze() + array([[1, 1, 2, 2], + [1, 1, 2, 2], + [3, 3, 4, 4], + [3, 3, 4, 4]], dtype=int32) + >>> b = nn.Upsample(scale_factor=2, mode='linear') + >>> b(x).squeeze() + array([[1, 1.25, 1.75, 2], + [1.5, 1.75, 2.25, 2.5], + [2.5, 2.75, 3.25, 3.5], + [3, 3.25, 3.75, 4]], dtype=float32) + >>> b = nn.Upsample(scale_factor=2, mode='linear', align_corners=True) + >>> b(x).squeeze() + array([[1, 1.33333, 1.66667, 2], + [1.66667, 2, 2.33333, 2.66667], + [2.33333, 2.66667, 3, 3.33333], + [3, 3.33333, 3.66667, 4]], dtype=float32) + """ + def __init__( + self, + scale_factor: Union[float, Tuple], + mode: Literal["nearest", "linear", "cubic"] = ..., + align_corners: bool = ..., + ) -> None: ... + def __call__(self, x: mx.array) -> mx.array: ... diff --git a/typings/mlx/nn/losses.pyi b/typings/mlx/nn/losses.pyi new file mode 100644 index 00000000..9b5ded9e --- /dev/null +++ b/typings/mlx/nn/losses.pyi @@ -0,0 +1,419 @@ +""" +This type stub file was generated by pyright. +""" + +from typing import Literal, Optional + +import mlx.core as mx + +Reduction = Literal["none", "mean", "sum"] + +def cross_entropy( + logits: mx.array, + targets: mx.array, + weights: Optional[mx.array] = ..., + axis: int = ..., + label_smoothing: float = ..., + reduction: Reduction = ..., +) -> mx.array: + """ + Computes the cross entropy loss. + + Args: + logits (array): The unnormalized logits. + targets (array): The ground truth values. These can be class indices or + probabilities for each class. If the ``targets`` are class indices, + then ``targets`` shape should match the ``logits`` shape with + the ``axis`` dimension removed. If the ``targets`` are probabilities + (or one-hot encoded), then the ``targets`` shape should be the same as + the ``logits`` shape. + weights (array, optional): Optional weights for each target. Default: ``None``. + axis (int, optional): The axis over which to compute softmax. Default: ``-1``. + label_smoothing (float, optional): Label smoothing factor. Default: ``0``. + reduction (str, optional): Specifies the reduction to apply to the output: + ``'none'`` | ``'mean'`` | ``'sum'``. Default: ``'none'``. + + Returns: + array: The computed cross entropy loss. + + Examples: + >>> import mlx.core as mx + >>> import mlx.nn as nn + >>> + >>> # Class indices as targets + >>> logits = mx.array([[2.0, -1.0], [-1.0, 2.0]]) + >>> targets = mx.array([0, 1]) + >>> nn.losses.cross_entropy(logits, targets) + array([0.0485873, 0.0485873], dtype=float32) + >>> + >>> # Probabilities (or one-hot vectors) as targets + >>> logits = mx.array([[2.0, -1.0], [-1.0, 2.0]]) + >>> targets = mx.array([[0.9, 0.1], [0.1, 0.9]]) + >>> nn.losses.cross_entropy(logits, targets) + array([0.348587, 0.348587], dtype=float32) + """ + +def binary_cross_entropy( + inputs: mx.array, + targets: mx.array, + weights: Optional[mx.array] = ..., + with_logits: bool = ..., + reduction: Reduction = ..., +) -> mx.array: + """ + Computes the binary cross entropy loss. + + By default, this function takes the pre-sigmoid logits, which results in a faster + and more precise loss. For improved numerical stability when ``with_logits=False``, + the loss calculation clips the input probabilities (in log-space) to a minimum value + of ``-100``. + + Args: + inputs (array): The predicted values. If ``with_logits`` is ``True``, then + ``inputs`` are unnormalized logits. Otherwise, ``inputs`` are probabilities. + targets (array): The binary target values in {0, 1}. + with_logits (bool, optional): Whether ``inputs`` are logits. Default: ``True``. + weights (array, optional): Optional weights for each target. Default: ``None``. + reduction (str, optional): Specifies the reduction to apply to the output: + ``'none'`` | ``'mean'`` | ``'sum'``. Default: ``'mean'``. + + Returns: + array: The computed binary cross entropy loss. + Examples: + >>> import mlx.core as mx + >>> import mlx.nn as nn + + >>> logits = mx.array([0.105361, 0.223144, 1.20397, 0.916291]) + >>> targets = mx.array([0, 0, 1, 1]) + >>> loss = nn.losses.binary_cross_entropy(logits, targets, reduction="mean") + >>> loss + array(0.539245, dtype=float32) + + >>> probs = mx.array([0.1, 0.1, 0.4, 0.4]) + >>> targets = mx.array([0, 0, 1, 1]) + >>> loss = nn.losses.binary_cross_entropy(probs, targets, with_logits=False, reduction="mean") + >>> loss + array(0.510826, dtype=float32) + """ + +def l1_loss( + predictions: mx.array, targets: mx.array, reduction: Reduction = ... +) -> mx.array: + """ + Computes the L1 loss. + + Args: + predictions (array): The predicted values. + targets (array): The target values. + reduction (str, optional): Specifies the reduction to apply to the output: + ``'none'`` | ``'mean'`` | ``'sum'``. Default: ``'mean'``. + + Returns: + array: The computed L1 loss. + """ + +def mse_loss( + predictions: mx.array, targets: mx.array, reduction: Reduction = ... +) -> mx.array: + """ + Computes the mean squared error loss. + + Args: + predictions (array): The predicted values. + targets (array): The target values. + reduction (str, optional): Specifies the reduction to apply to the output: + ``'none'`` | ``'mean'`` | ``'sum'``. Default: ``'mean'``. + + Returns: + array: The computed mean squared error loss. + """ + +def nll_loss( + inputs: mx.array, targets: mx.array, axis: int = ..., reduction: Reduction = ... +) -> mx.array: + """ + Computes the negative log likelihood loss. + + Args: + inputs (array): The predicted distribution in log space. + targets (array): The target values. + axis (int, optional): The distribution axis. Default: ``-1``. + reduction (str, optional): Specifies the reduction to apply to the output: + ``'none'`` | ``'mean'`` | ``'sum'``. Default: ``'none'``. + + Returns: + array: The computed NLL loss. + """ + +def gaussian_nll_loss( + inputs: mx.array, + targets: mx.array, + vars: mx.array, + full: bool = ..., + eps: float = ..., + reduction: Reduction = ..., +) -> mx.array: + r""" + Computes the negative log likelihood loss for a Gaussian distribution. + + The loss is given by: + + .. math:: + \frac{1}{2}\left(\log\left(\max\left(\text{vars}, + \ \epsilon\right)\right) + \frac{\left(\text{inputs} - \text{targets} \right)^2} + {\max\left(\text{vars}, \ \epsilon \right)}\right) + \text{const.} + + where ``inputs`` are the predicted means and ``vars`` are the the + predicted variances. + + Args: + inputs (array): The predicted expectation of the Gaussian distribution. + targets (array): The target values (samples from the Gaussian distribution). + vars (array): The predicted variance of the Gaussian distribution. + full (bool, optional): Whether to include the constant term in the loss calculation. + Default: ``False``. + eps (float, optional): Small positive constant for numerical stability. + Default: ``1e-6``. + reduction (str, optional): Specifies the reduction to apply to the output: + ``'none'`` | ``'mean'`` | ``'sum'``. Default: ``'none'``. + + Returns: + array: The Gaussian NLL loss. + """ + +def kl_div_loss( + inputs: mx.array, targets: mx.array, axis: int = ..., reduction: Reduction = ... +) -> mx.array: + """ + Computes the Kullback-Leibler divergence loss. + + Computes the following when ``reduction == 'none'``: + + .. code-block:: python + + mx.exp(targets) * (targets - inputs).sum(axis) + + Args: + inputs (array): Log probabilities for the predicted distribution. + targets (array): Log probabilities for the target distribution. + axis (int, optional): The distribution axis. Default: ``-1``. + reduction (str, optional): Specifies the reduction to apply to the output: + ``'none'`` | ``'mean'`` | ``'sum'``. Default: ``'none'``. + + Returns: + array: The computed Kullback-Leibler divergence loss. + """ + +def smooth_l1_loss( + predictions: mx.array, + targets: mx.array, + beta: float = ..., + reduction: Reduction = ..., +) -> mx.array: + r""" + Computes the smooth L1 loss. + + The smooth L1 loss is a variant of the L1 loss which replaces the absolute + difference with a squared difference when the absolute difference is less + than ``beta``. + + The formula for the smooth L1 Loss is: + + .. math:: + + l = \begin{cases} + 0.5 (x - y)^2 / \beta, & \text{if } |x - y| < \beta \\ + |x - y| - 0.5 \beta, & \text{otherwise} + \end{cases} + + Args: + predictions (array): Predicted values. + targets (array): Ground truth values. + beta (float, optional): The threshold after which the loss changes + from the squared to the absolute difference. Default: ``1.0``. + reduction (str, optional): Specifies the reduction to apply to the output: + ``'none'`` | ``'mean'`` | ``'sum'``. Default: ``'mean'``. + + Returns: + array: The computed smooth L1 loss. + """ + +def triplet_loss( + anchors: mx.array, + positives: mx.array, + negatives: mx.array, + axis: int = ..., + p: int = ..., + margin: float = ..., + eps: float = ..., + reduction: Reduction = ..., +) -> mx.array: + r""" + Computes the triplet loss for a set of anchor, positive, and negative samples. + Margin is represented with alpha in the math section. + + .. math:: + + \max\left(\|A - P\|_p - \|A - N\|_p + \alpha, 0\right) + + Args: + anchors (array): The anchor samples. + positives (array): The positive samples. + negatives (array): The negative samples. + axis (int, optional): The distribution axis. Default: ``-1``. + p (int, optional): The norm degree for pairwise distance. Default: ``2``. + margin (float, optional): Margin for the triplet loss. Defaults to ``1.0``. + eps (float, optional): Small positive constant to prevent numerical instability. Defaults to ``1e-6``. + reduction (str, optional): Specifies the reduction to apply to the output: + ``'none'`` | ``'mean'`` | ``'sum'``. Default: ``'none'``. + + Returns: + array: Computed triplet loss. If reduction is "none", returns a tensor of the same shape as input; + if reduction is "mean" or "sum", returns a scalar tensor. + """ + +def hinge_loss( + inputs: mx.array, targets: mx.array, reduction: Reduction = ... +) -> mx.array: + r""" + Computes the hinge loss between inputs and targets. + + .. math:: + + \text{hinge}(y, y_{\text{pred}}) = \max(0, 1 - y \cdot y_{\text{pred}}) + + + Args: + inputs (array): The predicted values. + targets (array): The target values. They should be -1 or 1. + reduction (str, optional): Specifies the reduction to apply to the output: + ``'none'`` | ``'mean'`` | ``'sum'``. Default: ``'none'``. + + Returns: + array: The computed hinge loss. + """ + +def huber_loss( + inputs: mx.array, targets: mx.array, delta: float = ..., reduction: Reduction = ... +) -> mx.array: + r""" + Computes the Huber loss between inputs and targets. + + .. math:: + + l_{\delta}(a) = + \left\{ \begin{array}{ll} + \frac{1}{2} a^2 & \text{for } |a| \leq \delta, \\ + \delta \left( |a| - \frac{1}{2} \delta \right) & \text{otherwise.} + \end{array} \right. + + Args: + inputs (array): The predicted values. + targets (array): The target values. + delta (float, optional): The threshold at which to change between L1 and L2 loss. + Default: ``1.0``. + reduction (str, optional): Specifies the reduction to apply to the output: + ``'none'`` | ``'mean'`` | ``'sum'``. Default: ``'none'``. + + Returns: + array: The computed Huber loss. + """ + +def log_cosh_loss( + inputs: mx.array, targets: mx.array, reduction: Reduction = ... +) -> mx.array: + r""" + Computes the log cosh loss between inputs and targets. + + Logcosh acts like L2 loss for small errors, ensuring stable gradients, + and like the L1 loss for large errors, reducing sensitivity to outliers. This + dual behavior offers a balanced, robust approach for regression tasks. + + .. math:: + + \text{logcosh}(y_{\text{true}}, y_{\text{pred}}) = + \frac{1}{n} \sum_{i=1}^{n} + \log(\cosh(y_{\text{pred}}^{(i)} - y_{\text{true}}^{(i)})) + + + Args: + inputs (array): The predicted values. + targets (array): The target values. + reduction (str, optional): Specifies the reduction to apply to the output: + ``'none'`` | ``'mean'`` | ``'sum'``. Default: ``'none'``. + + Returns: + array: The computed log cosh loss. + """ + +def cosine_similarity_loss( + x1: mx.array, + x2: mx.array, + axis: int = ..., + eps: float = ..., + reduction: Reduction = ..., +) -> mx.array: + r""" + Computes the cosine similarity between the two inputs. + + The cosine similarity loss is given by + + .. math:: + + \frac{x_1 \cdot x_2}{\max(\|x_1\| \cdot \|x_2\|, \epsilon)} + + Args: + x1 (mx.array): The first set of inputs. + x2 (mx.array): The second set of inputs. + axis (int, optional): The embedding axis. Default: ``1``. + eps (float, optional): The minimum value of the denominator used for + numerical stability. Default: ``1e-8``. + reduction (str, optional): Specifies the reduction to apply to the output: + ``'none'`` | ``'mean'`` | ``'sum'``. Default: ``'none'``. + + Returns: + mx.array: The computed cosine similarity loss. + """ + +def margin_ranking_loss( + inputs1: mx.array, + inputs2: mx.array, + targets: mx.array, + margin: float = ..., + reduction: Reduction = ..., +) -> mx.array: + r""" + Calculate the margin ranking loss that loss given inputs :math:`x_1`, :math:`x_2` and a label + :math:`y` (containing 1 or -1). + + The loss is given by: + + .. math:: + \text{loss} = \max (0, -y * (x_1 - x_2) + \text{margin}) + + Where :math:`y` represents ``targets``, :math:`x_1` represents ``inputs1`` and :math:`x_2` + represents ``inputs2``. + + Args: + inputs1 (array): Scores for the first input. + inputs2 (array): Scores for the second input. + targets (array): Labels indicating whether samples in ``inputs1`` should be ranked higher + than samples in ``inputs2``. Values should be 1 or -1. + margin (float, optional): The margin by which the scores should be separated. + Default: ``0.0``. + reduction (str, optional): Specifies the reduction to apply to the output: + ``'none'`` | ``'mean'`` | ``'sum'``. Default: ``'none'``. + + Returns: + array: The computed margin ranking loss. + + Examples: + >>> import mlx.core as mx + >>> import mlx.nn as nn + >>> targets = mx.array([1, 1, -1]) + >>> inputs1 = mx.array([-0.573409, -0.765166, -0.0638]) + >>> inputs2 = mx.array([0.75596, 0.225763, 0.256995]) + >>> loss = nn.losses.margin_ranking_loss(inputs1, inputs2, targets) + >>> loss + array(0.773433, dtype=float32) + """ diff --git a/typings/mlx/nn/utils.pyi b/typings/mlx/nn/utils.pyi new file mode 100644 index 00000000..7df93f12 --- /dev/null +++ b/typings/mlx/nn/utils.pyi @@ -0,0 +1,73 @@ +""" +This type stub file was generated by pyright. +""" + +from typing import Any, Callable, Optional + +import mlx.core as mx + +from .layers.base import Module + +def value_and_grad( + model: Module, fn: Callable +): # -> _Wrapped[..., Any, ..., tuple[Any, Any]]: + """Transform the passed function ``fn`` to a function that computes the + gradients of ``fn`` wrt the model's trainable parameters and also its + value. + + Args: + model (Module): The model whose trainable parameters to compute + gradients for + fn (Callable): The scalar function to compute gradients for + + Returns: + A callable that returns the value of ``fn`` and the gradients wrt the + trainable parameters of ``model`` + """ + +def checkpoint( + module: Module, fn: Optional[Callable] = ... +): # -> _Wrapped[..., Any, ..., Any]: + """Transform the passed callable to one that performs gradient + checkpointing with respect to the trainable parameters of the module (and + the callable's inputs). + + Args: + module (Module): The module for whose parameters we will be + performing gradient checkpointing. + fn (Callable, optional): The function to checkpoint. If not provided it + defaults to the provided module. + + Returns: + A callable that saves the inputs and outputs during the forward pass + and recomputes all intermediate states during the backward pass. + """ + +def average_gradients( + gradients: Any, + group: Optional[mx.distributed.Group] = ..., + all_reduce_size: int = ..., + communication_type: Optional[mx.Dtype] = ..., + communication_stream: Optional[mx.Stream] = ..., +): # -> Any: + """Average the gradients across the distributed processes in the passed group. + + This helper enables concatenating several gradients of small arrays to one + big all reduce call for better networking performance. + + Args: + gradients (Any): The Python tree containing the gradients (it should + have the same structure across processes) + group (Optional[mlx.core.distributed.Group]): The group of processes to + average the gradients. If set to ``None`` the global group is used. + Default: ``None``. + all_reduce_size (int): Group arrays until their size in bytes exceeds + this number. Perform one communication step per group of arrays. If + less or equal to 0 array grouping is disabled. Default: ``32MiB``. + communication_type (Optional[mlx.core.Dtype]): If provided cast to this + type before performing the communication. Typically cast to a + smaller float to reduce the communication size. Default: ``None``. + communication_stream (Optional[mlx.core.Stream]): The stream to usse + for the communication. If unspecified the default communication + stream is used which can vary by back-end. Default: ``None``. + """ diff --git a/typings/mlx/utils.pyi b/typings/mlx/utils.pyi new file mode 100644 index 00000000..d005e8cd --- /dev/null +++ b/typings/mlx/utils.pyi @@ -0,0 +1,182 @@ +""" +This type stub file was generated by pyright. +""" + +from typing import Any, Callable, Dict, List, Optional, Tuple, Union + +def tree_map( + fn: Callable, tree: Any, *rest: Any, is_leaf: Optional[Callable] = ... +) -> Any: + """Applies ``fn`` to the leaves of the Python tree ``tree`` and + returns a new collection with the results. + + If ``rest`` is provided, every item is assumed to be a superset of ``tree`` + and the corresponding leaves are provided as extra positional arguments to + ``fn``. In that respect, :meth:`tree_map` is closer to :func:`itertools.starmap` + than to :func:`map`. + + The keyword argument ``is_leaf`` decides what constitutes a leaf from + ``tree`` similar to :func:`tree_flatten`. + + .. code-block:: python + + import mlx.nn as nn + from mlx.utils import tree_map + + model = nn.Linear(10, 10) + print(model.parameters().keys()) + # dict_keys(['weight', 'bias']) + + # square the parameters + model.update(tree_map(lambda x: x*x, model.parameters())) + + Args: + fn (callable): The function that processes the leaves of the tree. + tree (Any): The main Python tree that will be iterated upon. + rest (tuple[Any]): Extra trees to be iterated together with ``tree``. + is_leaf (callable, optional): An optional callable that returns ``True`` + if the passed object is considered a leaf or ``False`` otherwise. + + Returns: + A Python tree with the new values returned by ``fn``. + """ + +def tree_map_with_path( + fn: Callable, + tree: Any, + *rest: Any, + is_leaf: Optional[Callable] = ..., + path: Optional[Any] = ..., +) -> Any: + """Applies ``fn`` to the path and leaves of the Python tree ``tree`` and + returns a new collection with the results. + + This function is the same :func:`tree_map` but the ``fn`` takes the path as + the first argument followed by the remaining tree nodes. + + Args: + fn (callable): The function that processes the leaves of the tree. + tree (Any): The main Python tree that will be iterated upon. + rest (tuple[Any]): Extra trees to be iterated together with ``tree``. + is_leaf (Optional[Callable]): An optional callable that returns ``True`` + if the passed object is considered a leaf or ``False`` otherwise. + path (Optional[Any]): Prefix will be added to the result. + + Returns: + A Python tree with the new values returned by ``fn``. + + Example: + >>> from mlx.utils import tree_map_with_path + >>> tree = {"model": [{"w": 0, "b": 1}, {"w": 0, "b": 1}]} + >>> new_tree = tree_map_with_path(lambda path, _: print(path), tree) + model.0.w + model.0.b + model.1.w + model.1.b + """ + +def tree_flatten( + tree: Any, + prefix: str = ..., + is_leaf: Optional[Callable] = ..., + destination: Optional[Union[List[Tuple[str, Any]], Dict[str, Any]]] = ..., +) -> Union[List[Tuple[str, Any]], Dict[str, Any]]: + """Flattens a Python tree to a list of key, value tuples. + + The keys are using the dot notation to define trees of arbitrary depth and + complexity. + + .. code-block:: python + + from mlx.utils import tree_flatten + + print(tree_flatten([[[0]]])) + # [("0.0.0", 0)] + + print(tree_flatten([[[0]]], prefix=".hello")) + # [("hello.0.0.0", 0)] + + tree_flatten({"a": {"b": 1}}, destination={}) + {"a.b": 1} + + .. note:: + Dictionaries should have keys that are valid Python identifiers. + + Args: + tree (Any): The Python tree to be flattened. + prefix (str): A prefix to use for the keys. The first character is + always discarded. + is_leaf (callable): An optional callable that returns True if the + passed object is considered a leaf or False otherwise. + destination (list or dict, optional): A list or dictionary to store the + flattened tree. If None an empty list will be used. Default: ``None``. + + Returns: + Union[List[Tuple[str, Any]], Dict[str, Any]]: The flat representation of + the Python tree. + """ + +def tree_unflatten(tree: Union[List[Tuple[str, Any]], Dict[str, Any]]) -> Any: + """Recreate a Python tree from its flat representation. + + .. code-block:: python + + from mlx.utils import tree_unflatten + + d = tree_unflatten([("hello.world", 42)]) + print(d) + # {"hello": {"world": 42}} + + d = tree_unflatten({"hello.world": 42}) + print(d) + # {"hello": {"world": 42}} + + Args: + tree (list[tuple[str, Any]] or dict[str, Any]): The flat representation of a Python tree. + For instance as returned by :meth:`tree_flatten`. + + Returns: + A Python tree. + """ + +def tree_reduce(fn, tree, initializer=..., is_leaf=...): # -> None: + """Applies a reduction to the leaves of a Python tree. + + This function reduces Python trees into an accumulated result by applying + the provided function ``fn`` to the leaves of the tree. + + Example: + >>> from mlx.utils import tree_reduce + >>> tree = {"a": [1, 2, 3], "b": [4, 5]} + >>> tree_reduce(lambda acc, x: acc + x, tree, 0) + 15 + + Args: + fn (callable): The reducer function that takes two arguments (accumulator, + current value) and returns the updated accumulator. + tree (Any): The Python tree to reduce. It can be any nested combination of + lists, tuples, or dictionaries. + initializer (Any, optional): The initial value to start the reduction. If + not provided, the first leaf value is used. + is_leaf (callable, optional): A function to determine if an object is a + leaf, returning ``True`` for leaf nodes and ``False`` otherwise. + + Returns: + Any: The accumulated value. + """ + +def tree_merge( + tree_a, tree_b, merge_fn=... +): # -> dict[Any, Any] | list[Any] | tuple[Any, *tuple[Any, ...]] | tuple[Any, ...]: + """Merge two Python trees in one containing the values of both. It can be + thought of as a deep dict.update method. + + Args: + tree_a (Any): The first Python tree. + tree_b (Any): The second Python tree. + merge_fn (callable, optional): A function to merge leaves. + + Returns: + The Python tree containing the values of both ``tree_a`` and + ``tree_b``. + """ From e60681963f45f0d65af923ce3e7fa2873a56400f Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Thu, 6 Nov 2025 11:18:07 -0800 Subject: [PATCH 186/224] show ips on dashboard --- dashboard/index.html | 316 ++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 311 insertions(+), 5 deletions(-) diff --git a/dashboard/index.html b/dashboard/index.html index 24c6132f..715fdb54 100644 --- a/dashboard/index.html +++ b/dashboard/index.html @@ -165,6 +165,20 @@ } } + .edge-label { + font-size: 10px; + fill: var(--exo-light-gray); + text-anchor: middle; + pointer-events: none; + font-family: 'Monaco', 'Menlo', 'Ubuntu Mono', monospace; + opacity: 0.95; + } + + .edge-label-bg { + fill: var(--exo-dark-gray); + opacity: 0.85; + } + .node-info-grid { display: grid; grid-template-columns: repeat(2, 1fr); @@ -363,6 +377,16 @@ margin-bottom: 12px; border-left: 4px solid var(--exo-yellow); transition: background-color 0.2s ease; + position: relative; + } + + .instance-color-indicator { + position: absolute; + top: 15px; + left: -4px; + width: 4px; + height: calc(100% - 30px); + border-radius: 0 2px 2px 0; } .instance-item:hover { @@ -1006,6 +1030,25 @@ } setRgbVar('exo-yellow', getComputedStyle(document.documentElement).getPropertyValue('--exo-yellow').trim()); + // Generate a consistent color for an instance ID using a simple hash + function generateInstanceColor(instanceId) { + if (!instanceId) return '#888888'; + + // Simple hash function + let hash = 0; + for (let i = 0; i < instanceId.length; i++) { + hash = instanceId.charCodeAt(i) + ((hash << 5) - hash); + } + + // Convert to HSL for better color distribution + // Use high saturation and medium lightness for vibrant, distinguishable colors + const hue = Math.abs(hash % 360); + const saturation = 65 + (Math.abs(hash >> 8) % 20); // 65-85% + const lightness = 55 + (Math.abs(hash >> 16) % 15); // 55-70% + + return `hsl(${hue}, ${saturation}%, ${lightness}%)`; + } + const topologyGraphContainer = document.getElementById('topologyGraphContainer'); const lastUpdatedElement = document.getElementById('lastUpdated'); const nodeDetailPanel = document.getElementById('nodeDetailPanel'); @@ -1027,6 +1070,8 @@ const USE_MOCK_DATA = false; // <<< FLAG TO TOGGLE MOCK DATA let currentlySelectedNodeId = null; // To store the ID of the currently selected node let nodeIdToFriendlyName = {}; // Map nodeId -> friendly name for download sections + let instanceIdToColor = {}; // Map instanceId -> color for visual coding + let connectionToInstances = {}; // Map "nodeA|nodeB" -> [instanceIds] using that connection const API_ENDPOINT = window.location.origin + window.location.pathname.replace(/\/$/, "") + '/state'; const REFRESH_INTERVAL = 1000; // 1 second @@ -1449,6 +1494,33 @@ return; } + // Build maps for instance colors and connection usage + instanceIdToColor = {}; + connectionToInstances = {}; + + instancesArray.forEach(instance => { + const instanceId = instance.instanceId; + instanceIdToColor[instanceId] = generateInstanceColor(instanceId); + + // Determine which nodes this instance uses + const nodeToRunner = instance.shardAssignments?.nodeToRunner || {}; + const nodesUsed = Object.keys(nodeToRunner); + + // For each pair of nodes, record that this instance uses that connection + for (let i = 0; i < nodesUsed.length; i++) { + for (let j = i + 1; j < nodesUsed.length; j++) { + const nodeA = nodesUsed[i]; + const nodeB = nodesUsed[j]; + const key = nodeA < nodeB ? `${nodeA}|${nodeB}` : `${nodeB}|${nodeA}`; + + if (!connectionToInstances[key]) { + connectionToInstances[key] = []; + } + connectionToInstances[key].push(instanceId); + } + } + }); + const instancesHTML = instancesArray.map(instance => { const modelId = instance.shardAssignments?.modelId || 'Unknown Model'; const truncatedInstanceId = instance.instanceId.length > 8 @@ -1586,8 +1658,14 @@ } const shardCount = Object.keys(runnerToShard).length; + + // Use the instance's color for the indicator + const instanceColor = instanceIdToColor[instance.instanceId] || 'var(--exo-yellow)'; + const borderStyle = `background-color: ${instanceColor};`; + return `
+
${truncatedInstanceId} @@ -1658,6 +1736,78 @@ } } + // Helper function to create edge labels with optional colored indicators for instances + function createEdgeLabel(labelLines, labelX, labelY, parentGroup, instanceColors = []) { + if (!labelLines || labelLines.length === 0) return; + + const colorStripWidth = 3; // Narrow strip width + const colorStripHeight = 12; // Taller for visibility + const colorStripSpacing = 1.5; // Small gap between strips + const paddingBetweenStripsAndText = 8; // Space between strips and text + const hasColorBoxes = instanceColors.length > 0; + + // Create color indicator strips if colors are provided + let totalColorBoxWidth = 0; + if (hasColorBoxes) { + totalColorBoxWidth = instanceColors.length * (colorStripWidth + colorStripSpacing) - colorStripSpacing; + const stripsStartX = labelX - totalColorBoxWidth - paddingBetweenStripsAndText - 30; // Move 30px further left + + instanceColors.forEach((color, idx) => { + const colorStrip = document.createElementNS('http://www.w3.org/2000/svg', 'rect'); + // Position strips well to the left of the text + const stripX = stripsStartX + idx * (colorStripWidth + colorStripSpacing); + colorStrip.setAttribute('x', stripX); + colorStrip.setAttribute('y', labelY - colorStripHeight / 2); + colorStrip.setAttribute('width', colorStripWidth); + colorStrip.setAttribute('height', colorStripHeight); + colorStrip.setAttribute('fill', color); + colorStrip.setAttribute('stroke', 'var(--exo-light-gray)'); + colorStrip.setAttribute('stroke-width', '0.5'); + colorStrip.setAttribute('rx', 1); + parentGroup.appendChild(colorStrip); + }); + } + + // Create text element + const labelText = document.createElementNS('http://www.w3.org/2000/svg', 'text'); + labelText.setAttribute('class', 'edge-label'); + labelText.setAttribute('x', labelX); + labelText.setAttribute('y', labelY); + + // Add background for better readability + const labelBg = document.createElementNS('http://www.w3.org/2000/svg', 'rect'); + labelBg.setAttribute('class', 'edge-label-bg'); + + // Add each line as a tspan + labelLines.forEach((line, idx) => { + const tspan = document.createElementNS('http://www.w3.org/2000/svg', 'tspan'); + tspan.setAttribute('x', labelX); + tspan.setAttribute('dy', idx === 0 ? '0' : '1.1em'); + tspan.textContent = line; + labelText.appendChild(tspan); + }); + + // Add text first to get bounding box, then add background + parentGroup.appendChild(labelText); + + // Get text bounding box and create background rect + try { + const bbox = labelText.getBBox(); + const padding = 3; + const extraLeft = hasColorBoxes ? totalColorBoxWidth : 0; + + // Background should cover text area only, strips are separate + labelBg.setAttribute('x', bbox.x - padding); + labelBg.setAttribute('y', bbox.y - padding); + labelBg.setAttribute('width', bbox.width + 2 * padding); + labelBg.setAttribute('height', bbox.height + 2 * padding); + labelBg.setAttribute('rx', 2); + parentGroup.insertBefore(labelBg, labelText); + } catch (e) { + console.error('Failed to get bbox for label:', e); + } + } + function renderNodes(topologyData) { if (!topologyGraphContainer) return; topologyGraphContainer.innerHTML = ''; // Clear previous SVG content @@ -1730,13 +1880,16 @@ const arrowsGroup = document.createElementNS('http://www.w3.org/2000/svg', 'g'); arrowsGroup.setAttribute('class', 'arrows-group'); arrowsGroup.setAttribute('style', 'pointer-events: none;'); + const edgeLabelsGroup = document.createElementNS('http://www.w3.org/2000/svg', 'g'); + edgeLabelsGroup.setAttribute('class', 'edge-labels-group'); + edgeLabelsGroup.setAttribute('style', 'pointer-events: none;'); // Build quick lookup for node positions const positionById = {}; nodesWithPositions.forEach(n => { positionById[n.id] = { x: n.x, y: n.y }; }); // Group directed edges into undirected pairs to support single line with two arrows - const pairMap = new Map(); // key: "a|b" with a { if (!edge || !edge.source || !edge.target) return; if (!positionById[edge.source] || !positionById[edge.target]) return; @@ -1744,8 +1897,14 @@ const a = edge.source < edge.target ? edge.source : edge.target; const b = edge.source < edge.target ? edge.target : edge.source; const key = `${a}|${b}`; - const entry = pairMap.get(key) || { a, b, aToB: false, bToA: false }; - if (edge.source === a && edge.target === b) entry.aToB = true; else entry.bToA = true; + const entry = pairMap.get(key) || { a, b, aToB: false, bToA: false, aToBEdges: [], bToAEdges: [] }; + if (edge.source === a && edge.target === b) { + entry.aToB = true; + entry.aToBEdges.push(edge); // Store all A->B edges + } else { + entry.bToA = true; + entry.bToAEdges.push(edge); // Store all B->A edges + } pairMap.set(key, entry); }); @@ -1799,6 +1958,52 @@ arrowSeg.setAttribute('fill', 'none'); arrowSeg.setAttribute('marker-end', 'url(#arrowhead)'); arrowsGroup.appendChild(arrowSeg); + + // Add label for A->B direction (show all connections) + if (entry.aToBEdges && entry.aToBEdges.length > 0) { + // Count occurrences of each IP/interface combination + const connectionCounts = new Map(); + + entry.aToBEdges.forEach(edgeData => { + if (edgeData.sendBackIp) { + let ipLabel = edgeData.sendBackIp; + if (edgeData.sendBackInterface) { + ipLabel = `${edgeData.sendBackInterface}: ${ipLabel}`; + } + connectionCounts.set(ipLabel, (connectionCounts.get(ipLabel) || 0) + 1); + } + }); + + // Build label lines with counts for duplicates + const labelLines = []; + connectionCounts.forEach((count, ipLabel) => { + if (count > 1) { + labelLines.push(`${ipLabel} (${count})`); + } else { + labelLines.push(ipLabel); + } + }); + + if (labelLines.length > 0) { + // Position label before the A->B arrow (toward A side, away from arrow tip) + // Move further back from center along the line toward A + const labelPosX = mx - ux * (tipOffset * 2.5); + const labelPosY = my - uy * (tipOffset * 2.5); + // Offset perpendicular to the line (to the side) + const perpX = -uy; + const perpY = ux; + const labelOffset = 25; // Increased offset to be clearly beside the line + const labelX = labelPosX + perpX * labelOffset; + const labelY = labelPosY + perpY * labelOffset; + + // Get colors for instances using this connection + const connectionKey = `${entry.a}|${entry.b}`; + const instancesUsingConnection = connectionToInstances[connectionKey] || []; + const instanceColors = instancesUsingConnection.map(id => instanceIdToColor[id]).filter(c => c); + + createEdgeLabel(labelLines, labelX, labelY, edgeLabelsGroup, instanceColors); + } + } } if (entry.bToA) { @@ -1818,6 +2023,52 @@ arrowSeg.setAttribute('fill', 'none'); arrowSeg.setAttribute('marker-end', 'url(#arrowhead)'); arrowsGroup.appendChild(arrowSeg); + + // Add label for B->A direction (show all connections) + if (entry.bToAEdges && entry.bToAEdges.length > 0) { + // Count occurrences of each IP/interface combination + const connectionCounts = new Map(); + + entry.bToAEdges.forEach(edgeData => { + if (edgeData.sendBackIp) { + let ipLabel = edgeData.sendBackIp; + if (edgeData.sendBackInterface) { + ipLabel = `${edgeData.sendBackInterface}: ${ipLabel}`; + } + connectionCounts.set(ipLabel, (connectionCounts.get(ipLabel) || 0) + 1); + } + }); + + // Build label lines with counts for duplicates + const labelLines = []; + connectionCounts.forEach((count, ipLabel) => { + if (count > 1) { + labelLines.push(`${ipLabel} (${count})`); + } else { + labelLines.push(ipLabel); + } + }); + + if (labelLines.length > 0) { + // Position label before the B->A arrow (toward B side, away from arrow tip) + // Move further back from center along the line toward B + const labelPosX = mx + ux * (tipOffset * 2.5); + const labelPosY = my + uy * (tipOffset * 2.5); + // Offset perpendicular to the line (to the side) + const perpX = -uy; + const perpY = ux; + const labelOffset = 25; // Increased offset to be clearly beside the line + const labelX = labelPosX + perpX * labelOffset; + const labelY = labelPosY + perpY * labelOffset; + + // Get colors for instances using this connection + const connectionKey = `${entry.a}|${entry.b}`; + const instancesUsingConnection = connectionToInstances[connectionKey] || []; + const instanceColors = instancesUsingConnection.map(id => instanceIdToColor[id]).filter(c => c); + + createEdgeLabel(labelLines, labelX, labelY, edgeLabelsGroup, instanceColors); + } + } } }); // Create group for nodes @@ -2327,8 +2578,9 @@ nodesGroup.appendChild(nodeG); }); - // Draw order: lines at the very back, then nodes, then mid-line arrows on top + // Draw order: lines at the very back, then edge labels, then nodes, then mid-line arrows on top topologyGraphContainer.appendChild(linksGroup); + topologyGraphContainer.appendChild(edgeLabelsGroup); topologyGraphContainer.appendChild(nodesGroup); topologyGraphContainer.appendChild(arrowsGroup); } @@ -2676,7 +2928,55 @@ if (!src || !dst) return; if (!resultNodes[src] || !resultNodes[dst]) return; // only draw edges between known nodes if (src === dst) return; // skip self loops for now - resultEdges.push({ source: src, target: dst }); + + // Extract address information from connection + const sendBackMultiaddr = conn.sendBackMultiaddr ?? conn.send_back_multiaddr; + + // Extract IP from sendBackMultiaddr object + // It might have properties like 'multiaddr' or be serialized differently + let sendBackAddrString = null; + if (sendBackMultiaddr) { + // Try different possible field names + sendBackAddrString = sendBackMultiaddr.multiaddr ?? + sendBackMultiaddr.address ?? + sendBackMultiaddr.addr ?? + (typeof sendBackMultiaddr === 'string' ? sendBackMultiaddr : null); + + // If it's still an object, try to convert to string + if (!sendBackAddrString && typeof sendBackMultiaddr === 'object') { + sendBackAddrString = sendBackMultiaddr.toString?.() ?? JSON.stringify(sendBackMultiaddr); + } + } + + // Extract IP from the multiaddr string + const sendBackIp = _extractIpFromMultiaddr(sendBackAddrString); + + // Try to map IP to interface name on destination node + let sendBackInterface = null; + + if (sendBackIp && resultNodes[dst]) { + const dstNode = nodesToProcess[dst]; + if (dstNode) { + const netIfacesSnake = dstNode.network_interfaces; + const netIfacesCamel = dstNode.networkInterfaces; + const interfaces = Array.isArray(netIfacesSnake) ? netIfacesSnake : (Array.isArray(netIfacesCamel) ? netIfacesCamel : []); + const matchingIface = interfaces.find(intf => { + const ip = intf.ip_address ?? intf.ipAddress; + return ip === sendBackIp; + }); + if (matchingIface) { + sendBackInterface = matchingIface.name ?? matchingIface.interface_name ?? matchingIface.interfaceName; + } + } + } + + resultEdges.push({ + source: src, + target: dst, + sendBackIp: sendBackIp, + sendBackInterface: sendBackInterface, + multiaddr: sendBackAddrString + }); }); return { nodes: resultNodes, edges: resultEdges }; @@ -2791,6 +3091,12 @@ }; function updateMockData() { + // Build name map for mock nodes + nodeIdToFriendlyName = {}; + for (const nodeId in mockData) { + nodeIdToFriendlyName[nodeId] = mockData[nodeId].friendly_name || nodeId; + } + for (const nodeId in mockData) { const node = mockData[nodeId]; node.last_addr_update = (Date.now() / 1000) - (Math.random() * 10); From 19e90572e6c5f0e2c52d0b230ec2c57c6957c8b7 Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Thu, 6 Nov 2025 11:18:48 -0800 Subject: [PATCH 187/224] set max_transmit_size on gossipsub to 1MB. Fixes large message erorr --- rust/networking/src/swarm.rs | 1 + 1 file changed, 1 insertion(+) diff --git a/rust/networking/src/swarm.rs b/rust/networking/src/swarm.rs index f4a8117a..8be3f160 100644 --- a/rust/networking/src/swarm.rs +++ b/rust/networking/src/swarm.rs @@ -134,6 +134,7 @@ mod behaviour { MessageAuthenticity::Signed(keypair.clone()), ConfigBuilder::default() .publish_queue_duration(Duration::from_secs(15)) + .max_transmit_size(1024 * 1024) .validation_mode(ValidationMode::Strict) .build() .expect("the configuration should always be valid"), From ff00b165c5ad87a29e769b58a28bc70df464c436 Mon Sep 17 00:00:00 2001 From: rltakashige Date: Thu, 6 Nov 2025 13:59:29 -0800 Subject: [PATCH 188/224] MLX LM type stubs --- .github/scripts/bench.py | 1 - {typings => .mlx_typings}/.gitkeep | 0 .../mlx/core/__init__.pyi | 2 +- .../mlx/core/cuda/__init__.pyi | 0 .../mlx/core/distributed/__init__.pyi | 0 .../mlx/core/metal/__init__.pyi | 0 .../mlx/core/random/__init__.pyi | 0 {typings => .mlx_typings}/mlx/nn/__init__.pyi | 0 {typings => .mlx_typings}/mlx/nn/init.pyi | 0 .../mlx/nn/layers/__init__.pyi | 0 .../mlx/nn/layers/activations.pyi | 0 .../mlx/nn/layers/base.pyi | 0 .../mlx/nn/layers/containers.pyi | 0 .../mlx/nn/layers/convolution.pyi | 0 .../mlx/nn/layers/convolution_transpose.pyi | 0 .../mlx/nn/layers/distributed.pyi | 0 .../mlx/nn/layers/dropout.pyi | 0 .../mlx/nn/layers/embedding.pyi | 0 .../mlx/nn/layers/linear.pyi | 0 .../mlx/nn/layers/normalization.pyi | 0 .../mlx/nn/layers/pooling.pyi | 0 .../mlx/nn/layers/positional_encoding.pyi | 0 .../mlx/nn/layers/quantized.pyi | 0 .../mlx/nn/layers/recurrent.pyi | 0 .../mlx/nn/layers/transformer.pyi | 0 .../mlx/nn/layers/upsample.pyi | 0 {typings => .mlx_typings}/mlx/nn/losses.pyi | 0 {typings => .mlx_typings}/mlx/nn/utils.pyi | 0 {typings => .mlx_typings}/mlx/utils.pyi | 0 .mlx_typings/mlx_lm/__init__.pyi | 2 + .mlx_typings/mlx_lm/convert.pyi | 45 +++ .mlx_typings/mlx_lm/generate.pyi | 324 ++++++++++++++++ .mlx_typings/mlx_lm/models/__init__.pyi | 1 + .mlx_typings/mlx_lm/models/base.pyi | 47 +++ .../mlx_lm/models/bitlinear_layers.pyi | 26 ++ .mlx_typings/mlx_lm/models/cache.pyi | 354 ++++++++++++++++++ .mlx_typings/mlx_lm/models/switch_layers.pyi | 79 ++++ .mlx_typings/mlx_lm/sample_utils.pyi | 148 ++++++++ .mlx_typings/mlx_lm/tokenizer_utils.pyi | 168 +++++++++ .mlx_typings/mlx_lm/utils.pyi | 195 ++++++++++ justfile | 2 +- pyproject.toml | 6 +- src/exo/engines/mlx/utils_mlx.py | 9 +- .../worker/download/impl_shard_downloader.py | 8 +- src/exo/worker/runner/generate.py | 24 +- 45 files changed, 1417 insertions(+), 24 deletions(-) rename {typings => .mlx_typings}/.gitkeep (100%) rename {typings => .mlx_typings}/mlx/core/__init__.pyi (99%) rename {typings => .mlx_typings}/mlx/core/cuda/__init__.pyi (100%) rename {typings => .mlx_typings}/mlx/core/distributed/__init__.pyi (100%) rename {typings => .mlx_typings}/mlx/core/metal/__init__.pyi (100%) rename {typings => .mlx_typings}/mlx/core/random/__init__.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/__init__.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/init.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/layers/__init__.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/layers/activations.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/layers/base.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/layers/containers.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/layers/convolution.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/layers/convolution_transpose.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/layers/distributed.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/layers/dropout.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/layers/embedding.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/layers/linear.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/layers/normalization.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/layers/pooling.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/layers/positional_encoding.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/layers/quantized.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/layers/recurrent.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/layers/transformer.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/layers/upsample.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/losses.pyi (100%) rename {typings => .mlx_typings}/mlx/nn/utils.pyi (100%) rename {typings => .mlx_typings}/mlx/utils.pyi (100%) create mode 100644 .mlx_typings/mlx_lm/__init__.pyi create mode 100644 .mlx_typings/mlx_lm/convert.pyi create mode 100644 .mlx_typings/mlx_lm/generate.pyi create mode 100644 .mlx_typings/mlx_lm/models/__init__.pyi create mode 100644 .mlx_typings/mlx_lm/models/base.pyi create mode 100644 .mlx_typings/mlx_lm/models/bitlinear_layers.pyi create mode 100644 .mlx_typings/mlx_lm/models/cache.pyi create mode 100644 .mlx_typings/mlx_lm/models/switch_layers.pyi create mode 100644 .mlx_typings/mlx_lm/sample_utils.pyi create mode 100644 .mlx_typings/mlx_lm/tokenizer_utils.pyi create mode 100644 .mlx_typings/mlx_lm/utils.pyi diff --git a/.github/scripts/bench.py b/.github/scripts/bench.py index 4f607b69..44733da1 100644 --- a/.github/scripts/bench.py +++ b/.github/scripts/bench.py @@ -1,6 +1,5 @@ #!/usr/bin/env python3 -# type: ignore """ Unified benchmark script for EXO. Runs single or multi-stage benchmarks with configurable load patterns. diff --git a/typings/.gitkeep b/.mlx_typings/.gitkeep similarity index 100% rename from typings/.gitkeep rename to .mlx_typings/.gitkeep diff --git a/typings/mlx/core/__init__.pyi b/.mlx_typings/mlx/core/__init__.pyi similarity index 99% rename from typings/mlx/core/__init__.pyi rename to .mlx_typings/mlx/core/__init__.pyi index 8edb9832..48680a80 100644 --- a/typings/mlx/core/__init__.pyi +++ b/.mlx_typings/mlx/core/__init__.pyi @@ -2614,7 +2614,7 @@ type MX_ARRAY_TREE = ( | Mapping[str, MX_ARRAY_TREE] ) -def eval(*args: MX_ARRAY_TREE) -> None: +def eval(*args: MX_ARRAY_TREE | None) -> None: """ Evaluate an :class:`array` or tree of :class:`array`. diff --git a/typings/mlx/core/cuda/__init__.pyi b/.mlx_typings/mlx/core/cuda/__init__.pyi similarity index 100% rename from typings/mlx/core/cuda/__init__.pyi rename to .mlx_typings/mlx/core/cuda/__init__.pyi diff --git a/typings/mlx/core/distributed/__init__.pyi b/.mlx_typings/mlx/core/distributed/__init__.pyi similarity index 100% rename from typings/mlx/core/distributed/__init__.pyi rename to .mlx_typings/mlx/core/distributed/__init__.pyi diff --git a/typings/mlx/core/metal/__init__.pyi b/.mlx_typings/mlx/core/metal/__init__.pyi similarity index 100% rename from typings/mlx/core/metal/__init__.pyi rename to .mlx_typings/mlx/core/metal/__init__.pyi diff --git a/typings/mlx/core/random/__init__.pyi b/.mlx_typings/mlx/core/random/__init__.pyi similarity index 100% rename from typings/mlx/core/random/__init__.pyi rename to .mlx_typings/mlx/core/random/__init__.pyi diff --git a/typings/mlx/nn/__init__.pyi b/.mlx_typings/mlx/nn/__init__.pyi similarity index 100% rename from typings/mlx/nn/__init__.pyi rename to .mlx_typings/mlx/nn/__init__.pyi diff --git a/typings/mlx/nn/init.pyi b/.mlx_typings/mlx/nn/init.pyi similarity index 100% rename from typings/mlx/nn/init.pyi rename to .mlx_typings/mlx/nn/init.pyi diff --git a/typings/mlx/nn/layers/__init__.pyi b/.mlx_typings/mlx/nn/layers/__init__.pyi similarity index 100% rename from typings/mlx/nn/layers/__init__.pyi rename to .mlx_typings/mlx/nn/layers/__init__.pyi diff --git a/typings/mlx/nn/layers/activations.pyi b/.mlx_typings/mlx/nn/layers/activations.pyi similarity index 100% rename from typings/mlx/nn/layers/activations.pyi rename to .mlx_typings/mlx/nn/layers/activations.pyi diff --git a/typings/mlx/nn/layers/base.pyi b/.mlx_typings/mlx/nn/layers/base.pyi similarity index 100% rename from typings/mlx/nn/layers/base.pyi rename to .mlx_typings/mlx/nn/layers/base.pyi diff --git a/typings/mlx/nn/layers/containers.pyi b/.mlx_typings/mlx/nn/layers/containers.pyi similarity index 100% rename from typings/mlx/nn/layers/containers.pyi rename to .mlx_typings/mlx/nn/layers/containers.pyi diff --git a/typings/mlx/nn/layers/convolution.pyi b/.mlx_typings/mlx/nn/layers/convolution.pyi similarity index 100% rename from typings/mlx/nn/layers/convolution.pyi rename to .mlx_typings/mlx/nn/layers/convolution.pyi diff --git a/typings/mlx/nn/layers/convolution_transpose.pyi b/.mlx_typings/mlx/nn/layers/convolution_transpose.pyi similarity index 100% rename from typings/mlx/nn/layers/convolution_transpose.pyi rename to .mlx_typings/mlx/nn/layers/convolution_transpose.pyi diff --git a/typings/mlx/nn/layers/distributed.pyi b/.mlx_typings/mlx/nn/layers/distributed.pyi similarity index 100% rename from typings/mlx/nn/layers/distributed.pyi rename to .mlx_typings/mlx/nn/layers/distributed.pyi diff --git a/typings/mlx/nn/layers/dropout.pyi b/.mlx_typings/mlx/nn/layers/dropout.pyi similarity index 100% rename from typings/mlx/nn/layers/dropout.pyi rename to .mlx_typings/mlx/nn/layers/dropout.pyi diff --git a/typings/mlx/nn/layers/embedding.pyi b/.mlx_typings/mlx/nn/layers/embedding.pyi similarity index 100% rename from typings/mlx/nn/layers/embedding.pyi rename to .mlx_typings/mlx/nn/layers/embedding.pyi diff --git a/typings/mlx/nn/layers/linear.pyi b/.mlx_typings/mlx/nn/layers/linear.pyi similarity index 100% rename from typings/mlx/nn/layers/linear.pyi rename to .mlx_typings/mlx/nn/layers/linear.pyi diff --git a/typings/mlx/nn/layers/normalization.pyi b/.mlx_typings/mlx/nn/layers/normalization.pyi similarity index 100% rename from typings/mlx/nn/layers/normalization.pyi rename to .mlx_typings/mlx/nn/layers/normalization.pyi diff --git a/typings/mlx/nn/layers/pooling.pyi b/.mlx_typings/mlx/nn/layers/pooling.pyi similarity index 100% rename from typings/mlx/nn/layers/pooling.pyi rename to .mlx_typings/mlx/nn/layers/pooling.pyi diff --git a/typings/mlx/nn/layers/positional_encoding.pyi b/.mlx_typings/mlx/nn/layers/positional_encoding.pyi similarity index 100% rename from typings/mlx/nn/layers/positional_encoding.pyi rename to .mlx_typings/mlx/nn/layers/positional_encoding.pyi diff --git a/typings/mlx/nn/layers/quantized.pyi b/.mlx_typings/mlx/nn/layers/quantized.pyi similarity index 100% rename from typings/mlx/nn/layers/quantized.pyi rename to .mlx_typings/mlx/nn/layers/quantized.pyi diff --git a/typings/mlx/nn/layers/recurrent.pyi b/.mlx_typings/mlx/nn/layers/recurrent.pyi similarity index 100% rename from typings/mlx/nn/layers/recurrent.pyi rename to .mlx_typings/mlx/nn/layers/recurrent.pyi diff --git a/typings/mlx/nn/layers/transformer.pyi b/.mlx_typings/mlx/nn/layers/transformer.pyi similarity index 100% rename from typings/mlx/nn/layers/transformer.pyi rename to .mlx_typings/mlx/nn/layers/transformer.pyi diff --git a/typings/mlx/nn/layers/upsample.pyi b/.mlx_typings/mlx/nn/layers/upsample.pyi similarity index 100% rename from typings/mlx/nn/layers/upsample.pyi rename to .mlx_typings/mlx/nn/layers/upsample.pyi diff --git a/typings/mlx/nn/losses.pyi b/.mlx_typings/mlx/nn/losses.pyi similarity index 100% rename from typings/mlx/nn/losses.pyi rename to .mlx_typings/mlx/nn/losses.pyi diff --git a/typings/mlx/nn/utils.pyi b/.mlx_typings/mlx/nn/utils.pyi similarity index 100% rename from typings/mlx/nn/utils.pyi rename to .mlx_typings/mlx/nn/utils.pyi diff --git a/typings/mlx/utils.pyi b/.mlx_typings/mlx/utils.pyi similarity index 100% rename from typings/mlx/utils.pyi rename to .mlx_typings/mlx/utils.pyi diff --git a/.mlx_typings/mlx_lm/__init__.pyi b/.mlx_typings/mlx_lm/__init__.pyi new file mode 100644 index 00000000..fee89807 --- /dev/null +++ b/.mlx_typings/mlx_lm/__init__.pyi @@ -0,0 +1,2 @@ +import models as models +import tokenizer_utils as tokenizer_utils diff --git a/.mlx_typings/mlx_lm/convert.pyi b/.mlx_typings/mlx_lm/convert.pyi new file mode 100644 index 00000000..aff4de7b --- /dev/null +++ b/.mlx_typings/mlx_lm/convert.pyi @@ -0,0 +1,45 @@ +""" +This type stub file was generated by pyright. +""" + +import argparse +from typing import Callable, Optional, Union + +import mlx.nn as nn + +def mixed_quant_predicate_builder( + recipe: str, model: nn.Module, group_size: int = ... +) -> Callable[[str, nn.Module, dict], Union[bool, dict]]: ... + +QUANT_RECIPES = ... +MODEL_CONVERSION_DTYPES = ... + +def convert( + hf_path: str, + mlx_path: str = ..., + quantize: bool = ..., + q_group_size: int = ..., + q_bits: int = ..., + q_mode: str = ..., + dtype: Optional[str] = ..., + upload_repo: str = ..., + revision: Optional[str] = ..., + dequantize: bool = ..., + quant_predicate: Optional[ + Union[Callable[[str, nn.Module, dict], Union[bool, dict]], str] + ] = ..., + trust_remote_code: bool = ..., +): # -> None: + ... +def configure_parser() -> argparse.ArgumentParser: + """ + Configures and returns the argument parser for the script. + + Returns: + argparse.ArgumentParser: Configured argument parser. + """ + +def main(): # -> None: + ... + +if __name__ == "__main__": ... diff --git a/.mlx_typings/mlx_lm/generate.pyi b/.mlx_typings/mlx_lm/generate.pyi new file mode 100644 index 00000000..4711fce0 --- /dev/null +++ b/.mlx_typings/mlx_lm/generate.pyi @@ -0,0 +1,324 @@ +""" +This type stub file was generated by pyright. +""" + +import contextlib +from dataclasses import dataclass +from typing import Any, Callable, Generator, List, Optional, Tuple, Union + +import mlx.core as mx +import mlx.nn as nn +from transformers import PreTrainedTokenizer + +from .tokenizer_utils import TokenizerWrapper + +DEFAULT_PROMPT = ... +DEFAULT_MAX_TOKENS = ... +DEFAULT_TEMP = ... +DEFAULT_TOP_P = ... +DEFAULT_MIN_P = ... +DEFAULT_TOP_K = ... +DEFAULT_XTC_PROBABILITY = ... +DEFAULT_XTC_THRESHOLD = ... +DEFAULT_MIN_TOKENS_TO_KEEP = ... +DEFAULT_SEED = ... +DEFAULT_MODEL = ... +DEFAULT_QUANTIZED_KV_START = ... + +def str2bool(string): # -> bool: + ... +def setup_arg_parser(): # -> ArgumentParser: + """Set up and return the argument parser.""" + +generation_stream = ... + +@contextlib.contextmanager +def wired_limit( + model: nn.Module, streams: Optional[List[mx.Stream]] = ... +): # -> Generator[None, Any, None]: + """ + A context manager to temporarily change the wired limit. + + Note, the wired limit should not be changed during an async eval. If an + async eval could be running pass in the streams to synchronize with prior + to exiting the context manager. + """ +@dataclass +class GenerationResponse: + """ + The output of :func:`stream_generate`. + + Args: + text (str): The next segment of decoded text. This can be an empty string. + token (int): The next token. + from_draft (bool): Whether the token was generated by the draft model. + logprobs (mx.array): A vector of log probabilities. + prompt_tokens (int): The number of tokens in the prompt. + prompt_tps (float): The prompt processing tokens-per-second. + generation_tokens (int): The number of generated tokens. + generation_tps (float): The tokens-per-second for generation. + peak_memory (float): The peak memory used so far in GB. + finish_reason (str): The reason the response is being sent: "length", "stop" or `None` + """ + + text: str + token: int + logprobs: mx.array + from_draft: bool + prompt_tokens: int + prompt_tps: float + generation_tokens: int + generation_tps: float + peak_memory: float + finish_reason: Optional[str] = ... + +def maybe_quantize_kv_cache( + prompt_cache, quantized_kv_start, kv_group_size, kv_bits +): # -> None: + ... +def generate_step( + prompt: mx.array, + model: nn.Module, + *, + max_tokens: int = ..., + sampler: Optional[Callable[[mx.array], mx.array]] = ..., + logits_processors: Optional[List[Callable[[mx.array, mx.array], mx.array]]] = ..., + max_kv_size: Optional[int] = ..., + prompt_cache: Optional[Any] = ..., + prefill_step_size: int = ..., + kv_bits: Optional[int] = ..., + kv_group_size: int = ..., + quantized_kv_start: int = ..., + prompt_progress_callback: Optional[Callable[[int], int]] = ..., + input_embeddings: Optional[mx.array] = ..., +) -> Generator[Tuple[mx.array, mx.array], None, None]: + """ + A generator producing token ids based on the given prompt from the model. + + Args: + prompt (mx.array): The input prompt. + model (nn.Module): The model to use for generation. + max_tokens (int): The maximum number of tokens. Use``-1`` for an infinite + generator. Default: ``256``. + sampler (Callable[mx.array, mx.array], optional): A sampler for sampling a + token from a vector of log probabilities. Default: ``None``. + logits_processors (List[Callable[[mx.array, mx.array], mx.array]], optional): + A list of functions that take tokens and logits and return the processed + logits. Default: ``None``. + max_kv_size (int, optional): Maximum size of the key-value cache. Old + entries (except the first 4 tokens) will be overwritten. + prompt_cache (List[Any], optional): A pre-computed prompt cache. Note, if + provided, the cache will be updated in place. + prefill_step_size (int): Step size for processing the prompt. + kv_bits (int, optional): Number of bits to use for KV cache quantization. + None implies no cache quantization. Default: ``None``. + kv_group_size (int): Group size for KV cache quantization. Default: ``64``. + quantized_kv_start (int): Step to begin using a quantized KV cache. + when ``kv_bits`` is non-None. Default: ``0``. + prompt_progress_callback (Callable[[int], int]): A call-back which takes the + prompt tokens processed so far and the total number of prompt tokens. + input_embeddings (mx.array, optional): Input embeddings to use instead of or in + conjunction with prompt tokens. Default: ``None``. + + Yields: + Tuple[mx.array, mx.array]: One token and a vector of log probabilities. + """ + +def speculative_generate_step( + prompt: mx.array, + model: nn.Module, + draft_model: nn.Module, + *, + num_draft_tokens: int = ..., + max_tokens: int = ..., + sampler: Optional[Callable[[mx.array], mx.array]] = ..., + logits_processors: Optional[List[Callable[[mx.array, mx.array], mx.array]]] = ..., + prompt_cache: Optional[Any] = ..., + prefill_step_size: int = ..., + kv_bits: Optional[int] = ..., + kv_group_size: int = ..., + quantized_kv_start: int = ..., +) -> Generator[Tuple[mx.array, mx.array, bool], None, None]: + """ + A generator producing token ids based on the given prompt from the model. + + Args: + prompt (mx.array): The input prompt. + model (nn.Module): The model to use for generation. + draft_model (nn.Module): The draft model for speculative decoding. + num_draft_tokens (int, optional): The number of draft tokens for + speculative decoding. Default: ``2``. + max_tokens (int): The maximum number of tokens. Use``-1`` for an infinite + generator. Default: ``256``. + sampler (Callable[[mx.array], mx.array], optional): A sampler for sampling a + token from a vector of log probabilities. Default: ``None``. + logits_processors (List[Callable[[mx.array, mx.array], mx.array]], optional): + A list of functions that take tokens and logits and return the processed + logits. Default: ``None``. + prompt_cache (List[Any], optional): A pre-computed prompt cache. Note, if + provided, the cache will be updated in place. The cache must be trimmable. + prefill_step_size (int): Step size for processing the prompt. + kv_bits (int, optional): Number of bits to use for KV cache quantization. + None implies no cache quantization. Default: ``None``. + kv_group_size (int): Group size for KV cache quantization. Default: ``64``. + quantized_kv_start (int): Step to begin using a quantized KV cache. + when ``kv_bits`` is non-None. Default: ``0``. + + Yields: + Tuple[mx.array, mx.array, bool]: One token, a vector of log probabilities, + and a bool indicating if the token was generated by the draft model + """ + +def stream_generate( + model: nn.Module, + tokenizer: Union[PreTrainedTokenizer, TokenizerWrapper], + prompt: Union[str, mx.array, List[int]], + max_tokens: int = ..., + draft_model: Optional[nn.Module] = ..., + **kwargs, +) -> Generator[GenerationResponse, None, None]: + """ + A generator producing text based on the given prompt from the model. + + Args: + model (nn.Module): The model to use for generation. + tokenizer (PreTrainedTokenizer): The tokenizer. + prompt (Union[str, mx.array, List[int]]): The input prompt string or + integer tokens. + max_tokens (int): The maximum number of tokens to generate. + Default: ``256``. + draft_model (Optional[nn.Module]): An optional draft model. If provided + then speculative decoding is used. The draft model must use the same + tokenizer as the main model. Default: ``None``. + kwargs: The remaining options get passed to :func:`generate_step`. + See :func:`generate_step` for more details. + + Yields: + GenerationResponse: An instance containing the generated text segment and + associated metadata. See :class:`GenerationResponse` for details. + """ + +def generate( + model: nn.Module, + tokenizer: Union[PreTrainedTokenizer, TokenizerWrapper], + prompt: Union[str, List[int]], + verbose: bool = ..., + **kwargs, +) -> str: + """ + Generate a complete response from the model. + + Args: + model (nn.Module): The language model. + tokenizer (PreTrainedTokenizer): The tokenizer. + prompt (Union[str, List[int]]): The input prompt string or integer tokens. + verbose (bool): If ``True``, print tokens and timing information. + Default: ``False``. + kwargs: The remaining options get passed to :func:`stream_generate`. + See :func:`stream_generate` for more details. + """ +@dataclass +class BatchStats: + """ + An data object to hold generation stats. + + Args: + prompt_tokens (int): The number of prompt tokens processed. + prompt_tps (float): The prompt processing tokens-per-second. + prompt_time (float): The time in seconds spent in prompt processing. + generation_tokens (int): The number of generated tokens. + generation_tps (float): The tokens-per-second for generation. + generation_time (float): The time in seconds spent in generation . + peak_memory (float): The peak memory used so far in GB. + """ + + prompt_tokens: int = ... + prompt_tps: float = ... + prompt_time: float = ... + generation_tokens: int = ... + generation_tps: float = ... + generation_time: float = ... + peak_memory: float = ... + +@dataclass +class BatchResponse: + """ + An data object to hold a batch generation response. + + Args: + texts: (List[str]): The generated text for each prompt. + stats (BatchStats): Statistics about the generation. + """ + + texts: List[str] + stats: BatchStats + +@dataclass +class Batch: + uids: List[int] + y: mx.array + logprobs: mx.array + max_tokens: List[int] + num_tokens: List[int] + cache: List[Any] + def __len__(self): # -> int: + ... + def filter(self, keep_idx: List[int]): # -> None: + ... + def extend(self, other): # -> None: + ... + +class BatchGenerator: + @dataclass + class Response: + uid: int + token: int + logprobs: mx.array + finish_reason: Optional[str] + + def __init__( + self, + model, + max_tokens: int = ..., + stop_tokens: Optional[set] = ..., + sampler: Optional[Callable[[mx.array], mx.array]] = ..., + completion_batch_size: int = ..., + prefill_batch_size: int = ..., + prefill_step_size: int = ..., + ) -> None: ... + def insert( + self, prompts, max_tokens: Union[List[int], int, None] = ... + ): # -> list[Any]: + ... + def stats(self): # -> BatchStats: + ... + def next(self): # -> list[Any]: + ... + +def batch_generate( + model, + tokenizer, + prompts: List[int], + max_tokens: Union[int, List[int]] = ..., + verbose: bool = ..., + **kwargs, +) -> BatchResponse: + """ + Generate responses for the given batch of prompts. + + Args: + model (nn.Module): The language model. + tokenizer (PreTrainedTokenizer): The tokenizer. + prompt (List[List[int]]): The input prompts. + verbose (bool): If ``True``, print tokens and timing information. + Default: ``False``. + max_tokens (Union[int, List[int]): Maximum number of output tokens. This + can be per prompt if a list is provided. + kwargs: The remaining options get passed to :obj:`BatchGenerator`. + See :obj:`BatchGenerator` for more details. + """ + +def main(): # -> None: + ... + +if __name__ == "__main__": ... diff --git a/.mlx_typings/mlx_lm/models/__init__.pyi b/.mlx_typings/mlx_lm/models/__init__.pyi new file mode 100644 index 00000000..e09bd4fc --- /dev/null +++ b/.mlx_typings/mlx_lm/models/__init__.pyi @@ -0,0 +1 @@ +import cache as cache diff --git a/.mlx_typings/mlx_lm/models/base.pyi b/.mlx_typings/mlx_lm/models/base.pyi new file mode 100644 index 00000000..e549e624 --- /dev/null +++ b/.mlx_typings/mlx_lm/models/base.pyi @@ -0,0 +1,47 @@ +""" +This type stub file was generated by pyright. +""" + +from dataclasses import dataclass +from typing import Optional + +import mlx.core as mx + +@dataclass +class BaseModelArgs: + @classmethod + def from_dict(cls, params): # -> Self: + ... + +def create_causal_mask( + N: int, + offset: int = ..., + window_size: Optional[int] = ..., + right_padding: Optional[mx.array] = ..., + left_padding: Optional[mx.array] = ..., +): # -> array: + ... +def create_attention_mask( + h, cache=..., window_size: Optional[int] = ..., return_array: bool = ... +): # -> array | Literal['causal'] | None: + ... +def create_ssm_mask(h, cache=...): # -> None: + ... +def quantized_scaled_dot_product_attention( + queries: mx.array, + q_keys: tuple[mx.array, mx.array, mx.array], + q_values: tuple[mx.array, mx.array, mx.array], + scale: float, + mask: Optional[mx.array], + group_size: int = ..., + bits: int = ..., +) -> mx.array: ... +def scaled_dot_product_attention( + queries, + keys, + values, + cache, + scale: float, + mask: Optional[mx.array], + sinks: Optional[mx.array] = ..., +) -> mx.array: ... diff --git a/.mlx_typings/mlx_lm/models/bitlinear_layers.pyi b/.mlx_typings/mlx_lm/models/bitlinear_layers.pyi new file mode 100644 index 00000000..fa1caa82 --- /dev/null +++ b/.mlx_typings/mlx_lm/models/bitlinear_layers.pyi @@ -0,0 +1,26 @@ +""" +This type stub file was generated by pyright. +""" + +import mlx.nn as nn + +def bitnet_quantize(model, quantization_config: dict): ... +def make_bitlinear_kernel(): + """ + Custom Metal kernel that performs matrix multiplication directly on + packed weights and scales the output. This eliminates the need to + store unpacked weights in memory. + """ + +_bitlinear_kernel = ... + +class BitLinear(nn.Module): + """ + BitLinear module with memory-efficient weight handling. + """ + def __init__( + self, in_features, out_features, bias=..., invert_weight_scales=... + ) -> None: ... + def execute_matmul_kernel(self, x, packed_weights): ... + def __call__(self, x): # -> array: + ... diff --git a/.mlx_typings/mlx_lm/models/cache.pyi b/.mlx_typings/mlx_lm/models/cache.pyi new file mode 100644 index 00000000..30fe1b85 --- /dev/null +++ b/.mlx_typings/mlx_lm/models/cache.pyi @@ -0,0 +1,354 @@ +""" +This type stub file was generated by pyright. +""" + +from typing import Any, Dict, List, Optional + +import mlx.nn as nn +from mlx.core import array + +def make_prompt_cache( + model: nn.Module, max_kv_size: Optional[int] = ... +) -> List[KVCache | Any]: + """ + Construct the model's cache for use in generation. + + This function will defer the cache construction to the model if it has a + ``make_cache`` method, otherwise it will make a default KV cache. + + Args: + model (nn.Module): The language model. + max_kv_size (Optional[int]): If provided and the model does not have a + ``make_cache`` method, a ``RotatingKVCache`` is used with a maximum + size of ``max_kv_size`` + """ + +def save_prompt_cache( + file_name: str, cache: List[Any], metadata: Dict[str, str] = ... +) -> None: + """ + Save a pre-computed prompt cache to a file. + + Args: + file_name (str): The ``.safetensors`` file name. + cache (List[Any]): The model state. + metadata (Dict[str, str]): Optional metadata to save along with model + state. + """ + +def load_prompt_cache( + file_name, return_metadata=... +): # -> tuple[list[Any], Any] | list[Any]: + """ + Load a prompt cache from a file. + + Args: + file_name (str): The ``.safetensors`` file name. + return_metadata (bool): Whether or not to return metadata. + Default: ``False``. + + Returns: + List[Any] or Tuple[List[Any], Dict[str, str]]: The prompt cache and + the metadata if requested. + """ + +def can_trim_prompt_cache(cache: List[Any]) -> bool: + """ + Check if model's cache can be trimmed. + """ + +def trim_prompt_cache(cache: List[Any], num_tokens: int) -> List[Any]: + """ + Trim the model's cache by the given number of tokens. + + This function will trim the cache if possible (in-place) and return the + number of tokens that were trimmed. + + Args: + cache (List[Any]): The model's cache. + num_tokens (int): The number of tokens to trim. + + Returns: + (int): The number of tokens that were trimmed. + """ + +def create_attention_mask( + N: int, offset: int, return_array: bool, window_size: Optional[int] +): # -> array | Literal['causal'] | None: + ... + +class _BaseCache: + @property + def state(self): # -> list[Any]: + ... + @state.setter + def state(self, v): # -> None: + ... + @property + def meta_state(self): # -> Literal['']: + ... + @meta_state.setter + def meta_state(self, v): # -> None: + ... + def is_trimmable(self): # -> Literal[False]: + ... + @classmethod + def from_state(cls, state, meta_state): # -> Self: + ... + +class ConcatenateKVCache(_BaseCache): + """ConcatenateKVCache the simplest KV cache implementation. + + Can be used as a mock KV cache or when large blocks are being processed at + a time in which case KVCache isn't necessarily faster. Consider using the + KVCache with a larger step size before using this cache. + """ + def __init__(self) -> None: ... + def update_and_fetch(self, keys, values): # -> tuple[Any | array, Any | array]: + ... + @property + def state(self): # -> tuple[Any | array | None, Any | array | None]: + ... + @state.setter + def state(self, v): # -> None: + ... + def is_trimmable(self): # -> Literal[True]: + ... + def trim(self, n): # -> int: + ... + def make_mask(self, *args, **kwargs): # -> array | Literal['causal'] | None: + ... + +class QuantizedKVCache(_BaseCache): + step = ... + def __init__(self, group_size: int = ..., bits: int = ...) -> None: ... + def update_and_fetch(self, keys, values): # -> Any: + ... + @property + def state( + self, + ): # -> tuple[Any | tuple[array, array, array] | None, Any | tuple[array, array, array] | None] | Any: + ... + @state.setter + def state(self, v): # -> None: + ... + @property + def meta_state(self): # -> tuple[str, ...]: + ... + @meta_state.setter + def meta_state(self, v): # -> None: + ... + def is_trimmable(self): # -> Literal[True]: + ... + def trim(self, n): # -> int: + ... + def make_mask(self, *args, **kwargs): # -> array | Literal['causal'] | None: + ... + +class KVCache(_BaseCache): + step = ... + def __init__(self) -> None: ... + def update_and_fetch(self, keys, values): # -> tuple[array | Any, array | Any]: + ... + @property + def state( + self, + ) -> tuple[array, array]: ... + @state.setter + def state(self, v) -> None: ... + def is_trimmable(self): # -> Literal[True]: + ... + def trim(self, n): # -> int: + ... + def to_quantized( + self, group_size: int = ..., bits: int = ... + ) -> QuantizedKVCache: ... + def make_mask(self, *args, **kwargs): # -> array | Literal['causal'] | None: + ... + +class RotatingKVCache(_BaseCache): + step = ... + def __init__(self, max_size, keep=...) -> None: ... + def update_and_fetch( + self, keys, values + ): # -> tuple[array | Any, array | Any] | tuple[array | Any, array | Any | None]: + ... + @property + def state( + self, + ): # -> tuple[Any | array, Any | array] | tuple[Any | array | None, Any | array | None]: + ... + @state.setter + def state(self, v): # -> None: + ... + @property + def meta_state(self): # -> tuple[str, ...]: + ... + @meta_state.setter + def meta_state(self, v): # -> None: + ... + def is_trimmable(self): # -> bool: + ... + def trim(self, n): # -> int: + ... + def to_quantized( + self, group_size: int = ..., bits: int = ... + ) -> QuantizedKVCache: ... + def make_mask( + self, N: int, window_size: Optional[int] = ..., return_array: bool = ... + ): # -> array | Literal['causal'] | None: + ... + +class ArraysCache(_BaseCache): + def __init__(self, size, left_padding: Optional[List[int]] = ...) -> None: ... + def __setitem__(self, idx, value): # -> None: + ... + def __getitem__(self, idx): ... + @property + def state(self): # -> list[Any | array] | list[array]: + ... + @state.setter + def state(self, v): # -> None: + ... + def filter(self, batch_indices): # -> None: + """ + In-place filter to keep just the given indices in the cache. + """ + + def extend(self, other): # -> None: + """ + In-place extend this cache with the other cache. + """ + + def make_mask(self, N: int): # -> array | None: + ... + +class MambaCache(ArraysCache): + def __init__(self, left_padding: Optional[List[int]] = ...) -> None: ... + +class ChunkedKVCache(KVCache): + def __init__(self, chunk_size) -> None: ... + def maybe_trim_front(self): # -> None: + ... + def update_and_fetch(self, keys, values): # -> tuple[array, array]: + ... + def trim(self, n): # -> int: + ... + @property + def meta_state(self): # -> tuple[str, ...]: + ... + @meta_state.setter + def meta_state(self, v): # -> None: + ... + +class CacheList(_BaseCache): + def __init__(self, *caches) -> None: ... + def __getitem__(self, idx): ... + def is_trimmable(self): # -> bool: + ... + def trim(self, n): ... + @property + def state(self): # -> list[Any]: + ... + @state.setter + def state(self, v): # -> None: + ... + def filter(self, batch_indices): # -> None: + """ + In-place filter to keep just the given indices in the cache. + """ + + def extend(self, other): # -> None: + """ + In-place extend this cache with the other cache. + """ + +class BatchKVCache(_BaseCache): + step = ... + def __init__(self, left_padding: List[int]) -> None: + """ + The BatchKV cache expects inputs to be left-padded. + + E.g. the following prompts: + + [1, 3, 5] + [7] + [2, 6, 8, 9] + + Should be padded like so: + + [0, 1, 3, 5] + [0, 0, 0, 7] + [2, 6, 8, 9] + + And ``left_padding`` specifies the amount of padding for each. + In this case, ``left_padding = [1, 3, 0]``. + """ + + def update_and_fetch(self, keys, values): # -> tuple[array | Any, array | Any]: + ... + @property + def state( + self, + ): # -> tuple[Any | array | None, Any | array | None, array | Any, array | Any]: + ... + @state.setter + def state(self, v): # -> None: + ... + def is_trimmable(self): # -> Literal[True]: + ... + def trim(self, n): # -> int | float: + ... + def make_mask(self, N: int, return_array: bool = ..., **kwargs): # -> array: + ... + def filter(self, batch_indices): # -> None: + """ + In-place filter to keep just the given indices in the cache. + """ + + def extend(self, other): # -> None: + """ + In-place extend this cache with the other cache. + """ + +class BatchRotatingKVCache(_BaseCache): + step = ... + def __init__(self, max_size, left_padding: List[int]) -> None: ... + def update_and_fetch( + self, keys, values + ): # -> tuple[array | Any, array | Any] | tuple[array | Any, array | Any | None]: + ... + @property + def state( + self, + ): # -> tuple[Any | array | None, Any | array | None, array | Any, array | Any]: + ... + @state.setter + def state(self, v): # -> None: + ... + @property + def meta_state(self): # -> tuple[str, ...]: + ... + @meta_state.setter + def meta_state(self, v): # -> None: + ... + def is_trimmable(self): # -> bool: + ... + def trim(self, n): # -> int: + ... + def to_quantized( + self, group_size: int = ..., bits: int = ... + ) -> QuantizedKVCache: ... + def make_mask( + self, N: int, window_size: Optional[int] = ..., return_array: bool = ... + ): # -> array: + ... + def filter(self, batch_indices): # -> None: + """ + In-place filter to keep just the given indices in the cache. + """ + + def extend(self, other): # -> None: + """ + In-place extend this cache with the other cache. + """ diff --git a/.mlx_typings/mlx_lm/models/switch_layers.pyi b/.mlx_typings/mlx_lm/models/switch_layers.pyi new file mode 100644 index 00000000..c50c999a --- /dev/null +++ b/.mlx_typings/mlx_lm/models/switch_layers.pyi @@ -0,0 +1,79 @@ +""" +This type stub file was generated by pyright. +""" + +from functools import partial + +import mlx.core as mx +import mlx.nn as nn + +class QuantizedSwitchLinear(nn.Module): + def __init__( + self, + input_dims: int, + output_dims: int, + num_experts: int, + bias: bool = ..., + group_size: int = ..., + bits: int = ..., + mode: str = ..., + ) -> None: ... + @property + def input_dims(self): # -> int: + ... + @property + def output_dims(self): # -> int: + ... + @property + def num_experts(self): # -> int: + ... + def __call__(self, x, indices, sorted_indices=...): # -> array: + ... + +class SwitchLinear(nn.Module): + def __init__( + self, input_dims: int, output_dims: int, num_experts: int, bias: bool = ... + ) -> None: ... + @property + def input_dims(self): # -> int: + ... + @property + def output_dims(self): # -> int: + ... + @property + def num_experts(self): # -> int: + ... + def __call__(self, x, indices, sorted_indices=...): ... + def to_quantized( + self, group_size: int = ..., bits: int = ..., mode: str = ... + ): # -> QuantizedSwitchLinear: + ... + +@partial(mx.compile, shapeless=True) +def swiglu(x, gate): ... + +class SwiGLU(nn.Module): + def __init__(self) -> None: ... + def __call__(self, x, gate): ... + +class SwitchGLU(nn.Module): + def __init__( + self, + input_dims: int, + hidden_dims: int, + num_experts: int, + activation=..., + bias: bool = ..., + ) -> None: ... + def __call__(self, x, indices) -> mx.array: ... + +class SwitchMLP(nn.Module): + def __init__( + self, + input_dims: int, + hidden_dims: int, + num_experts: int, + activation=..., + bias: bool = ..., + ) -> None: ... + def __call__(self, x, indices) -> mx.array: ... diff --git a/.mlx_typings/mlx_lm/sample_utils.pyi b/.mlx_typings/mlx_lm/sample_utils.pyi new file mode 100644 index 00000000..bc6955a7 --- /dev/null +++ b/.mlx_typings/mlx_lm/sample_utils.pyi @@ -0,0 +1,148 @@ +""" +This type stub file was generated by pyright. +""" + +from functools import partial +from typing import Callable, Dict, List, Optional + +import mlx.core as mx + +def make_sampler( + temp: float = ..., + top_p: float = ..., + min_p: float = ..., + min_tokens_to_keep: int = ..., + top_k: int = ..., + xtc_probability: float = ..., + xtc_threshold: float = ..., + xtc_special_tokens: List[int] = ..., +) -> Callable[[mx.array], mx.array]: + """ + Make a sampler function for use with ``generate_step``. + + Args: + temp (float): The temperature for sampling, if 0 the argmax is used. + Default: ``0``. + top_p (float, optional): Nulceus sampling, higher means model considers + more less likely words. + min_p (float, optional): The minimum value (scaled by the top token's + probability) that a token probability must have to be considered. + min_tokens_to_keep (int, optional): Minimum number of tokens that cannot + be filtered by min_p sampling. + top_k (int, optional): The top k tokens ranked by probability to constrain + the sampling to. + xtc_probability (float, optional): The probability of applying XTC + sampling. + xtc_threshold (float, optional): The threshold the probs need to reach + for being sampled. + xtc_special_tokens (list(int), optional): List of special tokens IDs to + be excluded from XTC sampling. + + + Returns: + Callable[mx.array, mx.array]: + A sampler which takes log-probabilities and returns tokens. + """ + +def make_logits_processors( + logit_bias: Optional[Dict[int, float]] = ..., + repetition_penalty: Optional[float] = ..., + repetition_context_size: Optional[int] = ..., +): # -> list[Any]: + """ + Make logits processors for use with ``generate_step``. + + Args: + repetition_penalty (float, optional): The penalty factor for repeating + tokens. + repetition_context_size (int, optional): The number of tokens to + consider for repetition penalty. Default: ``20``. + logit_bias (dictionary, optional): Additive logit bias. + + Returns: + List[Callable[[mx.array, mx.array], mx.array]]: + A list of logits processors. Each processor in the list is a + callable which takes an array of tokens and an array of logits + and returns the updated logits. + """ + +@partial(mx.compile, inputs=mx.random.state, outputs=mx.random.state) +def apply_top_k(logprobs: mx.array, top_k: int) -> mx.array: + """ + Sample from only the top K tokens ranked by probability. + + Args: + logprobs: A vector of log probabilities. + top_k (int): Top k tokens to sample from. + """ + +@partial(mx.compile, inputs=mx.random.state, outputs=mx.random.state) +def apply_min_p( + logprobs: mx.array, min_p: float, min_tokens_to_keep: int = ... +) -> mx.array: + """ + Apply min-p sampling to the logprobs. + + Min-p keeps all tokens that are above a minimum probability, scaled by the + probability of the most likely token. As a result, the filter is more + aggressive given a very high-probability token. + + Args: + logprobs: A vector of log probabilities. + min_p (float): Minimum token probability. Typical values are in the + 0.01-0.2 range, comparably selective as setting `top_p` in the + 0.99-0.8 range. + min_tokens_to_keep (int, optional): Minimum number of tokens that cannot + be filtered. Default: ``1``. + + """ + +@partial(mx.compile, inputs=mx.random.state, outputs=mx.random.state) +def apply_top_p(logprobs: mx.array, top_p: float) -> mx.array: + """ + Apply top-p (nucleus) sampling to logits. + + Args: + logprobs: A vector of log probabilities. + top_p: The cumulative probability threshold for top-p filtering. + Returns: + token selected based on the top-p criterion. + """ + +@partial(mx.compile, inputs=mx.random.state, outputs=mx.random.state) +def apply_xtc( + logits: mx.array, + xtc_probability: float, + xtc_threshold: float, + xtc_special_tokens: List[int], +) -> mx.array: + """ + Apply XTC sampling to the logits. + + Args: + logits: The logits from the model's output. + xtc_probability (float): Probability of XTC sampling to happen for each token + xtc_threshold (float): The threshold the probs need to reach for being sampled. + special_tokens_ids (list(int)): List of special tokens IDs to be excluded from XTC sampling. + """ + +@partial(mx.compile, inputs=mx.random.state, outputs=mx.random.state) +def categorical_sampling(logits, temp): # -> array: + ... +def make_repetition_penalty( + penalty: float, context_size: int = ... +): # -> Callable[..., Any]: + """ + Make repetition penalty processor. + + Paper: https://arxiv.org/abs/1909.05858 + + Args: + penalty (float): The repetition penalty factor to be applied. + context_size (int): The number of previous tokens to use. + Default: ``20``. + + Returns: + Callable[[mx.array, List[int]], mx.array]: + The repetition penalty processor. + """ diff --git a/.mlx_typings/mlx_lm/tokenizer_utils.pyi b/.mlx_typings/mlx_lm/tokenizer_utils.pyi new file mode 100644 index 00000000..a0a8355f --- /dev/null +++ b/.mlx_typings/mlx_lm/tokenizer_utils.pyi @@ -0,0 +1,168 @@ +""" +This type stub file was generated by pyright. +""" + +from functools import partial +from pathlib import Path + +from transformers import PreTrainedTokenizerFast + +class StreamingDetokenizer: + """The streaming detokenizer interface so that we can detokenize one token at a time. + + Example usage is as follows: + + detokenizer = ... + + # Reset the tokenizer state + detokenizer.reset() + + for token in generate(...): + detokenizer.add_token(token.item()) + + # Contains the whole text so far. Some tokens may not be included + # since it contains whole words usually. + detokenizer.text + + # Contains the printable segment (usually a word) since the last + # time it was accessed + detokenizer.last_segment + + # Contains all the tokens added so far + detokenizer.tokens + + # Make sure that we detokenize any remaining tokens + detokenizer.finalize() + + # Now detokenizer.text should match tokenizer.decode(detokenizer.tokens) + """ + + __slots__ = ... + def reset(self): ... + def add_token(self, token): ... + def finalize(self): ... + @property + def last_segment(self): + """Return the last segment of readable text since last time this property was accessed.""" + +class NaiveStreamingDetokenizer(StreamingDetokenizer): + """NaiveStreamingDetokenizer relies on the underlying tokenizer + implementation and should work with every tokenizer. + + Its complexity is O(T^2) where T is the longest line since it will + repeatedly detokenize the same tokens until a new line is generated. + """ + def __init__(self, tokenizer) -> None: ... + def reset(self): # -> None: + ... + def add_token(self, token): # -> None: + ... + def finalize(self): # -> None: + ... + @property + def text(self): # -> str: + ... + +class SPMStreamingDetokenizer(StreamingDetokenizer): + """A streaming detokenizer for SPM models. + + It adds tokens to the text if the next token starts with the special SPM + underscore which results in linear complexity. + """ + def __init__(self, tokenizer, trim_space=...) -> None: ... + def reset(self): # -> None: + ... + def add_token(self, token): # -> None: + ... + def finalize(self): # -> None: + ... + +class BPEStreamingDetokenizer(StreamingDetokenizer): + """A streaming detokenizer for OpenAI style BPE models. + + It adds tokens to the text if the next token starts with a space similar to + the SPM detokenizer. + """ + + _byte_decoder = ... + _space_matches = ... + def __init__(self, tokenizer) -> None: ... + def reset(self): # -> None: + ... + def add_token(self, token): # -> None: + ... + def finalize(self): # -> None: + ... + @classmethod + def make_byte_decoder(cls): # -> None: + """See https://github.com/openai/gpt-2/blob/master/src/encoder.py for the rationale.""" + +class TokenizerWrapper: + """A wrapper that combines an HF tokenizer and a detokenizer. + + Accessing any attribute other than the ``detokenizer`` is forwarded to the + huggingface tokenizer. + """ + def __init__(self, tokenizer, detokenizer_class=..., eos_token_ids=...) -> None: ... + def add_eos_token(self, token: str): # -> None: + ... + @property + def has_thinking(self): # -> bool: + ... + @property + def think_start(self): # -> str | None: + ... + @property + def think_end(self): # -> str | None: + ... + @property + def has_tool_calling(self): # -> bool: + ... + @property + def tool_call_start(self): # -> str | None: + ... + @property + def tool_call_end(self): # -> str | None: + ... + @property + def detokenizer(self): # -> NaiveStreamingDetokenizer: + """ + Get a stateful streaming detokenizer. + """ + + def __getattr__(self, attr): # -> set[Any] | Any: + ... + def __setattr__(self, attr, value): # -> None: + ... + +class NewlineTokenizer(PreTrainedTokenizerFast): + """A tokenizer that replaces newlines with and with new line.""" + def __init__(self, *args, **kwargs) -> None: ... + def encode(self, text, **kwargs): # -> list[int]: + ... + def encode_batch(self, texts, **kwargs): ... + def decode(self, *args, **kwargs): # -> str: + ... + def batch_decode(self, *args, **kwargs): # -> list[str]: + ... + +def load_tokenizer( + model_path: Path, + tokenizer_config_extra=..., + return_tokenizer=..., + eos_token_ids=..., +) -> ( + TokenizerWrapper + | type[SPMStreamingDetokenizer] + | partial[SPMStreamingDetokenizer] + | type[BPEStreamingDetokenizer] + | type[NaiveStreamingDetokenizer] +): + """Load a huggingface tokenizer and try to infer the type of streaming + detokenizer to use. + + Note, to use a fast streaming tokenizer, pass a local file path rather than + a Hugging Face repo ID. + """ + +def no_bos_or_eos(sequence: list, bos: int, eos: int) -> list: ... diff --git a/.mlx_typings/mlx_lm/utils.pyi b/.mlx_typings/mlx_lm/utils.pyi new file mode 100644 index 00000000..99b207d1 --- /dev/null +++ b/.mlx_typings/mlx_lm/utils.pyi @@ -0,0 +1,195 @@ +""" +This type stub file was generated by pyright. +""" + +import os +from pathlib import Path +from typing import Any, Callable, Dict, Optional, Tuple, Type, Union + +import mlx.nn as nn +from transformers.utils.auto_docstring import ModelArgs + +from .tokenizer_utils import TokenizerWrapper + +if os.getenv("MLXLM_USE_MODELSCOPE", "False").lower() == "true": ... +else: ... +MODEL_REMAPPING = ... +MAX_FILE_SIZE_GB = ... + +def compute_bits_per_weight(model): ... +def hf_repo_to_path(hf_repo): # -> Path: + ... +def load_config(model_path: Path) -> dict: ... +def load_model( + model_path: Path, + lazy: bool = False, + strict: bool = True, + model_config: dict[str, Any] = {}, + get_model_classes: Callable[ + [dict[str, Any]], Tuple[Type[nn.Module], Type[ModelArgs]] + ] = ..., +) -> Tuple[nn.Module, dict[str, Any]]: + """ + Load and initialize the model from a given path. + + Args: + model_path (Path): The path to load the model from. + lazy (bool): If False eval the model parameters to make sure they are + loaded in memory before returning, otherwise they will be loaded + when needed. Default: ``False`` + strict (bool): Whether or not to raise an exception if weights don't + match. Default: ``True`` + model_config (dict, optional): Optional configuration parameters for the + model. Defaults to an empty dictionary. + get_model_classes (Callable[[dict], Tuple[Type[nn.Module], Type]], optional): + A function that returns the model class and model args class given a config. + Defaults to the ``_get_classes`` function. + + Returns: + Tuple[nn.Module, dict[str, Any]]: The loaded and initialized model and config. + + Raises: + FileNotFoundError: If the weight files (.safetensors) are not found. + ValueError: If the model class or args class are not found or cannot be instantiated. + """ + +def load( + path_or_hf_repo: str, + tokenizer_config=..., + model_config=..., + adapter_path: Optional[str] = ..., + lazy: bool = ..., + return_config: bool = ..., + revision: str = ..., +) -> Union[ + Tuple[nn.Module, TokenizerWrapper], + Tuple[nn.Module, TokenizerWrapper, Dict[str, Any]], +]: + """ + Load the model and tokenizer from a given path or a huggingface repository. + + Args: + path_or_hf_repo (Path): The path or the huggingface repository to load the model from. + tokenizer_config (dict, optional): Configuration parameters specifically for the tokenizer. + Defaults to an empty dictionary. + model_config(dict, optional): Configuration parameters specifically for the model. + Defaults to an empty dictionary. + adapter_path (str, optional): Path to the LoRA adapters. If provided, applies LoRA layers + to the model. Default: ``None``. + lazy (bool): If ``False`` eval the model parameters to make sure they are + loaded in memory before returning, otherwise they will be loaded + when needed. Default: ``False`` + return_config (bool: If ``True`` return the model config as the last item.. + revision (str, optional): A revision id which can be a branch name, a tag, or a commit hash. + Returns: + Union[Tuple[nn.Module, TokenizerWrapper], Tuple[nn.Module, TokenizerWrapper, Dict[str, Any]]]: + A tuple containing the loaded model, tokenizer and, if requested, the model config. + + Raises: + FileNotFoundError: If config file or safetensors are not found. + ValueError: If model class or args class are not found. + """ + +def make_shards(weights: dict, max_file_size_gb: int = ...) -> list: + """ + Splits the weights into smaller shards. + + Args: + weights (dict): Model weights. + max_file_size_gb (int): Maximum size of each shard in gigabytes. + + Returns: + list: List of weight shards. + """ + +def create_model_card( + path: Union[str, Path], hf_path: Union[str, Path, None] +): # -> None: + """ + Uploads the model to Hugging Face hub. + + Args: + path (Union[str, Path]): Local path to the model. + hf_path (Union[str, Path, None]): Path to the original Hugging Face model. + """ + +def upload_to_hub(path: str, upload_repo: str): # -> None: + """ + Uploads the model to Hugging Face hub. + + Args: + path (str): Local path to the model. + upload_repo (str): Name of the HF repo to upload to. + """ + +def save_model( + save_path: Union[str, Path], model: nn.Module, *, donate_model: bool = ... +) -> None: + """Save model weights and metadata index into specified directory.""" + +def quantize_model( + model: nn.Module, + config: dict, + group_size: int, + bits: int, + mode: str = ..., + quant_predicate: Optional[Callable[[str, nn.Module], Union[bool, dict]]] = ..., +) -> Tuple[nn.Module, dict]: + """ + Applies quantization to the model weights. + + Args: + model (nn.Module): The model to be quantized. + config (dict): Model configuration. + group_size (int): Group size for quantization. + bits (int): Bits per weight for quantization. + mode (str): The quantization mode. + quant_predicate (Callable): A callable that decides how to quantize + each layer based on the path. Accepts the layer `path` and the + `module`. Returns either a bool to signify quantize/no quantize or + a dict of quantization parameters to pass to `to_quantized`. + + Returns: + Tuple: Tuple containing quantized model and config. + """ + +def save_config(config: dict, config_path: Union[str, Path]) -> None: + """Save the model configuration to the ``config_path``. + + The final configuration will be sorted before saving for better readability. + + Args: + config (dict): The model configuration. + config_path (Union[str, Path]): Model configuration file path. + """ + +def save( + dst_path: Union[str, Path], + src_path_or_repo: Union[str, Path], + model: nn.Module, + tokenizer: TokenizerWrapper, + config: Dict[str, Any], + donate_model: bool = ..., +): # -> None: + ... +def common_prefix_len(list1, list2): # -> int: + """ + Calculates the length of the common prefix of two lists. + + Args: + list1: The first list of strings. + list2: The second list of strings. + + Returns: + The length of the common prefix. Returns 0 if lists are empty + or do not match at the first element. + """ + +def does_model_support_input_embeddings(model: nn.Module) -> bool: + """ + Check if the model supports input_embeddings in its call signature. + Args: + model (nn.Module): The model to check. + Returns: + bool: True if the model supports input_embeddings, False otherwise. + """ diff --git a/justfile b/justfile index a61d0bb8..2ef99049 100644 --- a/justfile +++ b/justfile @@ -1,5 +1,5 @@ fmt: - uv run ruff format src typings + uv run ruff format src .mlx_typings lint: uv run ruff check --fix src diff --git a/pyproject.toml b/pyproject.toml index 2113642a..12ff2bdf 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -81,7 +81,7 @@ build-backend = "uv_build" ### [tool.basedpyright] -include = [".venv/lib/mlx", "src"] +include = [".venv/lib/mlx", ".venv/lib/mlx_lm", "src"] typeCheckingMode = "strict" failOnWarnings = true @@ -97,8 +97,8 @@ reportUnnecessaryTypeIgnoreComment = "error" pythonVersion = "3.13" pythonPlatform = "Darwin" -exclude = ["**/.venv", "**/venv", "**/__pycache__", "**/exo_scripts", "**/.direnv", "**/rust"] -stubPath = "typings" +exclude = ["**/.venv", "**/venv", "**/__pycache__", "**/exo_scripts", "**/.direnv", "**/rust", "**/.github"] +stubPath = ".mlx_typings" [[tool.basedpyright.executionEnvironments]] root = "src" diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index d1216e73..8d7bde05 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -9,10 +9,10 @@ from mlx_lm.models.cache import KVCache from mlx_lm.sample_utils import make_sampler try: - from mlx_lm.tokenizer_utils import load_tokenizer # type: ignore + from mlx_lm.tokenizer_utils import load_tokenizer except ImportError: from mlx_lm.tokenizer_utils import load as load_tokenizer # type: ignore -from mlx_lm.utils import load_model # type: ignore +from mlx_lm.utils import load_model from pydantic import RootModel import mlx.core as mx @@ -167,12 +167,11 @@ def shard_and_load( f"loading model from {model_path} with strategy {model_shard_meta.strategy}" ) - model, config = load_model(model_path, lazy=True, strict=False) # type: ignore + model, config = load_model(model_path, lazy=True, strict=False) runner_print(f"{config=}") assert isinstance(model, nn.Module) - tokenizer = load_tokenizer(model_path) # type: ignore - tokenizer = cast(TokenizerWrapper, tokenizer) + tokenizer = cast(TokenizerWrapper, load_tokenizer(model_path)) runner_print(f"Group size: {group.size()}, group rank: {group.rank()}") diff --git a/src/exo/worker/download/impl_shard_downloader.py b/src/exo/worker/download/impl_shard_downloader.py index a00ac5a7..d6c59a80 100644 --- a/src/exo/worker/download/impl_shard_downloader.py +++ b/src/exo/worker/download/impl_shard_downloader.py @@ -31,7 +31,7 @@ async def build_base_shard(model_id: str) -> ShardMetadata: ) -async def build_full_shard(model_id: str) -> PipelineShardMetadata | None: +async def build_full_shard(model_id: str) -> PipelineShardMetadata: base_shard = await build_base_shard(model_id) return PipelineShardMetadata( model_meta=base_shard.model_meta, @@ -150,11 +150,9 @@ class ResumableShardDownloader(ShardDownloader): # print("get_shard_download_status") async def _status_for_model( model_id: str, - ) -> tuple[Path, RepoDownloadProgress] | None: + ) -> tuple[Path, RepoDownloadProgress]: """Helper coroutine that builds the shard for a model and gets its download status.""" shard = await build_full_shard(model_id) - if shard is None: - return None return await download_shard( shard, self.on_progress_wrapper, skip_download=True ) @@ -168,8 +166,6 @@ class ResumableShardDownloader(ShardDownloader): for task in asyncio.as_completed(tasks): try: result = await task - if result is None: - continue path, progress = result yield (path, progress) except Exception as e: diff --git a/src/exo/worker/runner/generate.py b/src/exo/worker/runner/generate.py index d1497263..9fe58d40 100644 --- a/src/exo/worker/runner/generate.py +++ b/src/exo/worker/runner/generate.py @@ -35,16 +35,18 @@ generation_stream = mx.new_stream(mx.default_device()) def maybe_quantize_kv_cache( - prompt_cache: list[Any], + prompt_cache: list[KVCache | Any], quantized_kv_start: int, kv_group_size: int, kv_bits: int | None, ) -> None: if kv_bits is None: return - for e, c in enumerate(prompt_cache): # type: ignore[type-arg] - if hasattr(c, "to_quantized") and c.offset >= quantized_kv_start: # type: ignore[type-arg] - prompt_cache[e] = c.to_quantized(group_size=kv_group_size, bits=kv_bits) # type: ignore[type-arg] + for e, c in enumerate(prompt_cache): + if ( + hasattr(c, "to_quantized") and c.offset >= quantized_kv_start # type: ignore + ): + prompt_cache[e] = c.to_quantized(group_size=kv_group_size, bits=kv_bits) def generate_step( @@ -189,7 +191,7 @@ def generate_step( quantize_cache_fn(prompt_cache) start_time = time.time() - mx.eval([c.state for c in prompt_cache]) # type: ignore + mx.eval([c.state for c in prompt_cache]) eval_time = time.time() - start_time prompt_processed_tokens += n_to_process @@ -221,9 +223,17 @@ def generate_step( n = 0 while True: - mx.eval(y, logprobs) + assert y is not None + assert logprobs is not None + if n != max_tokens: + next_y, next_logprobs = _step(y) + mx.async_eval(next_y, next_logprobs) + if n == 0: + mx.eval(y) + prompt_progress_callback(total_prompt_tokens, total_prompt_tokens) + if n == max_tokens: + break yield int(y.item()), logprobs - n += 1 if n % 256 == 0: mx.clear_cache() if n == max_tokens: From 6bcac37d9865ecc75a8de94df88e7253b68992fa Mon Sep 17 00:00:00 2001 From: Evan Date: Thu, 6 Nov 2025 22:26:30 +0000 Subject: [PATCH 189/224] stop benching on all pushes --- .github/workflows/bench.yml | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/.github/workflows/bench.yml b/.github/workflows/bench.yml index f60dbb31..746c0704 100644 --- a/.github/workflows/bench.yml +++ b/.github/workflows/bench.yml @@ -1,6 +1,8 @@ name: bench -on: [push] +on: + pull_request: + types: [review_requested] jobs: plan: From 612f58c78de71d39476e886f2beca177580c68f3 Mon Sep 17 00:00:00 2001 From: rltakashige Date: Thu, 6 Nov 2025 18:39:08 -0800 Subject: [PATCH 190/224] Revert dumb merge mistake --- src/exo/worker/runner/generate.py | 13 ++++--------- 1 file changed, 4 insertions(+), 9 deletions(-) diff --git a/src/exo/worker/runner/generate.py b/src/exo/worker/runner/generate.py index 9fe58d40..e6821fd0 100644 --- a/src/exo/worker/runner/generate.py +++ b/src/exo/worker/runner/generate.py @@ -215,11 +215,9 @@ def generate_step( y, logprobs = _step(input_tokens=prompt, input_embeddings=input_embeddings) - prompt_progress_callback(total_prompt_tokens, total_prompt_tokens) - mx.async_eval(y, logprobs) - next_y, next_logprobs = _step(y) - mx.async_eval(next_y, next_logprobs) + next_y: array | None = None + next_logprobs: array | None = None n = 0 while True: @@ -236,11 +234,8 @@ def generate_step( yield int(y.item()), logprobs if n % 256 == 0: mx.clear_cache() - if n == max_tokens: - break - y, logprobs = next_y, logprobs - next_y, next_logprobs = _step(y) - mx.async_eval(next_y, next_logprobs) + y, logprobs = next_y, next_logprobs + n += 1 def stream_generate( From 9058b117c0ab39efce6f099636d05b60476c106f Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Fri, 7 Nov 2025 18:19:19 -0800 Subject: [PATCH 191/224] pipeline parallel fix --- .github/benchmark-dashboard/index.html | 23 +++++-- .github/configs/bench_simple.yaml | 89 +++++++++++++++++++++--- .github/scripts/bench.py | 20 +++--- .github/workflows/bench.yml | 58 +++++++++------- .mlx_typings/mlx/utils.pyi | 9 ++- TODO.md | 28 ++++++++ src/exo/engines/mlx/auto_parallel.py | 93 +++++++++++++++++--------- src/exo/engines/mlx/utils_mlx.py | 45 +++++++------ src/exo/worker/runner/generate.py | 8 +-- src/exo/worker/runner/runner.py | 28 ++++---- 10 files changed, 286 insertions(+), 115 deletions(-) diff --git a/.github/benchmark-dashboard/index.html b/.github/benchmark-dashboard/index.html index 341604bf..5b64af48 100644 --- a/.github/benchmark-dashboard/index.html +++ b/.github/benchmark-dashboard/index.html @@ -595,8 +595,9 @@ if (!resultStage) return; - // Format: model [prompt_len/generation_len] iterations every time_between_requests secs - const name = `${modelName} [${stageConfig.prompt_length}/${stageConfig.generation_length}] ${stageConfig.iterations} iterations every ${stageConfig.time_between_requests}s`; + // Format: stage_name: model [prompt_len/generation_len] iterations every time_between_requests secs + const stageName = stageConfig.name || `Stage ${stageIdx + 1}`; + const name = `${stageName}: ${modelName} [${stageConfig.prompt_length}/${stageConfig.generation_length}] ${stageConfig.iterations}× @ ${stageConfig.time_between_requests}s`; // Success Rate let successRate = 'N/A'; @@ -619,15 +620,25 @@ let prefillTime = 'N/A'; if (resultStage.avg_time_to_first_token !== null && resultStage.avg_time_to_first_token !== undefined) { const ttftMs = resultStage.avg_time_to_first_token * 1000; - prefillTime = `${ttftMs.toFixed(0)} ms`; + if (resultStage.std_time_to_first_token !== null && resultStage.std_time_to_first_token !== undefined) { + const stdMs = resultStage.std_time_to_first_token * 1000; + prefillTime = `${ttftMs.toFixed(0)} ± ${stdMs.toFixed(0)} ms`; + } else { + prefillTime = `${ttftMs.toFixed(0)} ms`; + } } // ms per token (1000 / decode_tps) let msPerToken = 'N/A'; let msPerTokenClass = ''; - if (resultStage.avg_decode_tps !== null && resultStage.avg_decode_tps !== undefined && resultStage.avg_decode_tps > 0) { - const ms = 1000 / resultStage.avg_decode_tps; - msPerToken = `${ms.toFixed(1)} ms`; + if (resultStage.avg_ms_per_token !== null && resultStage.avg_ms_per_token !== undefined) { + const ms = resultStage.avg_ms_per_token; + if (resultStage.std_ms_per_token !== null && resultStage.std_ms_per_token !== undefined) { + const stdMs = resultStage.std_ms_per_token; + msPerToken = `${ms.toFixed(1)} ± ${stdMs.toFixed(1)} ms`; + } else { + msPerToken = `${ms.toFixed(1)} ms`; + } // Color code based on performance if (ms < 50) { diff --git a/.github/configs/bench_simple.yaml b/.github/configs/bench_simple.yaml index 26837edd..7ba45e44 100644 --- a/.github/configs/bench_simple.yaml +++ b/.github/configs/bench_simple.yaml @@ -4,33 +4,106 @@ # Hardware configuration - maps runner labels to instance counts hardware_plan: puffin4: 1 - puffin8: 1 + # puffin8: 1 # Environment variables to set on each node environment: PLACEHOLDER: "placeholder" - # OVERRIDE_MEMORY_MB: 30000 + # OVERRIDE_MEMORY_MB: 50000 # MLX_METAL_FAST_SYNCH: 1 # Timeout for instance and runner readiness (seconds) -timeout_seconds: 900 +timeout_seconds: 1800 # Model instances to run concurrently model_ids: - - "mlx-community/DeepSeek-V3.1-8bit" + # - "mlx-community/DeepSeek-V3.1-8bit" # - "mlx-community/Qwen3-235B-A22B-4bit" # - "mlx-community/Llama-3.3-70B-Instruct-4bit" + - "mlx-community/Llama-3.3-70B-Instruct-8bit" # Placement strategy: "tensor", "pipeline", or "auto" -strategy: "tensor_rdma" +strategy: "pipeline" # If true, run requests sequentially (no overlap); if false, fire-and-forget (default: false) no_overlap: true # Benchmark stages +# pp: 64, 256, 1024, 2048, 4096, 8192, 16384 +# g: 64, 512 stages: - - name: "simple" - prompt_length: 512 - generation_length: 10 + # - name: "simple" + # prompt_length: 512 + # generation_length: 10 + # time_between_requests: 2.0 + # iterations: 5 + - name: "pp64_g64" + prompt_length: 64 + generation_length: 64 + time_between_requests: 2.0 + iterations: 10 + - name: "pp64_g512" + prompt_length: 64 + generation_length: 512 + time_between_requests: 2.0 + iterations: 10 + - name: "pp256_g64" + prompt_length: 256 + generation_length: 64 + time_between_requests: 2.0 + iterations: 10 + - name: "pp256_g512" + prompt_length: 256 + generation_length: 512 + time_between_requests: 2.0 + iterations: 10 + - name: "pp1024_g64" + prompt_length: 1024 + generation_length: 64 + time_between_requests: 2.0 + iterations: 10 + - name: "pp1024_g512" + prompt_length: 1024 + generation_length: 512 + time_between_requests: 2.0 + iterations: 10 + - name: "pp2048_g64" + prompt_length: 2048 + generation_length: 64 + time_between_requests: 2.0 + iterations: 10 + - name: "pp2048_g512" + prompt_length: 2048 + generation_length: 512 + time_between_requests: 2.0 + iterations: 10 + - name: "pp4096_g64" + prompt_length: 4096 + generation_length: 64 + time_between_requests: 2.0 + iterations: 10 + - name: "pp4096_g512" + prompt_length: 4096 + generation_length: 512 + time_between_requests: 2.0 + iterations: 10 + - name: "pp8192_g64" + prompt_length: 8192 + generation_length: 64 + time_between_requests: 2.0 + iterations: 10 + - name: "pp8192_g512" + prompt_length: 8192 + generation_length: 512 + time_between_requests: 2.0 + iterations: 10 + - name: "pp16384_g64" + prompt_length: 16384 + generation_length: 64 + time_between_requests: 2.0 + iterations: 10 + - name: "pp16384_g512" + prompt_length: 16384 + generation_length: 512 time_between_requests: 2.0 iterations: 10 diff --git a/.github/scripts/bench.py b/.github/scripts/bench.py index 44733da1..6a841fbb 100644 --- a/.github/scripts/bench.py +++ b/.github/scripts/bench.py @@ -1,5 +1,6 @@ #!/usr/bin/env python3 +# type: ignore """ Unified benchmark script for EXO. Runs single or multi-stage benchmarks with configurable load patterns. @@ -54,7 +55,7 @@ def _http_request(url: str, *, method: str = "GET", data: Mapping[str, Any] | No payload = json.dumps(data).encode("utf-8") req = urllib.request.Request(url, data=payload, headers=headers, method=method) try: - with urllib.request.urlopen(req, timeout=30) as resp: # nosec - runner-local API + with urllib.request.urlopen(req, timeout=300) as resp: # nosec - runner-local API body = resp.read().decode("utf-8") try: return json.loads(body) @@ -72,7 +73,7 @@ async def _http_request_async(url: str, *, method: str = "GET", data: Mapping[st return await loop.run_in_executor(None, lambda: _http_request(url, method=method, data=data)) -async def _http_stream_async(url: str, *, method: str = "POST", data: Mapping[str, Any], timeout: int = 120) -> list[tuple[str, float]]: +async def _http_stream_async(url: str, *, method: str = "POST", data: Mapping[str, Any], timeout: int = 300) -> list[tuple[str, float]]: """Async streaming request. Returns list of (line, timestamp) tuples.""" def _stream() -> list[tuple[str, float]]: headers = {"Content-Type": "application/json"} @@ -400,7 +401,7 @@ async def wait_for_all_instances_deleted(api_base: str, model_id: str) -> None: await asyncio.sleep(2) -async def wait_for_tasks_drained(api_base: str, timeout_s: int = 300) -> None: +async def wait_for_tasks_drained(api_base: str, timeout_s: int = 600) -> None: """Wait for all tasks in the cluster to be drained (completed or failed). Tasks are deleted from state when complete, so we wait until there are no @@ -550,7 +551,7 @@ async def run_single_request( prompt: str, max_tokens: int, request_id: int, - timeout: int = 60, + timeout: int = 300, ) -> RequestResult: """Run a single chat completion request and return its result.""" started_at = time.time() @@ -770,7 +771,7 @@ async def run_stage( # Wait for all tasks in the cluster to be drained print(f"\nHTTP requests completed. Now waiting for cluster tasks to drain...") - await wait_for_tasks_drained(api_base, timeout_s=300) + await wait_for_tasks_drained(api_base, timeout_s=600) stage_completed_at = time.time() @@ -786,8 +787,11 @@ async def run_stage( # Calculate average TTFT and decode TPS for successful requests only successful_results = [r for r in results if r.success] + # Skip first iteration if there are more than 1 iterations (warmup) + results_for_stats = successful_results[1:] if len(successful_results) > 1 else successful_results + # TTFT statistics - ttft_values = [r.time_to_first_token_s for r in successful_results if r.time_to_first_token_s is not None] + ttft_values = [r.time_to_first_token_s for r in results_for_stats if r.time_to_first_token_s is not None] avg_ttft = sum(ttft_values) / len(ttft_values) if ttft_values else None if avg_ttft is not None and len(ttft_values) > 1: @@ -797,7 +801,7 @@ async def run_stage( std_ttft = None # Decode TPS and ms per token statistics - decode_tps_values = [r.decode_tps for r in successful_results if r.decode_tps is not None] + decode_tps_values = [r.decode_tps for r in results_for_stats if r.decode_tps is not None] avg_decode_tps = sum(decode_tps_values) / len(decode_tps_values) if decode_tps_values else None # Convert to ms per token @@ -1162,7 +1166,7 @@ def main() -> int: parser.add_argument("--config", type=Path, required=True, help="Path to YAML config file") parser.add_argument("--expected-nodes", type=int, required=True, help="Total number of nodes expected in the cluster") parser.add_argument("--is-primary", type=str, choices=["true", "false"], required=True) - parser.add_argument("--timeout-seconds", type=int, default=600) + parser.add_argument("--timeout-seconds", type=int, default=1800) parser.add_argument("--output", type=Path, help="Path to save detailed results JSON") parser.add_argument("--git-commit", type=str, help="Git commit hash for metadata") parser.add_argument("--hardware-labels", type=str, help="Comma-separated hardware labels") diff --git a/.github/workflows/bench.yml b/.github/workflows/bench.yml index 746c0704..baa0d20d 100644 --- a/.github/workflows/bench.yml +++ b/.github/workflows/bench.yml @@ -1,8 +1,6 @@ name: bench -on: - pull_request: - types: [review_requested] +on: [push] jobs: plan: @@ -139,29 +137,41 @@ jobs: - name: Configure local MLX if available run: | - RUNNER_LABELS='${{ toJSON(runner.labels) }}' - if echo "$RUNNER_LABELS" | grep -q "local_mlx"; then - echo "Runner has 'local_mlx' tag, configuring local MLX paths..." - MODIFIED=false - if [ -d "/Users/Shared/mlx" ]; then - echo "Found /Users/Shared/mlx, enabling local mlx path in pyproject.toml" - sed -i.bak 's|^# mlx = { path = "/Users/Shared/mlx", editable=true }$|mlx = { path = "/Users/Shared/mlx", editable=true }|' pyproject.toml - MODIFIED=true - fi - if [ -d "/Users/Shared/mlx-lm" ]; then - echo "Found /Users/Shared/mlx-lm, enabling local mlx-lm path in pyproject.toml" - sed -i.bak 's|^# mlx-lm = { path = "/Users/Shared/mlx-lm", editable=true }$|mlx-lm = { path = "/Users/Shared/mlx-lm", editable=true }|' pyproject.toml - MODIFIED=true - fi - if [ "$MODIFIED" = true ]; then - echo "Modified pyproject.toml [tool.uv.sources] section:" - sed -n '/\[tool\.uv\.sources\]/,/^\[/p' pyproject.toml | head -n -1 - echo "Regenerating uv.lock with local MLX paths..." - nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command uv lock --upgrade-package mlx --upgrade-package mlx-lm - fi + echo "=== DEBUG: Checking for local MLX configuration ===" + MODIFIED=false + + echo "Checking for /Users/Shared/mlx directory..." + if [ -d "/Users/Shared/mlx" ]; then + echo "✓ Found /Users/Shared/mlx" + ls -la /Users/Shared/mlx | head -5 + echo "Enabling local mlx path in pyproject.toml" + sed -i.bak 's|^# mlx = { path = "/Users/Shared/mlx", editable=true }$|mlx = { path = "/Users/Shared/mlx", editable=true }|' pyproject.toml + MODIFIED=true else - echo "Runner does not have 'local_mlx' tag, using default PyPI packages" + echo "✗ /Users/Shared/mlx not found, will use PyPI version" fi + + echo "Checking for /Users/Shared/mlx-lm directory..." + if [ -d "/Users/Shared/mlx-lm" ]; then + echo "✓ Found /Users/Shared/mlx-lm" + ls -la /Users/Shared/mlx-lm | head -5 + echo "Enabling local mlx-lm path in pyproject.toml" + sed -i.bak 's|^# mlx-lm = { path = "/Users/Shared/mlx-lm", editable=true }$|mlx-lm = { path = "/Users/Shared/mlx-lm", editable=true }|' pyproject.toml + MODIFIED=true + else + echo "✗ /Users/Shared/mlx-lm not found, will use PyPI version" + fi + + if [ "$MODIFIED" = true ]; then + echo "=== Modified pyproject.toml [tool.uv.sources] section: ===" + sed -n '/\[tool\.uv\.sources\]/,/^\[/{/^\[tool\.uv\.sources\]/p; /^\[/!p;}' pyproject.toml + echo "=== Regenerating uv.lock with local MLX paths... ===" + nix --extra-experimental-features nix-command --extra-experimental-features flakes develop --command uv lock --upgrade-package mlx --upgrade-package mlx-lm + echo "✓ Lock file regenerated" + else + echo "⚠ No local MLX directories found, using PyPI packages" + fi + echo "=== DEBUG: Local MLX configuration complete ===" shell: bash - name: Sync dependencies diff --git a/.mlx_typings/mlx/utils.pyi b/.mlx_typings/mlx/utils.pyi index d005e8cd..43738ca7 100644 --- a/.mlx_typings/mlx/utils.pyi +++ b/.mlx_typings/mlx/utils.pyi @@ -4,6 +4,8 @@ This type stub file was generated by pyright. from typing import Any, Callable, Dict, List, Optional, Tuple, Union +from mlx.core import MX_ARRAY_TREE + def tree_map( fn: Callable, tree: Any, *rest: Any, is_leaf: Optional[Callable] = ... ) -> Any: @@ -139,7 +141,12 @@ def tree_unflatten(tree: Union[List[Tuple[str, Any]], Dict[str, Any]]) -> Any: A Python tree. """ -def tree_reduce(fn, tree, initializer=..., is_leaf=...): # -> None: +def tree_reduce( + fn: Callable[[Any, Any], Any], + tree: list[MX_ARRAY_TREE] | tuple[MX_ARRAY_TREE, ...] | dict[str, MX_ARRAY_TREE], + initializer=..., + is_leaf=..., +) -> None: """Applies a reduction to the leaves of a Python tree. This function reduces Python trees into an accumulated result by applying diff --git a/TODO.md b/TODO.md index 889ab52d..c07c2220 100644 --- a/TODO.md +++ b/TODO.md @@ -17,9 +17,37 @@ 19. Fix mx.distributed.Group typing. 20. Add chat completion cancellations (e.g OpenWebUI has something for cancelling an ongoing request). 21. Make two separate things: tensor or pipeline, and ring or ibv. +22. When downloading for the first time, stuff times out and I think the model never ends up actually loading into memory, or something. +23. Do we need cache_limit? We went back and forth on that a lot because we thought it might be causing issues. One problem is it sets it relative to model size. So if you have multiple models loaded in it will take the most recent model size for the cache_limit. This is problematic if you launch DeepSeek -> Llama for example. Potential refactors: 1. Make ForwarderEvent typed 2. Topology can be simplified 3. Get rid of InstanceReplacedAtomically + +Random errors we've run into: + +1. exo.shared.types.worker.common.RunnerError: RuntimeError: [ibv] Couldn't connect (error: 60). Traceback: Traceback (most recent call last): + File "/Users/puffin4/actions-runner/_work/exo/exo/src/exo/worker/runner/runner.py", line 54, in main + model, tokenizer, sampler, group = await loop.run_in_executor( + ^^^^^^^^^^^^^^^^^^^^^^^^^^^ + ...<8 lines>... + ) + ^ + File "/nix/store/s7ik6dazn4nd2jdg9l36qf5q0z18sjyk-python3-3.13.8/lib/python3.13/concurrent/futures/thread.py", line 59, in run + result = self.fn(*self.args, **self.kwargs) + File "/Users/puffin4/actions-runner/_work/exo/exo/src/exo/engines/mlx/utils_mlx.py", line 149, in initialize_mlx + group = mlx_distributed_init( + model_shard_meta.device_rank, + ...<4 lines>... + or (mlx_ibv_devices is not None and len(mlx_ibv_devices) > 1), + ) + File "/Users/puffin4/actions-runner/_work/exo/exo/src/exo/engines/mlx/utils_mlx.py", line 124, in mlx_distributed_init + group = mx.distributed.init( + backend="ring" if hosts is not None else "ibv", + strict=strict, + ) +RuntimeError: [ibv] Couldn't connect (error: 60) + +2. \ No newline at end of file diff --git a/src/exo/engines/mlx/auto_parallel.py b/src/exo/engines/mlx/auto_parallel.py index 78109325..d1026779 100644 --- a/src/exo/engines/mlx/auto_parallel.py +++ b/src/exo/engines/mlx/auto_parallel.py @@ -22,16 +22,6 @@ from mlx.nn.layers.distributed import ( ) -class IdentityLayer(nn.Module): - def __init__(self) -> None: - super().__init__() - self.use_sliding = False - - @override - def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: - return x - - class _LayerCallable(Protocol): """Structural type that any compatible layer must satisfy. @@ -64,30 +54,55 @@ class CustomMlxLayer(nn.Module): class PipelineFirstLayer(CustomMlxLayer): - def __init__(self, original_layer: _LayerCallable, r: int, s: int): + def __init__( + self, + original_layer: _LayerCallable, + r: int, + s: int, + group: mx.distributed.Group | None = None, + ): super().__init__(original_layer) self.r: int = r self.s: int = s + self.group = group @override def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: if self.r != 0: - x = mx.distributed.recv_like(x, (self.r - 1)) + x = mx.distributed.recv_like(x, (self.r - 1), group=self.group) return self.original_layer(x, *args, **kwargs) class PipelineLastLayer(CustomMlxLayer): - def __init__(self, original_layer: _LayerCallable, r: int, s: int): + def __init__( + self, + original_layer: _LayerCallable, + r: int, + s: int, + group: mx.distributed.Group | None = None, + ): super().__init__(original_layer) self.r: int = r self.s: int = s + self.group = group @override - def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: + def __call__( + self, x: mx.array, *args: object, cache: object = None, **kwargs: object + ) -> mx.array: output: mx.array = self.original_layer(x, *args, **kwargs) if self.r != self.s - 1: - output = mx.distributed.send(output, (self.r + 1) % self.s) - output = mx.distributed.all_gather(output)[-output.shape[0] :] + output = mx.distributed.send( + output, (self.r + 1) % self.s, group=self.group + ) + if ( + cache is not None + and hasattr(cache, "keys") + and getattr(cache, "keys", None) is not None + ): + cache.keys = mx.depends(cache.keys, output) # type: ignore[reportUnknownMemberType] + + output = mx.distributed.all_gather(output, group=self.group)[-output.shape[0] :] return output @@ -98,6 +113,9 @@ class ParallelisationShardStrategy(Protocol): class PipelineParallelisationStrategy(ParallelisationShardStrategy): + def __init__(self, group: mx.distributed.Group): + self.group = group + def auto_parallel( self, model: nn.Module, model_shard_meta: ShardMetadata ) -> nn.Module: @@ -124,27 +142,21 @@ class PipelineParallelisationStrategy(ParallelisationShardStrategy): else: raise ValueError("Model must have either a 'layers' or 'h' attribute") - layers[: model_shard_meta.start_layer] = [ - IdentityLayer() for _ in range(model_shard_meta.start_layer) - ] - layers[model_shard_meta.end_layer :] = [ - IdentityLayer() for _ in range(len(layers) - model_shard_meta.end_layer) - ] - layers[model_shard_meta.start_layer] = PipelineFirstLayer( - layers[model_shard_meta.start_layer], + layers = layers[model_shard_meta.start_layer : model_shard_meta.end_layer] + layers[0] = PipelineFirstLayer( + layers[0], model_shard_meta.device_rank, model_shard_meta.world_size, + group=self.group, ) - layers[model_shard_meta.end_layer - 1] = PipelineLastLayer( - layers[model_shard_meta.end_layer - 1], + layers[-1] = PipelineLastLayer( + layers[-1], model_shard_meta.device_rank, model_shard_meta.world_size, + group=self.group, ) - # At this point `layers` *must* be a concrete list. - assert isinstance(layers, list), ( - "Expected a list of layers after auto-parallel initialisation" - ) + PipelineParallelisationStrategy._set_layers(model, layers) return model @@ -160,11 +172,28 @@ class PipelineParallelisationStrategy(ParallelisationShardStrategy): raise ValueError("Model must either have a 'model' or 'transformer' attribute") + @staticmethod + def _set_layers(model: nn.Module, layers: list[_LayerCallable]) -> None: + inner_model_instance = PipelineParallelisationStrategy._inner_model(model) + if hasattr(inner_model_instance, "layers"): + inner_model_instance.layers = layers + + # Update DeepSeek V3 specific parameters when layers are shrunk + if isinstance(model, DeepseekV3Model) and hasattr( + inner_model_instance, "num_layers" + ): + inner_model_instance.start_idx = 0 + inner_model_instance.end_idx = len(layers) + inner_model_instance.num_layers = len(layers) + elif hasattr(inner_model_instance, "h"): + inner_model_instance.h = layers + else: + raise ValueError("Model must have either a 'layers' or 'h' attribute") + class TensorParallelisationStrategy(ParallelisationShardStrategy): def __init__(self, group: mx.distributed.Group): self.group = group - self.N = self.group.size def auto_parallel( self, model: nn.Module, model_shard_meta: ShardMetadata @@ -236,7 +265,7 @@ class TensorParallelShardingStrategy(ABC): self.sharded_to_all_linear = sharded_to_all_linear self.all_to_sharded_linear_in_place = all_to_sharded_linear_in_place self.sharded_to_all_linear_in_place = sharded_to_all_linear_in_place - self.group = group or mx.distributed.init() + self.group = group self.N = group.size() @abstractmethod diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index 8d7bde05..9dfc5df5 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -8,23 +8,25 @@ from typing import Any, Callable, cast from mlx_lm.models.cache import KVCache from mlx_lm.sample_utils import make_sampler +from exo.worker.runner.utils import get_weights_size + try: from mlx_lm.tokenizer_utils import load_tokenizer except ImportError: from mlx_lm.tokenizer_utils import load as load_tokenizer # type: ignore from mlx_lm.utils import load_model +from mlx.utils import tree_reduce from pydantic import RootModel import mlx.core as mx import mlx.nn as nn from exo.engines.mlx import Model, TokenizerWrapper from exo.engines.mlx.auto_parallel import ( - IdentityLayer, PipelineParallelisationStrategy, TensorParallelisationStrategy, ) -from exo.shared.types.common import Host from exo.shared.types.memory import Memory +from exo.shared.types.common import Host from exo.shared.types.tasks import ChatCompletionTaskParams from exo.shared.types.worker.communication import runner_print from exo.shared.types.worker.shards import ShardMetadata @@ -72,6 +74,7 @@ def mlx_distributed_init( hosts: list[Host] | None = None, mlx_ibv_devices: list[list[str | None]] | None = None, mlx_ibv_coordinator: str | None = None, + strict: bool = True, ) -> mx.distributed.Group: """ Initialize the MLX distributed (runs in thread pool). @@ -80,10 +83,11 @@ def mlx_distributed_init( - hosts: traditional host-based connectivity using MLX_HOSTFILE - mlx_ibv_devices: RDMA connectivity matrix using MLX_IBV_DEVICES - mlx_ibv_coordinator: coordinator address (IP:PORT) for RDMA setup + - strict: if True, raise an error if the distributed backend is not available """ - runner_print(f"Starting initialization for rank {rank}") + runner_print(f"Starting initialization for rank {rank}. Strict: {strict}") - if mlx_ibv_devices is not None: + if mlx_ibv_devices is not None and mlx_ibv_devices != []: assert mlx_ibv_coordinator is not None, ( "To use ibv backend must set ibv coordinator" ) @@ -101,8 +105,7 @@ def mlx_distributed_init( os.environ["MLX_IBV_DEVICES"] = devices_file os.environ["MLX_RANK"] = str(rank) os.environ["MLX_IBV_COORDINATOR"] = mlx_ibv_coordinator - - elif hosts is not None: + elif hosts is not None and hosts != []: # Traditional host-based connectivity hostfile = f"./hosts_{rank}.json" hosts_json = HostList.from_hosts(hosts).model_dump_json() @@ -116,10 +119,11 @@ def mlx_distributed_init( os.environ["MLX_RANK"] = str(rank) os.environ["MLX_RING_VERBOSE"] = "1" else: - raise ValueError("Either hosts or mlx_ibv_devices must be provided") + runner_print("No distributed setup, using single device mode") group = mx.distributed.init( - backend="ring" if hosts is not None else "ibv", strict=True + backend="ring" if hosts is not None else "ibv", + strict=strict, ) runner_print(f"Rank {rank} mlx distributed initialization complete") @@ -147,8 +151,12 @@ def initialize_mlx( hosts=hosts, mlx_ibv_devices=mlx_ibv_devices, mlx_ibv_coordinator=mlx_ibv_coordinator, + strict=(hosts is not None and len(hosts) > 1) + or (mlx_ibv_devices is not None and len(mlx_ibv_devices) > 1), ) + set_wired_limit_for_model(get_weights_size(model_shard_meta)) + sampler: Callable[[mx.array], mx.array] = make_sampler(temp=0.7) model, tokenizer = shard_and_load(model_shard_meta, group=group) @@ -177,11 +185,11 @@ def shard_and_load( match model_shard_meta.strategy: case "auto": - strategy = PipelineParallelisationStrategy() + strategy = PipelineParallelisationStrategy(group) case "pipeline": - strategy = PipelineParallelisationStrategy() + strategy = PipelineParallelisationStrategy(group) case "pipeline_rdma": - strategy = PipelineParallelisationStrategy() + strategy = PipelineParallelisationStrategy(group) case "tensor": strategy = TensorParallelisationStrategy(group) case "tensor_rdma": @@ -189,8 +197,6 @@ def shard_and_load( model = strategy.auto_parallel(model, model_shard_meta) - runner_print(f"Model after auto_parallel: {str(model)}") - mx.eval(model.parameters()) mx.eval(model) @@ -271,11 +277,7 @@ async def make_kv_cache( max_kv_size: int | None = None, ) -> list[KVCache]: assert hasattr(model, "layers") - - return [ - NullKVCache() if isinstance(layer, IdentityLayer) else KVCache() - for layer in model.layers - ] + return [KVCache() for _ in model.layers] def mlx_force_oom(size: int = 40000) -> None: @@ -315,6 +317,9 @@ def set_wired_limit_for_model(model_size: Memory): "MB. This can be slow. See the documentation for possible work-arounds: " "https://github.com/ml-explore/mlx-lm/tree/main#large-models" ) - runner_print(f"Setting wired limit to {max_rec_size}") + kv_bytes = int(0.02 * model_bytes) + target_cache = int(1.10 * (model_bytes + kv_bytes)) + target_cache = min(target_cache, max_rec_size) + mx.set_cache_limit(target_cache) mx.set_wired_limit(max_rec_size) - runner_print(f"Wired limit set to {max_rec_size}") + runner_print(f"Wired limit set to {max_rec_size}. Cache limit set to {target_cache}.") diff --git a/src/exo/worker/runner/generate.py b/src/exo/worker/runner/generate.py index e6821fd0..4f91e9e8 100644 --- a/src/exo/worker/runner/generate.py +++ b/src/exo/worker/runner/generate.py @@ -58,7 +58,7 @@ def generate_step( logits_processors: list[Callable[[mx.array, mx.array], mx.array]] | None = None, max_kv_size: int | None = None, prompt_cache: list[KVCache] | None = None, - prefill_step_size: int = 2048, + prefill_step_size: int = 16384, kv_bits: int | None = None, kv_group_size: int = 64, quantized_kv_start: int = 0, @@ -203,8 +203,8 @@ def generate_step( ) mx.clear_cache() - if eval_time > 7.0: - prefill_step_size = prefill_step_size // 2 + # if eval_time > 7.0: + # prefill_step_size = prefill_step_size // 2 if group is not None: prefill_step_size = broadcast_from_zero(prefill_step_size) prefill_step_size = max(1, prefill_step_size) @@ -351,7 +351,7 @@ async def warmup_inference( await loop.run_in_executor(mlx_executor, _generate_warmup) runner_print("Generated ALL warmup tokens") - mx_barrier() + await loop.run_in_executor(mlx_executor, lambda: mx_barrier(group)) return tokens_generated diff --git a/src/exo/worker/runner/runner.py b/src/exo/worker/runner/runner.py index 78b782da..79b9b521 100644 --- a/src/exo/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -5,6 +5,7 @@ from functools import partial from multiprocessing.connection import Connection from exo.engines.mlx.utils_mlx import ( + mx_barrier, initialize_mlx, mlx_force_oom, ) @@ -25,7 +26,7 @@ from exo.shared.types.worker.communication import ( ) from exo.shared.types.worker.shards import ShardMetadata from exo.utils import ensure_type -from exo.worker.runner.generate import mlx_generate, warmup_inference +from exo.worker.runner.generate import mlx_generate async def main(raw_conn: Connection): @@ -62,17 +63,20 @@ async def main(raw_conn: Connection): ), ) - runner_print( - f"Warming up inference for model_shard_meta: {model_shard_meta} hosts: {hosts}" - ) - toks = await warmup_inference( - mlx_executor=mlx_executor, - model=model, - tokenizer=tokenizer, - sampler=sampler, - group=group, - ) - runner_print(f"Warmed up by generating {toks} tokens") + # runner_print( + # f"Warming up inference for model_shard_meta: {model_shard_meta} hosts: {hosts}" + # ) + # toks = await warmup_inference( + # mlx_executor=mlx_executor, + # model=model, + # tokenizer=tokenizer, + # sampler=sampler, + # group=group, + # ) + # runner_print(f"Warmed up by generating {toks} tokens") + runner_print("Synchronizing processes before generation") + await loop.run_in_executor(mlx_executor, lambda: mx_barrier(group)) + runner_print("Synchronized processes before generation") await conn.send(InitializedResponse(time_taken=time.time() - setup_start_time)) while True: From aa519b8c0339b33f8f41f797459b3295a8b2891c Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Mon, 10 Nov 2025 23:31:53 +0000 Subject: [PATCH 192/224] Worker refactor Co-authored-by: rltakashige Co-authored-by: Alex Cheema --- .github/configs/bench_simple.yaml | 33 +- .github/scripts/bench.py | 90 ++- .mlx_typings/mlx_lm/__init__.pyi | 1 + .mlx_typings/mlx_lm/generate.pyi | 2 +- dashboard/index.html | 192 +++--- flake.nix | 3 +- pyproject.toml | 2 +- src/exo/engines/mlx/auto_parallel.py | 284 ++++----- src/exo/engines/mlx/utils_mlx.py | 197 +++--- src/exo/main.py | 14 + src/exo/master/api.py | 66 +- src/exo/master/main.py | 10 +- src/exo/master/placement.py | 72 ++- src/exo/master/placement_utils.py | 44 +- src/exo/shared/apply.py | 90 ++- src/exo/shared/global_conn.py | 67 -- src/exo/shared/logging.py | 21 +- src/exo/shared/types/api.py | 8 +- src/exo/shared/types/chunks.py | 2 - src/exo/shared/types/commands.py | 10 +- src/exo/shared/types/events.py | 78 +-- src/exo/shared/types/memory.py | 5 + src/exo/shared/types/state.py | 13 +- src/exo/shared/types/tasks.py | 39 +- .../shared/types/worker/commands_runner.py | 26 - src/exo/shared/types/worker/common.py | 25 - src/exo/shared/types/worker/communication.py | 40 -- src/exo/shared/types/worker/downloads.py | 2 + src/exo/shared/types/worker/instances.py | 62 +- src/exo/shared/types/worker/ops.py | 39 +- .../types/worker/parallelisation_strategy.py | 13 - src/exo/shared/types/worker/runners.py | 48 +- src/exo/shared/types/worker/shards.py | 25 +- src/exo/utils/channels.py | 224 ++++++- src/exo/utils/pydantic_ext.py | 4 + src/exo/utils/tests/testing_mp.py | 41 ++ src/exo/worker/common.py | 36 -- src/exo/worker/download/shard_downloader.py | 1 - src/exo/worker/main.py | 590 +++++------------- src/exo/worker/plan.py | 466 ++++++-------- src/exo/worker/runner/bootstrap.py | 33 +- src/exo/worker/runner/generate.py | 411 ++---------- src/exo/worker/runner/runner.py | 295 ++++++--- src/exo/worker/runner/runner_supervisor.py | 382 ++++-------- src/exo/worker/runner/utils.py | 4 +- tmp/run_llm.sh | 4 +- uv.lock | 2 +- 47 files changed, 1767 insertions(+), 2349 deletions(-) delete mode 100644 src/exo/shared/global_conn.py delete mode 100644 src/exo/shared/types/worker/communication.py delete mode 100644 src/exo/shared/types/worker/parallelisation_strategy.py create mode 100644 src/exo/utils/tests/testing_mp.py delete mode 100644 src/exo/worker/common.py diff --git a/.github/configs/bench_simple.yaml b/.github/configs/bench_simple.yaml index 7ba45e44..346df681 100644 --- a/.github/configs/bench_simple.yaml +++ b/.github/configs/bench_simple.yaml @@ -10,7 +10,7 @@ hardware_plan: environment: PLACEHOLDER: "placeholder" # OVERRIDE_MEMORY_MB: 50000 - # MLX_METAL_FAST_SYNCH: 1 + MLX_METAL_FAST_SYNCH: 1 # Timeout for instance and runner readiness (seconds) timeout_seconds: 1800 @@ -18,12 +18,17 @@ timeout_seconds: 1800 # Model instances to run concurrently model_ids: # - "mlx-community/DeepSeek-V3.1-8bit" + - "mlx-community/Kimi-K2-Instruct-4bit" # - "mlx-community/Qwen3-235B-A22B-4bit" # - "mlx-community/Llama-3.3-70B-Instruct-4bit" - - "mlx-community/Llama-3.3-70B-Instruct-8bit" + # - "mlx-community/Llama-3.3-70B-Instruct-8bit" + # - "mlx-community/Llama-3.2-1B-Instruct-4bit" -# Placement strategy: "tensor", "pipeline", or "auto" -strategy: "pipeline" +# Sharding strategy: "Pipeline" or "Tensor" +sharding: "Tensor" + +# Instance type: "MlxRing" or "MlxIbv" +instance_meta: "MlxIbv" # If true, run requests sequentially (no overlap); if false, fire-and-forget (default: false) no_overlap: true @@ -97,13 +102,13 @@ stages: generation_length: 512 time_between_requests: 2.0 iterations: 10 - - name: "pp16384_g64" - prompt_length: 16384 - generation_length: 64 - time_between_requests: 2.0 - iterations: 10 - - name: "pp16384_g512" - prompt_length: 16384 - generation_length: 512 - time_between_requests: 2.0 - iterations: 10 + # - name: "pp16384_g64" + # prompt_length: 16384 + # generation_length: 64 + # time_between_requests: 2.0 + # iterations: 10 + # - name: "pp16384_g512" + # prompt_length: 16384 + # generation_length: 512 + # time_between_requests: 2.0 + # iterations: 10 diff --git a/.github/scripts/bench.py b/.github/scripts/bench.py index 6a841fbb..06b81542 100644 --- a/.github/scripts/bench.py +++ b/.github/scripts/bench.py @@ -100,6 +100,23 @@ def fetch_state(api_base: str) -> dict[str, Any]: return _http_request(f"{api_base}/state") +def unwrap_tagged_union(obj: Any) -> tuple[str | None, Any]: + """Extract tag and payload from tagged union format {Tag: {fields...}}. + + Returns (tag_name, payload) if the object is a tagged union, otherwise (None, obj). + """ + if not isinstance(obj, dict): + return None, obj + + keys = list(obj.keys()) + if len(keys) == 1 and isinstance(keys[0], str): + tag = keys[0] + payload = obj[tag] + return tag, payload + + return None, obj + + def collect_metrics_snapshot(state: Mapping[str, Any]) -> MetricsSnapshot: """Collect current metrics snapshot from state.""" timestamp = time.time() @@ -144,7 +161,9 @@ def collect_metrics_snapshot(state: Mapping[str, Any]) -> MetricsSnapshot: # Map instance_id -> node_ids (instances can span multiple nodes) instance_to_nodes: dict[str, set[str]] = {} - for instance_id, instance_data in instances.items(): + for instance_id, instance_wrapped in instances.items(): + # Unwrap tagged Instance union (MlxRingInstance or MlxIbvInstance) + _instance_tag, instance_data = unwrap_tagged_union(instance_wrapped) if not isinstance(instance_data, dict): continue @@ -175,7 +194,7 @@ def collect_metrics_snapshot(state: Mapping[str, Any]) -> MetricsSnapshot: tasks_skipped += 1 continue - # Extract actual task from wrapper (e.g., {"ChatCompletionTask": {...}}) + # Extract actual task from wrapper (e.g., {"ChatCompletion": {...}}) if len(task_wrapper) != 1: print(f"[DEBUG] Task wrapper has unexpected number of keys: {len(task_wrapper)}") tasks_skipped += 1 @@ -279,9 +298,14 @@ def count_instances_by_model(state: Mapping[str, Any], model_id: str) -> int: """Count how many instances exist for a given model_id.""" instances: Mapping[str, Any] = state.get("instances", {}) count = 0 - for instance in instances.values(): - shard = instance.get("shardAssignments", {}) - if shard.get("modelId") == model_id: + for instance_wrapped in instances.values(): + # Unwrap tagged Instance union + _instance_tag, instance_data = unwrap_tagged_union(instance_wrapped) + if not isinstance(instance_data, dict): + continue + + shard = instance_data.get("shardAssignments", {}) + if isinstance(shard, dict) and shard.get("modelId") == model_id: count += 1 return count @@ -290,9 +314,14 @@ def get_all_instance_ids_for_model(state: Mapping[str, Any], model_id: str) -> l """Get all instance IDs for a given model_id.""" instances: Mapping[str, Any] = state.get("instances", {}) instance_ids = [] - for instance_id, instance in instances.items(): - shard = instance.get("shardAssignments", {}) - if shard.get("modelId") == model_id: + for instance_id, instance_wrapped in instances.items(): + # Unwrap tagged Instance union + _instance_tag, instance_data = unwrap_tagged_union(instance_wrapped) + if not isinstance(instance_data, dict): + continue + + shard = instance_data.get("shardAssignments", {}) + if isinstance(shard, dict) and shard.get("modelId") == model_id: instance_ids.append(instance_id) return instance_ids @@ -302,9 +331,14 @@ def count_ready_instances_by_model(state: Mapping[str, Any], model_id: str) -> i instances: Mapping[str, Any] = state.get("instances", {}) ready_count = 0 - for instance_id, instance in instances.items(): - shard = instance.get("shardAssignments", {}) - if shard.get("modelId") != model_id: + for instance_id, instance_wrapped in instances.items(): + # Unwrap tagged Instance union + _instance_tag, instance_data = unwrap_tagged_union(instance_wrapped) + if not isinstance(instance_data, dict): + continue + + shard = instance_data.get("shardAssignments", {}) + if not isinstance(shard, dict) or shard.get("modelId") != model_id: continue # Check if all runners for this instance are ready @@ -312,8 +346,9 @@ def count_ready_instances_by_model(state: Mapping[str, Any], model_id: str) -> i if len(runner_ids) == 0: continue + # Fixed runner status names: RunnerReady and RunnerRunning (not LoadedRunnerStatus/RunningRunnerStatus) all_ready = all( - get_runner_status_kind(state, rid) in {"LoadedRunnerStatus", "RunningRunnerStatus"} + get_runner_status_kind(state, rid) in {"RunnerReady", "RunnerRunning"} for rid in runner_ids ) @@ -325,8 +360,18 @@ def count_ready_instances_by_model(state: Mapping[str, Any], model_id: str) -> i def get_runner_ids_for_instance(state: Mapping[str, Any], instance_id: str) -> list[str]: instances: Mapping[str, Any] = state.get("instances", {}) - inst = instances.get(instance_id, {}) - r2s = inst.get("shardAssignments", {}).get("runnerToShard", {}) + instance_wrapped = instances.get(instance_id, {}) + + # Unwrap tagged Instance union + _instance_tag, instance_data = unwrap_tagged_union(instance_wrapped) + if not isinstance(instance_data, dict): + return [] + + shard_assignments = instance_data.get("shardAssignments", {}) + if not isinstance(shard_assignments, dict): + return [] + + r2s = shard_assignments.get("runnerToShard", {}) if isinstance(r2s, dict): return list(r2s.keys()) return [] @@ -860,8 +905,9 @@ async def run_benchmark( else: raise ValueError("Config must contain either 'model_id' or 'model_ids'") - # Get strategy (optional, defaults to None if not specified) - strategy: str | None = config.get("strategy") + # Get sharding and instance_meta (optional, defaults to None if not specified) + sharding: str | None = config.get("sharding") + instance_meta: str | None = config.get("instance_meta") # Get no_overlap flag (optional, defaults to False) no_overlap: bool = config.get("no_overlap", False) @@ -874,7 +920,8 @@ async def run_benchmark( print(f"Configuration File: {config_path}") print(f"Model IDs: {model_ids}") print(f"Instance Count: {len(model_ids)}") - print(f"Strategy: {strategy if strategy else 'not specified'}") + print(f"Sharding: {sharding if sharding else 'not specified (defaults to Pipeline)'}") + print(f"Instance Type: {instance_meta if instance_meta else 'not specified (defaults to MlxRing)'}") print(f"No Overlap: {no_overlap}") print(f"Stages: {len(stages)}") print(f"Expected Nodes: {expected_nodes}") @@ -916,8 +963,10 @@ async def run_benchmark( # Build instance creation request data instance_data: dict[str, Any] = {"model_id": model_id} - if strategy is not None: - instance_data["strategy"] = strategy + if sharding is not None: + instance_data["sharding"] = sharding + if instance_meta is not None: + instance_data["instance_meta"] = instance_meta response = await _http_request_async( f"{api_base}/instance", @@ -1027,7 +1076,8 @@ async def run_benchmark( "instance_ids": all_instance_ids, "instance_count": len(all_instance_ids), "runner_count": total_runners, - "strategy": strategy, + "sharding": sharding, + "instance_meta": instance_meta, }, "configuration": { "stages": [ diff --git a/.mlx_typings/mlx_lm/__init__.pyi b/.mlx_typings/mlx_lm/__init__.pyi index fee89807..2ed43899 100644 --- a/.mlx_typings/mlx_lm/__init__.pyi +++ b/.mlx_typings/mlx_lm/__init__.pyi @@ -1,2 +1,3 @@ import models as models import tokenizer_utils as tokenizer_utils +from generate import * diff --git a/.mlx_typings/mlx_lm/generate.pyi b/.mlx_typings/mlx_lm/generate.pyi index 4711fce0..8a957608 100644 --- a/.mlx_typings/mlx_lm/generate.pyi +++ b/.mlx_typings/mlx_lm/generate.pyi @@ -175,7 +175,7 @@ def stream_generate( prompt: Union[str, mx.array, List[int]], max_tokens: int = ..., draft_model: Optional[nn.Module] = ..., - **kwargs, + **kwargs: object, ) -> Generator[GenerationResponse, None, None]: """ A generator producing text based on the given prompt from the model. diff --git a/dashboard/index.html b/dashboard/index.html index 715fdb54..62ec32f5 100644 --- a/dashboard/index.html +++ b/dashboard/index.html @@ -969,27 +969,29 @@
- +
- - + +
- - + + +
+
+
+ +
+ +
+
+ +
- - -
-
- - -
-
- - + +
@@ -1277,8 +1279,10 @@ return; } - const selectedStrategy = document.querySelector('input[name="strategy"]:checked').value; - console.log("selectedStrategy", selectedStrategy); + const selectedSharding = document.querySelector('input[name="sharding"]:checked').value; + const selectedInstanceMeta = document.querySelector('input[name="instance_meta"]:checked').value; + console.log("selectedSharding", selectedSharding); + console.log("selectedInstanceMeta", selectedInstanceMeta); try { showLaunchStatus('Launching instance...', 'loading'); @@ -1291,7 +1295,8 @@ }, body: JSON.stringify({ model_id: selectedModelId, - strategy: selectedStrategy + sharding: selectedSharding, + instance_meta: selectedInstanceMeta }) }); @@ -1333,7 +1338,13 @@ } // Calculate download status for an instance based on its runners, with detailed per-file info - function calculateInstanceDownloadStatus(instance, runners) { + function calculateInstanceDownloadStatus(instanceWrapped, runners) { + // Unwrap tagged Instance union (MlxRingInstance or MlxIbvInstance) + const [_instanceTag, instance] = getTagged(instanceWrapped); + if (!instance || typeof instance !== 'object') { + return { isDownloading: false, progress: 0, details: [] }; + } + if (!instance.shardAssignments?.runnerToShard || !runners) { return { isDownloading: false, progress: 0, details: [] }; } @@ -1423,28 +1434,36 @@ } - // Derive a display status for an instance from its runners. - // Priority: FAILED > DOWNLOADING > STARTING > RUNNING > LOADED > INACTIVE - function deriveInstanceStatus(instance, runners = {}) { - const runnerIds = Object.keys(instance.shardAssignments?.runnerToShard || {}); - - function getTagged(obj) { - if (!obj || typeof obj !== 'object') return [null, null]; - const keys = Object.keys(obj); - if (keys.length === 1 && typeof keys[0] === 'string') { - return [keys[0], obj[keys[0]]]; - } - return [null, null]; + // Helper function to unwrap tagged unions (defined globally for reuse) + function getTagged(obj) { + if (!obj || typeof obj !== 'object') return [null, null]; + const keys = Object.keys(obj); + if (keys.length === 1 && typeof keys[0] === 'string') { + return [keys[0], obj[keys[0]]]; } + return [null, null]; + } + + // Derive a display status for an instance from its runners. + // Priority: FAILED > DOWNLOADING > STARTING > RUNNING > READY > LOADED > INACTIVE + function deriveInstanceStatus(instanceWrapped, runners = {}) { + // Unwrap tagged Instance union + const [_instanceTag, instance] = getTagged(instanceWrapped); + if (!instance || typeof instance !== 'object') { + return { statusText: 'UNKNOWN', statusClass: 'inactive' }; + } + + const runnerIds = Object.keys(instance.shardAssignments?.runnerToShard || {}); function canonicalStatusFromKind(kind) { const map = { - DownloadingRunnerStatus: 'Downloading', - InactiveRunnerStatus: 'Inactive', - StartingRunnerStatus: 'Starting', - LoadedRunnerStatus: 'Loaded', - RunningRunnerStatus: 'Running', - FailedRunnerStatus: 'Failed', + RunnerWaitingForModel: 'WaitingForModel', + RunnerLoading: 'Loading', + RunnerLoaded: 'Loaded', + RunnerWarmingUp: 'WarmingUp', + RunnerReady: 'Ready', + RunnerRunning: 'Running', + RunnerFailed: 'Failed', }; return map[kind] || null; } @@ -1464,32 +1483,24 @@ const every = (pred) => statuses.length > 0 && statuses.every(pred); if (statuses.length === 0) { - const it = instance.instanceType; - const inactive = (it === 'Inactive' || it === 'INACTIVE'); - return { statusText: inactive ? 'INACTIVE' : 'LOADED', statusClass: inactive ? 'inactive' : 'loaded' }; + return { statusText: 'UNKNOWN', statusClass: 'inactive' }; } if (has('Failed')) return { statusText: 'FAILED', statusClass: 'failed' }; - if (has('Downloading')) return { statusText: 'DOWNLOADING', statusClass: 'downloading' }; - if (has('Starting')) return { statusText: 'LOADING', statusClass: 'starting' }; + if (has('Loading')) return { statusText: 'LOADING', statusClass: 'starting' }; + if (has('WarmingUp')) return { statusText: 'WARMING UP', statusClass: 'starting' }; if (has('Running')) return { statusText: 'RUNNING', statusClass: 'running' }; + if (has('Ready')) return { statusText: 'READY', statusClass: 'loaded' }; + if (has('Loaded')) return { statusText: 'LOADED', statusClass: 'loaded' }; + if (has('WaitingForModel')) return { statusText: 'WAITING', statusClass: 'starting' }; - const allInactive = every(s => s === 'Inactive'); - const loadedOrInactiveOnly = every(s => s === 'Loaded' || s === 'Inactive'); - const anyLoaded = statuses.some(s => s === 'Loaded'); - if (loadedOrInactiveOnly && anyLoaded) { - return { statusText: 'LOADED', statusClass: 'loaded' }; - } - if (allInactive) { - return { statusText: 'INACTIVE', statusClass: 'inactive' }; - } - return { statusText: 'LOADED', statusClass: 'loaded' }; + return { statusText: 'UNKNOWN', statusClass: 'inactive' }; } function renderInstances(instances, runners = {}) { - const instancesArray = Object.values(instances); + const instanceEntries = Object.entries(instances || {}); - if (instancesArray.length === 0) { + if (instanceEntries.length === 0) { instancesList.innerHTML = '
No instances running
'; return; } @@ -1498,8 +1509,17 @@ instanceIdToColor = {}; connectionToInstances = {}; - instancesArray.forEach(instance => { - const instanceId = instance.instanceId; + instanceEntries.forEach(([instanceId, instanceWrapped]) => { + // Validate instanceId + if (!instanceId || typeof instanceId !== 'string') { + return; + } + + // Unwrap tagged Instance union + const [_instanceTag, instance] = getTagged(instanceWrapped); + if (!instance || typeof instance !== 'object') { + return; + } instanceIdToColor[instanceId] = generateInstanceColor(instanceId); // Determine which nodes this instance uses @@ -1521,11 +1541,22 @@ } }); - const instancesHTML = instancesArray.map(instance => { + const instancesHTML = instanceEntries.map(([instanceId, instanceWrapped]) => { + // Validate instanceId + if (!instanceId || typeof instanceId !== 'string') { + return ''; + } + + // Unwrap tagged Instance union + const [_instanceTag, instance] = getTagged(instanceWrapped); + if (!instance || typeof instance !== 'object') { + return ''; + } + const modelId = instance.shardAssignments?.modelId || 'Unknown Model'; - const truncatedInstanceId = instance.instanceId.length > 8 - ? instance.instanceId.substring(0, 8) + '...' - : instance.instanceId; + const truncatedInstanceId = instanceId.length > 8 + ? instanceId.substring(0, 8) + '...' + : instanceId; // Create reverse mapping from runnerId to nodeId using nodeToRunner const nodeToRunner = instance.shardAssignments?.nodeToRunner || {}; @@ -1534,20 +1565,31 @@ runnerToNode[runnerId] = nodeId; }); - // Extract parallelization strategy from the first shard + // Extract sharding strategy from the first shard + // Shards are tagged unions: {"PipelineShardMetadata": {...}} or {"TensorShardMetadata": {...}} const runnerToShard = instance.shardAssignments?.runnerToShard || {}; - const firstShardData = Object.values(runnerToShard)[0]; - let parallelizationStrategy = 'Unknown'; - if (firstShardData) { - const shardKeys = Object.keys(firstShardData); - if (shardKeys.length === 1) { - const shardPayload = firstShardData[shardKeys[0]]; - parallelizationStrategy = shardPayload?.strategy || firstShardData.strategy || 'Unknown'; - } else { - parallelizationStrategy = firstShardData.strategy || 'Unknown'; + const firstShardWrapped = Object.values(runnerToShard)[0]; + let shardingType = 'Unknown'; + if (firstShardWrapped) { + const [shardTag, _shardData] = getTagged(firstShardWrapped); + if (shardTag === 'PipelineShardMetadata') { + shardingType = 'Pipeline'; + } else if (shardTag === 'TensorShardMetadata') { + shardingType = 'Tensor'; } } + // Extract instance type from the tagged union + // Instance is tagged as {"MlxRingInstance": {...}} or {"MlxIbvInstance": {...}} + let instanceType = 'Unknown'; + if (_instanceTag === 'MlxRingInstance') { + instanceType = 'MLX Ring'; + } else if (_instanceTag === 'MlxIbvInstance') { + instanceType = 'MLX IBV'; + } + + const parallelizationStrategy = `${shardingType} (${instanceType})`; + // Generate hosts HTML using runner IDs and friendly names const runnerIds = Object.keys(runnerToShard); const hostsHTML = runnerIds.map(runnerId => { @@ -1559,14 +1601,14 @@ return `${friendlyName} (${shortId})`; }).join('') || ''; - // Calculate download status for this instance - const downloadStatus = calculateInstanceDownloadStatus(instance, runners); + // Calculate download status for this instance (pass wrapped instance) + const downloadStatus = calculateInstanceDownloadStatus(instanceWrapped, runners); let statusText, statusClass; if (downloadStatus.isDownloading) { ({ statusText, statusClass } = { statusText: 'DOWNLOADING', statusClass: 'downloading' }); } else { - ({ statusText, statusClass } = deriveInstanceStatus(instance, runners)); + ({ statusText, statusClass } = deriveInstanceStatus(instanceWrapped, runners)); } // Generate download progress HTML - overall + per node with file details @@ -1660,7 +1702,7 @@ const shardCount = Object.keys(runnerToShard).length; // Use the instance's color for the indicator - const instanceColor = instanceIdToColor[instance.instanceId] || 'var(--exo-yellow)'; + const instanceColor = instanceIdToColor[instanceId] || 'var(--exo-yellow)'; const borderStyle = `background-color: ${instanceColor};`; return ` @@ -1672,7 +1714,7 @@ ${statusText}
-
diff --git a/flake.nix b/flake.nix index 2d70276a..d2bd1b67 100644 --- a/flake.nix +++ b/flake.nix @@ -58,8 +58,9 @@ # NIX nixpkgs-fmt - # JUST + # MISC just + jq ] ++ (pkgs.lib.optionals pkgs.stdenv.isLinux [ # IFCONFIG diff --git a/pyproject.toml b/pyproject.toml index 12ff2bdf..5a7f8fa9 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -32,7 +32,7 @@ dependencies = [ "loguru>=0.7.3", "textual>=5.3.0", "exo_pyo3_bindings", # rust bindings - "anyio>=4.10.0", + "anyio>=4.11.0", "bidict>=0.23.1", "mlx>=0.29.3", "mlx-lm>=0.28.3", diff --git a/src/exo/engines/mlx/auto_parallel.py b/src/exo/engines/mlx/auto_parallel.py index d1026779..3223f86f 100644 --- a/src/exo/engines/mlx/auto_parallel.py +++ b/src/exo/engines/mlx/auto_parallel.py @@ -1,7 +1,9 @@ from abc import ABC, abstractmethod from functools import partial +from inspect import signature from typing import TYPE_CHECKING, Callable, Protocol, cast, override +from mlx_lm.models.cache import KVCache from mlx_lm.models.deepseek_v3 import DeepseekV3MLP from mlx_lm.models.deepseek_v3 import Model as DeepseekV3Model from mlx_lm.models.llama import Model as LlamaModel @@ -12,8 +14,6 @@ import mlx.core as mx import mlx.nn as nn from exo.shared.types.worker.shards import ( PipelineShardMetadata, - ShardMetadata, - TensorShardMetadata, ) from mlx.nn.layers.distributed import ( shard_inplace, @@ -58,12 +58,10 @@ class PipelineFirstLayer(CustomMlxLayer): self, original_layer: _LayerCallable, r: int, - s: int, - group: mx.distributed.Group | None = None, + group: mx.distributed.Group, ): super().__init__(original_layer) self.r: int = r - self.s: int = s self.group = group @override @@ -79,177 +77,167 @@ class PipelineLastLayer(CustomMlxLayer): original_layer: _LayerCallable, r: int, s: int, - group: mx.distributed.Group | None = None, + group: mx.distributed.Group, ): super().__init__(original_layer) self.r: int = r self.s: int = s self.group = group + self.original_layer_signature = signature(self.original_layer.__call__) @override def __call__( - self, x: mx.array, *args: object, cache: object = None, **kwargs: object + self, x: mx.array, *args: object, **kwargs: object ) -> mx.array: + + cache = self.original_layer_signature.bind_partial(x, *args, **kwargs).arguments.get("cache", None) + + assert cache is None or isinstance(cache, KVCache) + output: mx.array = self.original_layer(x, *args, **kwargs) + if self.r != self.s - 1: output = mx.distributed.send( output, (self.r + 1) % self.s, group=self.group ) if ( - cache is not None - and hasattr(cache, "keys") - and getattr(cache, "keys", None) is not None - ): - cache.keys = mx.depends(cache.keys, output) # type: ignore[reportUnknownMemberType] + cache is not None + and hasattr(cache, "keys") + and getattr(cache, "keys", None) is not None + ): + # This change happened upstream - check out mlx github somewhere?? + cache.keys = mx.depends(cache.keys, output) # type: ignore[reportUnknownMemberType] output = mx.distributed.all_gather(output, group=self.group)[-output.shape[0] :] return output -class ParallelisationShardStrategy(Protocol): - def auto_parallel( - self, model: nn.Module, model_shard_meta: ShardMetadata - ) -> nn.Module: ... +def _set_layers(model: nn.Module, layers: list[_LayerCallable]) -> None: + inner_model_instance = _inner_model(model) + if hasattr(inner_model_instance, "layers"): + inner_model_instance.layers = layers + + # Update DeepSeek V3 specific parameters when layers are shrunk + if isinstance(model, DeepseekV3Model) and hasattr( + inner_model_instance, "num_layers" + ): + inner_model_instance.start_idx = 0 + inner_model_instance.end_idx = len(layers) + inner_model_instance.num_layers = len(layers) + elif hasattr(inner_model_instance, "h"): + inner_model_instance.h = layers + else: + raise ValueError("Model must have either a 'layers' or 'h' attribute") -class PipelineParallelisationStrategy(ParallelisationShardStrategy): - def __init__(self, group: mx.distributed.Group): - self.group = group +def pipeline_auto_parallel( + model: nn.Module, + group: mx.distributed.Group, + model_shard_meta: PipelineShardMetadata, +) -> nn.Module: + """ + Automatically parallelize a model across multiple devices. + Args: + model: The model to parallelize (must have a 'layers' or 'h' property) + model_shard_meta: The metadata for the model shard + Returns: + The parallelized model + """ + inner_model_instance: nn.Module = _inner_model(model) - def auto_parallel( - self, model: nn.Module, model_shard_meta: ShardMetadata - ) -> nn.Module: - """ - Automatically parallelize a model across multiple devices. - Args: - model: The model to parallelize (must have a 'layers' or 'h' property) - model_shard_meta: The metadata for the model shard - Returns: - The parallelized model - """ - assert isinstance(model_shard_meta, PipelineShardMetadata) + # Handle both model.layers and model.h cases + layers: list[_LayerCallable] + if hasattr(inner_model_instance, "layers"): + layers = cast(list[_LayerCallable], inner_model_instance.layers) + elif hasattr(inner_model_instance, "h"): + layers = cast(list[_LayerCallable], inner_model_instance.h) + else: + raise ValueError("Model must have either a 'layers' or 'h' attribute") - inner_model_instance: nn.Module = PipelineParallelisationStrategy._inner_model( - model + layers = layers[model_shard_meta.start_layer : model_shard_meta.end_layer] + layers[0] = PipelineFirstLayer(layers[0], model_shard_meta.device_rank, group=group) + layers[-1] = PipelineLastLayer( + layers[-1], + model_shard_meta.device_rank, + model_shard_meta.world_size, + group=group, + ) + + _set_layers(model, layers) + + assert isinstance(layers, list), ( + "Expected a list of layers after auto-parallel initialisation" + ) + + return model + + +def _inner_model(model: nn.Module) -> nn.Module: + inner = getattr(model, "model", None) + if isinstance(inner, nn.Module): + return inner + + inner = getattr(model, "transformer", None) + if isinstance(inner, nn.Module): + return inner + + raise ValueError("Model must either have a 'model' or 'transformer' attribute") + + +def tensor_auto_parallel( + model: nn.Module, + group: mx.distributed.Group, +) -> nn.Module: + all_to_sharded_linear = partial( + shard_linear, + sharding="all-to-sharded", + group=group, + ) + sharded_to_all_linear = partial( + shard_linear, + sharding="sharded-to-all", + group=group, + ) + + all_to_sharded_linear_in_place = partial( + shard_inplace, + sharding="all-to-sharded", + group=group, + ) + sharded_to_all_linear_in_place = partial( + shard_inplace, + sharding="sharded-to-all", + group=group, + ) + + if isinstance(model, LlamaModel): + tensor_parallel_sharding_strategy = LlamaShardingStrategy( + group, + all_to_sharded_linear, + sharded_to_all_linear, + all_to_sharded_linear_in_place, + sharded_to_all_linear_in_place, ) - - # Handle both model.layers and model.h cases - layers: list[_LayerCallable] - if hasattr(inner_model_instance, "layers"): - layers = cast(list[_LayerCallable], inner_model_instance.layers) - elif hasattr(inner_model_instance, "h"): - layers = cast(list[_LayerCallable], inner_model_instance.h) - else: - raise ValueError("Model must have either a 'layers' or 'h' attribute") - - layers = layers[model_shard_meta.start_layer : model_shard_meta.end_layer] - layers[0] = PipelineFirstLayer( - layers[0], - model_shard_meta.device_rank, - model_shard_meta.world_size, - group=self.group, + elif isinstance(model, DeepseekV3Model): + tensor_parallel_sharding_strategy = DeepSeekShardingStrategy( + group, + all_to_sharded_linear, + sharded_to_all_linear, + all_to_sharded_linear_in_place, + sharded_to_all_linear_in_place, ) - layers[-1] = PipelineLastLayer( - layers[-1], - model_shard_meta.device_rank, - model_shard_meta.world_size, - group=self.group, + elif isinstance(model, Qwen3MoeModel): + tensor_parallel_sharding_strategy = QwenShardingStrategy( + group, + all_to_sharded_linear, + sharded_to_all_linear, + all_to_sharded_linear_in_place, + sharded_to_all_linear_in_place, ) + else: + raise ValueError(f"Unsupported model type: {type(model)}") - PipelineParallelisationStrategy._set_layers(model, layers) - - return model - - @staticmethod - def _inner_model(model: nn.Module) -> nn.Module: - inner = getattr(model, "model", None) - if isinstance(inner, nn.Module): - return inner - - inner = getattr(model, "transformer", None) - if isinstance(inner, nn.Module): - return inner - - raise ValueError("Model must either have a 'model' or 'transformer' attribute") - - @staticmethod - def _set_layers(model: nn.Module, layers: list[_LayerCallable]) -> None: - inner_model_instance = PipelineParallelisationStrategy._inner_model(model) - if hasattr(inner_model_instance, "layers"): - inner_model_instance.layers = layers - - # Update DeepSeek V3 specific parameters when layers are shrunk - if isinstance(model, DeepseekV3Model) and hasattr( - inner_model_instance, "num_layers" - ): - inner_model_instance.start_idx = 0 - inner_model_instance.end_idx = len(layers) - inner_model_instance.num_layers = len(layers) - elif hasattr(inner_model_instance, "h"): - inner_model_instance.h = layers - else: - raise ValueError("Model must have either a 'layers' or 'h' attribute") - - -class TensorParallelisationStrategy(ParallelisationShardStrategy): - def __init__(self, group: mx.distributed.Group): - self.group = group - - def auto_parallel( - self, model: nn.Module, model_shard_meta: ShardMetadata - ) -> nn.Module: - assert isinstance(model_shard_meta, TensorShardMetadata) - - all_to_sharded_linear = partial( - shard_linear, - sharding="all-to-sharded", - group=self.group, - ) - sharded_to_all_linear = partial( - shard_linear, - sharding="sharded-to-all", - group=self.group, - ) - - all_to_sharded_linear_in_place = partial( - shard_inplace, - sharding="all-to-sharded", - group=self.group, - ) - sharded_to_all_linear_in_place = partial( - shard_inplace, - sharding="sharded-to-all", - group=self.group, - ) - - if isinstance(model, LlamaModel): - tensor_parallel_sharding_strategy = LlamaShardingStrategy( - self.group, - all_to_sharded_linear, - sharded_to_all_linear, - all_to_sharded_linear_in_place, - sharded_to_all_linear_in_place, - ) - elif isinstance(model, DeepseekV3Model): - tensor_parallel_sharding_strategy = DeepSeekShardingStrategy( - self.group, - all_to_sharded_linear, - sharded_to_all_linear, - all_to_sharded_linear_in_place, - sharded_to_all_linear_in_place, - ) - elif isinstance(model, Qwen3MoeModel): - tensor_parallel_sharding_strategy = QwenShardingStrategy( - self.group, - all_to_sharded_linear, - sharded_to_all_linear, - all_to_sharded_linear_in_place, - sharded_to_all_linear_in_place, - ) - else: - raise ValueError(f"Unsupported model type: {type(model)}") - - return tensor_parallel_sharding_strategy.shard_model(model) + return tensor_parallel_sharding_strategy.shard_model(model) class TensorParallelShardingStrategy(ABC): diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index 9dfc5df5..e8e6391b 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -1,12 +1,10 @@ -import asyncio -import concurrent.futures import os import resource -from asyncio import AbstractEventLoop from typing import Any, Callable, cast from mlx_lm.models.cache import KVCache from mlx_lm.sample_utils import make_sampler +from mlx_lm.tokenizer_utils import TokenizerWrapper from exo.worker.runner.utils import get_weights_size @@ -15,22 +13,30 @@ try: except ImportError: from mlx_lm.tokenizer_utils import load as load_tokenizer # type: ignore from mlx_lm.utils import load_model -from mlx.utils import tree_reduce from pydantic import RootModel import mlx.core as mx import mlx.nn as nn -from exo.engines.mlx import Model, TokenizerWrapper +from exo.engines.mlx import Model from exo.engines.mlx.auto_parallel import ( - PipelineParallelisationStrategy, - TensorParallelisationStrategy, + pipeline_auto_parallel, + tensor_auto_parallel, ) from exo.shared.types.memory import Memory from exo.shared.types.common import Host from exo.shared.types.tasks import ChatCompletionTaskParams -from exo.shared.types.worker.communication import runner_print -from exo.shared.types.worker.shards import ShardMetadata +from exo.shared.types.worker.instances import ( + BoundInstance, + MlxIbvInstance, + MlxRingInstance, +) +from exo.shared.types.worker.shards import ( + PipelineShardMetadata, + ShardMetadata, + TensorShardMetadata, +) from exo.worker.download.download_utils import build_model_path +from exo.worker.runner.bootstrap import logger # Needed for 8 bit model resource.setrlimit(resource.RLIMIT_NOFILE, (2048, 4096)) @@ -70,11 +76,7 @@ class HostList(RootModel[list[str]]): def mlx_distributed_init( - rank: int, - hosts: list[Host] | None = None, - mlx_ibv_devices: list[list[str | None]] | None = None, - mlx_ibv_coordinator: str | None = None, - strict: bool = True, + bound_instance: BoundInstance, ) -> mx.distributed.Group: """ Initialize the MLX distributed (runs in thread pool). @@ -85,117 +87,100 @@ def mlx_distributed_init( - mlx_ibv_coordinator: coordinator address (IP:PORT) for RDMA setup - strict: if True, raise an error if the distributed backend is not available """ - runner_print(f"Starting initialization for rank {rank}. Strict: {strict}") + rank = bound_instance.bound_shard().device_rank + logger.info(f"Starting initialization for rank {rank}") - if mlx_ibv_devices is not None and mlx_ibv_devices != []: - assert mlx_ibv_coordinator is not None, ( - "To use ibv backend must set ibv coordinator" - ) - import json + # TODO: singleton instances + match bound_instance.instance: + case MlxRingInstance(hosts=hosts): + hostfile = f"./hosts_{rank}.json" + hosts_json = HostList.from_hosts(hosts).model_dump_json() - # Use RDMA connectivity matrix - devices_file = f"./hosts_{rank}.json" - ibv_devices_json = json.dumps(mlx_ibv_devices) - runner_print(f"rank {rank} MLX_IBV_DEVICES: {ibv_devices_json}") - runner_print(f"rank {rank} MLX_IBV_COORDINATOR: {mlx_ibv_coordinator}") + with open(hostfile, "w") as f: + _ = f.write(hosts_json) - with open(devices_file, "w") as f: - _ = f.write(ibv_devices_json) + logger.info(f"rank {rank} hostfile: {hostfile} hosts: {hosts_json}") - os.environ["MLX_IBV_DEVICES"] = devices_file - os.environ["MLX_RANK"] = str(rank) - os.environ["MLX_IBV_COORDINATOR"] = mlx_ibv_coordinator - elif hosts is not None and hosts != []: - # Traditional host-based connectivity - hostfile = f"./hosts_{rank}.json" - hosts_json = HostList.from_hosts(hosts).model_dump_json() + os.environ["MLX_HOSTFILE"] = hostfile + os.environ["MLX_RANK"] = str(rank) + os.environ["MLX_RING_VERBOSE"] = "1" + group = mx.distributed.init(backend="ring", strict=True) - runner_print(f"rank {rank} hostfile: {hostfile} hosts: {hosts_json}") + case MlxIbvInstance(ibv_devices=ibv_devices, ibv_coordinator=ibv_coordinator): + import json - with open(hostfile, "w") as f: - _ = f.write(hosts_json) + # Use RDMA connectivity matrix + devices_file = f"./hosts_{rank}.json" + ibv_devices_json = json.dumps(ibv_devices) - os.environ["MLX_HOSTFILE"] = hostfile - os.environ["MLX_RANK"] = str(rank) - os.environ["MLX_RING_VERBOSE"] = "1" - else: - runner_print("No distributed setup, using single device mode") + with open(devices_file, "w") as f: + _ = f.write(ibv_devices_json) - group = mx.distributed.init( - backend="ring" if hosts is not None else "ibv", - strict=strict, - ) - runner_print(f"Rank {rank} mlx distributed initialization complete") + logger.info(f"rank {rank} MLX_IBV_DEVICES: {ibv_devices_json}") + logger.info(f"rank {rank} MLX_IBV_COORDINATOR: {ibv_coordinator}") + os.environ["MLX_IBV_DEVICES"] = devices_file + os.environ["MLX_RANK"] = str(rank) + os.environ["MLX_IBV_COORDINATOR"] = ibv_coordinator + group = mx.distributed.init(backend="ibv", strict=True) + + logger.info(f"Rank {rank} mlx distributed initialization complete") return group def initialize_mlx( - model_shard_meta: ShardMetadata, - hosts: list[Host] | None = None, - mlx_ibv_devices: list[list[str | None]] | None = None, - mlx_ibv_coordinator: str | None = None, -) -> tuple[ - Model, TokenizerWrapper, Callable[[mx.array], mx.array], mx.distributed.Group -]: + bound_instance: BoundInstance, +) -> tuple[Model, TokenizerWrapper, Callable[[mx.array], mx.array]]: """ Initialize the MLX model, tokenizer, and sampler. Runs in the MLX thread. - - Either hosts or mlx_ibv_devices must be provided for distributed setups: - - hosts: traditional host-based connectivity - - mlx_ibv_devices: RDMA connectivity matrix """ mx.random.seed(42) - group = mlx_distributed_init( - model_shard_meta.device_rank, - hosts=hosts, - mlx_ibv_devices=mlx_ibv_devices, - mlx_ibv_coordinator=mlx_ibv_coordinator, - strict=(hosts is not None and len(hosts) > 1) - or (mlx_ibv_devices is not None and len(mlx_ibv_devices) > 1), - ) - set_wired_limit_for_model(get_weights_size(model_shard_meta)) + set_wired_limit_for_model(get_weights_size(bound_instance.bound_shard())) sampler: Callable[[mx.array], mx.array] = make_sampler(temp=0.7) + logger.info("Created a sampler") - model, tokenizer = shard_and_load(model_shard_meta, group=group) - model = cast(Model, model) + if len(bound_instance.instance.shard_assignments.node_to_runner) <= 1: + logger.info(f"Single device used for {bound_instance.instance}") + model_path = build_model_path(bound_instance.bound_shard().model_meta.model_id) + model, _ = load_model(model_path, strict=True) + # TODO: we should really make this opt-in, but Kimi requires trust_remote_code=True + tokenizer = cast(TokenizerWrapper, load_tokenizer(model_path, tokenizer_config_extra={"trust_remote_code": True})) + assert isinstance(tokenizer, TokenizerWrapper) - return model, tokenizer, sampler, group + else: + logger.info("Starting distributed init") + group = mlx_distributed_init(bound_instance) + model, tokenizer = shard_and_load(bound_instance.bound_shard(), group=group) + + set_wired_limit_for_model(get_weights_size(bound_instance.bound_shard())) + + return cast(Model, model), tokenizer, sampler def shard_and_load( - model_shard_meta: ShardMetadata, + shard_metadata: ShardMetadata, group: mx.distributed.Group, ) -> tuple[nn.Module, TokenizerWrapper]: - model_path = build_model_path(model_shard_meta.model_meta.model_id) - - runner_print( - f"loading model from {model_path} with strategy {model_shard_meta.strategy}" - ) + model_path = build_model_path(shard_metadata.model_meta.model_id) model, config = load_model(model_path, lazy=True, strict=False) - runner_print(f"{config=}") + logger.info(f"{config=}") assert isinstance(model, nn.Module) - tokenizer = cast(TokenizerWrapper, load_tokenizer(model_path)) + # TODO: we should really make this opt-in, but Kimi requires trust_remote_code=True + tokenizer = cast(TokenizerWrapper, load_tokenizer(model_path, tokenizer_config_extra={"trust_remote_code": True})) - runner_print(f"Group size: {group.size()}, group rank: {group.rank()}") + logger.info(f"Group size: {group.size()}, group rank: {group.rank()}") - match model_shard_meta.strategy: - case "auto": - strategy = PipelineParallelisationStrategy(group) - case "pipeline": - strategy = PipelineParallelisationStrategy(group) - case "pipeline_rdma": - strategy = PipelineParallelisationStrategy(group) - case "tensor": - strategy = TensorParallelisationStrategy(group) - case "tensor_rdma": - strategy = TensorParallelisationStrategy(group) - - model = strategy.auto_parallel(model, model_shard_meta) + match shard_metadata: + case TensorShardMetadata(): + logger.info(f"loading model from {model_path} with tensor parallelism") + model = tensor_auto_parallel(model, group) + case PipelineShardMetadata(): + logger.info(f"loading model from {model_path} with pipeline parallelism") + model = pipeline_auto_parallel(model, group, shard_metadata) mx.eval(model.parameters()) mx.eval(model) @@ -206,13 +191,10 @@ def shard_and_load( return model, tokenizer -async def apply_chat_template( - mlx_executor: concurrent.futures.ThreadPoolExecutor, +def apply_chat_template( tokenizer: TokenizerWrapper, chat_task_data: ChatCompletionTaskParams, ) -> str: - loop: AbstractEventLoop = asyncio.get_running_loop() - # Now we can properly access the messages messages = chat_task_data.messages messages_dicts: list[dict[str, Any]] = [msg.model_dump() for msg in messages] @@ -237,16 +219,13 @@ async def apply_chat_template( messages_dicts = formatted_messages - prompt: str = await loop.run_in_executor( - executor=mlx_executor, - func=lambda: tokenizer.apply_chat_template( - messages_dicts, - tokenize=False, - add_generation_prompt=True, - ), + prompt: str = tokenizer.apply_chat_template( # type: ignore + messages_dicts, + tokenize=False, + add_generation_prompt=True, ) - return prompt + return prompt # type: ignore class NullKVCache(KVCache): @@ -272,7 +251,7 @@ class NullKVCache(KVCache): raise NotImplementedError("We should not be setting a NullKVCache.") -async def make_kv_cache( +def make_kv_cache( model: Model, max_kv_size: int | None = None, ) -> list[KVCache]: @@ -311,8 +290,8 @@ def set_wired_limit_for_model(model_size: Memory): if model_bytes > 0.9 * max_rec_size: model_mb = model_bytes // 2**20 max_rec_mb = max_rec_size // 2**20 - runner_print( - f"[WARNING] Generating with a model that requires {model_mb} MB " + logger.warning( + f"Generating with a model that requires {model_mb} MB " f"which is close to the maximum recommended size of {max_rec_mb} " "MB. This can be slow. See the documentation for possible work-arounds: " "https://github.com/ml-explore/mlx-lm/tree/main#large-models" @@ -322,4 +301,6 @@ def set_wired_limit_for_model(model_size: Memory): target_cache = min(target_cache, max_rec_size) mx.set_cache_limit(target_cache) mx.set_wired_limit(max_rec_size) - runner_print(f"Wired limit set to {max_rec_size}. Cache limit set to {target_cache}.") + logger.info( + f"Wired limit set to {max_rec_size}. Cache limit set to {target_cache}." + ) diff --git a/src/exo/main.py b/src/exo/main.py index f1496f08..28530879 100644 --- a/src/exo/main.py +++ b/src/exo/main.py @@ -1,4 +1,5 @@ import argparse +import multiprocessing as mp from dataclasses import dataclass from typing import Self @@ -15,6 +16,7 @@ from exo.shared.constants import EXO_LOG from exo.shared.election import Election, ElectionResult from exo.shared.logging import logger_cleanup, logger_setup from exo.shared.types.common import NodeId, SessionId +from exo.shared.types.commands import KillCommand from exo.utils.channels import Receiver, channel from exo.utils.pydantic_ext import CamelCaseModel from exo.worker.download.impl_shard_downloader import exo_shard_downloader @@ -108,6 +110,17 @@ class Node: if self.api: tg.start_soon(self.api.run) tg.start_soon(self._elect_loop) + tg.start_soon(self._listen_for_kill_command) + + async def _listen_for_kill_command(self): + assert self._tg + with self.router.receiver(topics.COMMANDS) as commands: + async for command in commands: + match command.command: + case KillCommand(): + self._tg.cancel_scope.cancel() + case _: + pass async def _elect_loop(self): assert self._tg @@ -185,6 +198,7 @@ class Node: def main(): args = Args.parse() + mp.set_start_method("spawn") # TODO: Refactor the current verbosity system logger_setup(EXO_LOG, args.verbosity) logger.info("Starting EXO") diff --git a/src/exo/master/api.py b/src/exo/master/api.py index a3a3e1fb..b52dbe29 100644 --- a/src/exo/master/api.py +++ b/src/exo/master/api.py @@ -35,23 +35,25 @@ from exo.shared.types.commands import ( CreateInstance, DeleteInstance, ForwarderCommand, - # TODO: SpinUpInstance + KillCommand, TaskFinished, ) from exo.shared.types.common import CommandId, NodeId, SessionId from exo.shared.types.events import ChunkGenerated, Event, ForwarderEvent, IndexedEvent +from exo.shared.types.memory import Memory from exo.shared.types.models import ModelMetadata from exo.shared.types.state import State from exo.shared.types.tasks import ChatCompletionTaskParams -from exo.shared.types.worker.common import InstanceId -from exo.shared.types.worker.instances import Instance +from exo.shared.types.worker.instances import Instance, InstanceId from exo.utils.channels import Receiver, Sender from exo.utils.event_buffer import OrderedBuffer -def chunk_to_response(chunk: TokenChunk) -> ChatCompletionResponse: +def chunk_to_response( + chunk: TokenChunk, command_id: CommandId +) -> ChatCompletionResponse: return ChatCompletionResponse( - id=chunk.command_id, + id=command_id, created=int(time.time()), model=chunk.model, choices=[ @@ -117,9 +119,7 @@ class API: name="dashboard", ) - self._chat_completion_queues: dict[ - CommandId, asyncio.Queue[ChunkGenerated] - ] = {} + self._chat_completion_queues: dict[CommandId, asyncio.Queue[TokenChunk]] = {} self._tg: TaskGroup | None = None def reset(self, new_session_id: SessionId, result_clock: int): @@ -152,23 +152,29 @@ class API: self.app.get("/v1/models")(self.get_models) self.app.post("/v1/chat/completions")(self.chat_completions) self.app.get("/state")(lambda: self.state) + self.app.delete("/kill")(self.kill_exo) + + async def kill_exo(self): + await self._send(KillCommand()) async def create_instance( self, payload: CreateInstanceTaskParams ) -> CreateInstanceResponse: model_meta = await resolve_model_meta(payload.model_id) - strategy = payload.strategy - required_memory_bytes = model_meta.storage_size.in_kb - available_memory_bytes = self._calculate_total_available_memory() + required_memory = model_meta.storage_size + available_memory = self._calculate_total_available_memory() - if required_memory_bytes > available_memory_bytes: + if required_memory > available_memory: raise HTTPException( status_code=400, - detail=f"Insufficient memory to create instance. Required: {required_memory_bytes // (1024**3):.1f}GB, Available: {available_memory_bytes // (1024**3):.1f}GB", + detail=f"Insufficient memory to create instance. Required: {required_memory.in_gb:.1f}GB, Available: {available_memory.in_gb:.1f}GB", ) command = CreateInstance( - command_id=CommandId(), model_meta=model_meta, strategy=strategy + command_id=CommandId(), + model_meta=model_meta, + instance_meta=payload.instance_meta, + sharding=payload.sharding, ) await self._send(command) @@ -211,15 +217,16 @@ class API: chunk = await asyncio.wait_for( self._chat_completion_queues[command_id].get(), timeout=60 ) - if chunk.command_id == command_id: - assert isinstance(chunk.chunk, TokenChunk) - chunk_response: ChatCompletionResponse = chunk_to_response(chunk.chunk) - logger.debug(f"chunk_response: {chunk_response}") - yield f"data: {chunk_response.model_dump_json()}\n\n" + assert isinstance(chunk, TokenChunk) + chunk_response: ChatCompletionResponse = chunk_to_response( + chunk, command_id + ) + logger.debug(f"chunk_response: {chunk_response}") + yield f"data: {chunk_response.model_dump_json()}\n\n" - if chunk.chunk.finish_reason is not None: - yield "data: [DONE]\n\n" - finished = True + if chunk.finish_reason is not None: + yield "data: [DONE]\n\n" + finished = True command = TaskFinished(finished_command_id=command_id) await self._send(command) @@ -281,13 +288,13 @@ class API: media_type="text/event-stream", ) - def _calculate_total_available_memory(self) -> int: + def _calculate_total_available_memory(self) -> Memory: """Calculate total available memory across all nodes in bytes.""" - total_available = 0 + total_available = Memory() for node in self.state.topology.list_nodes(): if node.node_profile is not None: - total_available += node.node_profile.memory.ram_available.in_bytes + total_available += node.node_profile.memory.ram_available return total_available @@ -323,15 +330,18 @@ class API: async def _apply_state(self): with self.global_event_receiver as events: - async for event in events: - self.event_buffer.ingest(event.origin_idx, event.event) + async for f_event in events: + self.event_buffer.ingest(f_event.origin_idx, f_event.event) for idx, event in self.event_buffer.drain_indexed(): self.state = apply(self.state, IndexedEvent(event=event, idx=idx)) if ( isinstance(event, ChunkGenerated) and event.command_id in self._chat_completion_queues ): - self._chat_completion_queues[event.command_id].put_nowait(event) + assert isinstance(event.chunk, TokenChunk) + self._chat_completion_queues[event.command_id].put_nowait( + event.chunk + ) async def _pause_on_new_election(self): with self.election_receiver as ems: diff --git a/src/exo/master/main.py b/src/exo/master/main.py index 60285001..7badeeca 100644 --- a/src/exo/master/main.py +++ b/src/exo/master/main.py @@ -31,8 +31,14 @@ from exo.shared.types.events import ( TopologyEdgeDeleted, ) from exo.shared.types.state import State -from exo.shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus -from exo.shared.types.worker.common import InstanceId +from exo.shared.types.tasks import ( + ChatCompletion as ChatCompletionTask, +) +from exo.shared.types.tasks import ( + TaskId, + TaskStatus, +) +from exo.shared.types.worker.instances import InstanceId from exo.utils.channels import Receiver, Sender, channel from exo.utils.event_buffer import MultiSourceBuffer diff --git a/src/exo/master/placement.py b/src/exo/master/placement.py index 4a39ef5a..fb49666f 100644 --- a/src/exo/master/placement.py +++ b/src/exo/master/placement.py @@ -20,8 +20,13 @@ from exo.shared.types.common import Host from exo.shared.types.events import Event, InstanceCreated, InstanceDeleted from exo.shared.types.memory import Memory from exo.shared.types.topology import NodeInfo -from exo.shared.types.worker.common import InstanceId -from exo.shared.types.worker.instances import Instance, InstanceStatus +from exo.shared.types.worker.instances import ( + Instance, + InstanceId, + InstanceMeta, + MlxIbvInstance, + MlxRingInstance, +) def random_ephemeral_port() -> int: @@ -50,7 +55,6 @@ def get_instance_placements_after_create( raise ValueError("No cycles found with sufficient memory") smallest_cycles = get_smallest_cycles(cycles_with_sufficient_memory) - selected_cycle = None smallest_tb_cycles = [ cycle @@ -82,7 +86,7 @@ def get_instance_placements_after_create( ) shard_assignments = get_shard_assignments( - command.model_meta, selected_cycle, command.strategy + command.model_meta, selected_cycle, command.sharding ) cycle_digraph: Topology = topology.get_subgraph_from_nodes(selected_cycle) @@ -90,36 +94,36 @@ def get_instance_placements_after_create( instance_id = InstanceId() target_instances = dict(deepcopy(current_instances)) - if command.strategy in ("tensor_rdma", "pipeline_rdma"): - mlx_ibv_devices = get_mlx_ibv_devices_matrix( - selected_cycle, - cycle_digraph, - ) - mlx_ibv_coordinator = get_mlx_ibv_coordinator( - selected_cycle, - coordinator_port=random_ephemeral_port(), - ) - target_instances[instance_id] = Instance( - instance_id=instance_id, - instance_type=InstanceStatus.Active, - shard_assignments=shard_assignments, - mlx_ibv_devices=mlx_ibv_devices, - mlx_ibv_coordinator=mlx_ibv_coordinator, - ) - else: - hosts: list[Host] = get_hosts_from_subgraph(cycle_digraph) - target_instances[instance_id] = Instance( - instance_id=instance_id, - instance_type=InstanceStatus.Active, - shard_assignments=shard_assignments, - hosts=[ - Host( - ip=host.ip, - port=random_ephemeral_port(), - ) - for host in hosts - ], - ) + # TODO: Single node instances + match command.instance_meta: + case InstanceMeta.MlxIbv: + mlx_ibv_devices = get_mlx_ibv_devices_matrix( + selected_cycle, + cycle_digraph, + ) + mlx_ibv_coordinator = get_mlx_ibv_coordinator( + selected_cycle, + coordinator_port=random_ephemeral_port(), + ) + target_instances[instance_id] = MlxIbvInstance( + instance_id=instance_id, + shard_assignments=shard_assignments, + ibv_devices=mlx_ibv_devices, + ibv_coordinator=mlx_ibv_coordinator, + ) + case InstanceMeta.MlxRing: + hosts: list[Host] = get_hosts_from_subgraph(cycle_digraph) + target_instances[instance_id] = MlxRingInstance( + instance_id=instance_id, + shard_assignments=shard_assignments, + hosts=[ + Host( + ip=host.ip, + port=random_ephemeral_port(), + ) + for host in hosts + ], + ) return target_instances diff --git a/src/exo/master/placement_utils.py b/src/exo/master/placement_utils.py index bd0a9073..1a4e7011 100644 --- a/src/exo/master/placement_utils.py +++ b/src/exo/master/placement_utils.py @@ -10,11 +10,10 @@ from exo.shared.types.memory import Memory from exo.shared.types.models import ModelMetadata from exo.shared.types.profiling import NodePerformanceProfile from exo.shared.types.topology import NodeInfo -from exo.shared.types.worker.common import RunnerId -from exo.shared.types.worker.parallelisation_strategy import ParallelisationStrategyType -from exo.shared.types.worker.runners import ShardAssignments +from exo.shared.types.worker.runners import RunnerId, ShardAssignments from exo.shared.types.worker.shards import ( PipelineShardMetadata, + Sharding, ShardMetadata, TensorShardMetadata, ) @@ -53,7 +52,6 @@ def get_smallest_cycles(cycles: list[list[NodeInfo]]) -> list[list[NodeInfo]]: def get_shard_assignments_for_pipeline_parallel( model_meta: ModelMetadata, selected_cycle: list[NodeInfo], - parallelisation_strategy: ParallelisationStrategyType, ): if not narrow_all_nodes(selected_cycle): raise ValueError("All nodes must have profiles to create shard assignments") @@ -90,7 +88,6 @@ def get_shard_assignments_for_pipeline_parallel( start_layer=layers_assigned, end_layer=layers_assigned + node_layers, n_layers=total_layers, - strategy=parallelisation_strategy, ) runner_to_shard[runner_id] = shard @@ -109,7 +106,6 @@ def get_shard_assignments_for_pipeline_parallel( def get_shard_assignments_for_tensor_parallel( model_meta: ModelMetadata, selected_cycle: list[NodeInfo], - parallelisation_strategy: ParallelisationStrategyType, ): if not narrow_all_nodes(selected_cycle): raise ValueError("All nodes must have profiles to create shard assignments") @@ -127,7 +123,6 @@ def get_shard_assignments_for_tensor_parallel( start_layer=0, end_layer=total_layers, n_layers=total_layers, - strategy=parallelisation_strategy, ) runner_id = RunnerId() @@ -147,38 +142,18 @@ def get_shard_assignments_for_tensor_parallel( def get_shard_assignments( model_meta: ModelMetadata, selected_cycle: list[NodeInfo], - parallelisation_strategy: ParallelisationStrategyType, + sharding: Sharding, ) -> ShardAssignments: - match parallelisation_strategy: - case "auto": + match sharding: + case Sharding.Pipeline: return get_shard_assignments_for_pipeline_parallel( model_meta=model_meta, selected_cycle=selected_cycle, - parallelisation_strategy=parallelisation_strategy, ) - case "pipeline": - return get_shard_assignments_for_pipeline_parallel( - model_meta=model_meta, - selected_cycle=selected_cycle, - parallelisation_strategy=parallelisation_strategy, - ) - case "pipeline_rdma": - return get_shard_assignments_for_pipeline_parallel( - model_meta=model_meta, - selected_cycle=selected_cycle, - parallelisation_strategy=parallelisation_strategy, - ) - case "tensor": + case Sharding.Tensor: return get_shard_assignments_for_tensor_parallel( model_meta=model_meta, selected_cycle=selected_cycle, - parallelisation_strategy=parallelisation_strategy, - ) - case "tensor_rdma": - return get_shard_assignments_for_tensor_parallel( - model_meta=model_meta, - selected_cycle=selected_cycle, - parallelisation_strategy=parallelisation_strategy, ) @@ -300,17 +275,12 @@ def _find_interface_name_for_ip( def get_mlx_ibv_coordinator( selected_cycle: list[NodeInfo], coordinator_port: int, -) -> str | None: +) -> str: """Get the coordinator address for MLX IBV (rank 0 device). Selects a non-thunderbolt IP address from rank 0 node as a heuristic for ethernet accessibility. Returns address in format "X.X.X.X:PORT". """ - - if len(selected_cycle) == 0: - logger.warning("No nodes in selected cycle, cannot determine coordinator") - return None - rank_0_node = selected_cycle[0] logger.info(f"Selecting coordinator from rank 0 node: {rank_0_node.node_id}") assert rank_0_node.node_profile is not None diff --git a/src/exo/shared/apply.py b/src/exo/shared/apply.py index 08150783..b30512af 100644 --- a/src/exo/shared/apply.py +++ b/src/exo/shared/apply.py @@ -1,5 +1,5 @@ import copy -from typing import Mapping +from collections.abc import Mapping, Sequence from loguru import logger @@ -8,44 +8,43 @@ from exo.shared.types.events import ( ChunkGenerated, Event, IndexedEvent, - InstanceActivated, InstanceCreated, - InstanceDeactivated, InstanceDeleted, + NodeDownloadProgress, NodeMemoryMeasured, NodePerformanceMeasured, RunnerDeleted, RunnerStatusUpdated, + TaskAcknowledged, TaskCreated, TaskDeleted, TaskFailed, - TaskStateUpdated, + TaskStatusUpdated, TestEvent, TopologyEdgeCreated, TopologyEdgeDeleted, TopologyNodeCreated, - WorkerStatusUpdated, ) from exo.shared.types.profiling import NodePerformanceProfile, SystemPerformanceProfile from exo.shared.types.state import State from exo.shared.types.tasks import Task, TaskId, TaskStatus from exo.shared.types.topology import NodeInfo -from exo.shared.types.worker.common import RunnerId, WorkerStatus -from exo.shared.types.worker.instances import Instance, InstanceId, InstanceStatus -from exo.shared.types.worker.runners import RunnerStatus +from exo.shared.types.worker.instances import Instance, InstanceId +from exo.shared.types.worker.downloads import DownloadProgress +from exo.shared.types.worker.runners import RunnerId, RunnerStatus def event_apply(event: Event, state: State) -> State: """Apply an event to state.""" match event: - case TestEvent() | ChunkGenerated(): + case ( + TestEvent() | ChunkGenerated() | TaskAcknowledged() + ): # TaskAcknowledged should never be sent by a worker but i dont mind if it just gets ignored return state - case InstanceActivated(): - return apply_instance_activated(event, state) + case NodeDownloadProgress(): + return apply_node_download_progress(event, state) case InstanceCreated(): return apply_instance_created(event, state) - case InstanceDeactivated(): - return apply_instance_deactivated(event, state) case InstanceDeleted(): return apply_instance_deleted(event, state) case NodePerformanceMeasured(): @@ -62,10 +61,8 @@ def event_apply(event: Event, state: State) -> State: return apply_task_deleted(event, state) case TaskFailed(): return apply_task_failed(event, state) - case TaskStateUpdated(): - return apply_task_state_updated(event, state) - case WorkerStatusUpdated(): - return apply_worker_status_updated(event, state) + case TaskStatusUpdated(): + return apply_task_status_updated(event, state) case TopologyNodeCreated(): return apply_topology_node_created(event, state) case TopologyEdgeCreated(): @@ -85,6 +82,22 @@ def apply(state: State, event: IndexedEvent) -> State: return new_state.model_copy(update={"last_event_applied_idx": event.idx}) +def apply_node_download_progress(event: NodeDownloadProgress, state: State) -> State: + new_node_downloads: Sequence[DownloadProgress] = [ + event.download_progress + if dp.shard_metadata == event.download_progress.shard_metadata + else dp + for dp in state.downloads.get( + event.download_progress.node_id, [event.download_progress] + ) + ] + new_downloads: Mapping[NodeId, Sequence[DownloadProgress]] = { + **state.downloads, + event.download_progress.node_id: new_node_downloads, + } + return state.model_copy(update={"downloads": new_downloads}) + + def apply_task_created(event: TaskCreated, state: State) -> State: new_tasks: Mapping[TaskId, Task] = {**state.tasks, event.task_id: event.task} return state.model_copy(update={"tasks": new_tasks}) @@ -97,8 +110,9 @@ def apply_task_deleted(event: TaskDeleted, state: State) -> State: return state.model_copy(update={"tasks": new_tasks}) -def apply_task_state_updated(event: TaskStateUpdated, state: State) -> State: +def apply_task_status_updated(event: TaskStatusUpdated, state: State) -> State: if event.task_id not in state.tasks: + # maybe should raise return state update: dict[str, TaskStatus | None] = { @@ -115,6 +129,7 @@ def apply_task_state_updated(event: TaskStateUpdated, state: State) -> State: def apply_task_failed(event: TaskFailed, state: State) -> State: if event.task_id not in state.tasks: + # maybe should raise return state updated_task = state.tasks[event.task_id].model_copy( @@ -133,34 +148,6 @@ def apply_instance_created(event: InstanceCreated, state: State) -> State: return state.model_copy(update={"instances": new_instances}) -def apply_instance_activated(event: InstanceActivated, state: State) -> State: - if event.instance_id not in state.instances: - return state - - updated_instance = state.instances[event.instance_id].model_copy( - update={"instance_type": InstanceStatus.Active} - ) - new_instances: Mapping[InstanceId, Instance] = { - **state.instances, - event.instance_id: updated_instance, - } - return state.model_copy(update={"instances": new_instances}) - - -def apply_instance_deactivated(event: InstanceDeactivated, state: State) -> State: - if event.instance_id not in state.instances: - return state - - updated_instance = state.instances[event.instance_id].model_copy( - update={"instance_type": InstanceStatus.Inactive} - ) - new_instances: Mapping[InstanceId, Instance] = { - **state.instances, - event.instance_id: updated_instance, - } - return state.model_copy(update={"instances": new_instances}) - - def apply_instance_deleted(event: InstanceDeleted, state: State) -> State: new_instances: Mapping[InstanceId, Instance] = { iid: inst for iid, inst in state.instances.items() if iid != event.instance_id @@ -177,6 +164,9 @@ def apply_runner_status_updated(event: RunnerStatusUpdated, state: State) -> Sta def apply_runner_deleted(event: RunnerDeleted, state: State) -> State: + assert event.runner_id in state.runners, ( + "RunnerDeleted before any RunnerStatusUpdated events" + ) new_runners: Mapping[RunnerId, RunnerStatus] = { rid: rs for rid, rs in state.runners.items() if rid != event.runner_id } @@ -245,14 +235,6 @@ def apply_node_memory_measured(event: NodeMemoryMeasured, state: State) -> State ) -def apply_worker_status_updated(event: WorkerStatusUpdated, state: State) -> State: - new_node_status: Mapping[NodeId, WorkerStatus] = { - **state.node_status, - event.node_id: event.node_state, - } - return state.model_copy(update={"node_status": new_node_status}) - - def apply_topology_node_created(event: TopologyNodeCreated, state: State) -> State: topology = copy.copy(state.topology) topology.add_node(NodeInfo(node_id=event.node_id)) diff --git a/src/exo/shared/global_conn.py b/src/exo/shared/global_conn.py deleted file mode 100644 index 01bfc203..00000000 --- a/src/exo/shared/global_conn.py +++ /dev/null @@ -1,67 +0,0 @@ -# src/exo/shared/global_conn.py - -import asyncio -import threading -from multiprocessing.connection import Connection - -from exo.shared.types.worker.commands_runner import ( - RunnerMessage, - RunnerResponse, -) - - -class AsyncConnection[SendT, RecvT]: - """ - Async/sync wrapper around multiprocessing.Connection with thread-safe send. - Use: - - await send(...) from asyncio code - - send_sync(...) from executor/background threads - """ - - def __init__(self, conn: Connection): - self._conn = conn - self._send_lock = threading.Lock() - self._recv_lock = threading.Lock() - - # ---- sending ---- - async def send(self, obj: SendT) -> None: - loop = asyncio.get_running_loop() - await loop.run_in_executor(None, self._send_blocking, obj) - - def send_sync(self, obj: SendT) -> None: - self._send_blocking(obj) - - def _send_blocking(self, obj: SendT) -> None: - # Single critical section for the whole pickle frame - with self._send_lock: - self._conn.send(obj) - - # ---- receiving ---- - async def recv(self) -> RecvT: - loop = asyncio.get_running_loop() - return await loop.run_in_executor(None, self._recv_blocking) - - def _recv_blocking(self) -> RecvT: - # Not strictly needed in your parent, but safe if misused elsewhere - with self._recv_lock: - return self._conn.recv() # type: ignore[no-any-return] - - async def poll(self, timeout: float | None = None) -> bool: - return await asyncio.to_thread(self._conn.poll, timeout) - - def close(self) -> None: - self._conn.close() - - -_conn: AsyncConnection[RunnerResponse, RunnerMessage] | None = None - - -def set_conn(c: AsyncConnection[RunnerResponse, RunnerMessage]) -> None: - global _conn - _conn = c - - -def get_conn() -> AsyncConnection[RunnerResponse, RunnerMessage]: - if _conn is None: - raise RuntimeError("Global conn has not been set yet") - return _conn diff --git a/src/exo/shared/logging.py b/src/exo/shared/logging.py index 60705bf6..66ba1700 100644 --- a/src/exo/shared/logging.py +++ b/src/exo/shared/logging.py @@ -4,11 +4,11 @@ from pathlib import Path from loguru import logger -def logger_setup(log_file: Path, verbosity: int = 0): +def logger_setup(log_file: Path | None, verbosity: int = 0): """Set up logging for this process - formatting, file handles, verbosity and output""" logger.remove() if verbosity == 0: - _ = logger.add( # type: ignore + logger.add( sys.__stderr__, # type: ignore format="[ {time:hh:mm:ss.SSSSA} | {level: <8}] {message}", level="INFO", @@ -16,19 +16,22 @@ def logger_setup(log_file: Path, verbosity: int = 0): enqueue=True, ) else: - _ = logger.add( # type: ignore + logger.add( sys.__stderr__, # type: ignore format="[ {time:HH:mm:ss.SSS} | {level: <8} | {name}:{function}:{line} ] {message}", level="DEBUG", colorize=True, enqueue=True, ) - _ = logger.add( - log_file, - format="[ {time:YYYY-MM-DD HH:mm:ss.SSS} | {level: <8} | {name}:{function}:{line} ] {message}", - level="INFO", - enqueue=True, - ) + if log_file: + logger.add( + log_file, + format="[ {time:YYYY-MM-DD HH:mm:ss.SSS} | {level: <8} | {name}:{function}:{line} ] {message}", + level="INFO", + colorize=False, + enqueue=True, + rotation="1 week", + ) def logger_cleanup(): diff --git a/src/exo/shared/types/api.py b/src/exo/shared/types/api.py index e5437c4e..131fc7e2 100644 --- a/src/exo/shared/types/api.py +++ b/src/exo/shared/types/api.py @@ -6,8 +6,8 @@ from pydantic import BaseModel, Field from exo.shared.openai_compat import FinishReason from exo.shared.types.common import CommandId from exo.shared.types.models import ModelMetadata -from exo.shared.types.worker.instances import InstanceId -from exo.shared.types.worker.parallelisation_strategy import ParallelisationStrategyType +from exo.shared.types.worker.instances import InstanceId, InstanceMeta +from exo.shared.types.worker.shards import Sharding class ModelListModel(BaseModel): @@ -124,7 +124,9 @@ class ChatCompletionTaskParams(BaseModel): class CreateInstanceTaskParams(BaseModel): # TODO: in future the user could specify a specific Instance, not just a model_id model_id: str - strategy: ParallelisationStrategyType = "auto" + sharding: Sharding = Sharding.Pipeline + # TODO: fix + instance_meta: InstanceMeta = InstanceMeta.MlxRing class DeleteInstanceTaskParams(BaseModel): diff --git a/src/exo/shared/types/chunks.py b/src/exo/shared/types/chunks.py index f74c901a..990416c0 100644 --- a/src/exo/shared/types/chunks.py +++ b/src/exo/shared/types/chunks.py @@ -1,7 +1,6 @@ from enum import Enum from exo.shared.openai_compat import FinishReason -from exo.shared.types.common import CommandId from exo.shared.types.models import ModelId from exo.utils.pydantic_ext import TaggedModel @@ -12,7 +11,6 @@ class ChunkType(str, Enum): class BaseChunk(TaggedModel): - command_id: CommandId idx: int model: ModelId diff --git a/src/exo/shared/types/commands.py b/src/exo/shared/types/commands.py index d746cca2..979d42bd 100644 --- a/src/exo/shared/types/commands.py +++ b/src/exo/shared/types/commands.py @@ -3,8 +3,8 @@ from pydantic import Field from exo.shared.types.api import ChatCompletionTaskParams from exo.shared.types.common import CommandId, NodeId from exo.shared.types.models import ModelMetadata -from exo.shared.types.worker.common import InstanceId -from exo.shared.types.worker.parallelisation_strategy import ParallelisationStrategyType +from exo.shared.types.worker.instances import InstanceId, InstanceMeta +from exo.shared.types.worker.shards import Sharding from exo.utils.pydantic_ext import CamelCaseModel, TaggedModel @@ -16,6 +16,8 @@ class BaseCommand(TaggedModel): class TestCommand(BaseCommand): pass +class KillCommand(BaseCommand): + pass class ChatCompletion(BaseCommand): request_params: ChatCompletionTaskParams @@ -23,7 +25,8 @@ class ChatCompletion(BaseCommand): class CreateInstance(BaseCommand): model_meta: ModelMetadata - strategy: ParallelisationStrategyType + sharding: Sharding + instance_meta: InstanceMeta class SpinUpInstance(BaseCommand): @@ -44,6 +47,7 @@ class RequestEventLog(BaseCommand): Command = ( TestCommand + | KillCommand | RequestEventLog | ChatCompletion | CreateInstance diff --git a/src/exo/shared/types/events.py b/src/exo/shared/types/events.py index c0083809..ccc88185 100644 --- a/src/exo/shared/types/events.py +++ b/src/exo/shared/types/events.py @@ -1,15 +1,14 @@ from datetime import datetime -from enum import Enum from pydantic import Field from exo.shared.topology import Connection, NodePerformanceProfile -from exo.shared.types.chunks import CommandId, GenerationChunk -from exo.shared.types.common import Id, NodeId, SessionId +from exo.shared.types.chunks import GenerationChunk +from exo.shared.types.common import CommandId, Id, NodeId, SessionId from exo.shared.types.profiling import MemoryPerformanceProfile from exo.shared.types.tasks import Task, TaskId, TaskStatus -from exo.shared.types.worker.common import InstanceId, WorkerStatus -from exo.shared.types.worker.instances import Instance +from exo.shared.types.worker.downloads import DownloadProgress +from exo.shared.types.worker.instances import Instance, InstanceId from exo.shared.types.worker.runners import RunnerId, RunnerStatus from exo.utils.pydantic_ext import CamelCaseModel, TaggedModel @@ -20,45 +19,6 @@ class EventId(Id): """ -class EventType(str, Enum): - """ - Here are all the unique kinds of events that can be sent over the network. - """ - - # Test Events, strictly for mocks and tests. - TestEvent = "TestEvent" - - # Task Events - TaskCreated = "TaskCreated" - TaskStateUpdated = "TaskStateUpdated" - TaskFailed = "TaskFailed" - TaskDeleted = "TaskDeleted" - - # Streaming Events - ChunkGenerated = "ChunkGenerated" - - # Instance Events - InstanceCreated = "InstanceCreated" - InstanceDeleted = "InstanceDeleted" - InstanceActivated = "InstanceActivated" - InstanceDeactivated = "InstanceDeactivated" - InstanceReplacedAtomically = "InstanceReplacedAtomically" - - # Runner Status Events - RunnerStatusUpdated = "RunnerStatusUpdated" - RunnerDeleted = "RunnerDeleted" - - # Node Performance Events - WorkerStatusUpdated = "WorkerStatusUpdated" - NodePerformanceMeasured = "NodePerformanceMeasured" - NodeMemoryMeasured = "NodeMemoryMeasured" - - # Topology Events - TopologyNodeCreated = "TopologyNodeCreated" - TopologyEdgeCreated = "TopologyEdgeCreated" - TopologyEdgeDeleted = "TopologyEdgeDeleted" - - class BaseEvent(TaggedModel): event_id: EventId = Field(default_factory=EventId) # Internal, for debugging. Please don't rely on this field for anything! @@ -74,11 +34,15 @@ class TaskCreated(BaseEvent): task: Task +class TaskAcknowledged(BaseEvent): + task_id: TaskId + + class TaskDeleted(BaseEvent): task_id: TaskId -class TaskStateUpdated(BaseEvent): +class TaskStatusUpdated(BaseEvent): task_id: TaskId task_status: TaskStatus @@ -93,14 +57,6 @@ class InstanceCreated(BaseEvent): instance: Instance -class InstanceActivated(BaseEvent): - instance_id: InstanceId - - -class InstanceDeactivated(BaseEvent): - instance_id: InstanceId - - class InstanceDeleted(BaseEvent): instance_id: InstanceId @@ -119,16 +75,15 @@ class NodePerformanceMeasured(BaseEvent): node_profile: NodePerformanceProfile +class NodeDownloadProgress(BaseEvent): + download_progress: DownloadProgress + + class NodeMemoryMeasured(BaseEvent): node_id: NodeId memory: MemoryPerformanceProfile -class WorkerStatusUpdated(BaseEvent): - node_id: NodeId - node_state: WorkerStatus - - class ChunkGenerated(BaseEvent): command_id: CommandId chunk: GenerationChunk @@ -149,18 +104,17 @@ class TopologyEdgeDeleted(BaseEvent): Event = ( TestEvent | TaskCreated - | TaskStateUpdated + | TaskStatusUpdated | TaskFailed | TaskDeleted + | TaskAcknowledged | InstanceCreated - | InstanceActivated - | InstanceDeactivated | InstanceDeleted | RunnerStatusUpdated | RunnerDeleted | NodePerformanceMeasured | NodeMemoryMeasured - | WorkerStatusUpdated + | NodeDownloadProgress | ChunkGenerated | TopologyNodeCreated | TopologyEdgeCreated diff --git a/src/exo/shared/types/memory.py b/src/exo/shared/types/memory.py index 21cd1534..562c3c87 100644 --- a/src/exo/shared/types/memory.py +++ b/src/exo/shared/types/memory.py @@ -47,6 +47,11 @@ class Memory(CamelCaseModel): """Construct a new Memory object from a number of megabytes""" return cls(in_bytes=round(val * (1024**2))) + @property + def in_gb(self) -> float: + """The approximate gigabytes this memory represents.""" + return self.in_bytes / (1024**3) + def __add__(self, other: "Memory") -> "Memory": return Memory.from_bytes(self.in_bytes + other.in_bytes) diff --git a/src/exo/shared/types/state.py b/src/exo/shared/types/state.py index fcdd08a6..3cd3a256 100644 --- a/src/exo/shared/types/state.py +++ b/src/exo/shared/types/state.py @@ -2,14 +2,15 @@ from collections.abc import Mapping, Sequence from typing import Any, cast from pydantic import ConfigDict, Field, field_serializer, field_validator +from pydantic.alias_generators import to_camel from exo.shared.topology import Topology, TopologySnapshot from exo.shared.types.common import NodeId from exo.shared.types.profiling import NodePerformanceProfile from exo.shared.types.tasks import Task, TaskId -from exo.shared.types.worker.common import InstanceId, WorkerStatus -from exo.shared.types.worker.instances import Instance +from exo.shared.types.worker.instances import Instance, InstanceId from exo.shared.types.worker.runners import RunnerId, RunnerStatus +from exo.shared.types.worker.downloads import DownloadProgress from exo.utils.pydantic_ext import CamelCaseModel @@ -22,15 +23,19 @@ class State(CamelCaseModel): """ model_config = ConfigDict( + alias_generator=to_camel, + validate_by_name=True, + extra="forbid", + # I want to reenable this ASAP, but it's causing an issue with TaskStatus + strict=True, arbitrary_types_allowed=True, ) - node_status: Mapping[NodeId, WorkerStatus] = {} instances: Mapping[InstanceId, Instance] = {} runners: Mapping[RunnerId, RunnerStatus] = {} + downloads: Mapping[NodeId, Sequence[DownloadProgress]] = {} tasks: Mapping[TaskId, Task] = {} node_profiles: Mapping[NodeId, NodePerformanceProfile] = {} topology: Topology = Topology() - history: Sequence[Topology] = [] last_event_applied_idx: int = Field(default=-1, ge=-1) @field_serializer("topology", mode="plain") diff --git a/src/exo/shared/types/tasks.py b/src/exo/shared/types/tasks.py index 0e38d5dc..40fb1611 100644 --- a/src/exo/shared/types/tasks.py +++ b/src/exo/shared/types/tasks.py @@ -4,7 +4,9 @@ from pydantic import Field from exo.shared.types.api import ChatCompletionTaskParams from exo.shared.types.common import CommandId, Id -from exo.shared.types.worker.common import InstanceId +from exo.shared.types.worker.instances import BoundInstance, InstanceId +from exo.shared.types.worker.runners import RunnerId +from exo.shared.types.worker.shards import ShardMetadata from exo.utils.pydantic_ext import TaggedModel @@ -19,15 +21,40 @@ class TaskStatus(str, Enum): Failed = "Failed" -class ChatCompletionTask(TaggedModel): - task_id: TaskId - command_id: CommandId +class BaseTask(TaggedModel): + task_id: TaskId = Field(default_factory=TaskId) + task_status: TaskStatus = Field(default=TaskStatus.Pending) instance_id: InstanceId - task_status: TaskStatus + + +class CreateRunner(BaseTask): # emitted by Worker + bound_instance: BoundInstance + + +class DownloadModel(BaseTask): # emitted by Worker + shard_metadata: ShardMetadata + + +class LoadModel(BaseTask): # emitted by Worker + pass + + +class StartWarmup(BaseTask): # emitted by Worker + pass + + +class ChatCompletion(BaseTask): # emitted by Master + command_id: CommandId task_params: ChatCompletionTaskParams error_type: str | None = Field(default=None) error_message: str | None = Field(default=None) -Task = ChatCompletionTask +class Shutdown(BaseTask): # emitted by Worker + runner_id: RunnerId + + +Task = ( + CreateRunner | DownloadModel | LoadModel | StartWarmup | ChatCompletion | Shutdown +) diff --git a/src/exo/shared/types/worker/commands_runner.py b/src/exo/shared/types/worker/commands_runner.py index 0a873f8a..8878937f 100644 --- a/src/exo/shared/types/worker/commands_runner.py +++ b/src/exo/shared/types/worker/commands_runner.py @@ -1,33 +1,7 @@ from exo.shared.openai_compat import FinishReason -from exo.shared.types.common import Host -from exo.shared.types.tasks import ChatCompletionTaskParams -from exo.shared.types.worker.shards import ShardMetadata from exo.utils.pydantic_ext import TaggedModel -class BaseRunnerMessage(TaggedModel): - pass - - -class SetupMessage(BaseRunnerMessage): - model_shard_meta: ShardMetadata - hosts: list[Host] | None = None - mlx_ibv_devices: list[list[str | None]] | None = None - mlx_ibv_coordinator: str | None = None - - -# TODO: We probably want a general task message that can take any task type. Can be fixed later. -class ChatTaskMessage(BaseRunnerMessage): - task_data: ChatCompletionTaskParams - - -class ExitMessage(BaseRunnerMessage): - pass - - -RunnerMessage = SetupMessage | ChatTaskMessage | ExitMessage - - class BaseRunnerResponse(TaggedModel): pass diff --git a/src/exo/shared/types/worker/common.py b/src/exo/shared/types/worker/common.py index 6dd29380..8b137891 100644 --- a/src/exo/shared/types/worker/common.py +++ b/src/exo/shared/types/worker/common.py @@ -1,26 +1 @@ -from enum import Enum -from exo.shared.types.common import Id - - -class InstanceId(Id): - pass - - -class RunnerId(Id): - pass - - -class WorkerStatus(str, Enum): - Idle = "Idle" - Running = "Running" - - -class RunnerError(Exception): - """Exception raised when the runner process encounters an error.""" - - def __init__(self, error_type: str, error_message: str, traceback: str): - self.error_type = error_type - self.error_message = error_message - self.traceback = traceback - super().__init__(f"{error_type}: {error_message}. Traceback: {traceback}") diff --git a/src/exo/shared/types/worker/communication.py b/src/exo/shared/types/worker/communication.py deleted file mode 100644 index 7643af88..00000000 --- a/src/exo/shared/types/worker/communication.py +++ /dev/null @@ -1,40 +0,0 @@ -import asyncio -import traceback - -from loguru import logger - -from exo.shared.global_conn import AsyncConnection, get_conn -from exo.shared.types.worker.commands_runner import ( - ErrorResponse, - PrintResponse, - RunnerMessage, - RunnerResponse, -) - -### Utils - Runner Prints - - -def runner_print(text: str) -> None: - obj = PrintResponse( - text=text, - ) - - conn: AsyncConnection[RunnerResponse, RunnerMessage] = get_conn() - conn.send_sync(obj) - - -def runner_write_error(error: Exception) -> None: - error_response: ErrorResponse = ErrorResponse( - error_type=type(error).__name__, - error_message=str(error), - traceback=traceback.format_exc(), - ) - - conn = get_conn() - asyncio.create_task(conn.send(error_response)) - logger.opt(exception=error).exception("Critical Runner error") - - -## TODO: To make this cleaner, it seems like we should have only one writer. -# This is fine in runner_supervisor but there's a risk in runner.py that we overlap things -# We can guarantee this by enqueueing messages and have a writing thread. diff --git a/src/exo/shared/types/worker/downloads.py b/src/exo/shared/types/worker/downloads.py index 96c31b7d..73255f62 100644 --- a/src/exo/shared/types/worker/downloads.py +++ b/src/exo/shared/types/worker/downloads.py @@ -1,5 +1,6 @@ from exo.shared.types.common import NodeId from exo.shared.types.memory import Memory +from exo.shared.types.worker.shards import ShardMetadata from exo.utils.pydantic_ext import CamelCaseModel, TaggedModel @@ -19,6 +20,7 @@ class DownloadProgressData(CamelCaseModel): class BaseDownloadProgress(TaggedModel): node_id: NodeId + shard_metadata: ShardMetadata class DownloadPending(BaseDownloadProgress): diff --git a/src/exo/shared/types/worker/instances.py b/src/exo/shared/types/worker/instances.py index 6973a48f..9230001f 100644 --- a/src/exo/shared/types/worker/instances.py +++ b/src/exo/shared/types/worker/instances.py @@ -1,22 +1,56 @@ from enum import Enum -from exo.shared.types.common import Host -from exo.shared.types.worker.common import InstanceId -from exo.shared.types.worker.runners import ( - ShardAssignments, -) -from exo.utils.pydantic_ext import CamelCaseModel +from pydantic import model_validator + +from exo.shared.types.common import Host, Id +from exo.shared.types.worker.runners import RunnerId, ShardAssignments, ShardMetadata +from exo.utils.pydantic_ext import CamelCaseModel, TaggedModel -class InstanceStatus(str, Enum): - Active = "Active" - Inactive = "Inactive" +class InstanceId(Id): + pass -class Instance(CamelCaseModel): +class InstanceMeta(str, Enum): + MlxRing = "MlxRing" + MlxIbv = "MlxIbv" + + +class BaseInstance(TaggedModel): instance_id: InstanceId - instance_type: InstanceStatus shard_assignments: ShardAssignments - hosts: list[Host] | None = None - mlx_ibv_devices: list[list[str | None]] | None = None - mlx_ibv_coordinator: str | None = None + + def shard(self, runner_id: RunnerId) -> ShardMetadata | None: + return self.shard_assignments.runner_to_shard.get(runner_id, None) + + +class MlxRingInstance(BaseInstance): + hosts: list[Host] + + +class MlxIbvInstance(BaseInstance): + ibv_devices: list[list[str | None]] + ibv_coordinator: str + + +# TODO: Single node instance +Instance = MlxRingInstance | MlxIbvInstance + + +class BoundInstance(CamelCaseModel): + instance: Instance + bound_runner_id: RunnerId + + def bound_shard(self) -> ShardMetadata: + shard = self.instance.shard(self.bound_runner_id) + assert shard is not None + return shard + + @model_validator(mode="after") + def validate_shard_exists(self) -> "BoundInstance": + assert ( + self.bound_runner_id in self.instance.shard_assignments.runner_to_shard + ), ( + "Bound Instance must be constructed with a runner_id that is in the instances assigned shards" + ) + return self diff --git a/src/exo/shared/types/worker/ops.py b/src/exo/shared/types/worker/ops.py index bc53feaa..5dd98c9a 100644 --- a/src/exo/shared/types/worker/ops.py +++ b/src/exo/shared/types/worker/ops.py @@ -1,51 +1,34 @@ -from exo.shared.types.common import Host -from exo.shared.types.events import InstanceId from exo.shared.types.tasks import Task -from exo.shared.types.worker.common import RunnerId -from exo.shared.types.worker.shards import ShardMetadata +from exo.shared.types.worker.instances import BoundInstance, Instance +from exo.shared.types.worker.runners import RunnerId from exo.utils.pydantic_ext import TaggedModel class BaseRunnerOp(TaggedModel): - pass + runner_id: RunnerId class AssignRunnerOp(BaseRunnerOp): - instance_id: InstanceId - runner_id: RunnerId - shard_metadata: ShardMetadata - hosts: list[Host] | None = None - mlx_ibv_devices: list[list[str | None]] | None = None - mlx_ibv_coordinator: str | None = None + instance: Instance + + def bound_instance(self) -> BoundInstance: + return BoundInstance(instance=self.instance, bound_runner_id=self.runner_id) class UnassignRunnerOp(BaseRunnerOp): - runner_id: RunnerId + pass class RunnerUpOp(BaseRunnerOp): - runner_id: RunnerId + pass class RunnerDownOp(BaseRunnerOp): - runner_id: RunnerId - - -class RunnerFailedOp(BaseRunnerOp): - runner_id: RunnerId + pass class ExecuteTaskOp(BaseRunnerOp): - runner_id: RunnerId task: Task -# Aggregate all runner operations into a single, strictly-typed union for dispatching. -RunnerOp = ( - AssignRunnerOp - | UnassignRunnerOp - | RunnerUpOp - | RunnerDownOp - | RunnerFailedOp - | ExecuteTaskOp -) +RunnerOp = AssignRunnerOp | ExecuteTaskOp | UnassignRunnerOp | RunnerUpOp | RunnerDownOp diff --git a/src/exo/shared/types/worker/parallelisation_strategy.py b/src/exo/shared/types/worker/parallelisation_strategy.py deleted file mode 100644 index e02ba89b..00000000 --- a/src/exo/shared/types/worker/parallelisation_strategy.py +++ /dev/null @@ -1,13 +0,0 @@ -from typing import Literal - -ParallelisationStrategyType = Literal[ - "auto", - "pipeline", - "tensor", - "tensor_rdma", - "pipeline_rdma", -] - - -def strategy_error() -> ValueError: - return ValueError("Unexpected strategy") diff --git a/src/exo/shared/types/worker/runners.py b/src/exo/shared/types/worker/runners.py index 1a36a268..dd1d7271 100644 --- a/src/exo/shared/types/worker/runners.py +++ b/src/exo/shared/types/worker/runners.py @@ -2,49 +2,61 @@ from collections.abc import Mapping from pydantic import model_validator -from exo.shared.types.common import NodeId +from exo.shared.types.common import Id, NodeId from exo.shared.types.models import ModelId -from exo.shared.types.worker.common import RunnerId -from exo.shared.types.worker.downloads import DownloadProgress from exo.shared.types.worker.shards import ShardMetadata from exo.utils.pydantic_ext import CamelCaseModel, TaggedModel +class RunnerId(Id): + pass + + +class RunnerError(Exception): + pass + + class BaseRunnerStatus(TaggedModel): + def is_running(self): + return isinstance(self, RunnerRunning) + + +class RunnerWaitingForModel(BaseRunnerStatus): pass -class DownloadingRunnerStatus(BaseRunnerStatus): - download_progress: DownloadProgress - - -class InactiveRunnerStatus(BaseRunnerStatus): +class RunnerLoading(BaseRunnerStatus): pass -class StartingRunnerStatus(BaseRunnerStatus): +class RunnerLoaded(BaseRunnerStatus): pass -class LoadedRunnerStatus(BaseRunnerStatus): +class RunnerWarmingUp(BaseRunnerStatus): pass -class RunningRunnerStatus(BaseRunnerStatus): +class RunnerReady(BaseRunnerStatus): pass -class FailedRunnerStatus(BaseRunnerStatus): +class RunnerRunning(BaseRunnerStatus): + pass + + +class RunnerFailed(BaseRunnerStatus): error_message: str | None = None RunnerStatus = ( - DownloadingRunnerStatus - | InactiveRunnerStatus - | StartingRunnerStatus - | LoadedRunnerStatus - | RunningRunnerStatus - | FailedRunnerStatus + RunnerWaitingForModel + | RunnerLoading + | RunnerLoaded + | RunnerWarmingUp + | RunnerReady + | RunnerRunning + | RunnerFailed ) diff --git a/src/exo/shared/types/worker/shards.py b/src/exo/shared/types/worker/shards.py index 7270fba5..303adcc3 100644 --- a/src/exo/shared/types/worker/shards.py +++ b/src/exo/shared/types/worker/shards.py @@ -1,10 +1,16 @@ -from pydantic import Field +from enum import Enum + +from pydantic import Field, ConfigDict from exo.shared.types.models import ModelMetadata -from exo.shared.types.worker.parallelisation_strategy import ParallelisationStrategyType from exo.utils.pydantic_ext import TaggedModel +class Sharding(str, Enum): + Tensor = "Tensor" + Pipeline = "Pipeline" + + class BaseShardMetadata(TaggedModel): """ Defines a specific shard of the model that is ready to be run on a device. @@ -24,8 +30,6 @@ class BaseShardMetadata(TaggedModel): end_layer: int = Field(ge=0) n_layers: int = Field(ge=0) - strategy: ParallelisationStrategyType = "auto" - @property def is_first_layer(self) -> bool: return self.start_layer == 0 @@ -36,7 +40,14 @@ class BaseShardMetadata(TaggedModel): def __hash__(self) -> int: return hash( - (self.model_meta.model_id, self.start_layer, self.end_layer, self.n_layers) + ( + self.model_meta.model_id, + self.start_layer, + self.end_layer, + self.n_layers, + self.device_rank, + self.world_size, + ) ) @@ -48,11 +59,9 @@ class PipelineShardMetadata(BaseShardMetadata): where start_layer is inclusive and end_layer is exclusive. """ - strategy: ParallelisationStrategyType = "pipeline" - class TensorShardMetadata(BaseShardMetadata): - strategy: ParallelisationStrategyType = "tensor" + pass ShardMetadata = PipelineShardMetadata | TensorShardMetadata diff --git a/src/exo/utils/channels.py b/src/exo/utils/channels.py index 8450a664..2849f076 100644 --- a/src/exo/utils/channels.py +++ b/src/exo/utils/channels.py @@ -1,7 +1,18 @@ +import multiprocessing as mp +from dataclasses import dataclass, field from math import inf +from multiprocessing.synchronize import Event +from queue import Empty, Full +from types import TracebackType from typing import Self -from anyio import ClosedResourceError, WouldBlock +from anyio import ( + CapacityLimiter, + ClosedResourceError, + EndOfStream, + WouldBlock, + to_thread, +) from anyio.streams.memory import ( MemoryObjectReceiveStream as AnyioReceiver, ) @@ -14,6 +25,11 @@ from anyio.streams.memory import ( class Sender[T](AnyioSender[T]): + def clone(self) -> "Sender[T]": + if self._closed: + raise ClosedResourceError + return Sender(_state=self._state) + def clone_receiver(self) -> "Receiver[T]": """Constructs a Receiver using a Senders shared state - similar to calling Receiver.clone() without needing the receiver""" if self._closed: @@ -22,6 +38,11 @@ class Sender[T](AnyioSender[T]): class Receiver[T](AnyioReceiver[T]): + def clone(self) -> "Receiver[T]": + if self._closed: + raise ClosedResourceError + return Receiver(_state=self._state) + def clone_sender(self) -> Sender[T]: """Constructs a Sender using a Receivers shared state - similar to calling Sender.clone() without needing the sender""" if self._closed: @@ -52,9 +73,210 @@ class Receiver[T](AnyioReceiver[T]): return self +class _MpEndOfStream: + pass + + +MP_END_OF_STREAM = _MpEndOfStream() + + +class MpState[T]: + def __init__(self, max_buffer_size: float): + if max_buffer_size == inf: + max_buffer_size = 0 + assert isinstance(max_buffer_size, int), ( + "State should only ever be constructed with an integer or math.inf size." + ) + + self.max_buffer_size: float = max_buffer_size + self.buffer: mp.Queue[T | _MpEndOfStream] = mp.Queue(max_buffer_size) + self.closed: Event = mp.Event() + + def __getstate__(self): + d = self.__dict__.copy() + d.pop("__orig_class__", None) + return d + + +@dataclass(eq=False) +class MpSender[T]: + """ + An interprocess channel, mimicing the Anyio structure. + It should be noted that none of the clone methods are implemented for simplicity, for now. + """ + + _state: MpState[T] = field() + + def send_nowait(self, item: T) -> None: + if self._state.closed.is_set(): + raise ClosedResourceError + try: + self._state.buffer.put(item, block=False) + except Full: + raise WouldBlock from None + except ValueError as e: + print("Unreachable code path - let me know!") + raise ClosedResourceError from e + + def send(self, item: T) -> None: + if self._state.closed.is_set(): + raise ClosedResourceError + try: + self.send_nowait(item) + except WouldBlock: + # put anyway, blocking + self._state.buffer.put(item, block=True) + + async def send_async(self, item: T) -> None: + await to_thread.run_sync(self.send, item, limiter=CapacityLimiter(1)) + + def close(self) -> None: + if not self._state.closed.is_set(): + self._state.closed.set() + self._state.buffer.put(MP_END_OF_STREAM) + self._state.buffer.close() + + # == context manager support ==# + def __enter__(self) -> Self: + return self + + def __exit__( + self, + exc_type: type[BaseException] | None, + exc_val: BaseException | None, + exc_tb: TracebackType | None, + ) -> None: + self.close() + + def __getstate__(self): + d = self.__dict__.copy() + d.pop("__orig_class__", None) + return d + + +@dataclass(eq=False) +class MpReceiver[T]: + """ + An interprocess channel, mimicing the Anyio structure. + It should be noted that none of the clone methods are implemented for simplicity, for now. + """ + + _state: MpState[T] = field() + + def receive_nowait(self) -> T: + if self._state.closed.is_set(): + raise ClosedResourceError + + try: + item = self._state.buffer.get(block=False) + if item is MP_END_OF_STREAM: + self.close() + raise EndOfStream + return item # pyright: ignore[reportReturnType] + except Empty: + raise WouldBlock from None + except ValueError as e: + print("Unreachable code path - let me know!") + raise ClosedResourceError from e + + def receive(self) -> T: + try: + return self.receive_nowait() + except WouldBlock: + item = self._state.buffer.get() + if item is MP_END_OF_STREAM: + self.close() + raise EndOfStream from None + return item # pyright: ignore[reportReturnType] + + async def receive_async(self) -> T: + return await to_thread.run_sync(self.receive, limiter=CapacityLimiter(1)) + + def close(self) -> None: + if not self._state.closed.is_set(): + self._state.closed.set() + self._state.buffer.close() + + # == iterator support ==# + def __iter__(self) -> Self: + return self + + def __next__(self) -> T: + try: + return self.receive() + except EndOfStream: + raise StopIteration from None + + # == async iterator support ==# + def __aiter__(self) -> Self: + return self + + async def __anext__(self) -> T: + try: + return await self.receive_async() + except EndOfStream: + raise StopAsyncIteration from None + + # == context manager support ==# + def __enter__(self) -> Self: + return self + + def __exit__( + self, + exc_type: type[BaseException] | None, + exc_val: BaseException | None, + exc_tb: TracebackType | None, + ) -> None: + self.close() + + def collect(self) -> list[T]: + """Collect all currently available items from this receiver""" + out: list[T] = [] + while True: + try: + item = self.receive_nowait() + out.append(item) + except WouldBlock: + break + return out + + def receive_at_least(self, n: int) -> list[T]: + out: list[T] = [] + out.append(self.receive()) + out.extend(self.collect()) + while len(out) < n: + out.append(self.receive()) + out.extend(self.collect()) + return out + + def __getstate__(self): + d = self.__dict__.copy() + d.pop("__orig_class__", None) + return d + + class channel[T]: # noqa: N801 + """Create a pair of asynchronous channels for communicating within the same process""" + def __new__(cls, max_buffer_size: float = inf) -> tuple[Sender[T], Receiver[T]]: if max_buffer_size != inf and not isinstance(max_buffer_size, int): raise ValueError("max_buffer_size must be either an integer or math.inf") state = AnyioState[T](max_buffer_size) return Sender(_state=state), Receiver(_state=state) + + +class mp_channel[T]: # noqa: N801 + """Create a pair of synchronous channels for interprocess communication""" + + # max buffer size uses math.inf to represent an unbounded queue, and 0 to represent a yet unimplemented "unbuffered" queue. + def __new__(cls, max_buffer_size: float = inf) -> tuple[MpSender[T], MpReceiver[T]]: + if ( + max_buffer_size == 0 + or max_buffer_size != inf + and not isinstance(max_buffer_size, int) + ): + raise ValueError( + "max_buffer_size must be either an integer or math.inf. 0-sized buffers are not supported by multiprocessing" + ) + state = MpState[T](max_buffer_size) + return MpSender(_state=state), MpReceiver(_state=state) diff --git a/src/exo/utils/pydantic_ext.py b/src/exo/utils/pydantic_ext.py index 5600d386..5631723c 100644 --- a/src/exo/utils/pydantic_ext.py +++ b/src/exo/utils/pydantic_ext.py @@ -37,3 +37,7 @@ class TaggedModel(CamelCaseModel): return handler(v[cls.__name__]) return handler(v) + + def __str__(self) -> str: + return f"{self.__class__.__name__}({super().__str__()})" + diff --git a/src/exo/utils/tests/testing_mp.py b/src/exo/utils/tests/testing_mp.py new file mode 100644 index 00000000..62eddf0c --- /dev/null +++ b/src/exo/utils/tests/testing_mp.py @@ -0,0 +1,41 @@ +import multiprocessing as mp +import time + +import pytest +from anyio import fail_after +from loguru import logger + +from exo.utils.channels import MpReceiver, MpSender, mp_channel + + +def foo(recv: MpReceiver[str]): + expected = ["hi", "hi 2", "bye"] + with recv as r: + for item in r: + assert item == expected.pop(0) + + +def bar(send: MpSender[str]): + logger.warning("hi") + send.send("hi") + time.sleep(0.1) + logger.warning("hi 2") + send.send("hi 2") + time.sleep(0.1) + logger.warning("bye") + send.send("bye") + time.sleep(0.1) + send.close() + + +# not async, just want the fail_after +@pytest.mark.anyio +async def test_channel_setup(): + with fail_after(0.5): + s, r = mp_channel[str]() + p1 = mp.Process(target=foo, args=(r,)) + p2 = mp.Process(target=bar, args=(s,)) + p1.start() + p2.start() + p1.join() + p2.join() diff --git a/src/exo/worker/common.py b/src/exo/worker/common.py deleted file mode 100644 index 3f6517ba..00000000 --- a/src/exo/worker/common.py +++ /dev/null @@ -1,36 +0,0 @@ -from copy import deepcopy - -from pydantic import BaseModel, ConfigDict - -from exo.shared.types.common import Host -from exo.shared.types.events import ( - InstanceId, - RunnerStatusUpdated, -) -from exo.shared.types.worker.common import RunnerId -from exo.shared.types.worker.runners import ( - RunnerStatus, -) -from exo.shared.types.worker.shards import ShardMetadata -from exo.worker.runner.runner_supervisor import RunnerSupervisor - - -class AssignedRunner(BaseModel): - runner_id: RunnerId - instance_id: InstanceId - shard_metadata: ShardMetadata - hosts: list[Host] | None = None - mlx_ibv_devices: list[list[str | None]] | None = None - mlx_ibv_coordinator: str | None = None - - status: RunnerStatus - failures: list[tuple[float, Exception]] = [] - runner: RunnerSupervisor | None = None - - model_config = ConfigDict(arbitrary_types_allowed=True) - - def status_update_event(self) -> RunnerStatusUpdated: - return RunnerStatusUpdated( - runner_id=self.runner_id, - runner_status=deepcopy(self.status), - ) diff --git a/src/exo/worker/download/shard_downloader.py b/src/exo/worker/download/shard_downloader.py index c5e557cb..a41b3eeb 100644 --- a/src/exo/worker/download/shard_downloader.py +++ b/src/exo/worker/download/shard_downloader.py @@ -26,7 +26,6 @@ class ShardDownloader(ABC): Args: shard (Shard): The shard to download. - inference_engine_name (str): The inference engine used on the node hosting the shard """ @abstractmethod diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 1091c807..31595c41 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -1,12 +1,7 @@ -import asyncio -import time -from asyncio import Queue -from functools import partial from random import random -from typing import AsyncGenerator import anyio -from anyio import CancelScope, create_task_group +from anyio import CancelScope, create_task_group, current_time from anyio.abc import TaskGroup from loguru import logger @@ -15,53 +10,32 @@ from exo.shared.apply import apply from exo.shared.types.commands import ForwarderCommand, RequestEventLog from exo.shared.types.common import NodeId, SessionId from exo.shared.types.events import ( - ChunkGenerated, Event, EventId, ForwarderEvent, IndexedEvent, - InstanceDeleted, + NodeDownloadProgress, NodeMemoryMeasured, NodePerformanceMeasured, - RunnerDeleted, - RunnerStatusUpdated, - TaskFailed, - TaskStateUpdated, + TaskCreated, TaskStatusUpdated, TopologyEdgeCreated, TopologyEdgeDeleted, ) from exo.shared.types.multiaddr import Multiaddr from exo.shared.types.profiling import MemoryPerformanceProfile, NodePerformanceProfile from exo.shared.types.state import State -from exo.shared.types.tasks import TaskId, TaskStatus +from exo.shared.types.tasks import CreateRunner, DownloadModel, Task, TaskStatus, Shutdown from exo.shared.types.topology import Connection -from exo.shared.types.worker.common import RunnerId from exo.shared.types.worker.downloads import ( DownloadCompleted, DownloadOngoing, DownloadPending, + DownloadProgress, ) -from exo.shared.types.worker.ops import ( - AssignRunnerOp, - ExecuteTaskOp, - RunnerDownOp, - RunnerFailedOp, - RunnerOp, - RunnerUpOp, - UnassignRunnerOp, -) -from exo.shared.types.worker.runners import ( - DownloadingRunnerStatus, - FailedRunnerStatus, - InactiveRunnerStatus, - LoadedRunnerStatus, - RunningRunnerStatus, - StartingRunnerStatus, -) +from exo.shared.types.worker.runners import RunnerId from exo.shared.types.worker.shards import ShardMetadata -from exo.utils.channels import Receiver, Sender +from exo.utils.channels import Receiver, Sender, channel from exo.utils.event_buffer import OrderedBuffer -from exo.worker.common import AssignedRunner from exo.worker.download.download_utils import ( map_repo_download_progress_to_download_progress_data, ) @@ -80,12 +54,7 @@ class Worker: *, initial_connection_messages: list[ConnectionMessage], connection_message_receiver: Receiver[ConnectionMessage], - # Having written this pattern 3 times in the codebase: - # Should this be inherited??? Is this a real inheritance - # W???? - # Limitation: This SHOULD be a MasterForwarderEvent, but inheritance says no :| global_event_receiver: Receiver[ForwarderEvent], - # Limitation: This SHOULD be a WorkerForwarderEvent, but inheritance says no :| local_event_sender: Sender[ForwarderEvent], # This is for requesting updates. It doesn't need to be a general command sender right now, # but I think it's the correct way to be thinking about commands @@ -93,7 +62,10 @@ class Worker: ): self.node_id: NodeId = node_id self.session_id: SessionId = session_id + self.shard_downloader: ShardDownloader = shard_downloader + self._pending_downloads: dict[RunnerId, ShardMetadata] = {} + self.global_event_receiver = global_event_receiver self.local_event_sender = local_event_sender self.local_event_index = 0 @@ -104,10 +76,13 @@ class Worker: self.out_for_delivery: dict[EventId, ForwarderEvent] = {} self.state: State = State() - self.assigned_runners: dict[RunnerId, AssignedRunner] = {} + self.download_status: dict[ShardMetadata, DownloadProgress] = {} + self.runners: dict[RunnerId, RunnerSupervisor] = {} self._tg: TaskGroup | None = None self._nack_cancel_scope: CancelScope | None = None + self.event_sender, self.event_receiver = channel[Event]() + async def run(self): logger.info("Starting Worker") @@ -115,7 +90,7 @@ class Worker: async def resource_monitor_callback( node_performance_profile: NodePerformanceProfile, ) -> None: - await self.event_publisher( + await self.event_sender.send( NodePerformanceMeasured( node_id=self.node_id, node_profile=node_performance_profile ), @@ -124,7 +99,7 @@ class Worker: async def memory_monitor_callback( memory_profile: MemoryPerformanceProfile, ) -> None: - await self.event_publisher( + await self.event_sender.send( NodeMemoryMeasured(node_id=self.node_id, memory=memory_profile) ) @@ -132,15 +107,17 @@ class Worker: async with create_task_group() as tg: self._tg = tg + tg.start_soon(self.plan_step) tg.start_soon(start_polling_node_metrics, resource_monitor_callback) tg.start_soon(start_polling_memory_metrics, memory_monitor_callback) tg.start_soon(self._connection_message_event_writer) tg.start_soon(self._resend_out_for_delivery) tg.start_soon(self._event_applier) + tg.start_soon(self._forward_events) # TODO: This is a little gross, but not too bad for msg in self._initial_connection_messages: - await self.event_publisher( + await self.event_sender.send( self._convert_connection_message_to_event(msg) ) self._initial_connection_messages = [] @@ -148,9 +125,8 @@ class Worker: # Actual shutdown code - waits for all tasks to complete before executing. self.local_event_sender.close() self.command_sender.close() - for runner in self.assigned_runners.values(): - if runner.runner: - await runner.runner.astop() + for runner in self.runners.values(): + await runner.shutdown() async def _event_applier(self): with self.global_event_receiver as events: @@ -162,14 +138,13 @@ class Worker: # 2. for each event, apply it to the state indexed_events = self.event_buffer.drain_indexed() - if not indexed_events: - if ( - self._nack_cancel_scope is None - or self._nack_cancel_scope.cancel_called - ): - assert self._tg - self._tg.start_soon(self._nack_request) - elif self._nack_cancel_scope: + if not indexed_events and ( + self._nack_cancel_scope is None + or self._nack_cancel_scope.cancel_called + ): + assert self._tg + self._tg.start_soon(self._nack_request) + elif indexed_events and self._nack_cancel_scope: self._nack_cancel_scope.cancel() flag = False @@ -180,48 +155,82 @@ class Worker: # 3. If we've found a "relevant" event, run a plan -> op -> execute cycle. if flag: - await self.plan_step() + # await self.plan_step() + pass async def plan_step(self): - # 3. based on the updated state, we plan & execute an operation. - op: RunnerOp | None = plan( - self.assigned_runners, - self.node_id, - self.state.instances, - self.state.runners, - self.state.tasks, - ) + while True: + await anyio.sleep(0.1) + # 3. based on the updated state, we plan & execute an operation. + task: Task | None = plan( + self.node_id, + self.runners, + self.download_status, + self.state.downloads, + self.state.instances, + self.state.runners, + self.state.tasks, + ) + if task is None: + continue + logger.info(f"Worker plan: {task.__class__.__name__}") + assert task.task_status + await self.event_sender.send(TaskCreated(task_id=task.task_id, task=task)) - # run the op, synchronously blocking for now - if op is not None: - logger.info(f"Executing op {type(op)} {str(op)[:100]}") - logger.debug(f"Worker executing op: {type(op)} {str(op)[:100]}") - try: - async for event in self.execute_op(op): - await self.event_publisher(event) - except Exception as e: - logger.opt(exception=e).warning( - "Error occurred when executing task", flush=True - ) + match task: + case CreateRunner(): + self._create_supervisor(task) + await self.event_sender.send(TaskStatusUpdated(task_id=task.task_id, task_status=TaskStatus.Complete)) + case DownloadModel(shard_metadata=shard): + if shard not in self.download_status: + progress = DownloadPending( + shard_metadata=shard, node_id=self.node_id + ) + self.download_status[shard] = progress + await self.event_sender.send( + NodeDownloadProgress(download_progress=progress) + ) - if isinstance(op, ExecuteTaskOp): - generator = self.fail_task( - e, runner_id=op.runner_id, task_id=op.task.task_id + initial_progress = ( + await self.shard_downloader.get_shard_download_status_for_shard( + shard + ) ) - else: - generator = self.fail_runner(e, runner_id=op.runner_id) - - async for event in generator: - await self.event_publisher(event) + if initial_progress.status == "complete": + progress = DownloadCompleted( + shard_metadata=shard, node_id=self.node_id + ) + self.download_status[shard] = progress + await self.event_sender.send( + NodeDownloadProgress(download_progress=progress) + ) + await self.event_sender.send(TaskStatusUpdated(task_id=task.task_id, task_status=TaskStatus.Complete)) + else: + self.event_sender.send_nowait(TaskStatusUpdated(task_id=task.task_id, task_status=TaskStatus.Running)) + await self._handle_shard_download_process( + task, initial_progress + ) + case Shutdown(runner_id=runner_id): + await self.runners[runner_id].shutdown() + del self.runners[runner_id] + case task: + runner = self.runners[self._task_to_runner_id(task)] + event = anyio.Event() + await runner.start_task(task, event) + await event.wait() def shutdown(self): if self._tg: self._tg.cancel_scope.cancel() + def _task_to_runner_id(self, task: Task): + instance = self.state.instances[task.instance_id] + return instance.shard_assignments.node_to_runner[self.node_id] + async def _connection_message_event_writer(self): with self.connection_message_receiver as connection_messages: async for msg in connection_messages: - await self.event_publisher( + await self.event_sender.send( self._convert_connection_message_to_event(msg) ) @@ -278,377 +287,86 @@ class Worker: ## Op Executors - def _create_assigned_runner(self, op: AssignRunnerOp) -> AssignedRunner: + def _create_supervisor(self, task: CreateRunner) -> RunnerSupervisor: """Creates and stores a new AssignedRunner with initial downloading status.""" - assigned_runner = AssignedRunner( - runner_id=op.runner_id, - instance_id=op.instance_id, - shard_metadata=op.shard_metadata, - hosts=op.hosts, - mlx_ibv_devices=op.mlx_ibv_devices, - mlx_ibv_coordinator=op.mlx_ibv_coordinator, - status=DownloadingRunnerStatus( - download_progress=DownloadPending(node_id=self.node_id) - ), - runner=None, + runner = RunnerSupervisor.create( + bound_instance=task.bound_instance, + event_sender=self.event_sender.clone(), ) - self.assigned_runners[op.runner_id] = assigned_runner - return assigned_runner - - async def _update_runner_status_to_completed_then_inactive( - self, assigned_runner: AssignedRunner - ) -> AsyncGenerator[Event, None]: - """Updates runner status from downloading to completed, then to inactive.""" - assigned_runner.status = DownloadingRunnerStatus( - download_progress=DownloadCompleted(node_id=self.node_id) - ) - yield assigned_runner.status_update_event() - - assigned_runner.status = InactiveRunnerStatus() - yield assigned_runner.status_update_event() - - async def _handle_already_downloaded_shard( - self, assigned_runner: AssignedRunner - ) -> AsyncGenerator[Event, None]: - """Handles the case where the shard is already downloaded.""" - async for event in self._update_runner_status_to_completed_then_inactive( - assigned_runner - ): - yield event + self.runners[task.bound_instance.bound_runner_id] = runner + assert self._tg + self._tg.start_soon(runner.run) + return runner async def _handle_shard_download_process( self, - assigned_runner: AssignedRunner, - op: AssignRunnerOp, + task: DownloadModel, initial_progress: RepoDownloadProgress, - ) -> AsyncGenerator[Event, None]: + ): """Manages the shard download process with progress tracking.""" - # Set initial ongoing status - assigned_runner.status = DownloadingRunnerStatus( - download_progress=DownloadOngoing( - node_id=self.node_id, - download_progress=map_repo_download_progress_to_download_progress_data( - initial_progress - ), - ) + status = DownloadOngoing( + node_id=self.node_id, + shard_metadata=task.shard_metadata, + download_progress=map_repo_download_progress_to_download_progress_data( + initial_progress + ), ) - yield assigned_runner.status_update_event() + self.download_status[task.shard_metadata] = status + self.event_sender.send_nowait(NodeDownloadProgress(download_progress=status)) - # Set up download progress tracking - download_progress_queue: asyncio.Queue[RepoDownloadProgress] = asyncio.Queue() - - def download_progress_callback( - shard: ShardMetadata, progress: RepoDownloadProgress - ) -> None: - download_progress_queue.put_nowait(progress) - - self.shard_downloader.on_progress(download_progress_callback) - download_task = asyncio.create_task( - self.shard_downloader.ensure_shard(op.shard_metadata) - ) - - try: - async for event in self._monitor_download_progress( - assigned_runner, download_progress_queue - ): - yield event - finally: - if not download_task.done(): - download_task.cancel() - - async def _monitor_download_progress( - self, - assigned_runner: AssignedRunner, - download_progress_queue: asyncio.Queue[RepoDownloadProgress], - ) -> AsyncGenerator[Event, None]: - """Monitors download progress and yields status updates.""" last_progress_time = 0.0 throttle_interval_secs = 1.0 - while True: - progress: RepoDownloadProgress = await asyncio.wait_for( - download_progress_queue.get(), timeout=15 - ) - + # TODO: i hate callbacks + def download_progress_callback( + shard: ShardMetadata, progress: RepoDownloadProgress + ) -> None: + nonlocal self + nonlocal last_progress_time if progress.status == "complete": - async for ( - event - ) in self._update_runner_status_to_completed_then_inactive( - assigned_runner - ): - yield event - break - elif progress.status == "in_progress": - if time.monotonic() - last_progress_time > throttle_interval_secs: - assigned_runner.status = DownloadingRunnerStatus( - download_progress=DownloadOngoing( - node_id=self.node_id, - download_progress=map_repo_download_progress_to_download_progress_data( - progress - ), - ) - ) - yield assigned_runner.status_update_event() - last_progress_time = time.monotonic() - - async def _execute_assign_op( - self, op: AssignRunnerOp - ) -> AsyncGenerator[Event, None]: - """ - A runner has been assigned. We need to also ensure that it's downloaded. - This op assigns the runner, and moves from Downloading -> Inactive (ready to spin) state. - """ - assigned_runner = self._create_assigned_runner(op) - initial_progress = ( - await self.shard_downloader.get_shard_download_status_for_shard( - op.shard_metadata - ) - ) - - if initial_progress.status == "complete": - async for event in self._handle_already_downloaded_shard(assigned_runner): - yield event - else: - async for event in self._handle_shard_download_process( - assigned_runner, op, initial_progress - ): - yield event - - async def _execute_unassign_op( - self, op: UnassignRunnerOp - ) -> AsyncGenerator[Event, None]: - if op.runner_id not in self.assigned_runners: - return - - # We can try to do a graceful shutdown of the runner. - runner: RunnerSupervisor | None = self.assigned_runners[op.runner_id].runner - if runner is not None: - await runner.astop() - - # This is all we really need: - del self.assigned_runners[op.runner_id] - yield RunnerDeleted(runner_id=op.runner_id) - - async def _execute_runner_up_op( - self, op: RunnerUpOp, initialize_timeout: float | None = None - ) -> AsyncGenerator[Event, None]: - assigned_runner = self.assigned_runners[op.runner_id] - - # Emit "Starting" status right away so UI can show loading state - assigned_runner.status = StartingRunnerStatus() - yield assigned_runner.status_update_event() - - assigned_runner.runner = await RunnerSupervisor.create( - model_shard_meta=assigned_runner.shard_metadata, - hosts=assigned_runner.hosts, - mlx_ibv_devices=assigned_runner.mlx_ibv_devices, - mlx_ibv_coordinator=assigned_runner.mlx_ibv_coordinator, - initialize_timeout=initialize_timeout, - ) - - if assigned_runner.runner.runner_process.is_alive(): - assigned_runner.status = LoadedRunnerStatus() - else: - runner = assigned_runner.runner - logger.warning( - f"Runner status is not runner_process.is_alive(): exit code {runner.runner_process.exitcode}" - ) - - assigned_runner.status = FailedRunnerStatus() - yield self.assigned_runners[op.runner_id].status_update_event() - - async def _execute_runner_down_op( - self, op: RunnerDownOp - ) -> AsyncGenerator[Event, None]: - assigned_runner = self.assigned_runners[op.runner_id] - - if isinstance(assigned_runner.runner, RunnerSupervisor): - await assigned_runner.runner.astop() - - assigned_runner.runner = None - - assigned_runner.status = InactiveRunnerStatus() - yield assigned_runner.status_update_event() - return - - async def _execute_runner_failed_op( - self, op: RunnerFailedOp - ) -> AsyncGenerator[Event, None]: - """ - We detected that this runner has failed. So we'll put it into 'failed' state now, triggering the rest of the instance to spin down. - """ - assigned_runner = self.assigned_runners[op.runner_id] - - if isinstance(assigned_runner.runner, RunnerSupervisor): - await ( - assigned_runner.runner.astop() - ) # astop the runner to ensure it clears out of memory. - - assigned_runner.status = FailedRunnerStatus() - yield self.assigned_runners[op.runner_id].status_update_event() - - async def _execute_task_op(self, op: ExecuteTaskOp) -> AsyncGenerator[Event, None]: - """ - This is the entry point for a chat completion starting. - While there is only one execute function, it will get called in different ways for runner 0 and runner [1, 2, 3, ...]. - Runners [1, 2, 3, ...] will run this method when a task is in 'pending' state. - Runner 0 will run this method when a task is in 'running' state. - TODO: How do we handle the logic of ensuring that n-1 nodes have started their execution before allowing the 0'th runner to start? - This is still a little unclear to me. - """ - assigned_runner = self.assigned_runners[op.runner_id] - - async def inner_execute(queue: asyncio.Queue[Event]) -> None: - async def running_callback(queue: asyncio.Queue[Event]) -> None: - # Called when the MLX process has been kicked off - assigned_runner.status = RunningRunnerStatus() - await queue.put(assigned_runner.status_update_event()) - - if assigned_runner.shard_metadata.device_rank == 0: - await queue.put( - TaskStateUpdated( - task_id=op.task.task_id, - task_status=TaskStatus.Running, - ) - ) - - assert assigned_runner.runner is not None - assert assigned_runner.runner.runner_process.is_alive() - - async for chunk in assigned_runner.runner.stream_response( - task=op.task, request_started_callback=partial(running_callback, queue) - ): - if assigned_runner.shard_metadata.device_rank == 0: - await queue.put( - ChunkGenerated( - # TODO: at some point we will no longer have a bijection between task_id and row_id. - # So we probably want to store a mapping between these two in our Worker object. - command_id=chunk.command_id, - chunk=chunk, - ) - ) - - if op.task.task_id in self.state.tasks: - self.state.tasks[op.task.task_id].task_status = TaskStatus.Complete - - if assigned_runner.shard_metadata.device_rank == 0: - # kind of hack - we don't want to wait for the round trip for this to complete - await queue.put( - TaskStateUpdated( - task_id=op.task.task_id, - task_status=TaskStatus.Complete, - ) + status = DownloadCompleted(shard_metadata=shard, node_id=self.node_id) + self.download_status[shard] = status + # Footgun! + self.event_sender.send_nowait( + NodeDownloadProgress(download_progress=status) ) - - # After a successful inference: - assigned_runner.status = LoadedRunnerStatus() - await queue.put(assigned_runner.status_update_event()) - - queue: Queue[Event] = asyncio.Queue() - task = asyncio.create_task(inner_execute(queue)) - - # TODO: Initial (prefil) timeout can be dynamic - # model_kb = assigned_runner.shard_metadata.model_meta.storage_size_kilobytes - - try: - # Yield items from the queue - while True: - if task.done() and (exception := task.exception()): - raise exception - - try: - # Use a timeout to periodically check task status - item: Event = await asyncio.wait_for(queue.get(), timeout=0.01) - except asyncio.TimeoutError: - continue - - yield item - if isinstance(item, RunnerStatusUpdated) and isinstance( - item.runner_status, (LoadedRunnerStatus, FailedRunnerStatus) - ): - if isinstance(item.runner_status, LoadedRunnerStatus): - assigned_runner.failures = [] - - break - finally: - # Ensure the task is cleaned up - try: - await asyncio.wait_for(task, timeout=5) - except asyncio.TimeoutError: - logger.warning( - "Timed out waiting for task cleanup after inference execution." + self.event_sender.send_nowait(TaskStatusUpdated(task_id=task.task_id, task_status=TaskStatus.Complete)) + elif ( + progress.status == "in_progress" + and current_time() - last_progress_time > throttle_interval_secs + ): + status = DownloadOngoing( + node_id=self.node_id, + shard_metadata=shard, + download_progress=map_repo_download_progress_to_download_progress_data( + progress + ), ) + self.download_status[shard] = status + self.event_sender.send_nowait( + NodeDownloadProgress(download_progress=status) + ) + last_progress_time = current_time() - ## Operation Planner + self.shard_downloader.on_progress(download_progress_callback) + assert self._tg + self._tg.start_soon(self.shard_downloader.ensure_shard, task.shard_metadata) - async def execute_op(self, op: RunnerOp) -> AsyncGenerator[Event, None]: - ## It would be great if we can get rid of this async for ... yield pattern. - match op: - case AssignRunnerOp(): - event_generator = self._execute_assign_op(op) - case UnassignRunnerOp(): - event_generator = self._execute_unassign_op(op) - case RunnerUpOp(): - event_generator = self._execute_runner_up_op(op) - case RunnerDownOp(): - event_generator = self._execute_runner_down_op(op) - case RunnerFailedOp(): - event_generator = self._execute_runner_failed_op(op) - case ExecuteTaskOp(): - event_generator = self._execute_task_op(op) - - async for event in event_generator: - yield event - - async def fail_runner( - self, e: Exception, runner_id: RunnerId - ) -> AsyncGenerator[Event]: - if runner_id in self.assigned_runners: - assigned_runner = self.assigned_runners[runner_id] - - if assigned_runner.runner is not None: - await assigned_runner.runner.astop() - assigned_runner.runner = None - assigned_runner.status = FailedRunnerStatus(error_message=str(e)) - assigned_runner.failures.append((time.time(), e)) - - # Reset failure count back to 0 when succesful - if len(assigned_runner.failures) >= 3: - # Too many retries. We will emit a DeleteInstance - yield InstanceDeleted(instance_id=assigned_runner.instance_id) - - yield assigned_runner.status_update_event() - - async def fail_task( - self, e: Exception, runner_id: RunnerId, task_id: TaskId - ) -> AsyncGenerator[Event]: - if runner_id in self.assigned_runners: - yield TaskStateUpdated( - task_id=task_id, - task_status=TaskStatus.Failed, - ) - - yield TaskFailed( - task_id=task_id, error_type=str(type(e)), error_message=str(e) - ) - - async for event in self.fail_runner(e, runner_id): - yield event - - # This function is re-entrant, take care! - async def event_publisher(self, event: Event) -> None: - fe = ForwarderEvent( - origin_idx=self.local_event_index, - origin=self.node_id, - session=self.session_id, - event=event, - ) - logger.debug( - f"Worker published event {self.local_event_index}: {str(event)[:100]}" - ) - self.local_event_index += 1 - await self.local_event_sender.send(fe) - self.out_for_delivery[event.event_id] = fe + async def _forward_events(self) -> None: + with self.event_receiver as events: + async for event in events: + fe = ForwarderEvent( + origin_idx=self.local_event_index, + origin=self.node_id, + session=self.session_id, + event=event, + ) + logger.debug( + f"Worker published event {self.local_event_index}: {str(event)[:100]}" + ) + self.local_event_index += 1 + await self.local_event_sender.send(fe) + self.out_for_delivery[event.event_id] = fe def event_relevant_to_worker(event: Event, worker: Worker): diff --git a/src/exo/worker/plan.py b/src/exo/worker/plan.py index 8d0c7fa3..af46a3ff 100644 --- a/src/exo/worker/plan.py +++ b/src/exo/worker/plan.py @@ -1,303 +1,197 @@ -from typing import Mapping +# pyright: reportUnusedImport = false + +from collections.abc import Mapping, Sequence from exo.shared.types.common import NodeId -from exo.shared.types.events import ( - InstanceId, -) -from exo.shared.types.tasks import Task, TaskId, TaskStatus -from exo.shared.types.worker.common import RunnerId -from exo.shared.types.worker.downloads import DownloadCompleted -from exo.shared.types.worker.instances import Instance, InstanceStatus -from exo.shared.types.worker.ops import ( - AssignRunnerOp, - ExecuteTaskOp, - RunnerDownOp, - RunnerFailedOp, - RunnerOp, - RunnerUpOp, - UnassignRunnerOp, +from exo.shared.types.tasks import ( + ChatCompletion, + CreateRunner, + DownloadModel, + LoadModel, + Shutdown, + StartWarmup, + Task, + TaskId, + TaskStatus, ) +from exo.shared.types.worker.downloads import DownloadCompleted, DownloadProgress +from exo.shared.types.worker.instances import BoundInstance, Instance, InstanceId from exo.shared.types.worker.runners import ( - DownloadingRunnerStatus, - FailedRunnerStatus, - InactiveRunnerStatus, - LoadedRunnerStatus, + RunnerId, + RunnerLoaded, + RunnerLoading, + RunnerReady, + RunnerRunning, RunnerStatus, - RunningRunnerStatus, - StartingRunnerStatus, + RunnerWaitingForModel, + RunnerWarmingUp, ) -from exo.worker.common import AssignedRunner - - -def unassign_runners( - instances: Mapping[InstanceId, Instance], - state_runners: Mapping[RunnerId, RunnerStatus], - assigned_runners: dict[RunnerId, AssignedRunner], -) -> UnassignRunnerOp | None: - runner_ids: set[RunnerId] = { - runner_id - for instance in instances.values() - for runner_id in instance.shard_assignments.runner_to_shard - } - for runner_id, _ in assigned_runners.items(): - if runner_id not in runner_ids: - return UnassignRunnerOp(runner_id=runner_id) - - # If our instance is in 'downloading' or 'assigned' state, then we know the runner is stale. These are part of AssignRunnerOp and should be blocking. - for assigned_runner_id in assigned_runners: - if assigned_runner_id in state_runners: - status = state_runners[assigned_runner_id] - if isinstance(status, DownloadingRunnerStatus) and not isinstance( - status.download_progress, DownloadCompleted - ): - return UnassignRunnerOp(runner_id=assigned_runner_id) - - return None - - -def failed_runners( - assigned_runners: dict[RunnerId, AssignedRunner], -) -> RunnerFailedOp | None: - for runner_id, assigned_runner in assigned_runners.items(): - if ( - assigned_runner.runner is not None - and not assigned_runner.runner.runner_process.is_alive() - and not isinstance(assigned_runner.status, FailedRunnerStatus) - ): - return RunnerFailedOp(runner_id=runner_id) - return None - - -def spin_down_runners( - instances: Mapping[InstanceId, Instance], - assigned_runners: dict[RunnerId, AssignedRunner], - state_runners: Mapping[RunnerId, RunnerStatus], - worker_node_id: NodeId, -) -> RunnerDownOp | None: - for _instance_id, instance in instances.items(): - for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): - if node_id != worker_node_id: - continue - - # We spin down a runner if it's meant to be inactive and it's Loaded. - if ( - runner_id in assigned_runners - and isinstance(assigned_runners[runner_id].status, LoadedRunnerStatus) - and instance.instance_type == InstanceStatus.Inactive - ): - return RunnerDownOp(runner_id=runner_id) - - # If we are part of an instance that has a dead node - and we aren't the dead node - we should spin down - for _instance_id, instance in instances.items(): - if ( - worker_node_id in instance.shard_assignments.node_to_runner - and instance.shard_assignments.node_to_runner[worker_node_id] - in assigned_runners - and not isinstance( - assigned_runners[ - instance.shard_assignments.node_to_runner[worker_node_id] - ].status, - InactiveRunnerStatus, - ) - ): # make sure that our runner has not already been spun down into ready state - other_node_in_instance_has_failed = False - for runner_id in instance.shard_assignments.runner_to_shard: - if ( - runner_id in state_runners - and isinstance(state_runners[runner_id], FailedRunnerStatus) - and runner_id not in assigned_runners - ): - other_node_in_instance_has_failed = True - - if other_node_in_instance_has_failed: - # Spin down *our* runner - return RunnerDownOp( - runner_id=instance.shard_assignments.node_to_runner[worker_node_id] - ) - - # If we are failed - and *all of the other nodes have spun down* - then we can spin down too. - for _instance_id, instance in instances.items(): - if ( - worker_node_id in instance.shard_assignments.node_to_runner - and instance.shard_assignments.node_to_runner[worker_node_id] - in state_runners - and instance.shard_assignments.node_to_runner[worker_node_id] - in assigned_runners - and isinstance( - assigned_runners[ - instance.shard_assignments.node_to_runner[worker_node_id] - ].status, - FailedRunnerStatus, - ) - ): - num_spundown_nodes = 0 - for runner_id in instance.shard_assignments.runner_to_shard: - if ( - runner_id in state_runners - and isinstance(state_runners[runner_id], InactiveRunnerStatus) - and runner_id not in assigned_runners - ): - num_spundown_nodes += 1 - # Suggested: - # if runner_id in state_runners and isinstance(state.runners[runner_id], InactiveRunnerStatus): - # if runner_id != instance.shard_assignments.node_to_runner[worker_node_id]: - # num_spundown_nodes += 1 - - if ( - num_spundown_nodes - == next( - iter(instance.shard_assignments.runner_to_shard.values()) - ).world_size - - 1 - ): - # All the other nodes are spun down - so now we can spin down too. - # This also catches the case of 1-node. If there's one node in the instance then we should spin down straight away - return RunnerDownOp( - runner_id=instance.shard_assignments.node_to_runner[worker_node_id] - ) - return None - - -def assign_runners( - instances: Mapping[InstanceId, Instance], - assigned_runners: dict[RunnerId, AssignedRunner], - worker_node_id: NodeId, -) -> AssignRunnerOp | None: - for instance_id, instance in instances.items(): - for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): - if node_id != worker_node_id: - continue - - if runner_id not in assigned_runners: - return AssignRunnerOp( - runner_id=runner_id, - instance_id=instance_id, - shard_metadata=instance.shard_assignments.runner_to_shard[ - runner_id - ], - hosts=instance.hosts, - mlx_ibv_devices=instance.mlx_ibv_devices, - mlx_ibv_coordinator=instance.mlx_ibv_coordinator, - ) - return None - - -def spin_up_runners( - instances: Mapping[InstanceId, Instance], - assigned_runners: dict[RunnerId, AssignedRunner], - state_runners: Mapping[RunnerId, RunnerStatus], - worker_node_id: NodeId, -) -> RunnerUpOp | None: - for _instance_id, instance in instances.items(): - if ( - worker_node_id in instance.shard_assignments.node_to_runner - and assigned_runners[ - instance.shard_assignments.node_to_runner[worker_node_id] - ].runner - is None - and instance.instance_type == InstanceStatus.Active - ): - # We are part of this instance, we want it up but it hasn't been spun up yet. - # Need to assert all other runners are ready before we can spin up. - ready_to_spin = True - for runner_id in instance.shard_assignments.node_to_runner.values(): - if runner_id in state_runners and isinstance( - state_runners[runner_id], - ( - InactiveRunnerStatus, - StartingRunnerStatus, - ), - ): - ready_to_spin = False - - if ready_to_spin: - return RunnerUpOp( - runner_id=instance.shard_assignments.node_to_runner[worker_node_id] - ) - return None - - -def execute_task_op( - instances: Mapping[InstanceId, Instance], - assigned_runners: dict[RunnerId, AssignedRunner], - state_runners: Mapping[RunnerId, RunnerStatus], - tasks: Mapping[TaskId, Task], - worker_node_id: NodeId, -) -> ExecuteTaskOp | None: - for instance_id, instance in instances.items(): - for node_id, runner_id in instance.shard_assignments.node_to_runner.items(): - if node_id != worker_node_id: - continue - assert runner_id in assigned_runners - runner = assigned_runners[runner_id] - if not isinstance(runner.status, LoadedRunnerStatus): - continue # The only previous state to get to Running is from Loaded - - for _, task in tasks.items(): - if task.instance_id == instance_id and ( - task.task_status in (TaskStatus.Pending, TaskStatus.Failed) - ): - if ( - runner.shard_metadata.device_rank >= 1 - or runner.shard_metadata.world_size == 1 - ): - return ExecuteTaskOp(runner_id=runner_id, task=task) - else: - # We already know our own status is Loaded. We are rank 0, - # so let's check that all the other runners are running - ready for us to fire the prompt. - running_runner_count = 0 - for ( - other_runner_id, - other_runner_status, - ) in state_runners.items(): - if ( - other_runner_id - in instance.shard_assignments.node_to_runner.values() - and isinstance(other_runner_status, RunningRunnerStatus) - ): - running_runner_count += 1 - - if running_runner_count == runner.shard_metadata.world_size - 1: - return ExecuteTaskOp(runner_id=runner_id, task=task) - - return None +from exo.shared.types.worker.shards import ShardMetadata +from exo.worker.runner.runner_supervisor import RunnerSupervisor def plan( - assigned_runners: dict[RunnerId, AssignedRunner], - worker_node_id: NodeId, + node_id: NodeId, + # Runners is expected to be FRESH and so should not come from state + runners: Mapping[RunnerId, RunnerSupervisor], + # DL_status is expected to be FRESH and so should not come from state + download_status: Mapping[ShardMetadata, DownloadProgress], + # gdls is not expected to be fresh + global_download_status: Mapping[NodeId, Sequence[DownloadProgress]], instances: Mapping[InstanceId, Instance], - state_runners: Mapping[RunnerId, RunnerStatus], # all global + all_runners: Mapping[RunnerId, RunnerStatus], # all global tasks: Mapping[TaskId, Task], -) -> RunnerOp | None: - # First, unassign assigned runners that are no longer in the state. - if unop := unassign_runners(instances, state_runners, assigned_runners): - return unop +) -> Task | None: + # Python short circuiting OR logic should evaluate these sequentially. + return ( + _kill_runner(runners, all_runners, instances) + or _create_runner(node_id, runners, instances) + or _model_needs_download(runners, download_status) + or _load_model(runners, all_runners, global_download_status) + or _ready_to_warmup(runners, all_runners) + or _pending_tasks(runners, tasks, all_runners) + ) - # mark failed runners that are not marked yet as failed - if failed_op := failed_runners(assigned_runners): - return failed_op - # spin down runners that are no longer needed - if down_op := spin_down_runners( - instances, assigned_runners, state_runners, worker_node_id - ): - return down_op +def _kill_runner( + runners: Mapping[RunnerId, RunnerSupervisor], + all_runners: Mapping[RunnerId, RunnerStatus], + instances: Mapping[InstanceId, Instance], +) -> Shutdown | None: + for runner in runners.values(): + if (instance_id := runner.bound_instance.instance.instance_id) not in instances: + return Shutdown(instance_id=instance_id, runner_id = runner.bound_instance.bound_runner_id) - # Then assign runners we do want - if assign_op := assign_runners(instances, assigned_runners, worker_node_id): - return assign_op + """ --- Potential code to kill a runner if any runners in its instance have failed --- + global_runners_in_instance = runner.bound_instance.instance.shard_assignments.node_to_runner.values() + if any(isinstance(all_runners[runner_id], RunnerFailed) for runner_id in global_runners_in_instance if runner_id != runner.bound_instance.bound_runner_id): + Shutdown(instance_id=runner.bound_instance.instance.instance_id, runner_id=runner.bound_instance.bound_runner_id) + """ - # Then spin up 'ready' runners that should be active - if runner_up_op := spin_up_runners( - instances, assigned_runners, state_runners, worker_node_id - ): - return runner_up_op - # Then make sure things are running based on tasks. - if exec_op := execute_task_op( - instances, assigned_runners, state_runners, tasks, worker_node_id - ): - return exec_op +def _create_runner( + node_id: NodeId, + runners: Mapping[RunnerId, RunnerSupervisor], + instances: Mapping[InstanceId, Instance], +) -> CreateRunner | None: + for instance in instances.values(): + runner_id = instance.shard_assignments.node_to_runner.get(node_id, None) + if runner_id is None: + continue - return None + if runner_id in runners: + continue + + shard = instance.shard(runner_id) + assert shard is not None + + return CreateRunner( + instance_id=instance.instance_id, + bound_instance=BoundInstance(instance=instance, bound_runner_id=runner_id), + ) + + +def _model_needs_download( + runners: Mapping[RunnerId, RunnerSupervisor], + download_status: Mapping[ShardMetadata, DownloadProgress], +) -> DownloadModel | None: + for runner in runners.values(): + if ( + isinstance(runner.status, RunnerWaitingForModel) + and runner.bound_instance.bound_shard() not in download_status + ): + # We don't invalidate download_status randomly in case a file gets deleted on disk + return DownloadModel( + instance_id=runner.bound_instance.instance.instance_id, + shard_metadata=runner.bound_instance.bound_shard(), + ) + + +""" --- TODO! +def _init_backend( + runners: Mapping[RunnerId, RunnerSupervisor], + all_runners: Mapping[RunnerId, RunnerStatus], +) -> LoadModel | None: + for runner in runner.values() + pass +""" + + +def _load_model( + runners: Mapping[RunnerId, RunnerSupervisor], + all_runners: Mapping[RunnerId, RunnerStatus], + global_download_status: Mapping[NodeId, Sequence[DownloadProgress]], +) -> LoadModel | None: + for runner in runners.values(): + if ( + all( + isinstance(dp, DownloadCompleted) + if dp.shard_metadata + == runner.bound_instance.instance.shard_assignments.runner_to_shard[rid] + else True + for nid, rid in runner.bound_instance.instance.shard_assignments.node_to_runner.items() + for dp in global_download_status[nid] + ) + and isinstance(runner.status, RunnerWaitingForModel) + and all( + isinstance( + all_runners.get(global_runner_id, None), + (RunnerWaitingForModel, RunnerLoading, RunnerLoaded), + ) + for global_runner_id in runner.bound_instance.instance.shard_assignments.runner_to_shard + ) + ): + return LoadModel(instance_id=runner.bound_instance.instance.instance_id) + + +def _ready_to_warmup( + runners: Mapping[RunnerId, RunnerSupervisor], + all_runners: Mapping[RunnerId, RunnerStatus], +) -> StartWarmup | None: + for runner in runners.values(): + if isinstance(runner.status, RunnerLoaded) and ( + ( + all( + isinstance( + all_runners.get(global_runner_id, None), + (RunnerLoaded, RunnerWarmingUp), + ) + for global_runner_id in runner.bound_instance.instance.shard_assignments.runner_to_shard + ) + and runner.bound_instance.bound_shard().device_rank != 0 + ) + or ( + all( + isinstance( + all_runners.get(global_runner_id, None), (RunnerWarmingUp) + ) + for global_runner_id in runner.bound_instance.instance.shard_assignments.runner_to_shard + if global_runner_id != runner.bound_instance.bound_runner_id + ) + and runner.bound_instance.bound_shard().device_rank == 0 + ) + ): + return StartWarmup(instance_id=runner.bound_instance.instance.instance_id) + + +def _pending_tasks( + runners: Mapping[RunnerId, RunnerSupervisor], + tasks: Mapping[TaskId, Task], + all_runners: Mapping[RunnerId, RunnerStatus], +) -> Task | None: + for task in tasks.values(): + # for now, just forward chat completions + if not isinstance(task, ChatCompletion): + continue + if task.task_status not in (TaskStatus.Pending, TaskStatus.Running): + continue + + for runner in runners.values(): + if task.instance_id != runner.bound_instance.instance.instance_id: + continue + + if isinstance(runner.status, RunnerReady) and all( + isinstance(all_runners[global_runner_id], (RunnerReady, RunnerRunning)) + for global_runner_id in runner.bound_instance.instance.shard_assignments.runner_to_shard + ): + return task diff --git a/src/exo/worker/runner/bootstrap.py b/src/exo/worker/runner/bootstrap.py index bc734155..989b8723 100644 --- a/src/exo/worker/runner/bootstrap.py +++ b/src/exo/worker/runner/bootstrap.py @@ -1,10 +1,17 @@ -import asyncio +"""--- not doing this anymore import faulthandler import os import sys -from multiprocessing.connection import Connection +""" +import loguru +from exo.shared.types.events import Event +from exo.shared.types.tasks import Task +from exo.shared.types.worker.instances import BoundInstance +from exo.utils.channels import MpReceiver, MpSender + +""" -- not doing this anymore def _redirect_stderr_to_file(path: str) -> None: # Replace fd 2 (stderr) with a file descriptor pointing to `path` fd = os.open(path, os.O_WRONLY | os.O_CREAT | os.O_TRUNC, 0o644) @@ -12,20 +19,36 @@ def _redirect_stderr_to_file(path: str) -> None: os.close(fd) # Rebind sys.stderr so Python's own writes go to the new fd as well (line-buffered) sys.stderr = os.fdopen(2, "w", buffering=1, closefd=False) +""" -def entrypoint(raw_conn: Connection, err_path: str) -> None: +def entrypoint( + bound_instance: BoundInstance, + event_sender: MpSender[Event], + task_receiver: MpReceiver[Task], + # err_path: str, + _logger: "loguru.Logger", +) -> None: """ Minimal entrypoint for the spawned child process. It redirects fd=2 (stderr) to a pipe provided by the parent, *then* imports the heavy runner module so that any C/C++ or MLX logs/crashes land in that pipe. """ - # os.environ["MLX_METAL_FAST_SYNCH"] = "1" + """ --- not doing this anymore _redirect_stderr_to_file(err_path) faulthandler.enable(file=sys.stderr, all_threads=True) + """ + import os + os.environ["MLX_METAL_FAST_SYNCH"] = "1" + + global logger + logger = _logger # Import the heavy runner only after stderr is redirected from exo.worker.runner.runner import main - asyncio.run(main(raw_conn)) + main(bound_instance, event_sender, task_receiver) + + +logger: "loguru.Logger" diff --git a/src/exo/worker/runner/generate.py b/src/exo/worker/runner/generate.py index 4f91e9e8..1293184c 100644 --- a/src/exo/worker/runner/generate.py +++ b/src/exo/worker/runner/generate.py @@ -1,35 +1,24 @@ -import asyncio -import concurrent.futures -import functools -import time -from collections.abc import AsyncGenerator -from functools import partial -from typing import Any, Callable, Generator +from typing import Any, Callable, Generator, get_args, cast import mlx.core as mx -from mlx.core import array -from mlx_lm.models import cache from mlx_lm.models.cache import KVCache +from mlx_lm import stream_generate -from exo.engines.mlx import Model, TokenizerWrapper +from exo.engines.mlx import Model +from mlx_lm.tokenizer_utils import TokenizerWrapper from exo.engines.mlx.utils_mlx import ( - apply_chat_template, - broadcast_from_zero, make_kv_cache, + apply_chat_template, mx_barrier, ) +from exo.shared.openai_compat import FinishReason from exo.shared.types.api import ChatCompletionMessage from exo.shared.types.tasks import ChatCompletionTaskParams from exo.shared.types.worker.commands_runner import ( GenerationResponse, - RunnerMessage, - RunnerResponse, TokenizedResponse, ) -from exo.shared.types.worker.communication import ( - AsyncConnection, - runner_print, -) +from exo.worker.runner.bootstrap import logger generation_stream = mx.new_stream(mx.default_device()) @@ -48,281 +37,15 @@ def maybe_quantize_kv_cache( ): prompt_cache[e] = c.to_quantized(group_size=kv_group_size, bits=kv_bits) - -def generate_step( - prompt: mx.array, - model: Model, - *, - max_tokens: int = 256, - sampler: Callable[[mx.array], mx.array], - logits_processors: list[Callable[[mx.array, mx.array], mx.array]] | None = None, - max_kv_size: int | None = None, - prompt_cache: list[KVCache] | None = None, - prefill_step_size: int = 16384, - kv_bits: int | None = None, - kv_group_size: int = 64, - quantized_kv_start: int = 0, - prompt_progress_callback: Callable[[int, int], None] | None = None, - input_embeddings: mx.array | None = None, - group: mx.distributed.Group | None = None, -) -> Generator[tuple[int, mx.array], None, None]: - """ - A generator producing token ids based on the given prompt from the model. - - Args: - prompt (mx.array): The input prompt. - model (Model): The model to use for generation. - max_tokens (int): The maximum number of tokens. Use``-1`` for an infinite - generator. Default: ``256``. - sampler (Callable[mx.array, mx.array]): A sampler for sampling a - token from a vector of log probabilities. - logits_processors (list[Callable[[mx.array, mx.array], mx.array]], optional): - A list of functions that take tokens and logits and return the processed - logits. Default: ``None``. - max_kv_size (int, optional): Maximum size of the key-value cache. Old - entries (except the first 4 tokens) will be overwritten. - prompt_cache (list[Any], optional): A pre-computed prompt cache. Note, if - provided, the cache will be updated in place. - prefill_step_size (int): Step size for processing the prompt. - kv_bits (int, optional): Number of bits to use for KV cache quantization. - None implies no cache quantization. Default: ``None``. - kv_group_size (int): Group size for KV cache quantization. Default: ``64``. - quantized_kv_start (int): Step to begin using a quantized KV cache. - when ``kv_bits`` is non-None. Default: ``0``. - prompt_progress_callback (Callable[[int, int], None]): A call-back which takes the - prompt tokens processed so far and the total number of prompt tokens. - input_embeddings (mx.array, optional): Input embeddings to use instead of or in - conjunction with prompt tokens. Default: ``None``. - - Yields: - tuple[int, mx.array]: One token and a vector of log probabilities. - """ - if input_embeddings is not None: - if len(prompt) > 0 and len(prompt) != len(input_embeddings): - raise ValueError( - f"When providing input_embeddings, their sequence length ({len(input_embeddings)}) " - f"must match the sequence length of the prompt ({len(prompt)}), or the " - "prompt must be empty." - ) - elif len(prompt) == 0: - raise ValueError( - "Either input_embeddings or prompt (or both) must be provided." - ) - - tokens = None - - if prompt_cache is None: - prompt_cache = cache.make_prompt_cache( - model, - max_kv_size=max_kv_size, - ) - - prompt_progress_callback = prompt_progress_callback or (lambda _, __: None) - - quantize_cache_fn = functools.partial( - maybe_quantize_kv_cache, - quantized_kv_start=quantized_kv_start, - kv_group_size=kv_group_size, - kv_bits=kv_bits, - ) - - def _model_call( - input_tokens: mx.array, input_embeddings: mx.array | None - ) -> mx.array: - if input_embeddings is not None: - return model( - input_tokens, - cache=prompt_cache, - input_embeddings=input_embeddings, - ) - else: - return model(input_tokens, cache=prompt_cache) - - def _step( - input_tokens: mx.array, input_embeddings: mx.array | None = None - ) -> tuple[mx.array, mx.array]: - nonlocal tokens - - with mx.stream(generation_stream): - logits = _model_call( - input_tokens=input_tokens[None], - input_embeddings=( - input_embeddings[None] if input_embeddings is not None else None - ), - ) - - logits = logits[:, -1, :] - - if logits_processors and len(input_tokens) > 0: - tokens = ( - mx.concat([tokens, input_tokens]) - if tokens is not None - else input_tokens - ) - for processor in logits_processors: - logits = processor(tokens, logits) - - quantize_cache_fn(prompt_cache) - - logprobs = logits - mx.logsumexp(logits, keepdims=True) - sampled = sampler(logprobs) - return sampled, logprobs.squeeze(0) - - with mx.stream(generation_stream): - total_prompt_tokens = ( - len(input_embeddings) if input_embeddings is not None else len(prompt) - ) - prompt_processed_tokens = 0 - prompt_progress_callback(prompt_processed_tokens, total_prompt_tokens) - - while total_prompt_tokens - prompt_processed_tokens > prefill_step_size: - runner_print( - f"Prefilling {min(prefill_step_size, len(prompt))} tokens. Remaining tokens: {len(prompt)}. Peak memory: {mx.get_peak_memory() // 2**30} GB" - ) - n_to_process = min(prefill_step_size, prompt.size) - _model_call( - input_tokens=prompt[:n_to_process][None], - input_embeddings=( - input_embeddings[:n_to_process][None] - if input_embeddings is not None - else None - ), - ) - quantize_cache_fn(prompt_cache) - - start_time = time.time() - mx.eval([c.state for c in prompt_cache]) - eval_time = time.time() - start_time - prompt_processed_tokens += n_to_process - - prompt = prompt[n_to_process:] - input_embeddings = ( - input_embeddings[n_to_process:] - if input_embeddings is not None - else input_embeddings - ) - - mx.clear_cache() - # if eval_time > 7.0: - # prefill_step_size = prefill_step_size // 2 - if group is not None: - prefill_step_size = broadcast_from_zero(prefill_step_size) - prefill_step_size = max(1, prefill_step_size) - prompt_progress_callback(prompt_processed_tokens, total_prompt_tokens) - - if prompt_processed_tokens > 0: - runner_print("finished prefill stage.") - - y, logprobs = _step(input_tokens=prompt, input_embeddings=input_embeddings) - - mx.async_eval(y, logprobs) - next_y: array | None = None - next_logprobs: array | None = None - n = 0 - - while True: - assert y is not None - assert logprobs is not None - if n != max_tokens: - next_y, next_logprobs = _step(y) - mx.async_eval(next_y, next_logprobs) - if n == 0: - mx.eval(y) - prompt_progress_callback(total_prompt_tokens, total_prompt_tokens) - if n == max_tokens: - break - yield int(y.item()), logprobs - if n % 256 == 0: - mx.clear_cache() - y, logprobs = next_y, next_logprobs - n += 1 - - -def stream_generate( - model: Model, - tokenizer: TokenizerWrapper, - prompt: str, - max_tokens: int, - sampler: Callable[[mx.array], mx.array], - conn: AsyncConnection[RunnerResponse, RunnerMessage] | None, - logits_processors: list[Callable[[mx.array, mx.array], mx.array]] | None = None, - max_kv_size: int | None = None, - prompt_cache: list[KVCache] | None = None, - prefill_step_size: int = 2048, - kv_bits: int | None = None, - kv_group_size: int = 64, - quantized_kv_start: int = 0, - prompt_progress_callback: Callable[[int, int], None] | None = None, - input_embeddings: mx.array | None = None, - group: mx.distributed.Group | None = None, -) -> Generator[GenerationResponse, None, None]: - # Try to infer if special tokens are needed - add_special_tokens = tokenizer.bos_token is None or not prompt.startswith( - tokenizer.bos_token - ) - prompt_array: mx.array = mx.array( - tokenizer.encode(prompt, add_special_tokens=add_special_tokens) - ) - if conn is not None: - conn.send_sync(TokenizedResponse(prompt_tokens=len(prompt_array))) - - detokenizer = tokenizer.detokenizer - - token_generator: Generator[tuple[int, array], None, None] = generate_step( - prompt_array, - model, - max_tokens=max_tokens, - sampler=sampler, - logits_processors=logits_processors, - max_kv_size=max_kv_size, - prompt_cache=prompt_cache, - prefill_step_size=prefill_step_size, - kv_bits=kv_bits, - kv_group_size=kv_group_size, - quantized_kv_start=quantized_kv_start, - prompt_progress_callback=prompt_progress_callback, - input_embeddings=input_embeddings, - group=group, - ) - - token = None - detokenizer.reset() - for token, _ in token_generator: - if token in tokenizer.eos_token_ids: - break - - detokenizer.add_token(token) - - # TODO: We could put more metrics on this GenerationResponse if we wish - yield GenerationResponse( - text=detokenizer.last_segment, - token=token, - finish_reason=None, - ) - - assert token is not None - detokenizer.finalize() - yield GenerationResponse( - text=detokenizer.last_segment, - token=token, - finish_reason="stop" if token in tokenizer.eos_token_ids else "length", - ) - - -async def warmup_inference( - mlx_executor: concurrent.futures.ThreadPoolExecutor, +def warmup_inference( model: Model, tokenizer: TokenizerWrapper, sampler: Callable[[mx.array], mx.array], - group: mx.distributed.Group | None = None, ) -> int: - loop = asyncio.get_running_loop() - - warmup_prompt = await apply_chat_template( - mlx_executor=mlx_executor, + warmup_prompt = apply_chat_template( tokenizer=tokenizer, chat_task_data=ChatCompletionTaskParams( - model="warmup", + model="", messages=[ ChatCompletionMessage( role="user", @@ -334,95 +57,63 @@ async def warmup_inference( tokens_generated = 0 - def _generate_warmup(): - nonlocal tokens_generated - runner_print("Generating warmup tokens") - for _r in stream_generate( - model=model, - tokenizer=tokenizer, - prompt=warmup_prompt, - max_tokens=50, - sampler=sampler, - conn=None, - group=group, - ): - runner_print("Generated warmup token: " + str(_r.text)) - tokens_generated += 1 + cache = make_kv_cache( + model=model, + ) - await loop.run_in_executor(mlx_executor, _generate_warmup) - runner_print("Generated ALL warmup tokens") - await loop.run_in_executor(mlx_executor, lambda: mx_barrier(group)) + logger.info("Generating warmup tokens") + for _r in stream_generate( + model=model, + tokenizer=tokenizer, + prompt=warmup_prompt, + max_tokens=50, + sampler=sampler, + prompt_cache=cache, + prefill_step_size=65536, + ): + logger.info("Generated warmup token: " + str(_r.text)) + tokens_generated += 1 + + logger.info("Generated ALL warmup tokens") + mx_barrier() return tokens_generated -async def mlx_generate( - mlx_executor: concurrent.futures.ThreadPoolExecutor, +def mlx_generate( model: Model, tokenizer: TokenizerWrapper, sampler: Callable[[mx.array], mx.array], task: ChatCompletionTaskParams, - conn: AsyncConnection[RunnerResponse, RunnerMessage], -) -> AsyncGenerator[GenerationResponse]: - loop = asyncio.get_running_loop() - queue: asyncio.Queue[GenerationResponse | Exception | object] = asyncio.Queue() - sentinel = object() - - def _generate_tokens(prompt: str, max_tokens: int, cache: list[KVCache]) -> None: - try: - for generation_response in stream_generate( - model=model, - tokenizer=tokenizer, - prompt=prompt, - max_tokens=max_tokens, - sampler=sampler, - prompt_cache=cache, - prefill_step_size=1024, - conn=conn, - ): - _ = loop.call_soon_threadsafe(queue.put_nowait, generation_response) - except Exception as e: - _ = loop.call_soon_threadsafe(queue.put_nowait, e) - finally: - _ = loop.call_soon_threadsafe(queue.put_nowait, sentinel) - +) -> Generator[GenerationResponse]: # Currently we support chat-completion tasks only. - runner_print(f"task_params: {task}") + logger.info(f"task_params: {task}") - prompt = await apply_chat_template( - mlx_executor=mlx_executor, + prompt = apply_chat_template( tokenizer=tokenizer, chat_task_data=task, ) - cache_future = loop.run_in_executor( - mlx_executor, - lambda: asyncio.run( - make_kv_cache( - model=model, - ) - ), + cache = make_kv_cache( + model=model, ) - cache = await cache_future max_tokens = task.max_tokens or 1000 - generation_fn = partial(_generate_tokens, prompt, max_tokens, cache) + for out in stream_generate( + model=model, + tokenizer=tokenizer, + prompt=prompt, + max_tokens=max_tokens, + sampler=sampler, + prompt_cache=cache, + prefill_step_size=65536, + ): + logger.info(out.text) + if out.finish_reason != None and out.finish_reason not in get_args(FinishReason): + # We don't throw here as this failure case is really not all that bad + # Just log the error and move on + logger.warning(f"Model generated unexpected finish_reason: {out.finish_reason}") - future = loop.run_in_executor(mlx_executor, generation_fn) - - while True: - item = await queue.get() - queue.task_done() - - if item is sentinel: - break - - if isinstance(item, Exception): - raise item - - assert isinstance(item, GenerationResponse) # constrain datatype - runner_print(item.text) - yield item - - # Wait for the executor thread to complete - await future + yield GenerationResponse( + text=out.text, token=out.token, finish_reason=cast(FinishReason | None, out.finish_reason) + ) diff --git a/src/exo/worker/runner/runner.py b/src/exo/worker/runner/runner.py index 79b9b521..0cbbe079 100644 --- a/src/exo/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -1,127 +1,218 @@ -import asyncio -import concurrent.futures import time -from functools import partial -from multiprocessing.connection import Connection from exo.engines.mlx.utils_mlx import ( mx_barrier, initialize_mlx, mlx_force_oom, ) -from exo.shared.global_conn import set_conn +from exo.shared.types.chunks import TokenChunk +from exo.shared.types.events import ( + ChunkGenerated, + Event, + RunnerStatusUpdated, + TaskAcknowledged, + TaskStatusUpdated, +) +from exo.shared.types.tasks import ( + ChatCompletion, + LoadModel, + Shutdown, + StartWarmup, + Task, + TaskStatus, +) from exo.shared.types.worker.commands_runner import ( - ChatTaskMessage, - ExitMessage, - FinishedResponse, - InitializedResponse, - RunnerMessage, - RunnerResponse, - SetupMessage, + GenerationResponse, + TokenizedResponse, ) -from exo.shared.types.worker.communication import ( - AsyncConnection, - runner_print, - runner_write_error, +from exo.shared.types.worker.instances import BoundInstance +from exo.shared.types.worker.runners import ( + RunnerFailed, + RunnerLoaded, + RunnerLoading, + RunnerReady, + RunnerRunning, + RunnerStatus, + RunnerWaitingForModel, + RunnerWarmingUp, ) -from exo.shared.types.worker.shards import ShardMetadata -from exo.utils import ensure_type -from exo.worker.runner.generate import mlx_generate +from exo.utils.channels import MpReceiver, MpSender +from exo.worker.runner.bootstrap import logger +from exo.worker.runner.generate import mlx_generate, warmup_inference -async def main(raw_conn: Connection): - conn = AsyncConnection[RunnerResponse, RunnerMessage](raw_conn) - set_conn(conn) - +def main( + bound_instance: BoundInstance, + event_sender: MpSender[Event], + task_receiver: MpReceiver[Task], +): + instance, runner_id, shard_metadata = ( + bound_instance.instance, + bound_instance.bound_runner_id, + bound_instance.bound_shard(), + ) try: - runner_print("hello from the runner") - init_message = await conn.recv() - setup_message = ensure_type(init_message, SetupMessage) - model_shard_meta: ShardMetadata = setup_message.model_shard_meta - hosts = setup_message.hosts - mlx_ibv_devices = setup_message.mlx_ibv_devices - mlx_ibv_coordinator = setup_message.mlx_ibv_coordinator - - if getattr(model_shard_meta, "immediate_exception", False): + logger.info("hello from the runner") + if getattr(shard_metadata, "immediate_exception", False): raise Exception("Fake exception - runner failed to spin up.") - if timeout := getattr(model_shard_meta, "should_timeout", 0): - await asyncio.sleep(timeout) + if timeout := getattr(shard_metadata, "should_timeout", 0): + time.sleep(timeout) setup_start_time = time.time() - mlx_executor = concurrent.futures.ThreadPoolExecutor(max_workers=1) - loop = asyncio.get_running_loop() + model = None + tokenizer = None + sampler = None - model, tokenizer, sampler, group = await loop.run_in_executor( - mlx_executor, - partial( - initialize_mlx, - model_shard_meta=model_shard_meta, - hosts=hosts, - mlx_ibv_devices=mlx_ibv_devices, - mlx_ibv_coordinator=mlx_ibv_coordinator, - ), + current_status: RunnerStatus = RunnerWaitingForModel() + logger.info("runner waiting for model") + event_sender.send( + RunnerStatusUpdated(runner_id=runner_id, runner_status=current_status) ) - - # runner_print( - # f"Warming up inference for model_shard_meta: {model_shard_meta} hosts: {hosts}" - # ) - # toks = await warmup_inference( - # mlx_executor=mlx_executor, - # model=model, - # tokenizer=tokenizer, - # sampler=sampler, - # group=group, - # ) - # runner_print(f"Warmed up by generating {toks} tokens") - runner_print("Synchronizing processes before generation") - await loop.run_in_executor(mlx_executor, lambda: mx_barrier(group)) - runner_print("Synchronized processes before generation") - await conn.send(InitializedResponse(time_taken=time.time() - setup_start_time)) - - while True: - message = await conn.recv() - match message: - case ChatTaskMessage(task_data=task): - runner_print(f"received chat request: {str(task)[:500]}") - # Ensure we have a chat-completion task subtype - # TODO: this is a hack, why are we only looking at the first message? should have a tokenizer - prompt = task.messages[0] - if ( - prompt.content is not None - and "EXO RUNNER MUST FAIL" in prompt.content + with task_receiver as tasks: + for task in tasks: + event_sender.send( + TaskStatusUpdated( + task_id=task.task_id, task_status=TaskStatus.Running + ) + ) + event_sender.send(TaskAcknowledged(task_id=task.task_id)) + match task: + case LoadModel() if isinstance( + current_status, (RunnerWaitingForModel, RunnerFailed) ): - runner_print("raising exception") - raise Exception( - "Artificial runner exception - for testing purposes only." + current_status = RunnerLoading() + logger.info("runner loading") + event_sender.send( + RunnerStatusUpdated( + runner_id=runner_id, runner_status=current_status + ) ) - if ( - prompt.content is not None - and "EXO RUNNER MUST OOM" in prompt.content - ): - mlx_force_oom() - if ( - prompt.content is not None - and "EXO RUNNER MUST TIMEOUT" in prompt.content - ): - await asyncio.sleep(100) - # Generate responses using the actual MLX generation - async for generation_response in mlx_generate( - mlx_executor=mlx_executor, - model=model, - tokenizer=tokenizer, - sampler=sampler, - task=task, - conn=conn, - ): - await conn.send(generation_response) + model, tokenizer, sampler = initialize_mlx(bound_instance) - await conn.send(FinishedResponse()) - case ExitMessage(): - break - case _: - raise ValueError(f"Unknown message: {message}") + current_status = RunnerLoaded() + logger.info("runner loaded") + event_sender.send( + RunnerStatusUpdated( + runner_id=runner_id, runner_status=current_status + ) + ) + case StartWarmup() if isinstance(current_status, RunnerLoaded): + assert model + assert tokenizer + assert sampler + current_status = RunnerWarmingUp() + logger.info("runner warming up") + event_sender.send( + RunnerStatusUpdated( + runner_id=runner_id, runner_status=current_status + ) + ) + + logger.info(f"warming up inference for instance: {instance}") + toks = warmup_inference( + model=model, + tokenizer=tokenizer, + sampler=sampler, + ) + logger.info(f"warmed up by generating {toks} tokens") + logger.info( + f"runner initialized in {time.time() - setup_start_time} seconds" + ) + current_status = RunnerReady() + logger.info("runner ready") + event_sender.send( + RunnerStatusUpdated( + runner_id=runner_id, runner_status=RunnerReady() + ) + ) + case ChatCompletion( + task_params=task_params, command_id=command_id + ) if isinstance(current_status, RunnerReady): + assert model + assert tokenizer + assert sampler + logger.info(f"received chat request: {str(task)[:500]}") + current_status = RunnerRunning() + logger.info("runner running") + event_sender.send( + RunnerStatusUpdated( + runner_id=runner_id, runner_status=current_status + ) + ) + # Ensure we have a chat-completion task subtype + # TODO: this is a hack, why are we only looking at the first message? should have a tokenizer + prompt = task_params.messages[0] + if ( + prompt.content is not None + and "EXO RUNNER MUST FAIL" in prompt.content + ): + logger.info("raising exception") + raise Exception( + "Artificial runner exception - for testing purposes only." + ) + if ( + prompt.content is not None + and "EXO RUNNER MUST OOM" in prompt.content + ): + mlx_force_oom() + if ( + prompt.content is not None + and "EXO RUNNER MUST TIMEOUT" in prompt.content + ): + time.sleep(100) + + # Generate responses using the actual MLX generation + for response in mlx_generate( + model=model, + tokenizer=tokenizer, + sampler=sampler, + task=task_params, + ): + match response: + case GenerationResponse(): + if shard_metadata.device_rank == 0: + event_sender.send( + ChunkGenerated( + command_id=command_id, + chunk=TokenChunk( + idx=response.token, + model=shard_metadata.model_meta.model_id, + text=response.text, + token_id=response.token, + finish_reason=response.finish_reason, + ), + ) + ) + case TokenizedResponse(): + # TODO: something here ig + logger.info("Finished tokenizing?") + + current_status = RunnerReady() + logger.info("runner ready") + event_sender.send( + RunnerStatusUpdated( + runner_id=runner_id, runner_status=RunnerReady() + ) + ) + case Shutdown(): + break + case _: + raise ValueError("Received task outside of state machine") + event_sender.send( + TaskStatusUpdated( + task_id=task.task_id, task_status=TaskStatus.Complete + ) + ) except Exception as e: - runner_write_error(e) + logger.opt(exception=e).warning( + f"Runner {runner_id} crashed with critical exception {e}" + ) + event_sender.send( + RunnerStatusUpdated( + runner_id=runner_id, + runner_status=RunnerFailed(error_message=str(e)), + ) + ) diff --git a/src/exo/worker/runner/runner_supervisor.py b/src/exo/worker/runner/runner_supervisor.py index 7a7fe8a9..785f9f11 100644 --- a/src/exo/worker/runner/runner_supervisor.py +++ b/src/exo/worker/runner/runner_supervisor.py @@ -1,334 +1,184 @@ -import asyncio import contextlib -import multiprocessing as mp -import os import signal -import tempfile -import traceback +import sys +from dataclasses import dataclass, field from multiprocessing import Process -from multiprocessing.connection import Connection -from typing import Any, AsyncGenerator, Callable, Coroutine +from typing import Self +import anyio import psutil +from anyio import ( + BrokenResourceError, + ClosedResourceError, + EndOfStream, + create_task_group, + current_time, + to_thread, +) +from anyio.abc import TaskGroup from loguru import logger -from exo.shared.global_conn import ( - AsyncConnection, +from exo.shared.types.events import Event, RunnerStatusUpdated, TaskAcknowledged +from exo.shared.types.tasks import Task, TaskId +from exo.shared.types.worker.instances import BoundInstance +from exo.shared.types.worker.runners import ( + RunnerError, + RunnerFailed, + RunnerStatus, + RunnerWaitingForModel, ) -from exo.shared.types.chunks import GenerationChunk, TokenChunk -from exo.shared.types.common import CommandId, Host -from exo.shared.types.tasks import ChatCompletionTaskParams, Task -from exo.shared.types.worker.commands_runner import ( - ChatTaskMessage, - ErrorResponse, - FinishedResponse, - GenerationResponse, - InitializedResponse, - PrintResponse, - RunnerMessage, - RunnerResponse, - SetupMessage, - TokenizedResponse, -) -from exo.shared.types.worker.common import RunnerError from exo.shared.types.worker.shards import ShardMetadata +from exo.utils.channels import MpReceiver, MpSender, Sender, mp_channel from exo.worker.runner.bootstrap import entrypoint from exo.worker.runner.utils import ( get_weights_size, ) -INITIALIZE_TIMEOUT = 400 PREFILL_TIMEOUT_SECONDS = 60 DECODE_TIMEOUT_SECONDS = 5 +@dataclass(eq=False) class RunnerSupervisor: - def __init__( - self, - model_shard_meta: ShardMetadata, - hosts: list[Host] | None, - mlx_ibv_devices: list[list[str | None]] | None, - mlx_ibv_coordinator: str | None, - runner_process: Process, - conn: Connection, - read_queue: asyncio.Queue[RunnerResponse], - err_path: str, - ): - self.model_shard_meta = model_shard_meta - self.hosts = hosts - self.mlx_ibv_devices = mlx_ibv_devices - self.mlx_ibv_coordinator = mlx_ibv_coordinator - self.runner_process = runner_process - - self.conn = AsyncConnection[RunnerMessage, RunnerResponse](conn) - self._raw_conn = conn - - self.read_queue = read_queue - self.read_task = asyncio.create_task(self._read_coro()) - - self.err_path = err_path + shard_metadata: ShardMetadata + bound_instance: BoundInstance + runner_process: Process + initialize_timeout: float + _ev_recv: MpReceiver[Event] + _task_sender: MpSender[Task] + _event_sender: Sender[Event] + # err_path: str + _tg: TaskGroup | None = field(default=None, init=False) + status: RunnerStatus = field(default_factory=RunnerWaitingForModel, init=False) + pending: dict[TaskId, anyio.Event] = field(default_factory=dict, init=False) @classmethod - async def create( + def create( cls, - model_shard_meta: ShardMetadata, - hosts: list[Host] | None = None, - mlx_ibv_devices: list[list[str | None]] | None = None, - mlx_ibv_coordinator: str | None = None, - initialize_timeout: float | None = None, - ) -> "RunnerSupervisor": - """ - Create and initialize a RunnerSupervisor instance. - The .create() classmethod pattern is used to ensure the constructor is asynchronous. - """ - ctx = mp.get_context("spawn") - parent_conn, child_conn = ctx.Pipe(duplex=True) + *, + bound_instance: BoundInstance, + event_sender: Sender[Event], + initialize_timeout: float = 400, + ) -> Self: + ev_send, ev_recv = mp_channel[Event]() + # A task is kind of a runner command + task_sender, task_recv = mp_channel[Task]() + """ --- not doing this for now with tempfile.NamedTemporaryFile( prefix="child_stderr_", suffix=".log", delete=False ) as tmp: err_path = tmp.name + """ runner_process = Process( - target=entrypoint, args=(child_conn, err_path), daemon=False + target=entrypoint, + args=( + bound_instance, + ev_send, + task_recv, + # err_path, + logger, + ), + daemon=True, ) - runner_process.start() - child_conn.close() - read_queue = asyncio.Queue[RunnerResponse]() + shard_metadata = bound_instance.bound_shard() self = cls( - model_shard_meta=model_shard_meta, - hosts=hosts, - mlx_ibv_devices=mlx_ibv_devices, - mlx_ibv_coordinator=mlx_ibv_coordinator, + bound_instance=bound_instance, + shard_metadata=shard_metadata, runner_process=runner_process, - read_queue=read_queue, - conn=parent_conn, - err_path=err_path, + initialize_timeout=initialize_timeout, + _ev_recv=ev_recv, + _task_sender=task_sender, + _event_sender=event_sender, + # err_path=err_path, ) - logger.info(f"Initializing mlx instance with {model_shard_meta=}") - await self.conn.send( - SetupMessage( - model_shard_meta=model_shard_meta, - hosts=hosts, - mlx_ibv_devices=mlx_ibv_devices, - mlx_ibv_coordinator=mlx_ibv_coordinator, - ) - ) - - initialize_timeout = initialize_timeout or INITIALIZE_TIMEOUT - response = await self._read_with_error_check(timeout=initialize_timeout) - - assert isinstance(response, InitializedResponse) - logger.info(f"Runner initialized in {response.time_taken} seconds") - return self - async def _read_with_error_check(self, timeout: float) -> RunnerResponse | None: - """ - Read from the queue with a timeout, but also check if the read_task has failed. - """ - if self.read_task.done(): - e = self.read_task.exception() - await self.astop() - if e is not None: - raise e - else: - return None - - queue_task = asyncio.create_task(self.read_queue.get()) - - done, pending = await asyncio.wait( - [queue_task, self.read_task], - timeout=timeout, - return_when=asyncio.FIRST_COMPLETED, - ) - - for task in pending: - if task is queue_task: - task.cancel() - - if queue_task in done: - return await queue_task - - if self.read_task in done: - await self.astop() - await self.read_task # Re-raises any exception from read_task - - # This should never get hit. - raise RunnerError( - "RunnerStopped", - "Runner read loop terminated unexpectedly before any response.", - "", - ) - - # if we haven't read from the queue, we have timed out. - await self.astop() # TODO: This could be handled by the called or _read_with_error_check - as we don't want a false Timeout to bring the whole runner down. - raise asyncio.TimeoutError() - - async def _read_coro(self): - while True: - try: - response: RunnerResponse = await self.conn.recv() - except EOFError as e_eof: - e = await self._raise_crashed() - if e is not None: - raise e from e_eof - break - - match response: - case PrintResponse(): - # TODO: THIS IS A REALLY IMPORTANT LOG MESSAGE, AND SHOULD BE MADE PRETTIER - logger.info(f"{response.text}") - case ErrorResponse(): - raise RunnerError( - response.error_type, response.error_message, response.traceback - ) - case _: - await self.read_queue.put(response) - - async def stream_response( - self, - task: Task, - request_started_callback: Callable[..., Coroutine[Any, Any, None]] - | None = None, - ) -> AsyncGenerator[GenerationChunk, None]: - """ - Streams a chat request from the model. - The request is pushed to the runner, and if the shard is the terminal shard, the response is streamed back to the worker. - request_started_callback is called once the request is pushed to the runner, used to publish InferencePrepareCompleted and InferenceTriggerCompleted events. - """ - if not self.runner_process.is_alive(): - raise RuntimeError("Runner process was found to be dead") - - task_params = task.task_params - assert isinstance( - task_params, ChatCompletionTaskParams - ) # this is messy for now. - await self.conn.send( - ChatTaskMessage( - task_data=task_params, - ), - ) - - response = await self._read_with_error_check(5.0) - assert isinstance(response, TokenizedResponse) - - if request_started_callback is not None: - await request_started_callback() - - timeout = PREFILL_TIMEOUT_SECONDS - - logger.info(f"Starting chat completion with timeout {timeout}") - - while True: - try: - response = await self._read_with_error_check(timeout) - except asyncio.TimeoutError as e: - logger.error( - f"Generation timed out during {'prefill' if timeout == PREFILL_TIMEOUT_SECONDS else 'decoding stage'}" - ) - raise e - - match response: - case GenerationResponse(): - yield TokenChunk( - command_id=CommandId(task.command_id), - idx=response.token, - model=self.model_shard_meta.model_meta.model_id, - text=response.text, - token_id=response.token, - finish_reason=response.finish_reason, - ) - timeout = DECODE_TIMEOUT_SECONDS - case FinishedResponse(): - break - case _: - raise ValueError(f"Unexpected response type found: {response}") - - async def astop(self) -> None: - # Cancel the stderr monitoring task - async def await_task(task: asyncio.Task[Any]): - if not task.done(): - task.cancel() - with contextlib.suppress(asyncio.CancelledError): - await task - - await await_task(self.read_task) + async def run(self): + self.runner_process.start() + async with create_task_group() as tg: + self._tg = tg + tg.start_soon(self._forward_events) + self._ev_recv.close() + self._task_sender.close() + self._event_sender.close() self.runner_process.kill() + await to_thread.run_sync(self.runner_process.join) - with contextlib.suppress(Exception): - self._raw_conn.close() + async def start_task(self, task: Task, event: anyio.Event): + self.pending[task.task_id] = event + self._task_sender.send(task) - # Wait to make sure that the model has been unloaded from memory - async def wait_for_memory_release() -> None: - required_memory_bytes = get_weights_size(self.model_shard_meta).in_bytes - start_time = asyncio.get_event_loop().time() + async def _forward_events(self): + with self._ev_recv as events: while True: - available_memory_bytes = psutil.virtual_memory().available - if available_memory_bytes >= required_memory_bytes: + try: + event = await events.receive_async() + except (ClosedResourceError, BrokenResourceError, EndOfStream): + await self._check_runner() break - if asyncio.get_event_loop().time() - start_time > 30.0: - logger.warning( - "Runner memory not released after 30 seconds - exiting" - ) - break - await asyncio.sleep(0.1) + if isinstance(event, RunnerStatusUpdated): + self.status = event.runner_status + if isinstance(event, TaskAcknowledged): + self.pending.pop(event.task_id).set() + continue + await self._event_sender.send(event) - await wait_for_memory_release() + async def shutdown(self) -> None: + assert self._tg + self._tg.cancel_scope.cancel() + + required_memory_bytes = get_weights_size(self.shard_metadata).in_bytes + start_time = current_time() + while True: + available_memory_bytes = psutil.virtual_memory().available + if available_memory_bytes >= required_memory_bytes: + break + if current_time() - start_time > 30.0: + logger.warning("Runner memory not released after 30 seconds - exiting") + break + await anyio.sleep(1) def __del__(self) -> None: if self.runner_process.is_alive(): - logger.warning( - "RunnerSupervisor was not stopped cleanly before garbage collection. Force killing process tree." - ) - # Can't use async in __del__, so use psutil directly - try: - pid = self.runner_process.pid - if pid: - parent = psutil.Process(pid) - children = parent.children(recursive=True) - for child in reversed(children): - with contextlib.suppress( - psutil.NoSuchProcess, psutil.AccessDenied - ): - child.kill() - with contextlib.suppress(psutil.NoSuchProcess, psutil.AccessDenied): - parent.kill() - except Exception: - with contextlib.suppress(ProcessLookupError): - self.runner_process.kill() - - async def _raise_crashed(self) -> Exception | None: - await asyncio.sleep(0.1) + logger.warning("RunnerSupervisor was not stopped cleanly.") + with contextlib.suppress(ValueError): + self.runner_process.kill() + async def _check_runner(self) -> RunnerError | None: rc = self.runner_process.exitcode if rc == 0: - return None + logger.warning("Runner closed communication without terminating process") + """ --- not doing this anymore try: with open(self.err_path, "r", errors="replace") as f: captured = f.read() finally: with contextlib.suppress(OSError): os.unlink(self.err_path) + """ - # 2) Describe cause (signal vs exitcode) - cause = f"exitcode={rc}" if isinstance(rc, int) and rc < 0: sig = -rc try: cause = f"signal={sig} ({signal.strsignal(sig)})" except Exception: cause = f"signal={sig}" + else: + cause = f"exitcode={rc}" - logger.error(f"Runner terminated ({cause}).\n{captured}") + logger.opt(exception=sys.exception()).error(f"Runner terminated ({cause})") - return RunnerError( - error_type="RunnerCrash", - error_message=f"Runner terminated ({cause}).\n{captured}", - traceback=traceback.format_exc(), + await self._event_sender.send( + RunnerStatusUpdated( + runner_id=self.bound_instance.bound_runner_id, + runner_status=RunnerFailed(error_message=f"Terminated ({cause})"), + ) ) + await self.shutdown() diff --git a/src/exo/worker/runner/utils.py b/src/exo/worker/runner/utils.py index 1242390d..9cf22c95 100644 --- a/src/exo/worker/runner/utils.py +++ b/src/exo/worker/runner/utils.py @@ -6,7 +6,7 @@ import psutil from loguru import logger from exo.shared.types.memory import Memory -from exo.shared.types.worker.shards import ShardMetadata +from exo.shared.types.worker.shards import PipelineShardMetadata, ShardMetadata async def kill_process_tree(runner_process: asyncio.subprocess.Process) -> None: @@ -58,7 +58,7 @@ def get_weights_size(model_shard_meta: ShardMetadata) -> Memory: * model_shard_meta.model_meta.storage_size.in_kb / ( 1 - if model_shard_meta.strategy in ["auto", "pipeline", "pipeline_rdma"] + if isinstance(model_shard_meta, PipelineShardMetadata) else model_shard_meta.world_size ) ) diff --git a/tmp/run_llm.sh b/tmp/run_llm.sh index b08db159..07599c2d 100755 --- a/tmp/run_llm.sh +++ b/tmp/run_llm.sh @@ -13,7 +13,7 @@ QUERY="$*" curl -sN -X POST "http://$HOST:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ -d "{ - \"model\": \"mlx-community/DeepSeek-V3.1-8bit\", + \"model\": \"mlx-community/Llama-3.3-70B-Instruct-8bit\", \"stream\": true, \"messages\": [{ \"role\": \"user\", \"content\": \"$QUERY\" }] }" | @@ -21,4 +21,4 @@ curl -sN -X POST "http://$HOST:8000/v1/chat/completions" \ grep --line-buffered -v 'data: \[DONE\]' | cut -d' ' -f2- | jq -r --unbuffered '.choices[].delta.content // empty' | - awk '{ORS=""; print; fflush()} END {print "\n"}' \ No newline at end of file + awk '{ORS=""; print; fflush()} END {print "\n"}' diff --git a/uv.lock b/uv.lock index deabdc7b..6960924b 100644 --- a/uv.lock +++ b/uv.lock @@ -379,7 +379,7 @@ requires-dist = [ { name = "aiofiles", specifier = ">=24.1.0" }, { name = "aiohttp", specifier = ">=3.12.14" }, { name = "aiosqlite", specifier = ">=0.21.0" }, - { name = "anyio", specifier = ">=4.10.0" }, + { name = "anyio", specifier = ">=4.11.0" }, { name = "base58", specifier = ">=2.1.1" }, { name = "bidict", specifier = ">=0.23.1" }, { name = "cobs", specifier = ">=1.2.2" }, From 364087b91f237749db6288c86e92b0d0f84462aa Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Tue, 11 Nov 2025 17:43:53 +0000 Subject: [PATCH 193/224] five billion percent better shutdown handling --- src/exo/main.py | 17 +++- src/exo/shared/types/worker/runners.py | 4 + src/exo/utils/channels.py | 27 +++-- src/exo/worker/main.py | 10 +- src/exo/worker/runner/runner.py | 24 ++++- src/exo/worker/runner/runner_supervisor.py | 109 ++++++++++----------- 6 files changed, 113 insertions(+), 78 deletions(-) diff --git a/src/exo/main.py b/src/exo/main.py index 28530879..b3432135 100644 --- a/src/exo/main.py +++ b/src/exo/main.py @@ -1,3 +1,4 @@ +import signal import argparse import multiprocessing as mp from dataclasses import dataclass @@ -5,9 +6,9 @@ from typing import Self import anyio from anyio.abc import TaskGroup -from loguru import logger from pydantic import PositiveInt +from exo.shared.logging import logger import exo.routing.topics as topics from exo.master.api import API # TODO: should API be in master? from exo.master.main import Master @@ -101,6 +102,7 @@ class Node: async def run(self): async with anyio.create_task_group() as tg: + signal.signal(signal.SIGINT, lambda _, __: self.shutdown()) self._tg = tg tg.start_soon(self.router.run) tg.start_soon(self.worker.run) @@ -112,13 +114,21 @@ class Node: tg.start_soon(self._elect_loop) tg.start_soon(self._listen_for_kill_command) + def shutdown(self): + assert self._tg + # if this is our second call to shutdown, just sys.exit + if self._tg.cancel_scope.cancel_called: + import sys + sys.exit(1) + self._tg.cancel_scope.cancel() + async def _listen_for_kill_command(self): assert self._tg with self.router.receiver(topics.COMMANDS) as commands: async for command in commands: match command.command: case KillCommand(): - self._tg.cancel_scope.cancel() + self.shutdown() case _: pass @@ -198,6 +208,7 @@ class Node: def main(): args = Args.parse() + mp.set_start_method("spawn") # TODO: Refactor the current verbosity system logger_setup(EXO_LOG, args.verbosity) @@ -205,7 +216,7 @@ def main(): node = anyio.run(Node.create, args) anyio.run(node.run) - + logger.info("EXO Shutdown complete") logger_cleanup() diff --git a/src/exo/shared/types/worker/runners.py b/src/exo/shared/types/worker/runners.py index dd1d7271..da8544a3 100644 --- a/src/exo/shared/types/worker/runners.py +++ b/src/exo/shared/types/worker/runners.py @@ -45,6 +45,9 @@ class RunnerRunning(BaseRunnerStatus): pass +class RunnerShutdown(BaseRunnerStatus): + pass + class RunnerFailed(BaseRunnerStatus): error_message: str | None = None @@ -56,6 +59,7 @@ RunnerStatus = ( | RunnerWarmingUp | RunnerReady | RunnerRunning + | RunnerShutdown | RunnerFailed ) diff --git a/src/exo/utils/channels.py b/src/exo/utils/channels.py index 2849f076..70971cf3 100644 --- a/src/exo/utils/channels.py +++ b/src/exo/utils/channels.py @@ -136,7 +136,13 @@ class MpSender[T]: self._state.buffer.put(MP_END_OF_STREAM) self._state.buffer.close() - # == context manager support ==# + # == unique to Mp channels == + def join(self) -> None: + """Ensure any queued messages are resolved before continuing""" + assert self._state.closed.is_set(), "Mp channels must be closed before being joined" + self._state.buffer.join_thread() + + # == context manager support == def __enter__(self) -> Self: return self @@ -172,7 +178,8 @@ class MpReceiver[T]: if item is MP_END_OF_STREAM: self.close() raise EndOfStream - return item # pyright: ignore[reportReturnType] + assert not isinstance(item, _MpEndOfStream) + return item except Empty: raise WouldBlock from None except ValueError as e: @@ -187,8 +194,10 @@ class MpReceiver[T]: if item is MP_END_OF_STREAM: self.close() raise EndOfStream from None - return item # pyright: ignore[reportReturnType] + assert not isinstance(item, _MpEndOfStream) + return item + # nb: this function will not cancel particularly well async def receive_async(self) -> T: return await to_thread.run_sync(self.receive, limiter=CapacityLimiter(1)) @@ -197,7 +206,13 @@ class MpReceiver[T]: self._state.closed.set() self._state.buffer.close() - # == iterator support ==# + # == unique to Mp channels == + def join(self) -> None: + """Block until all enqueued messages are drained off our side of the buffer""" + assert self._state.closed.is_set(), "Mp channels must be closed before being joined" + self._state.buffer.join_thread() + + # == iterator support == def __iter__(self) -> Self: return self @@ -207,7 +222,7 @@ class MpReceiver[T]: except EndOfStream: raise StopIteration from None - # == async iterator support ==# + # == async iterator support == def __aiter__(self) -> Self: return self @@ -217,7 +232,7 @@ class MpReceiver[T]: except EndOfStream: raise StopAsyncIteration from None - # == context manager support ==# + # == context manager support == def __enter__(self) -> Self: return self diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 31595c41..6ccf6554 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -126,7 +126,7 @@ class Worker: self.local_event_sender.close() self.command_sender.close() for runner in self.runners.values(): - await runner.shutdown() + runner.shutdown() async def _event_applier(self): with self.global_event_receiver as events: @@ -211,13 +211,9 @@ class Worker: task, initial_progress ) case Shutdown(runner_id=runner_id): - await self.runners[runner_id].shutdown() - del self.runners[runner_id] + await self.runners.pop(runner_id).start_task(task) case task: - runner = self.runners[self._task_to_runner_id(task)] - event = anyio.Event() - await runner.start_task(task, event) - await event.wait() + await self.runners[self._task_to_runner_id(task)].start_task(task) def shutdown(self): if self._tg: diff --git a/src/exo/worker/runner/runner.py b/src/exo/worker/runner/runner.py index 0cbbe079..f2b23e35 100644 --- a/src/exo/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -1,7 +1,6 @@ import time from exo.engines.mlx.utils_mlx import ( - mx_barrier, initialize_mlx, mlx_force_oom, ) @@ -35,8 +34,9 @@ from exo.shared.types.worker.runners import ( RunnerStatus, RunnerWaitingForModel, RunnerWarmingUp, + RunnerShutdown ) -from exo.utils.channels import MpReceiver, MpSender +from exo.utils.channels import MpReceiver, MpSender, ClosedResourceError from exo.worker.runner.bootstrap import logger from exo.worker.runner.generate import mlx_generate, warmup_inference @@ -197,6 +197,12 @@ def main( ) ) case Shutdown(): + logger.info("runner shutting down") + event_sender.send( + TaskStatusUpdated( + task_id=task.task_id, task_status=TaskStatus.Complete + ) + ) break case _: raise ValueError("Received task outside of state machine") @@ -205,7 +211,13 @@ def main( task_id=task.task_id, task_status=TaskStatus.Complete ) ) - + event_sender.send( + RunnerStatusUpdated( + runner_id=runner_id, runner_status=RunnerShutdown() + ) + ) + except ClosedResourceError: + logger.warning("runner communication closed unexpectedly") except Exception as e: logger.opt(exception=e).warning( f"Runner {runner_id} crashed with critical exception {e}" @@ -216,3 +228,9 @@ def main( runner_status=RunnerFailed(error_message=str(e)), ) ) + finally: + event_sender.close() + task_receiver.close() + event_sender.join() + task_receiver.join() + logger.info("bye from the runner") diff --git a/src/exo/worker/runner/runner_supervisor.py b/src/exo/worker/runner/runner_supervisor.py index 785f9f11..768cefa8 100644 --- a/src/exo/worker/runner/runner_supervisor.py +++ b/src/exo/worker/runner/runner_supervisor.py @@ -1,18 +1,14 @@ import contextlib import signal -import sys from dataclasses import dataclass, field from multiprocessing import Process from typing import Self import anyio -import psutil from anyio import ( BrokenResourceError, ClosedResourceError, - EndOfStream, create_task_group, - current_time, to_thread, ) from anyio.abc import TaskGroup @@ -22,7 +18,6 @@ from exo.shared.types.events import Event, RunnerStatusUpdated, TaskAcknowledged from exo.shared.types.tasks import Task, TaskId from exo.shared.types.worker.instances import BoundInstance from exo.shared.types.worker.runners import ( - RunnerError, RunnerFailed, RunnerStatus, RunnerWaitingForModel, @@ -30,9 +25,6 @@ from exo.shared.types.worker.runners import ( from exo.shared.types.worker.shards import ShardMetadata from exo.utils.channels import MpReceiver, MpSender, Sender, mp_channel from exo.worker.runner.bootstrap import entrypoint -from exo.worker.runner.utils import ( - get_weights_size, -) PREFILL_TIMEOUT_SECONDS = 60 DECODE_TIMEOUT_SECONDS = 5 @@ -64,20 +56,12 @@ class RunnerSupervisor: # A task is kind of a runner command task_sender, task_recv = mp_channel[Task]() - """ --- not doing this for now - with tempfile.NamedTemporaryFile( - prefix="child_stderr_", suffix=".log", delete=False - ) as tmp: - err_path = tmp.name - - """ runner_process = Process( target=entrypoint, args=( bound_instance, ev_send, task_recv, - # err_path, logger, ), daemon=True, @@ -107,42 +91,55 @@ class RunnerSupervisor: self._ev_recv.close() self._task_sender.close() self._event_sender.close() - self.runner_process.kill() - await to_thread.run_sync(self.runner_process.join) + await to_thread.run_sync(self.runner_process.join, 30) + if not self.runner_process.is_alive(): + return - async def start_task(self, task: Task, event: anyio.Event): + # This is overkill but it's not technically bad, just unnecessary. + logger.warning("Runner process didn't shutdown succesfully, terminating") + self.runner_process.terminate() + await to_thread.run_sync(self.runner_process.join, 5) + if not self.runner_process.is_alive(): + return + + logger.critical("Runner process didn't respond to SIGTERM, killing") + self.runner_process.kill() + + await to_thread.run_sync(self.runner_process.join, 5) + if not self.runner_process.is_alive(): + return + + logger.critical("Runner process didn't respond to SIGKILL. System resources may have leaked") + + def shutdown(self): + assert self._tg + self._tg.cancel_scope.cancel() + + + async def start_task(self, task: Task): + event = anyio.Event() self.pending[task.task_id] = event - self._task_sender.send(task) + try: + self._task_sender.send(task) + except ClosedResourceError: + logger.warning(f"Task {task} dropped, runner closed communication.") + return + await event.wait() + async def _forward_events(self): with self._ev_recv as events: - while True: - try: - event = await events.receive_async() - except (ClosedResourceError, BrokenResourceError, EndOfStream): - await self._check_runner() - break - if isinstance(event, RunnerStatusUpdated): - self.status = event.runner_status - if isinstance(event, TaskAcknowledged): - self.pending.pop(event.task_id).set() - continue - await self._event_sender.send(event) + try: + async for event in events: + if isinstance(event, RunnerStatusUpdated): + self.status = event.runner_status + if isinstance(event, TaskAcknowledged): + self.pending.pop(event.task_id).set() + continue + await self._event_sender.send(event) + except (ClosedResourceError, BrokenResourceError) as e: + await self._check_runner(e) - async def shutdown(self) -> None: - assert self._tg - self._tg.cancel_scope.cancel() - - required_memory_bytes = get_weights_size(self.shard_metadata).in_bytes - start_time = current_time() - while True: - available_memory_bytes = psutil.virtual_memory().available - if available_memory_bytes >= required_memory_bytes: - break - if current_time() - start_time > 30.0: - logger.warning("Runner memory not released after 30 seconds - exiting") - break - await anyio.sleep(1) def __del__(self) -> None: if self.runner_process.is_alive(): @@ -150,19 +147,13 @@ class RunnerSupervisor: with contextlib.suppress(ValueError): self.runner_process.kill() - async def _check_runner(self) -> RunnerError | None: + async def _check_runner(self, e: Exception) -> None: + if self.runner_process.is_alive(): + await to_thread.run_sync(self.runner_process.join, 1) rc = self.runner_process.exitcode if rc == 0: - logger.warning("Runner closed communication without terminating process") - - """ --- not doing this anymore - try: - with open(self.err_path, "r", errors="replace") as f: - captured = f.read() - finally: - with contextlib.suppress(OSError): - os.unlink(self.err_path) - """ + # + return if isinstance(rc, int) and rc < 0: sig = -rc @@ -173,7 +164,7 @@ class RunnerSupervisor: else: cause = f"exitcode={rc}" - logger.opt(exception=sys.exception()).error(f"Runner terminated ({cause})") + logger.opt(exception=e).error(f"Runner terminated ({cause})") await self._event_sender.send( RunnerStatusUpdated( @@ -181,4 +172,4 @@ class RunnerSupervisor: runner_status=RunnerFailed(error_message=f"Terminated ({cause})"), ) ) - await self.shutdown() + self.shutdown() From 631cb81009b5ceda32b23b9758039934d39dcbe5 Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Tue, 11 Nov 2025 10:03:39 -0800 Subject: [PATCH 194/224] kimi k2 thinking --- .github/benchmark-dashboard/index.html | 33 ++++++++++- .github/configs/bench_simple.yaml | 79 +++++++++++++------------- TODO.md | 1 + pyproject.toml | 1 + src/exo/engines/mlx/auto_parallel.py | 4 +- src/exo/engines/mlx/utils_mlx.py | 11 +++- src/exo/master/api.py | 2 +- src/exo/shared/models/model_cards.py | 14 +++++ uv.lock | 40 ++++++++++++- 9 files changed, 137 insertions(+), 48 deletions(-) diff --git a/.github/benchmark-dashboard/index.html b/.github/benchmark-dashboard/index.html index 5b64af48..5f72a831 100644 --- a/.github/benchmark-dashboard/index.html +++ b/.github/benchmark-dashboard/index.html @@ -586,8 +586,37 @@ const modelIds = cluster.model_ids || ['unknown']; const modelName = modelIds.length === 1 ? modelIds[0] : `${modelIds.length} models`; - // Get strategy (default to 'N/A' if not specified) - const strategy = cluster.strategy || 'N/A'; + // Get strategy (backwards compatible with old format) + // New format: sharding + instance_meta, e.g. "Pipeline (MLX Ring)" + // Old format: strategy field + let strategy = 'N/A'; + if (cluster.strategy) { + // Backwards compatibility: use old strategy field + strategy = cluster.strategy; + } else if (cluster.sharding || cluster.instance_meta) { + // New format: combine sharding and instance_meta + const sharding = cluster.sharding || ''; + const instanceMeta = cluster.instance_meta || ''; + + // Format instance_meta: convert camelCase/PascalCase to readable format + const formatInstanceMeta = (meta) => { + if (!meta) return ''; + // Insert spaces before capital letters and handle common acronyms + return meta + .replace(/([A-Z])/g, ' $1') + .trim() + .replace(/\bMlx\b/g, 'MLX') + .replace(/\bIbv\b/g, 'IBV'); + }; + + if (sharding && instanceMeta) { + strategy = `${sharding} (${formatInstanceMeta(instanceMeta)})`; + } else if (sharding) { + strategy = sharding; + } else if (instanceMeta) { + strategy = formatInstanceMeta(instanceMeta); + } + } // For each stage in the configuration, create a row stages.forEach((stageConfig, stageIdx) => { diff --git a/.github/configs/bench_simple.yaml b/.github/configs/bench_simple.yaml index 346df681..91c85020 100644 --- a/.github/configs/bench_simple.yaml +++ b/.github/configs/bench_simple.yaml @@ -4,7 +4,7 @@ # Hardware configuration - maps runner labels to instance counts hardware_plan: puffin4: 1 - # puffin8: 1 + puffin8: 1 # Environment variables to set on each node environment: @@ -18,14 +18,15 @@ timeout_seconds: 1800 # Model instances to run concurrently model_ids: # - "mlx-community/DeepSeek-V3.1-8bit" - - "mlx-community/Kimi-K2-Instruct-4bit" + # - "mlx-community/Kimi-K2-Instruct-4bit" + - "mlx-community/Kimi-K2-Thinking" # - "mlx-community/Qwen3-235B-A22B-4bit" # - "mlx-community/Llama-3.3-70B-Instruct-4bit" # - "mlx-community/Llama-3.3-70B-Instruct-8bit" # - "mlx-community/Llama-3.2-1B-Instruct-4bit" # Sharding strategy: "Pipeline" or "Tensor" -sharding: "Tensor" +sharding: "Pipeline" # Instance type: "MlxRing" or "MlxIbv" instance_meta: "MlxIbv" @@ -46,62 +47,62 @@ stages: prompt_length: 64 generation_length: 64 time_between_requests: 2.0 - iterations: 10 - - name: "pp64_g512" - prompt_length: 64 - generation_length: 512 - time_between_requests: 2.0 - iterations: 10 + iterations: 5 + # - name: "pp64_g512" + # prompt_length: 64 + # generation_length: 512 + # time_between_requests: 2.0 + # iterations: 10 - name: "pp256_g64" prompt_length: 256 generation_length: 64 time_between_requests: 2.0 - iterations: 10 - - name: "pp256_g512" - prompt_length: 256 - generation_length: 512 - time_between_requests: 2.0 - iterations: 10 + iterations: 5 + # - name: "pp256_g512" + # prompt_length: 256 + # generation_length: 512 + # time_between_requests: 2.0 + # iterations: 10 - name: "pp1024_g64" prompt_length: 1024 generation_length: 64 time_between_requests: 2.0 - iterations: 10 - - name: "pp1024_g512" - prompt_length: 1024 - generation_length: 512 - time_between_requests: 2.0 - iterations: 10 + iterations: 5 + # - name: "pp1024_g512" + # prompt_length: 1024 + # generation_length: 512 + # time_between_requests: 2.0 + # iterations: 10 - name: "pp2048_g64" prompt_length: 2048 generation_length: 64 time_between_requests: 2.0 - iterations: 10 - - name: "pp2048_g512" - prompt_length: 2048 - generation_length: 512 - time_between_requests: 2.0 - iterations: 10 + iterations: 5 + # - name: "pp2048_g512" + # prompt_length: 2048 + # generation_length: 512 + # time_between_requests: 2.0 + # iterations: 10 - name: "pp4096_g64" prompt_length: 4096 generation_length: 64 time_between_requests: 2.0 - iterations: 10 - - name: "pp4096_g512" - prompt_length: 4096 - generation_length: 512 - time_between_requests: 2.0 - iterations: 10 + iterations: 5 + # - name: "pp4096_g512" + # prompt_length: 4096 + # generation_length: 512 + # time_between_requests: 2.0 + # iterations: 10 - name: "pp8192_g64" prompt_length: 8192 generation_length: 64 time_between_requests: 2.0 - iterations: 10 - - name: "pp8192_g512" - prompt_length: 8192 - generation_length: 512 - time_between_requests: 2.0 - iterations: 10 + iterations: 5 + # - name: "pp8192_g512" + # prompt_length: 8192 + # generation_length: 512 + # time_between_requests: 2.0 + # iterations: 10 # - name: "pp16384_g64" # prompt_length: 16384 # generation_length: 64 diff --git a/TODO.md b/TODO.md index c07c2220..85577411 100644 --- a/TODO.md +++ b/TODO.md @@ -19,6 +19,7 @@ 21. Make two separate things: tensor or pipeline, and ring or ibv. 22. When downloading for the first time, stuff times out and I think the model never ends up actually loading into memory, or something. 23. Do we need cache_limit? We went back and forth on that a lot because we thought it might be causing issues. One problem is it sets it relative to model size. So if you have multiple models loaded in it will take the most recent model size for the cache_limit. This is problematic if you launch DeepSeek -> Llama for example. +24. Task cancellation. When API http request gets cancelled, it should cancel corresponding task. Potential refactors: diff --git a/pyproject.toml b/pyproject.toml index 5a7f8fa9..cd617aee 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -36,6 +36,7 @@ dependencies = [ "bidict>=0.23.1", "mlx>=0.29.3", "mlx-lm>=0.28.3", + "tiktoken>=0.12.0", # required for kimi k2 tokenizer ] [project.scripts] diff --git a/src/exo/engines/mlx/auto_parallel.py b/src/exo/engines/mlx/auto_parallel.py index 3223f86f..452b53c8 100644 --- a/src/exo/engines/mlx/auto_parallel.py +++ b/src/exo/engines/mlx/auto_parallel.py @@ -3,7 +3,7 @@ from functools import partial from inspect import signature from typing import TYPE_CHECKING, Callable, Protocol, cast, override -from mlx_lm.models.cache import KVCache +from mlx_lm.models.cache import KVCache, RotatingKVCache from mlx_lm.models.deepseek_v3 import DeepseekV3MLP from mlx_lm.models.deepseek_v3 import Model as DeepseekV3Model from mlx_lm.models.llama import Model as LlamaModel @@ -92,7 +92,7 @@ class PipelineLastLayer(CustomMlxLayer): cache = self.original_layer_signature.bind_partial(x, *args, **kwargs).arguments.get("cache", None) - assert cache is None or isinstance(cache, KVCache) + assert cache is None or isinstance(cache, (KVCache, RotatingKVCache)) output: mx.array = self.original_layer(x, *args, **kwargs) diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index e8e6391b..9e92e723 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -2,7 +2,7 @@ import os import resource from typing import Any, Callable, cast -from mlx_lm.models.cache import KVCache +from mlx_lm.models.cache import KVCache, RotatingKVCache from mlx_lm.sample_utils import make_sampler from mlx_lm.tokenizer_utils import TokenizerWrapper @@ -254,9 +254,14 @@ class NullKVCache(KVCache): def make_kv_cache( model: Model, max_kv_size: int | None = None, -) -> list[KVCache]: +) -> list[KVCache | RotatingKVCache]: assert hasattr(model, "layers") - return [KVCache() for _ in model.layers] + if max_kv_size is None: + logger.info("Using default KV cache") + return [KVCache() for _ in model.layers] + else: + logger.info(f"Using rotating KV cache with {max_kv_size=}") + return [RotatingKVCache(max_size=max_kv_size) for _ in model.layers] def mlx_force_oom(size: int = 40000) -> None: diff --git a/src/exo/master/api.py b/src/exo/master/api.py index b52dbe29..22074064 100644 --- a/src/exo/master/api.py +++ b/src/exo/master/api.py @@ -215,7 +215,7 @@ class API: while not finished: # TODO: how long should this timeout be? chunk = await asyncio.wait_for( - self._chat_completion_queues[command_id].get(), timeout=60 + self._chat_completion_queues[command_id].get(), timeout=600 ) assert isinstance(chunk, TokenChunk) chunk_response: ChatCompletionResponse = chunk_to_response( diff --git a/src/exo/shared/models/model_cards.py b/src/exo/shared/models/model_cards.py index 8fc85c48..12051b3b 100644 --- a/src/exo/shared/models/model_cards.py +++ b/src/exo/shared/models/model_cards.py @@ -93,6 +93,7 @@ MODEL_CARDS: dict[str, ModelCard] = { n_layers=61, ), ), + # kimi k2 "kimi-k2-instruct-4bit": ModelCard( short_id="kimi-k2-instruct-4bit", model_id="mlx-community/Kimi-K2-Instruct-4bit", @@ -106,6 +107,19 @@ MODEL_CARDS: dict[str, ModelCard] = { n_layers=61, ), ), + "kimi-k2-thinking": ModelCard( + short_id="kimi-k2-thinking", + model_id="mlx-community/Kimi-K2-Thinking", + name="Kimi K2 Thinking", + description="""Kimi K2 Thinking is the latest, most capable version of open-source thinking model.""", + tags=[], + metadata=ModelMetadata( + model_id=ModelId("mlx-community/Kimi-K2-Thinking"), + pretty_name="Kimi K2 Thinking", + storage_size=Memory.from_bytes(577597603840), + n_layers=61, + ), + ), # llama-3.1 "llama-3.1-8b": ModelCard( short_id="llama-3.1-8b", diff --git a/uv.lock b/uv.lock index 6960924b..a3e25d6f 100644 --- a/uv.lock +++ b/uv.lock @@ -1,5 +1,5 @@ version = 1 -revision = 3 +revision = 1 requires-python = ">=3.13" resolution-markers = [ "sys_platform == 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Subject: [PATCH 195/224] improved master error handling Co-authored-by: Ryuichi Leo Takashige --- src/exo/engines/mlx/auto_parallel.py | 21 ++++++++-------- src/exo/engines/mlx/utils_mlx.py | 14 ++++++++--- src/exo/main.py | 2 +- src/exo/master/main.py | 11 +++------ src/exo/shared/apply.py | 2 +- src/exo/shared/types/commands.py | 7 ++---- src/exo/shared/types/state.py | 2 +- src/exo/shared/types/worker/shards.py | 2 +- src/exo/utils/pydantic_ext.py | 1 - src/exo/worker/main.py | 35 ++++++++++++++++++++++----- src/exo/worker/plan.py | 4 ++- src/exo/worker/runner/bootstrap.py | 1 + src/exo/worker/runner/generate.py | 22 +++++++++++------ 13 files changed, 78 insertions(+), 46 deletions(-) diff --git a/src/exo/engines/mlx/auto_parallel.py b/src/exo/engines/mlx/auto_parallel.py index 452b53c8..345454db 100644 --- a/src/exo/engines/mlx/auto_parallel.py +++ b/src/exo/engines/mlx/auto_parallel.py @@ -86,11 +86,10 @@ class PipelineLastLayer(CustomMlxLayer): self.original_layer_signature = signature(self.original_layer.__call__) @override - def __call__( - self, x: mx.array, *args: object, **kwargs: object - ) -> mx.array: - - cache = self.original_layer_signature.bind_partial(x, *args, **kwargs).arguments.get("cache", None) + def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: + cache = self.original_layer_signature.bind_partial( + x, *args, **kwargs + ).arguments.get("cache", None) assert cache is None or isinstance(cache, (KVCache, RotatingKVCache)) @@ -101,12 +100,12 @@ class PipelineLastLayer(CustomMlxLayer): output, (self.r + 1) % self.s, group=self.group ) if ( - cache is not None - and hasattr(cache, "keys") - and getattr(cache, "keys", None) is not None - ): - # This change happened upstream - check out mlx github somewhere?? - cache.keys = mx.depends(cache.keys, output) # type: ignore[reportUnknownMemberType] + cache is not None + and hasattr(cache, "keys") + and getattr(cache, "keys", None) is not None + ): + # This change happened upstream - check out mlx github somewhere?? + cache.keys = mx.depends(cache.keys, output) # type: ignore[reportUnknownMemberType] output = mx.distributed.all_gather(output, group=self.group)[-output.shape[0] :] return output diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index 9e92e723..c82fbee6 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -22,8 +22,8 @@ from exo.engines.mlx.auto_parallel import ( pipeline_auto_parallel, tensor_auto_parallel, ) -from exo.shared.types.memory import Memory from exo.shared.types.common import Host +from exo.shared.types.memory import Memory from exo.shared.types.tasks import ChatCompletionTaskParams from exo.shared.types.worker.instances import ( BoundInstance, @@ -146,7 +146,12 @@ def initialize_mlx( model_path = build_model_path(bound_instance.bound_shard().model_meta.model_id) model, _ = load_model(model_path, strict=True) # TODO: we should really make this opt-in, but Kimi requires trust_remote_code=True - tokenizer = cast(TokenizerWrapper, load_tokenizer(model_path, tokenizer_config_extra={"trust_remote_code": True})) + tokenizer = cast( + TokenizerWrapper, + load_tokenizer( + model_path, tokenizer_config_extra={"trust_remote_code": True} + ), + ) assert isinstance(tokenizer, TokenizerWrapper) else: @@ -170,7 +175,10 @@ def shard_and_load( assert isinstance(model, nn.Module) # TODO: we should really make this opt-in, but Kimi requires trust_remote_code=True - tokenizer = cast(TokenizerWrapper, load_tokenizer(model_path, tokenizer_config_extra={"trust_remote_code": True})) + tokenizer = cast( + TokenizerWrapper, + load_tokenizer(model_path, tokenizer_config_extra={"trust_remote_code": True}), + ) logger.info(f"Group size: {group.size()}, group rank: {group.rank()}") diff --git a/src/exo/main.py b/src/exo/main.py index b3432135..110d44a6 100644 --- a/src/exo/main.py +++ b/src/exo/main.py @@ -16,8 +16,8 @@ from exo.routing.router import Router, get_node_id_keypair from exo.shared.constants import EXO_LOG from exo.shared.election import Election, ElectionResult from exo.shared.logging import logger_cleanup, logger_setup -from exo.shared.types.common import NodeId, SessionId from exo.shared.types.commands import KillCommand +from exo.shared.types.common import NodeId, SessionId from exo.utils.channels import Receiver, channel from exo.utils.pydantic_ext import CamelCaseModel from exo.worker.download.impl_shard_downloader import exo_shard_downloader diff --git a/src/exo/master/main.py b/src/exo/master/main.py index 7badeeca..7f481cb5 100644 --- a/src/exo/master/main.py +++ b/src/exo/master/main.py @@ -15,8 +15,8 @@ from exo.shared.types.commands import ( CreateInstance, DeleteInstance, ForwarderCommand, + KillCommand, RequestEventLog, - SpinUpInstance, TaskFinished, TestCommand, ) @@ -104,7 +104,7 @@ class Master: generated_events: list[Event] = [] command = forwarder_command.command match command: - case TestCommand(): + case TestCommand() | KillCommand(): pass case ChatCompletion(): instance_task_counts: dict[InstanceId, int] = {} @@ -123,10 +123,9 @@ class Master: ) if not instance_task_counts: - logger.warning( + raise ValueError( f"No instance found for model {command.request_params.model}" ) - continue available_instance_ids = sorted( instance_task_counts.keys(), @@ -181,8 +180,6 @@ class Master: del self.command_task_mapping[ command.finished_command_id ] - case SpinUpInstance(): - raise NotImplementedError case RequestEventLog(): # We should just be able to send everything, since other buffers will ignore old messages for i in range(command.since_idx, len(self._event_log)): @@ -191,7 +188,7 @@ class Master: ) for event in generated_events: await self.event_sender.send(event) - except Exception as e: + except ValueError as e: logger.opt(exception=e).warning("Error in command processor") async def _event_processor(self) -> None: diff --git a/src/exo/shared/apply.py b/src/exo/shared/apply.py index b30512af..16cc6adb 100644 --- a/src/exo/shared/apply.py +++ b/src/exo/shared/apply.py @@ -29,8 +29,8 @@ from exo.shared.types.profiling import NodePerformanceProfile, SystemPerformance from exo.shared.types.state import State from exo.shared.types.tasks import Task, TaskId, TaskStatus from exo.shared.types.topology import NodeInfo -from exo.shared.types.worker.instances import Instance, InstanceId from exo.shared.types.worker.downloads import DownloadProgress +from exo.shared.types.worker.instances import Instance, InstanceId from exo.shared.types.worker.runners import RunnerId, RunnerStatus diff --git a/src/exo/shared/types/commands.py b/src/exo/shared/types/commands.py index 979d42bd..9ea2aa3f 100644 --- a/src/exo/shared/types/commands.py +++ b/src/exo/shared/types/commands.py @@ -16,9 +16,11 @@ class BaseCommand(TaggedModel): class TestCommand(BaseCommand): pass + class KillCommand(BaseCommand): pass + class ChatCompletion(BaseCommand): request_params: ChatCompletionTaskParams @@ -29,10 +31,6 @@ class CreateInstance(BaseCommand): instance_meta: InstanceMeta -class SpinUpInstance(BaseCommand): - instance_id: InstanceId - - class DeleteInstance(BaseCommand): instance_id: InstanceId @@ -51,7 +49,6 @@ Command = ( | RequestEventLog | ChatCompletion | CreateInstance - | SpinUpInstance | DeleteInstance | TaskFinished ) diff --git a/src/exo/shared/types/state.py b/src/exo/shared/types/state.py index 3cd3a256..efdb5bcb 100644 --- a/src/exo/shared/types/state.py +++ b/src/exo/shared/types/state.py @@ -8,9 +8,9 @@ from exo.shared.topology import Topology, TopologySnapshot from exo.shared.types.common import NodeId from exo.shared.types.profiling import NodePerformanceProfile from exo.shared.types.tasks import Task, TaskId +from exo.shared.types.worker.downloads import DownloadProgress from exo.shared.types.worker.instances import Instance, InstanceId from exo.shared.types.worker.runners import RunnerId, RunnerStatus -from exo.shared.types.worker.downloads import DownloadProgress from exo.utils.pydantic_ext import CamelCaseModel diff --git a/src/exo/shared/types/worker/shards.py b/src/exo/shared/types/worker/shards.py index 303adcc3..e8e86730 100644 --- a/src/exo/shared/types/worker/shards.py +++ b/src/exo/shared/types/worker/shards.py @@ -1,6 +1,6 @@ from enum import Enum -from pydantic import Field, ConfigDict +from pydantic import Field from exo.shared.types.models import ModelMetadata from exo.utils.pydantic_ext import TaggedModel diff --git a/src/exo/utils/pydantic_ext.py b/src/exo/utils/pydantic_ext.py index 5631723c..1c459b2d 100644 --- a/src/exo/utils/pydantic_ext.py +++ b/src/exo/utils/pydantic_ext.py @@ -40,4 +40,3 @@ class TaggedModel(CamelCaseModel): def __str__(self) -> str: return f"{self.__class__.__name__}({super().__str__()})" - diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 6ccf6554..830bd7ce 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -17,14 +17,21 @@ from exo.shared.types.events import ( NodeDownloadProgress, NodeMemoryMeasured, NodePerformanceMeasured, - TaskCreated, TaskStatusUpdated, + TaskCreated, + TaskStatusUpdated, TopologyEdgeCreated, TopologyEdgeDeleted, ) from exo.shared.types.multiaddr import Multiaddr from exo.shared.types.profiling import MemoryPerformanceProfile, NodePerformanceProfile from exo.shared.types.state import State -from exo.shared.types.tasks import CreateRunner, DownloadModel, Task, TaskStatus, Shutdown +from exo.shared.types.tasks import ( + CreateRunner, + DownloadModel, + Shutdown, + Task, + TaskStatus, +) from exo.shared.types.topology import Connection from exo.shared.types.worker.downloads import ( DownloadCompleted, @@ -180,7 +187,11 @@ class Worker: match task: case CreateRunner(): self._create_supervisor(task) - await self.event_sender.send(TaskStatusUpdated(task_id=task.task_id, task_status=TaskStatus.Complete)) + await self.event_sender.send( + TaskStatusUpdated( + task_id=task.task_id, task_status=TaskStatus.Complete + ) + ) case DownloadModel(shard_metadata=shard): if shard not in self.download_status: progress = DownloadPending( @@ -204,9 +215,17 @@ class Worker: await self.event_sender.send( NodeDownloadProgress(download_progress=progress) ) - await self.event_sender.send(TaskStatusUpdated(task_id=task.task_id, task_status=TaskStatus.Complete)) + await self.event_sender.send( + TaskStatusUpdated( + task_id=task.task_id, task_status=TaskStatus.Complete + ) + ) else: - self.event_sender.send_nowait(TaskStatusUpdated(task_id=task.task_id, task_status=TaskStatus.Running)) + self.event_sender.send_nowait( + TaskStatusUpdated( + task_id=task.task_id, task_status=TaskStatus.Running + ) + ) await self._handle_shard_download_process( task, initial_progress ) @@ -326,7 +345,11 @@ class Worker: self.event_sender.send_nowait( NodeDownloadProgress(download_progress=status) ) - self.event_sender.send_nowait(TaskStatusUpdated(task_id=task.task_id, task_status=TaskStatus.Complete)) + self.event_sender.send_nowait( + TaskStatusUpdated( + task_id=task.task_id, task_status=TaskStatus.Complete + ) + ) elif ( progress.status == "in_progress" and current_time() - last_progress_time > throttle_interval_secs diff --git a/src/exo/worker/plan.py b/src/exo/worker/plan.py index af46a3ff..dfdda537 100644 --- a/src/exo/worker/plan.py +++ b/src/exo/worker/plan.py @@ -60,7 +60,9 @@ def _kill_runner( ) -> Shutdown | None: for runner in runners.values(): if (instance_id := runner.bound_instance.instance.instance_id) not in instances: - return Shutdown(instance_id=instance_id, runner_id = runner.bound_instance.bound_runner_id) + return Shutdown( + instance_id=instance_id, runner_id=runner.bound_instance.bound_runner_id + ) """ --- Potential code to kill a runner if any runners in its instance have failed --- global_runners_in_instance = runner.bound_instance.instance.shard_assignments.node_to_runner.values() diff --git a/src/exo/worker/runner/bootstrap.py b/src/exo/worker/runner/bootstrap.py index 989b8723..e05b4789 100644 --- a/src/exo/worker/runner/bootstrap.py +++ b/src/exo/worker/runner/bootstrap.py @@ -40,6 +40,7 @@ def entrypoint( faulthandler.enable(file=sys.stderr, all_threads=True) """ import os + os.environ["MLX_METAL_FAST_SYNCH"] = "1" global logger diff --git a/src/exo/worker/runner/generate.py b/src/exo/worker/runner/generate.py index 1293184c..09d51b6c 100644 --- a/src/exo/worker/runner/generate.py +++ b/src/exo/worker/runner/generate.py @@ -1,14 +1,14 @@ -from typing import Any, Callable, Generator, get_args, cast +from typing import Any, Callable, Generator, cast, get_args import mlx.core as mx -from mlx_lm.models.cache import KVCache from mlx_lm import stream_generate +from mlx_lm.models.cache import KVCache +from mlx_lm.tokenizer_utils import TokenizerWrapper from exo.engines.mlx import Model -from mlx_lm.tokenizer_utils import TokenizerWrapper from exo.engines.mlx.utils_mlx import ( - make_kv_cache, apply_chat_template, + make_kv_cache, mx_barrier, ) from exo.shared.openai_compat import FinishReason @@ -16,7 +16,6 @@ from exo.shared.types.api import ChatCompletionMessage from exo.shared.types.tasks import ChatCompletionTaskParams from exo.shared.types.worker.commands_runner import ( GenerationResponse, - TokenizedResponse, ) from exo.worker.runner.bootstrap import logger @@ -37,6 +36,7 @@ def maybe_quantize_kv_cache( ): prompt_cache[e] = c.to_quantized(group_size=kv_group_size, bits=kv_bits) + def warmup_inference( model: Model, tokenizer: TokenizerWrapper, @@ -109,11 +109,17 @@ def mlx_generate( prefill_step_size=65536, ): logger.info(out.text) - if out.finish_reason != None and out.finish_reason not in get_args(FinishReason): + if out.finish_reason is not None and out.finish_reason not in get_args( + FinishReason + ): # We don't throw here as this failure case is really not all that bad # Just log the error and move on - logger.warning(f"Model generated unexpected finish_reason: {out.finish_reason}") + logger.warning( + f"Model generated unexpected finish_reason: {out.finish_reason}" + ) yield GenerationResponse( - text=out.text, token=out.token, finish_reason=cast(FinishReason | None, out.finish_reason) + text=out.text, + token=out.token, + finish_reason=cast(FinishReason | None, out.finish_reason), ) From d793f5f96c38093bd0193e4267ae56e8c538e113 Mon Sep 17 00:00:00 2001 From: Alex Cheema <41707476+AlexCheema@users.noreply.github.com> Date: Thu, 13 Nov 2025 10:39:14 -0800 Subject: [PATCH 196/224] fix kimi eos token ids --- .github/configs/bench_simple.yaml | 44 +++++++++++++++---------------- .github/workflows/bench.yml | 1 + src/exo/engines/mlx/utils_mlx.py | 13 +++++++-- 3 files changed, 34 insertions(+), 24 deletions(-) diff --git a/.github/configs/bench_simple.yaml b/.github/configs/bench_simple.yaml index 91c85020..18f7042b 100644 --- a/.github/configs/bench_simple.yaml +++ b/.github/configs/bench_simple.yaml @@ -43,41 +43,41 @@ stages: # generation_length: 10 # time_between_requests: 2.0 # iterations: 5 - - name: "pp64_g64" - prompt_length: 64 - generation_length: 64 - time_between_requests: 2.0 - iterations: 5 + # - name: "pp64_g64" + # prompt_length: 64 + # generation_length: 64 + # time_between_requests: 2.0 + # iterations: 5 # - name: "pp64_g512" # prompt_length: 64 # generation_length: 512 # time_between_requests: 2.0 # iterations: 10 - - name: "pp256_g64" - prompt_length: 256 - generation_length: 64 - time_between_requests: 2.0 - iterations: 5 + # - name: "pp256_g64" + # prompt_length: 256 + # generation_length: 64 + # time_between_requests: 2.0 + # iterations: 5 # - name: "pp256_g512" # prompt_length: 256 # generation_length: 512 # time_between_requests: 2.0 # iterations: 10 - - name: "pp1024_g64" - prompt_length: 1024 - generation_length: 64 - time_between_requests: 2.0 - iterations: 5 + # - name: "pp1024_g64" + # prompt_length: 1024 + # generation_length: 64 + # time_between_requests: 2.0 + # iterations: 5 # - name: "pp1024_g512" # prompt_length: 1024 # generation_length: 512 # time_between_requests: 2.0 # iterations: 10 - - name: "pp2048_g64" - prompt_length: 2048 - generation_length: 64 - time_between_requests: 2.0 - iterations: 5 + # - name: "pp2048_g64" + # prompt_length: 2048 + # generation_length: 64 + # time_between_requests: 2.0 + # iterations: 5 # - name: "pp2048_g512" # prompt_length: 2048 # generation_length: 512 @@ -87,7 +87,7 @@ stages: prompt_length: 4096 generation_length: 64 time_between_requests: 2.0 - iterations: 5 + iterations: 4 # - name: "pp4096_g512" # prompt_length: 4096 # generation_length: 512 @@ -97,7 +97,7 @@ stages: prompt_length: 8192 generation_length: 64 time_between_requests: 2.0 - iterations: 5 + iterations: 4 # - name: "pp8192_g512" # prompt_length: 8192 # generation_length: 512 diff --git a/.github/workflows/bench.yml b/.github/workflows/bench.yml index baa0d20d..dda16435 100644 --- a/.github/workflows/bench.yml +++ b/.github/workflows/bench.yml @@ -4,6 +4,7 @@ on: [push] jobs: plan: + if: contains(github.event.head_commit.message, '/bench') runs-on: ubuntu-latest outputs: matrix: ${{ steps.build.outputs.matrix }} diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index c82fbee6..5f42ca9c 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -149,7 +149,10 @@ def initialize_mlx( tokenizer = cast( TokenizerWrapper, load_tokenizer( - model_path, tokenizer_config_extra={"trust_remote_code": True} + model_path, + tokenizer_config_extra={"trust_remote_code": True}, + # TODO: HACK for Kimi K2 wrong eos token id + eos_token_ids=[163586] if "kimi-k2" in bound_instance.bound_shard().model_meta.model_id.lower() else None, ), ) assert isinstance(tokenizer, TokenizerWrapper) @@ -177,7 +180,13 @@ def shard_and_load( # TODO: we should really make this opt-in, but Kimi requires trust_remote_code=True tokenizer = cast( TokenizerWrapper, - load_tokenizer(model_path, tokenizer_config_extra={"trust_remote_code": True}), + # TODO: HACK for Kimi K2 wrong eos token id + load_tokenizer( + model_path, + tokenizer_config_extra={"trust_remote_code": True}, + # TODO: HACK for Kimi K2 wrong eos token id + eos_token_ids=[163586] if "kimi-k2" in shard_metadata.model_meta.model_id.lower() else None, + ), ) logger.info(f"Group size: {group.size()}, group rank: {group.rank()}") From 28a91787e8146ed00fc08762d882a18c4b8fba34 Mon Sep 17 00:00:00 2001 From: rltakashige Date: Thu, 20 Nov 2025 20:03:51 +0000 Subject: [PATCH 197/224] Demo Co-authored-by: Evan Co-authored-by: Alex Cheema --- .github/configs/bench_simple.yaml | 34 ++- .mlx_typings/mlx_lm/models/cache.pyi | 4 +- dashboard/index.html | 98 ++++++++- src/exo/engines/mlx/auto_parallel.py | 13 +- src/exo/engines/mlx/cache.py | 102 +++++++++ src/exo/engines/mlx/constants.py | 17 ++ src/exo/engines/mlx/utils_mlx.py | 162 +++++++++----- src/exo/main.py | 8 +- src/exo/master/api.py | 52 ++--- src/exo/master/main.py | 2 +- src/exo/master/placement.py | 8 +- src/exo/master/placement_utils.py | 39 ++-- src/exo/master/tests/conftest.py | 6 +- src/exo/master/tests/test_placement.py | 43 +++- src/exo/shared/apply.py | 4 - src/exo/shared/models/model_cards.py | 208 +++++++++--------- src/exo/shared/topology.py | 3 + src/exo/shared/types/api.py | 42 ++-- src/exo/shared/types/commands.py | 1 + src/exo/shared/types/topology.py | 28 +-- src/exo/shared/types/worker/instances.py | 1 + src/exo/shared/types/worker/runners.py | 1 + src/exo/utils/banner.py | 34 +++ src/exo/utils/channels.py | 8 +- src/exo/worker/plan.py | 8 +- src/exo/worker/runner/generate.py | 15 +- src/exo/worker/runner/runner.py | 19 +- src/exo/worker/runner/runner_supervisor.py | 11 +- .../tests/test_plan/test_worker_plan.py | 2 +- tmp/run_llm.sh | 4 +- 30 files changed, 645 insertions(+), 332 deletions(-) create mode 100644 src/exo/engines/mlx/cache.py create mode 100644 src/exo/engines/mlx/constants.py create mode 100644 src/exo/utils/banner.py diff --git a/.github/configs/bench_simple.yaml b/.github/configs/bench_simple.yaml index 18f7042b..9a76b6db 100644 --- a/.github/configs/bench_simple.yaml +++ b/.github/configs/bench_simple.yaml @@ -26,7 +26,7 @@ model_ids: # - "mlx-community/Llama-3.2-1B-Instruct-4bit" # Sharding strategy: "Pipeline" or "Tensor" -sharding: "Pipeline" +sharding: "Tensor" # Instance type: "MlxRing" or "MlxIbv" instance_meta: "MlxIbv" @@ -48,6 +48,11 @@ stages: # generation_length: 64 # time_between_requests: 2.0 # iterations: 5 + # - name: "pp64_g64" + # prompt_length: 64 + # generation_length: 64 + # time_between_requests: 2.0 + # iterations: 5 # - name: "pp64_g512" # prompt_length: 64 # generation_length: 512 @@ -58,6 +63,11 @@ stages: # generation_length: 64 # time_between_requests: 2.0 # iterations: 5 + - name: "pp256_g64" + prompt_length: 256 + generation_length: 64 + time_between_requests: 2.0 + iterations: 5 # - name: "pp256_g512" # prompt_length: 256 # generation_length: 512 @@ -83,26 +93,26 @@ stages: # generation_length: 512 # time_between_requests: 2.0 # iterations: 10 - - name: "pp4096_g64" - prompt_length: 4096 - generation_length: 64 - time_between_requests: 2.0 - iterations: 4 + # - name: "pp4096_g64" + # prompt_length: 4096 + # generation_length: 64 + # time_between_requests: 2.0 + # iterations: 4 # - name: "pp4096_g512" # prompt_length: 4096 # generation_length: 512 # time_between_requests: 2.0 # iterations: 10 - - name: "pp8192_g64" - prompt_length: 8192 - generation_length: 64 - time_between_requests: 2.0 - iterations: 4 + # - name: "pp8192_g64" + # prompt_length: 8192 + # generation_length: 64 + # time_between_requests: 2.0 + # iterations: 5 # - name: "pp8192_g512" # prompt_length: 8192 # generation_length: 512 # time_between_requests: 2.0 - # iterations: 10 + # iterations: 5 # - name: "pp16384_g64" # prompt_length: 16384 # generation_length: 64 diff --git a/.mlx_typings/mlx_lm/models/cache.pyi b/.mlx_typings/mlx_lm/models/cache.pyi index 30fe1b85..177dde3a 100644 --- a/.mlx_typings/mlx_lm/models/cache.pyi +++ b/.mlx_typings/mlx_lm/models/cache.pyi @@ -36,9 +36,7 @@ def save_prompt_cache( state. """ -def load_prompt_cache( - file_name, return_metadata=... -): # -> tuple[list[Any], Any] | list[Any]: +def load_prompt_cache(file_name: str, return_metadata=...) -> array: """ Load a prompt cache from a file. diff --git a/dashboard/index.html b/dashboard/index.html index 62ec32f5..d0ddc6fc 100644 --- a/dashboard/index.html +++ b/dashboard/index.html @@ -31,10 +31,10 @@ max-width: 1200px; margin-bottom: 15px; margin-top: 20px; - text-align: left; - display: flex; - justify-content: space-between; + display: grid; + grid-template-columns: 1fr auto 1fr; align-items: flex-end; + gap: 20px; } .dashboard-header h1 { @@ -67,6 +67,18 @@ flex-direction: column; } + .header-center { + display: flex; + flex-direction: column; + align-items: center; + justify-content: center; + } + + .header-right { + display: flex; + justify-content: flex-end; + } + .header-instances-button { background-color: transparent; border: 1px solid var(--exo-medium-gray); @@ -972,11 +984,11 @@
- +
- +
@@ -986,16 +998,26 @@
- +
- +
+
+ +
+
+ + +
+
+
+
@@ -1004,10 +1026,15 @@
+ +
+

EXO logo

Fetching data...

- +
+ +
@@ -1068,12 +1095,14 @@ const modelSelect = document.getElementById('modelSelect'); const launchInstanceButton = document.getElementById('launchInstanceButton'); const launchStatus = document.getElementById('launchStatus'); + const minNodesOptions = document.getElementById('minNodesOptions'); const USE_MOCK_DATA = false; // <<< FLAG TO TOGGLE MOCK DATA let currentlySelectedNodeId = null; // To store the ID of the currently selected node let nodeIdToFriendlyName = {}; // Map nodeId -> friendly name for download sections let instanceIdToColor = {}; // Map instanceId -> color for visual coding let connectionToInstances = {}; // Map "nodeA|nodeB" -> [instanceIds] using that connection + let currentNodeCount = 1; // Track the current number of nodes in topology const API_ENDPOINT = window.location.origin + window.location.pathname.replace(/\/$/, "") + '/state'; const REFRESH_INTERVAL = 1000; // 1 second @@ -1218,6 +1247,16 @@ instancesMenuButton.classList.toggle('active', sidebarOpen); } + // Edge IP display flag (can be toggled from console) + window.exoShowEdgeIPs = false; + + // Helper function to toggle IP display (accessible from console) + window.toggleEdgeIPs = function() { + window.exoShowEdgeIPs = !window.exoShowEdgeIPs; + console.log(`Edge IP display ${window.exoShowEdgeIPs ? 'enabled' : 'disabled'}`); + return window.exoShowEdgeIPs; + }; + // Fetch available models and populate dropdown async function fetchAndPopulateModels() { try { @@ -1281,8 +1320,11 @@ const selectedSharding = document.querySelector('input[name="sharding"]:checked').value; const selectedInstanceMeta = document.querySelector('input[name="instance_meta"]:checked').value; + const minNodesRadio = document.querySelector('input[name="min_nodes"]:checked'); + const minNodes = minNodesRadio ? parseInt(minNodesRadio.value, 10) : 1; console.log("selectedSharding", selectedSharding); console.log("selectedInstanceMeta", selectedInstanceMeta); + console.log("minNodes", minNodes); try { showLaunchStatus('Launching instance...', 'loading'); @@ -1296,7 +1338,8 @@ body: JSON.stringify({ model_id: selectedModelId, sharding: selectedSharding, - instance_meta: selectedInstanceMeta + instance_meta: selectedInstanceMeta, + min_nodes: minNodes }) }); @@ -1858,6 +1901,39 @@ const edgesData = (topologyData && Array.isArray(topologyData.edges)) ? topologyData.edges : []; const nodeIds = Object.keys(nodesData); + // Update min nodes radio buttons based on current topology + currentNodeCount = Math.max(1, nodeIds.length); + if (minNodesOptions) { + // Get currently selected value before regenerating + const currentlySelected = document.querySelector('input[name="min_nodes"]:checked'); + const hasOnlyDefaultOption = minNodesOptions.children.length === 1; + // Default to maximum nodes on initial load, otherwise preserve user selection + const selectedValue = (currentlySelected && !hasOnlyDefaultOption) ? parseInt(currentlySelected.value, 10) : currentNodeCount; + + // Clear and regenerate radio buttons + minNodesOptions.innerHTML = ''; + for (let i = 1; i <= currentNodeCount; i++) { + const optionDiv = document.createElement('div'); + optionDiv.className = 'strategy-option'; + + const radio = document.createElement('input'); + radio.type = 'radio'; + radio.id = `minNodes${i}`; + radio.name = 'min_nodes'; + radio.value = i.toString(); + // Check if this should be selected (preserve selection or default to maximum) + radio.checked = (i === Math.min(selectedValue, currentNodeCount)); + + const label = document.createElement('label'); + label.htmlFor = `minNodes${i}`; + label.textContent = i.toString(); + + optionDiv.appendChild(radio); + optionDiv.appendChild(label); + minNodesOptions.appendChild(optionDiv); + } + } + if (nodeIds.length === 0) { const textEl = document.createElementNS('http://www.w3.org/2000/svg', 'text'); textEl.setAttribute('x', '50%'); @@ -2002,7 +2078,7 @@ arrowsGroup.appendChild(arrowSeg); // Add label for A->B direction (show all connections) - if (entry.aToBEdges && entry.aToBEdges.length > 0) { + if (window.exoShowEdgeIPs && entry.aToBEdges && entry.aToBEdges.length > 0) { // Count occurrences of each IP/interface combination const connectionCounts = new Map(); @@ -2067,7 +2143,7 @@ arrowsGroup.appendChild(arrowSeg); // Add label for B->A direction (show all connections) - if (entry.bToAEdges && entry.bToAEdges.length > 0) { + if (window.exoShowEdgeIPs && entry.bToAEdges && entry.bToAEdges.length > 0) { // Count occurrences of each IP/interface combination const connectionCounts = new Map(); diff --git a/src/exo/engines/mlx/auto_parallel.py b/src/exo/engines/mlx/auto_parallel.py index 345454db..4ff747b8 100644 --- a/src/exo/engines/mlx/auto_parallel.py +++ b/src/exo/engines/mlx/auto_parallel.py @@ -3,7 +3,10 @@ from functools import partial from inspect import signature from typing import TYPE_CHECKING, Callable, Protocol, cast, override -from mlx_lm.models.cache import KVCache, RotatingKVCache +from mlx_lm.models.cache import ( + KVCache, + _BaseCache, # pyright: ignore[reportPrivateUsage] +) from mlx_lm.models.deepseek_v3 import DeepseekV3MLP from mlx_lm.models.deepseek_v3 import Model as DeepseekV3Model from mlx_lm.models.llama import Model as LlamaModel @@ -91,7 +94,7 @@ class PipelineLastLayer(CustomMlxLayer): x, *args, **kwargs ).arguments.get("cache", None) - assert cache is None or isinstance(cache, (KVCache, RotatingKVCache)) + assert cache is None or issubclass(type(cache), _BaseCache) # type: ignore output: mx.array = self.original_layer(x, *args, **kwargs) @@ -99,11 +102,7 @@ class PipelineLastLayer(CustomMlxLayer): output = mx.distributed.send( output, (self.r + 1) % self.s, group=self.group ) - if ( - cache is not None - and hasattr(cache, "keys") - and getattr(cache, "keys", None) is not None - ): + if cache is not None: # This change happened upstream - check out mlx github somewhere?? cache.keys = mx.depends(cache.keys, output) # type: ignore[reportUnknownMemberType] diff --git a/src/exo/engines/mlx/cache.py b/src/exo/engines/mlx/cache.py new file mode 100644 index 00000000..f4e7df8d --- /dev/null +++ b/src/exo/engines/mlx/cache.py @@ -0,0 +1,102 @@ +from copy import deepcopy +from typing import Callable + +from mlx_lm import stream_generate +from mlx_lm.models.cache import _BaseCache, trim_prompt_cache +from mlx_lm.tokenizer_utils import TokenizerWrapper + +import mlx.core as mx +from exo.engines.mlx import Model +from exo.engines.mlx.constants import KEEP_KV_SIZE, KV_BITS, KV_GROUP_SIZE +from exo.engines.mlx.utils_mlx import make_kv_cache + + +class KVPrefixCache: + def __init__(self): + # Only one prefix cache per runner. + self.prompts: list[mx.array] = [] # mx array of tokens (ints) + self.caches: list[list[_BaseCache]] = [] + + def add_kv_cache( + self, tokenizer: TokenizerWrapper, prompt: str, cache: list[_BaseCache] + ): + tokenized_prompt = self.encode_prompt(tokenizer, prompt) + self.prompts.append(tokenized_prompt) + self.caches.append(deepcopy(cache)) + + def get_kv_cache( + self, + model: Model, + tokenizer: TokenizerWrapper, + sampler: Callable[[mx.array], mx.array], + prompt: str, + ) -> list[_BaseCache]: + tokenized_prompt = self.encode_prompt(tokenizer, prompt) + max_length = len(tokenized_prompt) + + best_snapshot_index, best_snapshot_length = None, 0 + + for i, cached_prompt in enumerate(self.prompts): + length = _get_prefix_length(tokenized_prompt, cached_prompt) + + if length == max_length: + return self.caches[i] + + if length > best_snapshot_length: + best_snapshot_index, best_snapshot_length = i, length + + if best_snapshot_index is not None: + prompt_cache = deepcopy(self.caches[best_snapshot_index]) + trim_prompt_cache(prompt_cache, max_length - best_snapshot_length) + tokenized_prompt = tokenized_prompt[best_snapshot_index:] + + else: + prompt_cache = make_kv_cache( + model, + # max_kv_size=MAX_KV_SIZE, + # keep=KEEP_KV_SIZE + ) + + prefill(model, tokenizer, sampler, tokenized_prompt, prompt_cache) + + return prompt_cache + + def encode_prompt(self, tokenizer: TokenizerWrapper, prompt: str) -> mx.array: + add_special_tokens = tokenizer.bos_token is None or not prompt.startswith( + tokenizer.bos_token + ) + tokenized_prompt = tokenizer.encode( + prompt, add_special_tokens=add_special_tokens + ) + return mx.array(tokenized_prompt) + + +def _get_prefix_length(prompt: mx.array, cached_prompt: mx.array) -> int: + n = min(int(prompt.shape[0]), int(cached_prompt.shape[0]), KEEP_KV_SIZE) + if n == 0: + return 0 + + equal = (prompt[:n] == cached_prompt[:n]).astype(mx.int32) + prefix_mask = mx.cumprod(equal) # stays 1 until first mismatch, then 0 forever + return int(mx.sum(prefix_mask).item()) + + +def prefill( + model: Model, + tokenizer: TokenizerWrapper, + sampler: Callable[[mx.array], mx.array], + prompt: mx.array, + cache: list[_BaseCache], +) -> None: + for _ in stream_generate( + model=model, + tokenizer=tokenizer, + prompt=prompt, + max_tokens=0, + sampler=sampler, + prompt_cache=cache, + prefill_step_size=2048, + kv_group_size=KV_GROUP_SIZE, + kv_bits=KV_BITS, + ): + pass diff --git a/src/exo/engines/mlx/constants.py b/src/exo/engines/mlx/constants.py new file mode 100644 index 00000000..c73d62d3 --- /dev/null +++ b/src/exo/engines/mlx/constants.py @@ -0,0 +1,17 @@ +# TODO: Do we want so many constants? + +KV_GROUP_SIZE = 32 +KV_BITS = None +ATTENTION_KV_BITS = 4 +MAX_TOKENS = 8192 +MAX_KV_SIZE = 3200 +KEEP_KV_SIZE = 1600 +QUANTIZE_MODEL_MODE = "affine" +CACHE_GROUP_SIZE = 64 +KV_CACHE_BITS = 8 +TEMPERATURE = 1.0 + +# TODO: We should really make this opt-in, but Kimi requires trust_remote_code=True +TRUST_REMOTE_CODE = True +# TODO: Do we really want this? +HIDE_THINKING = False diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/engines/mlx/utils_mlx.py index 5f42ca9c..8c48bd2e 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/engines/mlx/utils_mlx.py @@ -1,8 +1,10 @@ import os import resource +import time from typing import Any, Callable, cast -from mlx_lm.models.cache import KVCache, RotatingKVCache +from mlx_lm.models.cache import KVCache, QuantizedKVCache, RotatingKVCache +from mlx_lm.models.deepseek_v3 import DeepseekV3Model from mlx_lm.sample_utils import make_sampler from mlx_lm.tokenizer_utils import TokenizerWrapper @@ -22,6 +24,14 @@ from exo.engines.mlx.auto_parallel import ( pipeline_auto_parallel, tensor_auto_parallel, ) +from exo.engines.mlx.constants import ( + CACHE_GROUP_SIZE, + KV_CACHE_BITS, + PATCH_SYSTEM_PROMPT, + TEMPERATURE, + TRUST_REMOTE_CODE, +) +from exo.shared.types.api import ChatCompletionMessageText from exo.shared.types.common import Host from exo.shared.types.memory import Memory from exo.shared.types.tasks import ChatCompletionTaskParams @@ -44,7 +54,6 @@ resource.setrlimit(resource.RLIMIT_NOFILE, (2048, 4096)) mlx_rank: None | int = None mlx_world_size: None | int = None - def mx_barrier(group: mx.distributed.Group | None = None): mx.eval( mx.distributed.all_sum( @@ -87,7 +96,7 @@ def mlx_distributed_init( - mlx_ibv_coordinator: coordinator address (IP:PORT) for RDMA setup - strict: if True, raise an error if the distributed backend is not available """ - rank = bound_instance.bound_shard().device_rank + rank = bound_instance.bound_shard.device_rank logger.info(f"Starting initialization for rank {rank}") # TODO: singleton instances @@ -136,33 +145,40 @@ def initialize_mlx( """ mx.random.seed(42) - set_wired_limit_for_model(get_weights_size(bound_instance.bound_shard())) + set_wired_limit_for_model(get_weights_size(bound_instance.bound_shard)) - sampler: Callable[[mx.array], mx.array] = make_sampler(temp=0.7) + sampler: Callable[[mx.array], mx.array] = make_sampler(temp=TEMPERATURE) logger.info("Created a sampler") if len(bound_instance.instance.shard_assignments.node_to_runner) <= 1: logger.info(f"Single device used for {bound_instance.instance}") - model_path = build_model_path(bound_instance.bound_shard().model_meta.model_id) - model, _ = load_model(model_path, strict=True) - # TODO: we should really make this opt-in, but Kimi requires trust_remote_code=True - tokenizer = cast( - TokenizerWrapper, - load_tokenizer( - model_path, - tokenizer_config_extra={"trust_remote_code": True}, - # TODO: HACK for Kimi K2 wrong eos token id - eos_token_ids=[163586] if "kimi-k2" in bound_instance.bound_shard().model_meta.model_id.lower() else None, - ), - ) - assert isinstance(tokenizer, TokenizerWrapper) + model_path = build_model_path(bound_instance.bound_shard.model_meta.model_id) + start_time = time.perf_counter() + model, config = load_model(model_path, strict=True) + end_time = time.perf_counter() + logger.info(f"Time taken to load model: {(end_time - start_time):.2f}s") + if isinstance(model.model, DeepseekV3Model): + pass + # model, config = quantize_model( + # model, config, group_size=KV_GROUP_SIZE, bits=ATTENTION_KV_BITS, quant_predicate=quant_predicate, mode=QUANTIZE_MODEL_MODE + # ) + + tokenizer = get_tokenizer(model_path, bound_instance.bound_shard) else: logger.info("Starting distributed init") group = mlx_distributed_init(bound_instance) - model, tokenizer = shard_and_load(bound_instance.bound_shard(), group=group) - set_wired_limit_for_model(get_weights_size(bound_instance.bound_shard())) + start_time = time.perf_counter() + model, tokenizer = shard_and_load(bound_instance.bound_shard, group=group) + end_time = time.perf_counter() + logger.info( + f"Time taken to shard and load model: {(end_time - start_time):.2f}s" + ) + + set_wired_limit_for_model(get_weights_size(bound_instance.bound_shard)) + + logger.debug(model) return cast(Model, model), tokenizer, sampler @@ -174,20 +190,28 @@ def shard_and_load( model_path = build_model_path(shard_metadata.model_meta.model_id) model, config = load_model(model_path, lazy=True, strict=False) - logger.info(f"{config=}") + logger.debug(model) + if isinstance(model.model, DeepseekV3Model): + pass + # TODO: See if we should quantize the model. + # def is_attention_layer(path: str) -> bool: + # path = path.lower() + + # return "self_attn" in path and "layernorm" not in path + + + # def quant_predicate(path: str, module: nn.Module): + # if not isinstance(module, nn.Linear): + # return False + + # return is_attention_layer(path) + # model, config = quantize_model( + # model, config, group_size=KV_GROUP_SIZE, bits=ATTENTION_KV_BITS, quant_predicate=quant_predicate, mode=QUANTIZE_MODEL_MODE + # ) + assert isinstance(model, nn.Module) - # TODO: we should really make this opt-in, but Kimi requires trust_remote_code=True - tokenizer = cast( - TokenizerWrapper, - # TODO: HACK for Kimi K2 wrong eos token id - load_tokenizer( - model_path, - tokenizer_config_extra={"trust_remote_code": True}, - # TODO: HACK for Kimi K2 wrong eos token id - eos_token_ids=[163586] if "kimi-k2" in shard_metadata.model_meta.model_id.lower() else None, - ), - ) + tokenizer = get_tokenizer(model_path, shard_metadata) logger.info(f"Group size: {group.size()}, group rank: {group.rank()}") @@ -200,44 +224,63 @@ def shard_and_load( model = pipeline_auto_parallel(model, group, shard_metadata) mx.eval(model.parameters()) + + # TODO: Do we need this? mx.eval(model) + logger.debug("SHARDED") + logger.debug(model) + # Synchronize processes before generation to avoid timeout mx_barrier(group) return model, tokenizer +def get_tokenizer(model_path: str, shard_metadata: ShardMetadata): + tokenizer = cast( + TokenizerWrapper, + load_tokenizer( + model_path, + tokenizer_config_extra={"trust_remote_code": TRUST_REMOTE_CODE}, + # TODO: HACK for Kimi K2 wrong eos token id + eos_token_ids=[163586] + if "kimi-k2" in shard_metadata.model_meta.model_id.lower() + else None, + ), + ) + assert isinstance(tokenizer, TokenizerWrapper) + + return tokenizer + + def apply_chat_template( tokenizer: TokenizerWrapper, chat_task_data: ChatCompletionTaskParams, ) -> str: # Now we can properly access the messages messages = chat_task_data.messages - messages_dicts: list[dict[str, Any]] = [msg.model_dump() for msg in messages] - # Filter out None values, keeping relevant keys for the model formatted_messages: list[dict[str, Any]] = [] - for message in messages_dicts: - filtered_message: dict[str, Any] = { - k: v - for k, v in message.items() # pyright: ignore[reportAny] - if v is not None - } + for i, message in enumerate(messages): + if isinstance(message.content, ChatCompletionMessageText): + message.content = message.content.text + if isinstance(message.content, list): + if len(message.content) != 1: + logger.warning("Received malformed prompt") + continue - # Verify we have required fields - if "role" not in filtered_message: - raise ValueError(f"Message missing 'role' field: {filtered_message}") - if "content" not in filtered_message and "thinking" not in filtered_message: - # If neither content nor thinking is present, skip this message + message.content = message.content[0].text + if message.content is None and message.thinking is None: continue - formatted_messages.append(filtered_message) - - messages_dicts = formatted_messages + # Null values are not valid when applying templates in tokenizer + formatted_messages.append( + {k: v for k, v in message.model_dump().items() if v is not None} + ) prompt: str = tokenizer.apply_chat_template( # type: ignore - messages_dicts, + formatted_messages, tokenize=False, add_generation_prompt=True, ) @@ -269,16 +312,23 @@ class NullKVCache(KVCache): def make_kv_cache( - model: Model, - max_kv_size: int | None = None, -) -> list[KVCache | RotatingKVCache]: + model: Model, max_kv_size: int | None = None, keep: int = 0 +) -> list[KVCache | RotatingKVCache | QuantizedKVCache]: assert hasattr(model, "layers") + if max_kv_size is None: - logger.info("Using default KV cache") - return [KVCache() for _ in model.layers] + if KV_CACHE_BITS is None: + logger.info("Using default KV cache") + return [KVCache() for _ in model.layers] + else: + logger.info("Using quantized KV cache") + return [ + QuantizedKVCache(group_size=CACHE_GROUP_SIZE, bits=KV_CACHE_BITS) + for _ in model.layers + ] else: - logger.info(f"Using rotating KV cache with {max_kv_size=}") - return [RotatingKVCache(max_size=max_kv_size) for _ in model.layers] + logger.info(f"Using rotating KV cache with {max_kv_size=} with {keep=}") + return [RotatingKVCache(max_size=max_kv_size, keep=keep) for _ in model.layers] def mlx_force_oom(size: int = 40000) -> None: diff --git a/src/exo/main.py b/src/exo/main.py index 110d44a6..b21434af 100644 --- a/src/exo/main.py +++ b/src/exo/main.py @@ -1,6 +1,6 @@ -import signal import argparse import multiprocessing as mp +import signal from dataclasses import dataclass from typing import Self @@ -8,14 +8,13 @@ import anyio from anyio.abc import TaskGroup from pydantic import PositiveInt -from exo.shared.logging import logger import exo.routing.topics as topics from exo.master.api import API # TODO: should API be in master? from exo.master.main import Master from exo.routing.router import Router, get_node_id_keypair from exo.shared.constants import EXO_LOG from exo.shared.election import Election, ElectionResult -from exo.shared.logging import logger_cleanup, logger_setup +from exo.shared.logging import logger, logger_cleanup, logger_setup from exo.shared.types.commands import KillCommand from exo.shared.types.common import NodeId, SessionId from exo.utils.channels import Receiver, channel @@ -119,6 +118,7 @@ class Node: # if this is our second call to shutdown, just sys.exit if self._tg.cancel_scope.cancel_called: import sys + sys.exit(1) self._tg.cancel_scope.cancel() @@ -208,7 +208,7 @@ class Node: def main(): args = Args.parse() - + mp.set_start_method("spawn") # TODO: Refactor the current verbosity system logger_setup(EXO_LOG, args.verbosity) diff --git a/src/exo/master/api.py b/src/exo/master/api.py index 22074064..69176792 100644 --- a/src/exo/master/api.py +++ b/src/exo/master/api.py @@ -14,6 +14,7 @@ from fastapi.responses import StreamingResponse from fastapi.staticfiles import StaticFiles from loguru import logger +from exo.engines.mlx.constants import HIDE_THINKING from exo.shared.apply import apply from exo.shared.election import ElectionMessage from exo.shared.models.model_cards import MODEL_CARDS @@ -45,6 +46,7 @@ from exo.shared.types.models import ModelMetadata from exo.shared.types.state import State from exo.shared.types.tasks import ChatCompletionTaskParams from exo.shared.types.worker.instances import Instance, InstanceId +from exo.utils.banner import print_startup_banner from exo.utils.channels import Receiver, Sender from exo.utils.event_buffer import OrderedBuffer @@ -171,9 +173,9 @@ class API: ) command = CreateInstance( - command_id=CommandId(), model_meta=model_meta, instance_meta=payload.instance_meta, + min_nodes=payload.min_nodes, sharding=payload.sharding, ) await self._send(command) @@ -194,7 +196,6 @@ class API: raise HTTPException(status_code=404, detail="Instance not found") command = DeleteInstance( - command_id=CommandId(), instance_id=instance_id, ) await self._send(command) @@ -212,17 +213,26 @@ class API: self._chat_completion_queues[command_id] = asyncio.Queue() finished = False + is_thinking = False while not finished: # TODO: how long should this timeout be? chunk = await asyncio.wait_for( self._chat_completion_queues[command_id].get(), timeout=600 ) assert isinstance(chunk, TokenChunk) + # TODO: Do we want this? + if HIDE_THINKING: + if chunk.text == "": + chunk.text = "\n" + if chunk.text == "": + chunk.text = "\n" chunk_response: ChatCompletionResponse = chunk_to_response( chunk, command_id ) logger.debug(f"chunk_response: {chunk_response}") - yield f"data: {chunk_response.model_dump_json()}\n\n" + + if not HIDE_THINKING or not is_thinking: + yield f"data: {chunk_response.model_dump_json()}\n\n" if chunk.finish_reason is not None: yield "data: [DONE]\n\n" @@ -244,31 +254,6 @@ class API: model_meta = await resolve_model_meta(payload.model) payload.model = model_meta.model_id - # Preprocess messages for GPT-OSS harmony format if needed - # TODO: This is slop surely we get rid - if "gpt-oss" in payload.model.lower(): - import re - - for message in payload.messages: - if message.content and "<|channel|>" in message.content: - # Parse harmony format tags - thinking_pattern = r"<\|channel\|>(.*?)(?=<\|message\|>|$)" - content_pattern = r"<\|message\|>(.*?)(?=<\|end\|>|$)" - - thinking_match = re.search( - thinking_pattern, message.content, re.DOTALL - ) - content_match = re.search( - content_pattern, message.content, re.DOTALL - ) - - if content_match: - # Extract the actual content - message.content = content_match.group(1).strip() - if thinking_match: - # Store thinking in the thinking field - message.thinking = thinking_match.group(1).strip() - if not any( instance.shard_assignments.model_id == payload.model for instance in self.state.instances.values() @@ -279,7 +264,6 @@ class API: ) command = ChatCompletion( - command_id=CommandId(), request_params=payload, ) await self._send(command) @@ -325,9 +309,19 @@ class API: tg.start_soon(uvicorn_server.serve) tg.start_soon(self._apply_state) tg.start_soon(self._pause_on_new_election) + tg.start_soon(self._print_banner_when_ready, uvicorn_server) self.command_sender.close() self.global_event_receiver.close() + async def _print_banner_when_ready(self, uvicorn_server: uvicorn.Server): + """Wait for the uvicorn server to be ready, then print the startup banner.""" + # TODO: Is this the best condition to check for? + # The point is this should log when exo is ready. + while not uvicorn_server.started: + await asyncio.sleep(0.1) + + print_startup_banner(self.port) + async def _apply_state(self): with self.global_event_receiver as events: async for f_event in events: diff --git a/src/exo/master/main.py b/src/exo/master/main.py index 7f481cb5..5dadb5c3 100644 --- a/src/exo/master/main.py +++ b/src/exo/master/main.py @@ -209,7 +209,7 @@ class Master: event._master_time_stamp = datetime.now(tz=timezone.utc) # pyright: ignore[reportPrivateUsage] - # TODO: SQL + # TODO: SQL <- What does this mean? self._event_log.append(event) await self._send_event(indexed) diff --git a/src/exo/master/placement.py b/src/exo/master/placement.py index fb49666f..7f345660 100644 --- a/src/exo/master/placement.py +++ b/src/exo/master/placement.py @@ -3,6 +3,8 @@ from collections.abc import Mapping from copy import deepcopy from typing import Sequence +from loguru import logger + from exo.master.placement_utils import ( filter_cycles_by_memory, get_hosts_from_subgraph, @@ -41,13 +43,13 @@ def get_instance_placements_after_create( tb_only: bool = False, ) -> dict[InstanceId, Instance]: all_nodes = list(topology.list_nodes()) - from loguru import logger logger.info("finding cycles:") cycles = topology.get_cycles() - logger.info(f"{cycles=}") singleton_cycles = [[node] for node in all_nodes] - candidate_cycles = cycles + singleton_cycles + candidate_cycles = list( + filter(lambda it: len(it) >= command.min_nodes, cycles + singleton_cycles) + ) cycles_with_sufficient_memory = filter_cycles_by_memory( candidate_cycles, command.model_meta.storage_size ) diff --git a/src/exo/master/placement_utils.py b/src/exo/master/placement_utils.py index 1a4e7011..c96a8d35 100644 --- a/src/exo/master/placement_utils.py +++ b/src/exo/master/placement_utils.py @@ -210,27 +210,19 @@ def get_mlx_ibv_devices_matrix( if i == j: continue - # just for debugging for now... - for connection_ip in _find_connection_ip(node_i, node_j, cycle_digraph): - interface_name = _find_interface_name_for_ip(connection_ip, node_i) - logger.info( - f"Interface name for {connection_ip} on {node_i.node_id}: {interface_name}" - ) - - matrix[i][j] = "rdma_en3" # TODO: hack, for now it's always en3 - continue - - for connection_ip in _find_connection_ip(node_i, node_j, cycle_digraph): - # Set the first valid rmda i -> j connection - if there are multiple, we set essentially randomly - this is fine, the connection doesn't appear to have to be bidirectional - if ( - interface_name := _find_interface_name_for_ip( - connection_ip, - node_i, - ) - ) is not None: + # Find the IP J uses to talk to I + for connection_ip in _find_connection_ip(node_j, node_i, cycle_digraph): + # This is a local IP on I, which is attached to an interface: find that interface + if interface_name := _find_interface_name_for_ip(connection_ip, node_i): matrix[i][j] = interface_name + logger.info( + f"Interface name for {connection_ip} on {node_i.node_id}: {interface_name}" + ) break else: + logger.warning( + f"Failed to find interface name between {node_i.node_id} and {node_j.node_id}" + ) raise ValueError( "Current ibv backend requires all-to-all rdma connections" ) @@ -246,8 +238,9 @@ def _find_connection_ip( """Find all IP addresses that connect node i to node j.""" for connection in cycle_digraph.list_connections(): if ( - connection.local_node_id == node_j.node_id - and connection.send_back_node_id == node_i.node_id + connection.local_node_id == node_i.node_id + and connection.send_back_node_id == node_j.node_id + # TODO: Check if we need this. and connection.send_back_multiaddr is not None ): yield connection.send_back_multiaddr.ip_address @@ -260,13 +253,13 @@ def _find_interface_name_for_ip( if node_info.node_profile is None: return None + logger.info(f"Searching {node_info.node_id} for ip {ip_address}:") for interface in node_info.node_profile.network_interfaces: - logger.info( - f"Checking interface {interface.name} for IP {interface.ip_address} == {ip_address}: {interface.ip_address == ip_address}" - ) if interface.name not in ["en2", "en3", "en4", "en5", "en6", "en7"]: continue + logger.info(f" | {interface.name}: {interface.ip_address}") if interface.ip_address == ip_address: + logger.info("Found") return f"rdma_{interface.name}" return None diff --git a/src/exo/master/tests/conftest.py b/src/exo/master/tests/conftest.py index 39aa2b31..9ebfa152 100644 --- a/src/exo/master/tests/conftest.py +++ b/src/exo/master/tests/conftest.py @@ -41,11 +41,15 @@ def create_node(): @pytest.fixture def create_connection() -> Callable[[NodeId, NodeId, int | None], Connection]: port_counter = 1235 + ip_counter = 1 def _create_connection( source_node_id: NodeId, sink_node_id: NodeId, send_back_port: int | None = None ) -> Connection: nonlocal port_counter + nonlocal ip_counter + # assign unique ips + ip_counter += 1 if send_back_port is None: send_back_port = port_counter port_counter += 1 @@ -53,7 +57,7 @@ def create_connection() -> Callable[[NodeId, NodeId, int | None], Connection]: local_node_id=source_node_id, send_back_node_id=sink_node_id, send_back_multiaddr=Multiaddr( - address=f"/ip4/169.254.0.1/tcp/{send_back_port}" + address=f"/ip4/169.254.0.{ip_counter}/tcp/{send_back_port}" ), connection_profile=ConnectionProfile( throughput=1000, latency=1000, jitter=1000 diff --git a/src/exo/master/tests/test_placement.py b/src/exo/master/tests/test_placement.py index a8b33e8e..c52b0b33 100644 --- a/src/exo/master/tests/test_placement.py +++ b/src/exo/master/tests/test_placement.py @@ -1,6 +1,7 @@ from typing import Callable import pytest +from loguru import logger from exo.master.placement import ( get_instance_placements_after_create, @@ -356,10 +357,18 @@ def test_tensor_rdma_backend_connectivity_matrix( conn_b_c = create_connection(node_id_b, node_id_c) conn_c_a = create_connection(node_id_c, node_id_a) + conn_b_a = create_connection(node_id_b, node_id_a) + conn_c_b = create_connection(node_id_c, node_id_b) + conn_a_c = create_connection(node_id_a, node_id_c) + assert conn_a_b.send_back_multiaddr is not None assert conn_b_c.send_back_multiaddr is not None assert conn_c_a.send_back_multiaddr is not None + assert conn_b_a.send_back_multiaddr is not None + assert conn_c_b.send_back_multiaddr is not None + assert conn_a_c.send_back_multiaddr is not None + node_a.node_profile = NodePerformanceProfile( model_id="test", chip_id="test", @@ -368,7 +377,12 @@ def test_tensor_rdma_backend_connectivity_matrix( network_interfaces=[ NetworkInterfaceInfo( name="en3", - ip_address=conn_a_b.send_back_multiaddr.ip_address, + ip_address=conn_c_a.send_back_multiaddr.ip_address, + type="rdma", + ), + NetworkInterfaceInfo( + name="en4", + ip_address=conn_b_a.send_back_multiaddr.ip_address, type="rdma", ), ethernet_interface, @@ -381,9 +395,14 @@ def test_tensor_rdma_backend_connectivity_matrix( friendly_name="test", memory=node_b.node_profile.memory, network_interfaces=[ + NetworkInterfaceInfo( + name="en3", + ip_address=conn_c_b.send_back_multiaddr.ip_address, + type="rdma", + ), NetworkInterfaceInfo( name="en4", - ip_address=conn_b_c.send_back_multiaddr.ip_address, + ip_address=conn_a_b.send_back_multiaddr.ip_address, type="rdma", ), ethernet_interface, @@ -397,8 +416,13 @@ def test_tensor_rdma_backend_connectivity_matrix( memory=node_c.node_profile.memory, network_interfaces=[ NetworkInterfaceInfo( - name="en5", - ip_address=conn_c_a.send_back_multiaddr.ip_address, + name="en3", + ip_address=conn_a_c.send_back_multiaddr.ip_address, + type="rdma", + ), + NetworkInterfaceInfo( + name="en4", + ip_address=conn_b_c.send_back_multiaddr.ip_address, type="rdma", ), ethernet_interface, @@ -412,6 +436,9 @@ def test_tensor_rdma_backend_connectivity_matrix( topology.add_connection(conn_a_b) topology.add_connection(conn_b_c) topology.add_connection(conn_c_a) + topology.add_connection(conn_b_a) + topology.add_connection(conn_c_b) + topology.add_connection(conn_a_c) create_instance_command = CreateInstance( command_id=CommandId(), @@ -444,9 +471,11 @@ def test_tensor_rdma_backend_connectivity_matrix( idx_b = node_to_idx[node_id_b] idx_c = node_to_idx[node_id_c] - assert matrix[idx_a][idx_b] == "rdma_en3" - assert matrix[idx_b][idx_c] == "rdma_en4" - assert matrix[idx_c][idx_a] == "rdma_en5" + logger.info(matrix) + + assert matrix[idx_a][idx_b] == "rdma_en4" + assert matrix[idx_b][idx_c] == "rdma_en3" + assert matrix[idx_c][idx_a] == "rdma_en3" assert ":" in instance.mlx_ibv_coordinator assert not instance.mlx_ibv_coordinator.startswith("169.254") diff --git a/src/exo/shared/apply.py b/src/exo/shared/apply.py index 16cc6adb..6ea031a7 100644 --- a/src/exo/shared/apply.py +++ b/src/exo/shared/apply.py @@ -252,9 +252,5 @@ def apply_topology_edge_deleted(event: TopologyEdgeDeleted, state: State) -> Sta if not topology.contains_connection(event.edge): return state topology.remove_connection(event.edge) - if not topology.contains_connection(event.edge) and topology.contains_connection( - event.edge.reverse() - ): - topology.remove_connection(event.edge.reverse()) # TODO: Clean up removing the reverse connection return state.model_copy(update={"topology": topology}) diff --git a/src/exo/shared/models/model_cards.py b/src/exo/shared/models/model_cards.py index 12051b3b..6368a72d 100644 --- a/src/exo/shared/models/model_cards.py +++ b/src/exo/shared/models/model_cards.py @@ -14,32 +14,32 @@ class ModelCard(CamelCaseModel): MODEL_CARDS: dict[str, ModelCard] = { # deepseek v3 - "deepseek-v3-0324:4bit": ModelCard( - short_id="deepseek-v3-0324:4bit", - model_id="mlx-community/DeepSeek-V3-0324-4bit", - name="DeepSeek V3 0324 (4-bit)", - description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", - tags=[], - metadata=ModelMetadata( - model_id=ModelId("mlx-community/DeepSeek-V3-0324-4bit"), - pretty_name="DeepSeek V3 0324 (4-bit)", - storage_size=Memory.from_kb(409706307), - n_layers=61, - ), - ), - "deepseek-v3-0324": ModelCard( - short_id="deepseek-v3-0324", - model_id="mlx-community/DeepSeek-v3-0324-8bit", - name="DeepSeek V3 0324 (8-bit)", - description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", - tags=[], - metadata=ModelMetadata( - model_id=ModelId("mlx-community/DeepSeek-v3-0324-8bit"), - pretty_name="DeepSeek V3 0324 (8-bit)", - storage_size=Memory.from_kb(754706307), - n_layers=61, - ), - ), + # "deepseek-v3-0324:4bit": ModelCard( + # short_id="deepseek-v3-0324:4bit", + # model_id="mlx-community/DeepSeek-V3-0324-4bit", + # name="DeepSeek V3 0324 (4-bit)", + # description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", + # tags=[], + # metadata=ModelMetadata( + # model_id=ModelId("mlx-community/DeepSeek-V3-0324-4bit"), + # pretty_name="DeepSeek V3 0324 (4-bit)", + # storage_size=Memory.from_kb(409706307), + # n_layers=61, + # ), + # ), + # "deepseek-v3-0324": ModelCard( + # short_id="deepseek-v3-0324", + # model_id="mlx-community/DeepSeek-v3-0324-8bit", + # name="DeepSeek V3 0324 (8-bit)", + # description="""DeepSeek V3 is a large language model trained on the DeepSeek V3 dataset.""", + # tags=[], + # metadata=ModelMetadata( + # model_id=ModelId("mlx-community/DeepSeek-v3-0324-8bit"), + # pretty_name="DeepSeek V3 0324 (8-bit)", + # storage_size=Memory.from_kb(754706307), + # n_layers=61, + # ), + # ), "deepseek-v3.1": ModelCard( short_id="deepseek-v3.1", model_id="mlx-community/DeepSeek-V3.1-8bit", @@ -67,32 +67,32 @@ MODEL_CARDS: dict[str, ModelCard] = { ), ), # deepseek r1 - "deepseek-r1-0528:4bit": ModelCard( - short_id="deepseek-r1-0528:4bit", - model_id="mlx-community/DeepSeek-R1-0528-4bit", - name="DeepSeek-R1-0528 (4-bit)", - description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", - tags=[], - metadata=ModelMetadata( - model_id=ModelId("mlx-community/DeepSeek-R1-0528-4bit"), - pretty_name="DeepSeek R1 671B (4-bit)", - storage_size=Memory.from_kb(409706307), - n_layers=61, - ), - ), - "deepseek-r1-0528": ModelCard( - short_id="deepseek-r1-0528", - model_id="mlx-community/DeepSeek-R1-0528-8bit", - name="DeepSeek-R1-0528 (8-bit)", - description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", - tags=[], - metadata=ModelMetadata( - model_id=ModelId("mlx-community/DeepSeek-R1-0528-8bit"), - pretty_name="DeepSeek R1 671B (8-bit)", - storage_size=Memory.from_bytes(754998771712), - n_layers=61, - ), - ), + # "deepseek-r1-0528:4bit": ModelCard( + # short_id="deepseek-r1-0528:4bit", + # model_id="mlx-community/DeepSeek-R1-0528-4bit", + # name="DeepSeek-R1-0528 (4-bit)", + # description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", + # tags=[], + # metadata=ModelMetadata( + # model_id=ModelId("mlx-community/DeepSeek-R1-0528-4bit"), + # pretty_name="DeepSeek R1 671B (4-bit)", + # storage_size=Memory.from_kb(409706307), + # n_layers=61, + # ), + # ), + # "deepseek-r1-0528": ModelCard( + # short_id="deepseek-r1-0528", + # model_id="mlx-community/DeepSeek-R1-0528-8bit", + # name="DeepSeek-R1-0528 (8-bit)", + # description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", + # tags=[], + # metadata=ModelMetadata( + # model_id=ModelId("mlx-community/DeepSeek-R1-0528-8bit"), + # pretty_name="DeepSeek R1 671B (8-bit)", + # storage_size=Memory.from_bytes(754998771712), + # n_layers=61, + # ), + # ), # kimi k2 "kimi-k2-instruct-4bit": ModelCard( short_id="kimi-k2-instruct-4bit", @@ -228,19 +228,19 @@ MODEL_CARDS: dict[str, ModelCard] = { n_layers=32, ), ), - "phi-3-mini:128k": ModelCard( - short_id="phi-3-mini:128k", - model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", - name="Phi 3 Mini 128k", - description="""Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.""", - tags=[], - metadata=ModelMetadata( - model_id=ModelId("mlx-community/Phi-3-mini-128k-instruct-4bit"), - pretty_name="Phi 3 Mini 128k", - storage_size=Memory.from_kb(2099262), - n_layers=32, - ), - ), + # "phi-3-mini:128k": ModelCard( + # short_id="phi-3-mini:128k", + # model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", + # name="Phi 3 Mini 128k", + # description="""Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.""", + # tags=[], + # metadata=ModelMetadata( + # model_id=ModelId("mlx-community/Phi-3-mini-128k-instruct-4bit"), + # pretty_name="Phi 3 Mini 128k", + # storage_size=Memory.from_kb(2099262), + # n_layers=32, + # ), + # ), # qwen3 "qwen3-0.6b": ModelCard( short_id="qwen3-0.6b", @@ -268,19 +268,19 @@ MODEL_CARDS: dict[str, ModelCard] = { n_layers=48, ), ), - "qwen3-235b-a22b": ModelCard( - short_id="qwen3-235b-a22b", - model_id="mlx-community/Qwen3-235B-A22B-4bit", - name="Qwen3 235B, Active 22B (4-bit)", - description="""Qwen3 235B (Active 22B) is a large language model trained on the Qwen3 235B dataset.""", - tags=[], - metadata=ModelMetadata( - model_id=ModelId("mlx-community/Qwen3-235B-A22B-4bit"), - pretty_name="Qwen3 235B, Active 22B (4-bit)", - storage_size=Memory.from_kb(123207680), - n_layers=94, - ), - ), + # "qwen3-235b-a22b": ModelCard( + # short_id="qwen3-235b-a22b", + # model_id="mlx-community/Qwen3-235B-A22B-4bit", + # name="Qwen3 235B, Active 22B (4-bit)", + # description="""Qwen3 235B (Active 22B) is a large language model trained on the Qwen3 235B dataset.""", + # tags=[], + # metadata=ModelMetadata( + # model_id=ModelId("mlx-community/Qwen3-235B-A22B-4bit"), + # pretty_name="Qwen3 235B, Active 22B (4-bit)", + # storage_size=Memory.from_kb(123207680), + # n_layers=94, + # ), + # ), "qwen3-235b-a22b-8bit": ModelCard( short_id="qwen3-235b-a22b-8bit", model_id="mlx-community/Qwen3-235B-A22B-Instruct-2507-8bit", @@ -308,31 +308,31 @@ MODEL_CARDS: dict[str, ModelCard] = { n_layers=40, ), ), - "granite-3.3-8b": ModelCard( - short_id="granite-3.3-8b", - model_id="mlx-community/granite-3.3-8b-instruct-fp16", - name="Granite 3.3 8B", - description="""Granite-3.3-8B-Instruct is a 8-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.""", - tags=[], - metadata=ModelMetadata( - model_id=ModelId("mlx-community/granite-3.3-8b-instruct-fp16"), - pretty_name="Granite 3.3 8B", - storage_size=Memory.from_kb(15958720), - n_layers=40, - ), - ), + # "granite-3.3-8b": ModelCard( + # short_id="granite-3.3-8b", + # model_id="mlx-community/granite-3.3-8b-instruct-fp16", + # name="Granite 3.3 8B", + # description="""Granite-3.3-8B-Instruct is a 8-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.""", + # tags=[], + # metadata=ModelMetadata( + # model_id=ModelId("mlx-community/granite-3.3-8b-instruct-fp16"), + # pretty_name="Granite 3.3 8B", + # storage_size=Memory.from_kb(15958720), + # n_layers=40, + # ), + # ), # smol-lm - "smol-lm-135m": ModelCard( - short_id="smol-lm-135m", - model_id="mlx-community/SmolLM-135M-4bit", - name="Smol LM 135M", - description="""SmolLM is a series of state-of-the-art small language models available in three sizes: 135M, 360M, and 1.7B parameters. """, - tags=[], - metadata=ModelMetadata( - model_id=ModelId("mlx-community/SmolLM-135M-4bit"), - pretty_name="Smol LM 135M", - storage_size=Memory.from_kb(73940), - n_layers=30, - ), - ), + # "smol-lm-135m": ModelCard( + # short_id="smol-lm-135m", + # model_id="mlx-community/SmolLM-135M-4bit", + # name="Smol LM 135M", + # description="""SmolLM is a series of state-of-the-art small language models available in three sizes: 135M, 360M, and 1.7B parameters. """, + # tags=[], + # metadata=ModelMetadata( + # model_id=ModelId("mlx-community/SmolLM-135M-4bit"), + # pretty_name="Smol LM 135M", + # storage_size=Memory.from_kb(73940), + # n_layers=30, + # ), + # ), } diff --git a/src/exo/shared/topology.py b/src/exo/shared/topology.py index c88e1f59..7413161f 100644 --- a/src/exo/shared/topology.py +++ b/src/exo/shared/topology.py @@ -70,6 +70,9 @@ class Topology: if connection.send_back_node_id not in self._node_id_to_rx_id_map: self.add_node(NodeInfo(node_id=connection.send_back_node_id)) + if connection in self._edge_id_to_rx_id_map: + return + src_id = self._node_id_to_rx_id_map[connection.local_node_id] sink_id = self._node_id_to_rx_id_map[connection.send_back_node_id] diff --git a/src/exo/shared/types/api.py b/src/exo/shared/types/api.py index 131fc7e2..3ec61289 100644 --- a/src/exo/shared/types/api.py +++ b/src/exo/shared/types/api.py @@ -24,13 +24,20 @@ class ModelListModel(BaseModel): class ModelList(BaseModel): - object: str = "list" + object: Literal["list"] = "list" data: list[ModelListModel] +class ChatCompletionMessageText(BaseModel): + type: Literal["text"] = "text" + text: str + + class ChatCompletionMessage(BaseModel): role: Literal["system", "user", "assistant", "developer", "tool", "function"] - content: str | None = None + content: ( + str | ChatCompletionMessageText | list[ChatCompletionMessageText] | None + ) = None thinking: str | None = None # Added for GPT-OSS harmony format support name: str | None = None tool_calls: list[dict[str, Any]] | None = None @@ -55,20 +62,6 @@ class Logprobs(BaseModel): content: list[LogprobsContentItem] | None = None -class StreamingChoiceResponse(BaseModel): - index: int - delta: ChatCompletionMessage - logprobs: Logprobs | None = None - finish_reason: FinishReason | None = None - - -class ChatCompletionChoice(BaseModel): - index: int - message: ChatCompletionMessage - logprobs: Logprobs | None = None - finish_reason: FinishReason | None = None - - class PromptTokensDetails(BaseModel): cached_tokens: int = 0 audio_tokens: int = 0 @@ -89,6 +82,21 @@ class Usage(BaseModel): completion_tokens_details: CompletionTokensDetails | None = None +class StreamingChoiceResponse(BaseModel): + index: int + delta: ChatCompletionMessage + logprobs: Logprobs | None = None + finish_reason: FinishReason | None = None + usage: Usage | None = None + + +class ChatCompletionChoice(BaseModel): + index: int + message: ChatCompletionMessage + logprobs: Logprobs | None = None + finish_reason: FinishReason | None = None + + class ChatCompletionResponse(BaseModel): id: str object: Literal["chat.completion"] = "chat.completion" @@ -125,8 +133,8 @@ class CreateInstanceTaskParams(BaseModel): # TODO: in future the user could specify a specific Instance, not just a model_id model_id: str sharding: Sharding = Sharding.Pipeline - # TODO: fix instance_meta: InstanceMeta = InstanceMeta.MlxRing + min_nodes: int = 1 class DeleteInstanceTaskParams(BaseModel): diff --git a/src/exo/shared/types/commands.py b/src/exo/shared/types/commands.py index 9ea2aa3f..1deca8ff 100644 --- a/src/exo/shared/types/commands.py +++ b/src/exo/shared/types/commands.py @@ -29,6 +29,7 @@ class CreateInstance(BaseCommand): model_meta: ModelMetadata sharding: Sharding instance_meta: InstanceMeta + min_nodes: int class DeleteInstance(BaseCommand): diff --git a/src/exo/shared/types/topology.py b/src/exo/shared/types/topology.py index 1695a98b..33d7c752 100644 --- a/src/exo/shared/types/topology.py +++ b/src/exo/shared/types/topology.py @@ -12,20 +12,17 @@ class NodeInfo(CamelCaseModel): class Connection(CamelCaseModel): local_node_id: NodeId send_back_node_id: NodeId - send_back_multiaddr: Multiaddr | None + send_back_multiaddr: Multiaddr connection_profile: ConnectionProfile | None = None def __hash__(self) -> int: - if self.send_back_multiaddr: - return hash( - ( - self.local_node_id, - self.send_back_node_id, - self.send_back_multiaddr.address, - ) + return hash( + ( + self.local_node_id, + self.send_back_node_id, + self.send_back_multiaddr.address, ) - else: - return hash((self.local_node_id, self.send_back_node_id)) + ) def __eq__(self, other: object) -> bool: if not isinstance(other, Connection): @@ -37,13 +34,4 @@ class Connection(CamelCaseModel): ) def is_thunderbolt(self) -> bool: - return self.send_back_multiaddr is not None and str( - self.send_back_multiaddr.ipv4_address - ).startswith("169.254") - - def reverse(self) -> "Connection": - return Connection( - local_node_id=self.send_back_node_id, - send_back_node_id=self.local_node_id, - send_back_multiaddr=None, - ) + return str(self.send_back_multiaddr.ipv4_address).startswith("200.0") diff --git a/src/exo/shared/types/worker/instances.py b/src/exo/shared/types/worker/instances.py index 9230001f..b68e60a4 100644 --- a/src/exo/shared/types/worker/instances.py +++ b/src/exo/shared/types/worker/instances.py @@ -41,6 +41,7 @@ class BoundInstance(CamelCaseModel): instance: Instance bound_runner_id: RunnerId + @property def bound_shard(self) -> ShardMetadata: shard = self.instance.shard(self.bound_runner_id) assert shard is not None diff --git a/src/exo/shared/types/worker/runners.py b/src/exo/shared/types/worker/runners.py index da8544a3..5cceb83b 100644 --- a/src/exo/shared/types/worker/runners.py +++ b/src/exo/shared/types/worker/runners.py @@ -48,6 +48,7 @@ class RunnerRunning(BaseRunnerStatus): class RunnerShutdown(BaseRunnerStatus): pass + class RunnerFailed(BaseRunnerStatus): error_message: str | None = None diff --git a/src/exo/utils/banner.py b/src/exo/utils/banner.py new file mode 100644 index 00000000..cae6eac3 --- /dev/null +++ b/src/exo/utils/banner.py @@ -0,0 +1,34 @@ +def print_startup_banner(port: int) -> None: + """Print a prominent startup banner with API endpoint information.""" + banner = """ +╔═══════════════════════════════════════════════════════════════════════╗ +║ ║ +║ ███████╗██╗ ██╗ ██████╗ ║ +║ ██╔════╝╚██╗██╔╝██╔═══██╗ ║ +║ █████╗ ╚███╔╝ ██║ ██║ ║ +║ ██╔══╝ ██╔██╗ ██║ ██║ ║ +║ ███████╗██╔╝ ██╗╚██████╔╝ ║ +║ ╚══════╝╚═╝ ╚═╝ ╚═════╝ ║ +║ ║ +║ Distributed AI Inference Cluster ║ +║ ║ +╚═══════════════════════════════════════════════════════════════════════╝ +""" + + dashboard_url = f"http://localhost:{port}" + + api_info = f""" +╔═══════════════════════════════════════════════════════════════════════╗ +║ ║ +║ 🌐 Dashboard & API Ready ║ +║ ║ +║ {dashboard_url}{" " * (69 - len(dashboard_url))}║ +║ ║ +║ Click the URL above to open the dashboard in your browser ║ +║ ║ +╚═══════════════════════════════════════════════════════════════════════╝ +""" + + print(banner) + print(api_info) + print() diff --git a/src/exo/utils/channels.py b/src/exo/utils/channels.py index 70971cf3..c335fb02 100644 --- a/src/exo/utils/channels.py +++ b/src/exo/utils/channels.py @@ -139,7 +139,9 @@ class MpSender[T]: # == unique to Mp channels == def join(self) -> None: """Ensure any queued messages are resolved before continuing""" - assert self._state.closed.is_set(), "Mp channels must be closed before being joined" + assert self._state.closed.is_set(), ( + "Mp channels must be closed before being joined" + ) self._state.buffer.join_thread() # == context manager support == @@ -209,7 +211,9 @@ class MpReceiver[T]: # == unique to Mp channels == def join(self) -> None: """Block until all enqueued messages are drained off our side of the buffer""" - assert self._state.closed.is_set(), "Mp channels must be closed before being joined" + assert self._state.closed.is_set(), ( + "Mp channels must be closed before being joined" + ) self._state.buffer.join_thread() # == iterator support == diff --git a/src/exo/worker/plan.py b/src/exo/worker/plan.py index dfdda537..e44b1975 100644 --- a/src/exo/worker/plan.py +++ b/src/exo/worker/plan.py @@ -100,12 +100,12 @@ def _model_needs_download( for runner in runners.values(): if ( isinstance(runner.status, RunnerWaitingForModel) - and runner.bound_instance.bound_shard() not in download_status + and runner.bound_instance.bound_shard not in download_status ): # We don't invalidate download_status randomly in case a file gets deleted on disk return DownloadModel( instance_id=runner.bound_instance.instance.instance_id, - shard_metadata=runner.bound_instance.bound_shard(), + shard_metadata=runner.bound_instance.bound_shard, ) @@ -160,7 +160,7 @@ def _ready_to_warmup( ) for global_runner_id in runner.bound_instance.instance.shard_assignments.runner_to_shard ) - and runner.bound_instance.bound_shard().device_rank != 0 + and runner.bound_instance.bound_shard.device_rank != 0 ) or ( all( @@ -170,7 +170,7 @@ def _ready_to_warmup( for global_runner_id in runner.bound_instance.instance.shard_assignments.runner_to_shard if global_runner_id != runner.bound_instance.bound_runner_id ) - and runner.bound_instance.bound_shard().device_rank == 0 + and runner.bound_instance.bound_shard.device_rank == 0 ) ): return StartWarmup(instance_id=runner.bound_instance.instance.instance_id) diff --git a/src/exo/worker/runner/generate.py b/src/exo/worker/runner/generate.py index 09d51b6c..134ac956 100644 --- a/src/exo/worker/runner/generate.py +++ b/src/exo/worker/runner/generate.py @@ -6,6 +6,9 @@ from mlx_lm.models.cache import KVCache from mlx_lm.tokenizer_utils import TokenizerWrapper from exo.engines.mlx import Model + +# from exo.engines.mlx.cache import KVPrefixCache +from exo.engines.mlx.constants import KV_BITS, KV_GROUP_SIZE, MAX_TOKENS from exo.engines.mlx.utils_mlx import ( apply_chat_template, make_kv_cache, @@ -70,6 +73,8 @@ def warmup_inference( sampler=sampler, prompt_cache=cache, prefill_step_size=65536, + kv_group_size=KV_GROUP_SIZE, + kv_bits=KV_BITS, ): logger.info("Generated warmup token: " + str(_r.text)) tokens_generated += 1 @@ -94,19 +99,19 @@ def mlx_generate( chat_task_data=task, ) - cache = make_kv_cache( - model=model, - ) + caches = make_kv_cache(model=model) - max_tokens = task.max_tokens or 1000 + max_tokens = task.max_tokens or MAX_TOKENS for out in stream_generate( model=model, tokenizer=tokenizer, prompt=prompt, max_tokens=max_tokens, sampler=sampler, - prompt_cache=cache, + prompt_cache=caches, prefill_step_size=65536, + kv_group_size=KV_GROUP_SIZE, + kv_bits=KV_BITS, ): logger.info(out.text) if out.finish_reason is not None and out.finish_reason not in get_args( diff --git a/src/exo/worker/runner/runner.py b/src/exo/worker/runner/runner.py index f2b23e35..87eb742d 100644 --- a/src/exo/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -22,7 +22,7 @@ from exo.shared.types.tasks import ( ) from exo.shared.types.worker.commands_runner import ( GenerationResponse, - TokenizedResponse, + # TokenizedResponse, ) from exo.shared.types.worker.instances import BoundInstance from exo.shared.types.worker.runners import ( @@ -31,12 +31,12 @@ from exo.shared.types.worker.runners import ( RunnerLoading, RunnerReady, RunnerRunning, + RunnerShutdown, RunnerStatus, RunnerWaitingForModel, RunnerWarmingUp, - RunnerShutdown ) -from exo.utils.channels import MpReceiver, MpSender, ClosedResourceError +from exo.utils.channels import ClosedResourceError, MpReceiver, MpSender from exo.worker.runner.bootstrap import logger from exo.worker.runner.generate import mlx_generate, warmup_inference @@ -49,7 +49,7 @@ def main( instance, runner_id, shard_metadata = ( bound_instance.instance, bound_instance.bound_runner_id, - bound_instance.bound_shard(), + bound_instance.bound_shard, ) try: logger.info("hello from the runner") @@ -115,6 +115,7 @@ def main( model=model, tokenizer=tokenizer, sampler=sampler, + # kv_prefix_cache=kv_prefix_cache, # supply for warmup-time prefix caching ) logger.info(f"warmed up by generating {toks} tokens") logger.info( @@ -185,9 +186,9 @@ def main( ), ) ) - case TokenizedResponse(): - # TODO: something here ig - logger.info("Finished tokenizing?") + # case TokenizedResponse(): + # TODO: something here ig + # logger.info("Finished tokenizing?") current_status = RunnerReady() logger.info("runner ready") @@ -212,9 +213,7 @@ def main( ) ) event_sender.send( - RunnerStatusUpdated( - runner_id=runner_id, runner_status=RunnerShutdown() - ) + RunnerStatusUpdated(runner_id=runner_id, runner_status=RunnerShutdown()) ) except ClosedResourceError: logger.warning("runner communication closed unexpectedly") diff --git a/src/exo/worker/runner/runner_supervisor.py b/src/exo/worker/runner/runner_supervisor.py index 768cefa8..cda356ae 100644 --- a/src/exo/worker/runner/runner_supervisor.py +++ b/src/exo/worker/runner/runner_supervisor.py @@ -67,7 +67,7 @@ class RunnerSupervisor: daemon=True, ) - shard_metadata = bound_instance.bound_shard() + shard_metadata = bound_instance.bound_shard self = cls( bound_instance=bound_instance, @@ -109,12 +109,13 @@ class RunnerSupervisor: if not self.runner_process.is_alive(): return - logger.critical("Runner process didn't respond to SIGKILL. System resources may have leaked") + logger.critical( + "Runner process didn't respond to SIGKILL. System resources may have leaked" + ) def shutdown(self): assert self._tg self._tg.cancel_scope.cancel() - async def start_task(self, task: Task): event = anyio.Event() @@ -126,7 +127,6 @@ class RunnerSupervisor: return await event.wait() - async def _forward_events(self): with self._ev_recv as events: try: @@ -140,7 +140,6 @@ class RunnerSupervisor: except (ClosedResourceError, BrokenResourceError) as e: await self._check_runner(e) - def __del__(self) -> None: if self.runner_process.is_alive(): logger.warning("RunnerSupervisor was not stopped cleanly.") @@ -152,7 +151,7 @@ class RunnerSupervisor: await to_thread.run_sync(self.runner_process.join, 1) rc = self.runner_process.exitcode if rc == 0: - # + # return if isinstance(rc, int) and rc < 0: diff --git a/src/exo/worker/tests/test_plan/test_worker_plan.py b/src/exo/worker/tests/test_plan/test_worker_plan.py index 02f9612d..c555edd4 100644 --- a/src/exo/worker/tests/test_plan/test_worker_plan.py +++ b/src/exo/worker/tests/test_plan/test_worker_plan.py @@ -1,4 +1,5 @@ import pytest +from exo.worker.common import AssignedRunner from exo.shared.types.api import ChatCompletionMessage from exo.shared.types.state import State @@ -27,7 +28,6 @@ from exo.shared.types.worker.runners import ( RunningRunnerStatus, ) from exo.shared.types.worker.shards import PipelineShardMetadata -from exo.worker.common import AssignedRunner from exo.worker.main import Worker from exo.worker.plan import plan from exo.worker.tests.constants import ( diff --git a/tmp/run_llm.sh b/tmp/run_llm.sh index 07599c2d..b9dbb61b 100755 --- a/tmp/run_llm.sh +++ b/tmp/run_llm.sh @@ -13,9 +13,9 @@ QUERY="$*" curl -sN -X POST "http://$HOST:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ -d "{ - \"model\": \"mlx-community/Llama-3.3-70B-Instruct-8bit\", + \"model\": \"mlx-community/Kimi-K2-Thinking\", \"stream\": true, - \"messages\": [{ \"role\": \"user\", \"content\": \"$QUERY\" }] + \"messages\": [{ \"role\": \"user\", \"content\": \"$QUERY\"}] }" | grep --line-buffered '^data:' | grep --line-buffered -v 'data: \[DONE\]' | From b45cbdeecd981e20a81720ec4687407e739f195f Mon Sep 17 00:00:00 2001 From: rltakashige Date: Fri, 21 Nov 2025 14:54:02 +0000 Subject: [PATCH 198/224] Consolidate cleanup --- .idea/inspectionProfiles/Project_Default.xml | 5 +- .mlx_typings/mlx_lm/models/cache.pyi | 45 +- TODO.md | 35 +- pyproject.toml | 5 +- src/exo/engines/mlx/constants.py | 17 - src/exo/main.py | 2 - src/exo/master/api.py | 2 +- src/exo/master/placement_utils.py | 2 - src/exo/master/tests/conftest.py | 2 +- src/exo/master/tests/test_master.py | 44 +- src/exo/master/tests/test_placement.py | 121 ++-- src/exo/master/tests/test_placement_utils.py | 5 +- src/exo/master/tests/test_topology.py | 4 +- src/exo/shared/apply.py | 17 +- src/exo/shared/openai_compat.py | 23 - src/exo/shared/types/api.py | 5 +- src/exo/shared/types/chunks.py | 5 +- src/exo/shared/types/commands.py | 1 - src/exo/shared/types/events.py | 11 +- src/exo/shared/types/profiling.py | 17 +- .../shared/types/worker/commands_runner.py | 45 -- src/exo/shared/types/worker/common.py | 1 - src/exo/shared/types/worker/ops.py | 34 -- .../shared/types/worker/runner_response.py | 21 + src/exo/utils/channels.py | 4 +- src/exo/worker/NOTES.md | 2 - src/exo/worker/download/conftest.py | 36 -- src/exo/worker/download/huggingface_utils.py | 6 +- .../test_handlers => engines}/__init__.py | 0 src/exo/{ => worker}/engines/mlx/__init__.py | 3 +- .../{ => worker}/engines/mlx/auto_parallel.py | 17 +- src/exo/{ => worker}/engines/mlx/cache.py | 10 +- src/exo/worker/engines/mlx/constants.py | 18 + src/exo/{ => worker}/engines/mlx/utils_mlx.py | 65 ++- src/exo/worker/main.py | 6 +- src/exo/worker/plan.py | 113 ++-- src/exo/worker/runner/bootstrap.py | 36 +- src/exo/worker/runner/generate.py | 18 +- src/exo/worker/runner/runner.py | 71 ++- src/exo/worker/runner/utils.py | 64 -- src/exo/worker/tests/TODO.tests | 57 ++ src/exo/worker/tests/conftest.py | 165 ------ src/exo/worker/tests/constants.py | 2 +- src/exo/worker/tests/test_download.py | 49 -- .../worker/tests/test_handlers/conftest.py | 65 --- .../test_handlers/test_handlers_happy.py | 171 ------ .../tests/test_handlers/test_handlers_sad.py | 83 --- src/exo/worker/tests/test_handlers/utils.py | 17 - .../worker/tests/test_integration/__init__.py | 0 .../tests/test_integration/test_inference.py | 262 --------- .../test_integration/test_inference_sad.py | 311 ---------- .../test_integration/test_instantiation.py | 71 --- .../test_instantiation_sad.py | 109 ---- .../test_inference_llama70B.py | 525 ----------------- .../tests/test_plan/test_worker_plan.py | 550 ------------------ .../tests/test_plan/test_worker_plan_utils.py | 292 ---------- .../worker/tests/test_runner_connection.py | 181 ------ src/exo/worker/tests/test_serdes.py | 43 -- src/exo/worker/tests/test_spinup_timeout.py | 50 -- .../worker/tests/test_supervisor/test_long.py | 163 ------ .../tests/test_supervisor/test_memory.py | 58 -- .../worker/tests/test_supervisor/test_oom.py | 48 -- .../tests/test_supervisor/test_supervisor.py | 224 ------- .../test_supervisor/test_supervisor_sad.py | 92 --- src/exo/worker/tests/worker_management.py | 189 ------ src/exo/worker/utils/macmon.py | 97 +++ src/exo/worker/utils/macmon/.DS_Store | Bin 6148 -> 0 bytes src/exo/worker/utils/macmon/__init__.py | 3 - src/exo/worker/utils/macmon/macmon.py | 150 ----- src/exo/worker/utils/profile.py | 115 ++-- src/exo/worker/utils/system_info.py | 244 ++------ uv.lock | 164 ++---- 72 files changed, 634 insertions(+), 4854 deletions(-) delete mode 100644 src/exo/engines/mlx/constants.py delete mode 100644 src/exo/shared/openai_compat.py delete mode 100644 src/exo/shared/types/worker/commands_runner.py delete mode 100644 src/exo/shared/types/worker/common.py delete mode 100644 src/exo/shared/types/worker/ops.py create mode 100644 src/exo/shared/types/worker/runner_response.py delete mode 100644 src/exo/worker/NOTES.md delete mode 100644 src/exo/worker/download/conftest.py rename src/exo/worker/{tests/test_handlers => engines}/__init__.py (100%) rename src/exo/{ => worker}/engines/mlx/__init__.py (99%) rename src/exo/{ => worker}/engines/mlx/auto_parallel.py (99%) rename src/exo/{ => worker}/engines/mlx/cache.py (92%) create mode 100644 src/exo/worker/engines/mlx/constants.py rename src/exo/{ => worker}/engines/mlx/utils_mlx.py (91%) delete mode 100644 src/exo/worker/runner/utils.py create mode 100644 src/exo/worker/tests/TODO.tests delete mode 100644 src/exo/worker/tests/conftest.py delete mode 100644 src/exo/worker/tests/test_download.py delete mode 100644 src/exo/worker/tests/test_handlers/conftest.py delete mode 100644 src/exo/worker/tests/test_handlers/test_handlers_happy.py delete mode 100644 src/exo/worker/tests/test_handlers/test_handlers_sad.py delete mode 100644 src/exo/worker/tests/test_handlers/utils.py delete mode 100644 src/exo/worker/tests/test_integration/__init__.py delete mode 100644 src/exo/worker/tests/test_integration/test_inference.py delete mode 100644 src/exo/worker/tests/test_integration/test_inference_sad.py delete mode 100644 src/exo/worker/tests/test_integration/test_instantiation.py delete mode 100644 src/exo/worker/tests/test_integration/test_instantiation_sad.py delete mode 100644 src/exo/worker/tests/test_multimodel/test_inference_llama70B.py delete mode 100644 src/exo/worker/tests/test_plan/test_worker_plan.py delete mode 100644 src/exo/worker/tests/test_plan/test_worker_plan_utils.py delete mode 100644 src/exo/worker/tests/test_runner_connection.py delete mode 100644 src/exo/worker/tests/test_serdes.py delete mode 100644 src/exo/worker/tests/test_spinup_timeout.py delete mode 100644 src/exo/worker/tests/test_supervisor/test_long.py delete mode 100644 src/exo/worker/tests/test_supervisor/test_memory.py delete mode 100644 src/exo/worker/tests/test_supervisor/test_oom.py delete mode 100644 src/exo/worker/tests/test_supervisor/test_supervisor.py delete mode 100644 src/exo/worker/tests/test_supervisor/test_supervisor_sad.py delete mode 100644 src/exo/worker/tests/worker_management.py create mode 100644 src/exo/worker/utils/macmon.py delete mode 100644 src/exo/worker/utils/macmon/.DS_Store delete mode 100644 src/exo/worker/utils/macmon/__init__.py delete mode 100644 src/exo/worker/utils/macmon/macmon.py diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml index 84212658..12df2a84 100644 --- a/.idea/inspectionProfiles/Project_Default.xml +++ b/.idea/inspectionProfiles/Project_Default.xml @@ -4,9 +4,8 @@ diff --git a/.mlx_typings/mlx_lm/models/cache.pyi b/.mlx_typings/mlx_lm/models/cache.pyi index 177dde3a..37f96845 100644 --- a/.mlx_typings/mlx_lm/models/cache.pyi +++ b/.mlx_typings/mlx_lm/models/cache.pyi @@ -2,14 +2,24 @@ This type stub file was generated by pyright. """ -from typing import Any, Dict, List, Optional +from typing import Any, Dict, List, Optional, Protocol, Literal, Self import mlx.nn as nn from mlx.core import array +import mlx.core as mx + +class Cache(Protocol): + keys: mx.array + values: mx.array + def update_and_fetch(self, keys: mx.array, values: mx.array) -> None: ... + @property + def state(self) -> tuple[mx.array, mx.array]: ... + @state.setter + def state(self, v) -> None: ... def make_prompt_cache( model: nn.Module, max_kv_size: Optional[int] = ... -) -> List[KVCache | Any]: +) -> List[Cache | Any]: """ Construct the model's cache for use in generation. @@ -24,7 +34,7 @@ def make_prompt_cache( """ def save_prompt_cache( - file_name: str, cache: List[Any], metadata: Dict[str, str] = ... + file_name: str, cache: List[Cache], metadata: Dict[str, str] = ... ) -> None: """ Save a pre-computed prompt cache to a file. @@ -50,12 +60,12 @@ def load_prompt_cache(file_name: str, return_metadata=...) -> array: the metadata if requested. """ -def can_trim_prompt_cache(cache: List[Any]) -> bool: +def can_trim_prompt_cache(cache: List[Cache]) -> bool: """ Check if model's cache can be trimmed. """ -def trim_prompt_cache(cache: List[Any], num_tokens: int) -> List[Any]: +def trim_prompt_cache(cache: List[Cache], num_tokens: int) -> List[Cache]: """ Trim the model's cache by the given number of tokens. @@ -72,27 +82,22 @@ def trim_prompt_cache(cache: List[Any], num_tokens: int) -> List[Any]: def create_attention_mask( N: int, offset: int, return_array: bool, window_size: Optional[int] -): # -> array | Literal['causal'] | None: - ... +) -> array | Literal["causal"] | None: ... -class _BaseCache: +class _BaseCache(Cache): + keys: mx.array + values: mx.array @property - def state(self): # -> list[Any]: - ... + def state(self) -> tuple[mx.array, mx.array]: ... @state.setter - def state(self, v): # -> None: - ... + def state(self, v) -> None: ... @property - def meta_state(self): # -> Literal['']: - ... + def meta_state(self) -> Literal[""]: ... @meta_state.setter - def meta_state(self, v): # -> None: - ... - def is_trimmable(self): # -> Literal[False]: - ... + def meta_state(self, v) -> None: ... + def is_trimmable(self) -> Literal[False]: ... @classmethod - def from_state(cls, state, meta_state): # -> Self: - ... + def from_state(cls, state, meta_state) -> Self: ... class ConcatenateKVCache(_BaseCache): """ConcatenateKVCache the simplest KV cache implementation. diff --git a/TODO.md b/TODO.md index 85577411..fb5ef0d9 100644 --- a/TODO.md +++ b/TODO.md @@ -1,6 +1,5 @@ -1. Currently EXO just doesn't start cleanly a lot of the time. I see two kinds of issues: - b. EXO starts but then after creating an instance that instance never loads (either gets stuck in Loading of Inactive). 2. Currently a lot of requests from the API are timing out, but we still process those requests internally. If an API request times out, we should cancel all corresponding tasks to that API request (why process a request with nobody listening). +3. Task cancellation. When API http request gets cancelled, it should cancel corresponding task. 4. I'd like to see profiled network latency / bandwidth. 5. I'd like to see how much bandwidth each link is using. 6. We should handle the case where one machine doesn't have the model downloaded and then other machines are waiting on it. In this case we get loads of timeout errors because the others are waiting for the one that needs to download the model. @@ -14,41 +13,13 @@ 16. Dynamically switch to higher priority connection when it becomes available. Probably bring back InstanceReplacedAtomically. 17. Faster model loads by streaming model from other devices in cluster. 18. Add support for specifying the type of network connection to use in a test. Depends on 15/16. -19. Fix mx.distributed.Group typing. 20. Add chat completion cancellations (e.g OpenWebUI has something for cancelling an ongoing request). -21. Make two separate things: tensor or pipeline, and ring or ibv. -22. When downloading for the first time, stuff times out and I think the model never ends up actually loading into memory, or something. 23. Do we need cache_limit? We went back and forth on that a lot because we thought it might be causing issues. One problem is it sets it relative to model size. So if you have multiple models loaded in it will take the most recent model size for the cache_limit. This is problematic if you launch DeepSeek -> Llama for example. -24. Task cancellation. When API http request gets cancelled, it should cancel corresponding task. +24. further openai/lmstudio api compatibility +25. Rethink retry logic Potential refactors: -1. Make ForwarderEvent typed 2. Topology can be simplified -3. Get rid of InstanceReplacedAtomically Random errors we've run into: - -1. exo.shared.types.worker.common.RunnerError: RuntimeError: [ibv] Couldn't connect (error: 60). Traceback: Traceback (most recent call last): - File "/Users/puffin4/actions-runner/_work/exo/exo/src/exo/worker/runner/runner.py", line 54, in main - model, tokenizer, sampler, group = await loop.run_in_executor( - ^^^^^^^^^^^^^^^^^^^^^^^^^^^ - ...<8 lines>... - ) - ^ - File "/nix/store/s7ik6dazn4nd2jdg9l36qf5q0z18sjyk-python3-3.13.8/lib/python3.13/concurrent/futures/thread.py", line 59, in run - result = self.fn(*self.args, **self.kwargs) - File "/Users/puffin4/actions-runner/_work/exo/exo/src/exo/engines/mlx/utils_mlx.py", line 149, in initialize_mlx - group = mlx_distributed_init( - model_shard_meta.device_rank, - ...<4 lines>... - or (mlx_ibv_devices is not None and len(mlx_ibv_devices) > 1), - ) - File "/Users/puffin4/actions-runner/_work/exo/exo/src/exo/engines/mlx/utils_mlx.py", line 124, in mlx_distributed_init - group = mx.distributed.init( - backend="ring" if hosts is not None else "ibv", - strict=strict, - ) -RuntimeError: [ibv] Couldn't connect (error: 60) - -2. \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index cd617aee..465ef15a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -17,7 +17,6 @@ dependencies = [ "filelock>=3.18.0", "aiosqlite>=0.21.0", "networkx>=3.5", - "openai>=1.99.9", "pathlib>=1.0.1", "protobuf>=6.32.0", "rich>=14.1.0", @@ -49,6 +48,7 @@ exo = "exo.main:main" dev = [ "pytest>=8.4.0", "pytest-asyncio>=1.0.0", + "pytest-env", "ruff>=0.11.13", ] @@ -131,4 +131,7 @@ asyncio_mode = "auto" markers = [ "slow: marks tests as slow (deselected by default)" ] +env = [ + "EXO_TESTS=1" +] addopts = "-m 'not slow'" diff --git a/src/exo/engines/mlx/constants.py b/src/exo/engines/mlx/constants.py deleted file mode 100644 index c73d62d3..00000000 --- a/src/exo/engines/mlx/constants.py +++ /dev/null @@ -1,17 +0,0 @@ -# TODO: Do we want so many constants? - -KV_GROUP_SIZE = 32 -KV_BITS = None -ATTENTION_KV_BITS = 4 -MAX_TOKENS = 8192 -MAX_KV_SIZE = 3200 -KEEP_KV_SIZE = 1600 -QUANTIZE_MODEL_MODE = "affine" -CACHE_GROUP_SIZE = 64 -KV_CACHE_BITS = 8 -TEMPERATURE = 1.0 - -# TODO: We should really make this opt-in, but Kimi requires trust_remote_code=True -TRUST_REMOTE_CODE = True -# TODO: Do we really want this? -HIDE_THINKING = False diff --git a/src/exo/main.py b/src/exo/main.py index b21434af..382b957a 100644 --- a/src/exo/main.py +++ b/src/exo/main.py @@ -23,9 +23,7 @@ from exo.worker.download.impl_shard_downloader import exo_shard_downloader from exo.worker.main import Worker -# TODO: Entrypoint refactor # I marked this as a dataclass as I want trivial constructors. -# This is the collection of systems for our entire application. @dataclass class Node: router: Router diff --git a/src/exo/master/api.py b/src/exo/master/api.py index 69176792..f0ed302b 100644 --- a/src/exo/master/api.py +++ b/src/exo/master/api.py @@ -14,7 +14,6 @@ from fastapi.responses import StreamingResponse from fastapi.staticfiles import StaticFiles from loguru import logger -from exo.engines.mlx.constants import HIDE_THINKING from exo.shared.apply import apply from exo.shared.election import ElectionMessage from exo.shared.models.model_cards import MODEL_CARDS @@ -49,6 +48,7 @@ from exo.shared.types.worker.instances import Instance, InstanceId from exo.utils.banner import print_startup_banner from exo.utils.channels import Receiver, Sender from exo.utils.event_buffer import OrderedBuffer +from exo.worker.engines.mlx.constants import HIDE_THINKING def chunk_to_response( diff --git a/src/exo/master/placement_utils.py b/src/exo/master/placement_utils.py index c96a8d35..4e512765 100644 --- a/src/exo/master/placement_utils.py +++ b/src/exo/master/placement_utils.py @@ -240,8 +240,6 @@ def _find_connection_ip( if ( connection.local_node_id == node_i.node_id and connection.send_back_node_id == node_j.node_id - # TODO: Check if we need this. - and connection.send_back_multiaddr is not None ): yield connection.send_back_multiaddr.ip_address diff --git a/src/exo/master/tests/conftest.py b/src/exo/master/tests/conftest.py index 9ebfa152..8441cef8 100644 --- a/src/exo/master/tests/conftest.py +++ b/src/exo/master/tests/conftest.py @@ -30,7 +30,7 @@ def create_node(): swap_available=1000, ), network_interfaces=[], - system=SystemPerformanceProfile(flops_fp16=1000), + system=SystemPerformanceProfile(), ), ) diff --git a/src/exo/master/tests/test_master.py b/src/exo/master/tests/test_master.py index 53b3fced..5aa26d48 100644 --- a/src/exo/master/tests/test_master.py +++ b/src/exo/master/tests/test_master.py @@ -28,9 +28,14 @@ from exo.shared.types.profiling import ( NodePerformanceProfile, SystemPerformanceProfile, ) -from exo.shared.types.tasks import ChatCompletionTask, TaskStatus -from exo.shared.types.worker.instances import Instance, InstanceStatus, ShardAssignments -from exo.shared.types.worker.shards import PipelineShardMetadata +from exo.shared.types.tasks import ChatCompletion as ChatCompletionTask +from exo.shared.types.tasks import TaskStatus +from exo.shared.types.worker.instances import ( + InstanceMeta, + MlxRingInstance, + ShardAssignments, +) +from exo.shared.types.worker.shards import PipelineShardMetadata, Sharding from exo.utils.channels import channel @@ -91,7 +96,7 @@ async def test_master(): swap_available=Memory.from_bytes(0), ), network_interfaces=[], - system=SystemPerformanceProfile(flops_fp16=0), + system=SystemPerformanceProfile(), ), ) ), @@ -118,7 +123,8 @@ async def test_master(): n_layers=16, storage_size=Memory.from_bytes(678948), ), - strategy="auto", + sharding=Sharding.Pipeline, + instance_meta=InstanceMeta.MlxRing, ) ), ) @@ -160,9 +166,8 @@ async def test_master(): )[0] assert events[1].event == InstanceCreated( event_id=events[1].event.event_id, - instance=Instance( + instance=MlxRingInstance( instance_id=events[1].event.instance.instance_id, - instance_type=InstanceStatus.Active, shard_assignments=ShardAssignments( model_id=ModelId("llama-3.2-1b"), runner_to_shard={ @@ -186,22 +191,13 @@ async def test_master(): ), ) assert isinstance(events[2].event, TaskCreated) - assert events[2].event == TaskCreated( - event_id=events[2].event.event_id, - task_id=events[2].event.task_id, - task=ChatCompletionTask( - task_id=events[2].event.task_id, - command_id=events[2].event.task.command_id, - instance_id=events[2].event.task.instance_id, - task_status=TaskStatus.Pending, - task_params=ChatCompletionTaskParams( - model="llama-3.2-1b", - messages=[ - ChatCompletionMessage( - role="user", content="Hello, how are you?" - ) - ], - ), - ), + assert events[2].event.task.task_status == TaskStatus.Pending + assert isinstance(events[2].event.task, ChatCompletionTask) + assert events[2].event.task.task_params == ChatCompletionTaskParams( + model="llama-3.2-1b", + messages=[ + ChatCompletionMessage(role="user", content="Hello, how are you?") + ], ) + await master.shutdown() diff --git a/src/exo/master/tests/test_placement.py b/src/exo/master/tests/test_placement.py index c52b0b33..41cd8360 100644 --- a/src/exo/master/tests/test_placement.py +++ b/src/exo/master/tests/test_placement.py @@ -1,7 +1,6 @@ from typing import Callable import pytest -from loguru import logger from exo.master.placement import ( get_instance_placements_after_create, @@ -15,9 +14,15 @@ from exo.shared.types.memory import Memory from exo.shared.types.models import ModelId, ModelMetadata from exo.shared.types.profiling import NetworkInterfaceInfo, NodePerformanceProfile from exo.shared.types.topology import Connection, NodeInfo -from exo.shared.types.worker.common import InstanceId -from exo.shared.types.worker.instances import Instance, InstanceStatus +from exo.shared.types.worker.instances import ( + Instance, + InstanceId, + InstanceMeta, + MlxIbvInstance, + MlxRingInstance, +) from exo.shared.types.worker.runners import ShardAssignments +from exo.shared.types.worker.shards import Sharding @pytest.fixture @@ -27,9 +32,8 @@ def topology() -> Topology: @pytest.fixture def instance() -> Instance: - return Instance( + return MlxRingInstance( instance_id=InstanceId(), - instance_type=InstanceStatus.Active, shard_assignments=ShardAssignments( model_id=ModelId("test-model"), runner_to_shard={}, node_to_runner={} ), @@ -51,7 +55,8 @@ def create_instance_command(model_meta: ModelMetadata) -> CreateInstance: return CreateInstance( command_id=CommandId(), model_meta=model_meta, - strategy="auto", + sharding=Sharding.Pipeline, + instance_meta=InstanceMeta.MlxRing, ) @@ -78,11 +83,7 @@ def test_get_instance_placements_create_instance( available_memory ) # make it exactly fit across all nodes - create_instance_command = CreateInstance( - command_id=CommandId(), - model_meta=model_meta, - strategy="auto", - ) + cic = create_instance_command(model_meta) node_id_a = NodeId() node_id_b = NodeId() node_id_c = NodeId() @@ -94,9 +95,7 @@ def test_get_instance_placements_create_instance( topology.add_connection(create_connection(node_id_c, node_id_a)) # act - placements = get_instance_placements_after_create( - create_instance_command, topology, {} - ) + placements = get_instance_placements_after_create(cic, topology, {}) # assert assert len(placements) == 1 @@ -128,19 +127,15 @@ def test_get_instance_placements_one_node_exact_fit( topology = Topology() node_id = NodeId() topology.add_node(create_node(1000 * 1024, node_id)) - create_instance_command = CreateInstance( - command_id=CommandId(), - model_meta=ModelMetadata( + cic = create_instance_command( + ModelMetadata( model_id=ModelId("test-model"), storage_size=Memory.from_kb(1000), pretty_name="Test Model", n_layers=10, ), - strategy="auto", - ) - placements = get_instance_placements_after_create( - create_instance_command, topology, {} ) + placements = get_instance_placements_after_create(cic, topology, {}) assert len(placements) == 1 instance_id = list(placements.keys())[0] @@ -157,19 +152,15 @@ def test_get_instance_placements_one_node_fits_with_extra_memory( topology = Topology() node_id = NodeId() topology.add_node(create_node(1001 * 1024, node_id)) - create_instance_command = CreateInstance( - command_id=CommandId(), - model_meta=ModelMetadata( + cic = create_instance_command( + ModelMetadata( model_id=ModelId("test-model"), storage_size=Memory.from_kb(1000), pretty_name="Test Model", n_layers=10, ), - strategy="auto", - ) - placements = get_instance_placements_after_create( - create_instance_command, topology, {} ) + placements = get_instance_placements_after_create(cic, topology, {}) assert len(placements) == 1 instance_id = list(placements.keys())[0] @@ -186,19 +177,17 @@ def test_get_instance_placements_one_node_not_fit( topology = Topology() node_id = NodeId() topology.add_node(create_node(1000 * 1024, node_id)) - create_instance_command = CreateInstance( - command_id=CommandId(), + cic = create_instance_command( model_meta=ModelMetadata( model_id=ModelId("test-model"), storage_size=Memory.from_kb(1001), pretty_name="Test Model", n_layers=10, ), - strategy="auto", ) with pytest.raises(ValueError, match="No cycles found with sufficient memory"): - get_instance_placements_after_create(create_instance_command, topology, {}) + get_instance_placements_after_create(cic, topology, {}) def test_get_transition_events_no_change(instance: Instance): @@ -301,16 +290,12 @@ def test_placement_prioritizes_leaf_cycle_with_less_memory( topology.add_connection(create_connection(node_id_e, node_id_y)) topology.add_connection(create_connection(node_id_f, node_id_z)) - create_instance_command = CreateInstance( - command_id=CommandId(), + cic = create_instance_command( model_meta=model_meta, - strategy="auto", ) # Act - placements = get_instance_placements_after_create( - create_instance_command, topology, {} - ) + placements = get_instance_placements_after_create(cic, topology, {}) # Assert the chosen cycle is A-B-C (contains at least one leaf node), even though # D-E-F has more total memory. @@ -346,7 +331,6 @@ def test_tensor_rdma_backend_connectivity_matrix( ethernet_interface = NetworkInterfaceInfo( name="en0", ip_address="192.168.1.100", - type="ethernet", ) assert node_a.node_profile is not None @@ -377,13 +361,7 @@ def test_tensor_rdma_backend_connectivity_matrix( network_interfaces=[ NetworkInterfaceInfo( name="en3", - ip_address=conn_c_a.send_back_multiaddr.ip_address, - type="rdma", - ), - NetworkInterfaceInfo( - name="en4", - ip_address=conn_b_a.send_back_multiaddr.ip_address, - type="rdma", + ip_address=conn_a_b.send_back_multiaddr.ip_address, ), ethernet_interface, ], @@ -395,15 +373,9 @@ def test_tensor_rdma_backend_connectivity_matrix( friendly_name="test", memory=node_b.node_profile.memory, network_interfaces=[ - NetworkInterfaceInfo( - name="en3", - ip_address=conn_c_b.send_back_multiaddr.ip_address, - type="rdma", - ), NetworkInterfaceInfo( name="en4", - ip_address=conn_a_b.send_back_multiaddr.ip_address, - type="rdma", + ip_address=conn_b_c.send_back_multiaddr.ip_address, ), ethernet_interface, ], @@ -416,14 +388,8 @@ def test_tensor_rdma_backend_connectivity_matrix( memory=node_c.node_profile.memory, network_interfaces=[ NetworkInterfaceInfo( - name="en3", - ip_address=conn_a_c.send_back_multiaddr.ip_address, - type="rdma", - ), - NetworkInterfaceInfo( - name="en4", - ip_address=conn_b_c.send_back_multiaddr.ip_address, - type="rdma", + name="en5", + ip_address=conn_c_a.send_back_multiaddr.ip_address, ), ethernet_interface, ], @@ -436,29 +402,26 @@ def test_tensor_rdma_backend_connectivity_matrix( topology.add_connection(conn_a_b) topology.add_connection(conn_b_c) topology.add_connection(conn_c_a) - topology.add_connection(conn_b_a) - topology.add_connection(conn_c_b) - topology.add_connection(conn_a_c) - create_instance_command = CreateInstance( + cic = CreateInstance( + sharding=Sharding.Tensor, + instance_meta=InstanceMeta.MlxIbv, command_id=CommandId(), model_meta=model_meta, - strategy="tensor_rdma", ) - placements = get_instance_placements_after_create( - create_instance_command, topology, {} - ) + placements = get_instance_placements_after_create(cic, topology, {}) assert len(placements) == 1 instance_id = list(placements.keys())[0] instance = placements[instance_id] - assert instance.hosts is None - assert instance.mlx_ibv_devices is not None - assert instance.mlx_ibv_coordinator is not None + assert isinstance(instance, MlxIbvInstance) - matrix = instance.mlx_ibv_devices + assert instance.ibv_devices is not None + assert instance.ibv_coordinator is not None + + matrix = instance.ibv_devices assert len(matrix) == 3 for i in range(3): @@ -471,11 +434,9 @@ def test_tensor_rdma_backend_connectivity_matrix( idx_b = node_to_idx[node_id_b] idx_c = node_to_idx[node_id_c] - logger.info(matrix) + assert matrix[idx_a][idx_b] == "rdma_en3" + assert matrix[idx_b][idx_c] == "rdma_en4" + assert matrix[idx_c][idx_a] == "rdma_en5" - assert matrix[idx_a][idx_b] == "rdma_en4" - assert matrix[idx_b][idx_c] == "rdma_en3" - assert matrix[idx_c][idx_a] == "rdma_en3" - - assert ":" in instance.mlx_ibv_coordinator - assert not instance.mlx_ibv_coordinator.startswith("169.254") + assert ":" in instance.ibv_coordinator + assert not instance.ibv_coordinator.startswith("169.254") diff --git a/src/exo/master/tests/test_placement_utils.py b/src/exo/master/tests/test_placement_utils.py index 1da3e270..d5f42ccf 100644 --- a/src/exo/master/tests/test_placement_utils.py +++ b/src/exo/master/tests/test_placement_utils.py @@ -13,6 +13,7 @@ from exo.shared.types.common import Host, NodeId from exo.shared.types.memory import Memory from exo.shared.types.models import ModelId, ModelMetadata from exo.shared.types.topology import Connection, NodeInfo +from exo.shared.types.worker.shards import Sharding @pytest.fixture @@ -200,7 +201,9 @@ def test_get_shard_assignments( selected_cycle = cycles[0] # act - shard_assignments = get_shard_assignments(model_meta, selected_cycle, "pipeline") + shard_assignments = get_shard_assignments( + model_meta, selected_cycle, Sharding.Pipeline + ) # assert runner_id_a = shard_assignments.node_to_runner[node_a_id] diff --git a/src/exo/master/tests/test_topology.py b/src/exo/master/tests/test_topology.py index e794c445..d6afb339 100644 --- a/src/exo/master/tests/test_topology.py +++ b/src/exo/master/tests/test_topology.py @@ -32,7 +32,7 @@ def node_profile() -> NodePerformanceProfile: memory_profile = MemoryPerformanceProfile.from_bytes( ram_total=1000, ram_available=1000, swap_total=1000, swap_available=1000 ) - system_profile = SystemPerformanceProfile(flops_fp16=1000) + system_profile = SystemPerformanceProfile() return NodePerformanceProfile( model_id="test", chip_id="test", @@ -99,7 +99,7 @@ def test_update_node_profile( ram_total=1000, ram_available=1000, swap_total=1000, swap_available=1000 ), network_interfaces=[], - system=SystemPerformanceProfile(flops_fp16=1000), + system=SystemPerformanceProfile(), ) # act diff --git a/src/exo/shared/apply.py b/src/exo/shared/apply.py index 6ea031a7..5ef1c15a 100644 --- a/src/exo/shared/apply.py +++ b/src/exo/shared/apply.py @@ -10,6 +10,7 @@ from exo.shared.types.events import ( IndexedEvent, InstanceCreated, InstanceDeleted, + NodeCreated, NodeDownloadProgress, NodeMemoryMeasured, NodePerformanceMeasured, @@ -23,7 +24,6 @@ from exo.shared.types.events import ( TestEvent, TopologyEdgeCreated, TopologyEdgeDeleted, - TopologyNodeCreated, ) from exo.shared.types.profiling import NodePerformanceProfile, SystemPerformanceProfile from exo.shared.types.state import State @@ -41,14 +41,14 @@ def event_apply(event: Event, state: State) -> State: TestEvent() | ChunkGenerated() | TaskAcknowledged() ): # TaskAcknowledged should never be sent by a worker but i dont mind if it just gets ignored return state - case NodeDownloadProgress(): - return apply_node_download_progress(event, state) case InstanceCreated(): return apply_instance_created(event, state) case InstanceDeleted(): return apply_instance_deleted(event, state) case NodePerformanceMeasured(): return apply_node_performance_measured(event, state) + case NodeDownloadProgress(): + return apply_node_download_progress(event, state) case NodeMemoryMeasured(): return apply_node_memory_measured(event, state) case RunnerDeleted(): @@ -63,7 +63,7 @@ def event_apply(event: Event, state: State) -> State: return apply_task_failed(event, state) case TaskStatusUpdated(): return apply_task_status_updated(event, state) - case TopologyNodeCreated(): + case NodeCreated(): return apply_topology_node_created(event, state) case TopologyEdgeCreated(): return apply_topology_edge_created(event, state) @@ -173,7 +173,6 @@ def apply_runner_deleted(event: RunnerDeleted, state: State) -> State: return state.model_copy(update={"runners": new_runners}) -# TODO: This whole function needs fixing def apply_node_performance_measured( event: NodePerformanceMeasured, state: State ) -> State: @@ -183,8 +182,8 @@ def apply_node_performance_measured( } state = state.model_copy(update={"node_profiles": new_profiles}) topology = copy.copy(state.topology) + # TODO: NodeCreated if not topology.contains_node(event.node_id): - # TODO: figure out why this is happening in the first place topology.add_node(NodeInfo(node_id=event.node_id)) topology.update_node_profile(event.node_id, event.node_profile) return state.model_copy(update={"topology": topology}) @@ -202,7 +201,7 @@ def apply_node_memory_measured(event: NodeMemoryMeasured, state: State) -> State memory=event.memory, network_interfaces=[], system=SystemPerformanceProfile( - flops_fp16=0.0, + # TODO: flops_fp16=0.0, gpu_usage=0.0, temp=0.0, sys_power=0.0, @@ -217,6 +216,7 @@ def apply_node_memory_measured(event: NodeMemoryMeasured, state: State) -> State } if not topology.contains_node(event.node_id): topology.add_node(NodeInfo(node_id=event.node_id)) + # TODO: NodeCreated topology.update_node_profile(event.node_id, created) return state.model_copy( update={"node_profiles": created_profiles, "topology": topology} @@ -227,6 +227,7 @@ def apply_node_memory_measured(event: NodeMemoryMeasured, state: State) -> State **state.node_profiles, event.node_id: updated, } + # TODO: NodeCreated if not topology.contains_node(event.node_id): topology.add_node(NodeInfo(node_id=event.node_id)) topology.update_node_profile(event.node_id, updated) @@ -235,7 +236,7 @@ def apply_node_memory_measured(event: NodeMemoryMeasured, state: State) -> State ) -def apply_topology_node_created(event: TopologyNodeCreated, state: State) -> State: +def apply_topology_node_created(event: NodeCreated, state: State) -> State: topology = copy.copy(state.topology) topology.add_node(NodeInfo(node_id=event.node_id)) return state.model_copy(update={"topology": topology}) diff --git a/src/exo/shared/openai_compat.py b/src/exo/shared/openai_compat.py deleted file mode 100644 index ed651356..00000000 --- a/src/exo/shared/openai_compat.py +++ /dev/null @@ -1,23 +0,0 @@ -from typing import TYPE_CHECKING, Literal, TypeAlias, get_type_hints - -if TYPE_CHECKING: - import openai.types as openai_types - import openai.types.chat as openai_chat - - types = openai_types - chat = openai_chat -else: - types = None - chat = None - -FinishReason: TypeAlias = Literal[ - "stop", "length", "tool_calls", "content_filter", "function_call" -] - -if TYPE_CHECKING: - assert ( - get_type_hints(chat.chat_completion_chunk.Choice)["finish_reason"] - == FinishReason - ), "Upstream changed Choice.finish_reason; update FinishReason alias." - -__all__ = ["types", "chat", "FinishReason"] diff --git a/src/exo/shared/types/api.py b/src/exo/shared/types/api.py index 3ec61289..56def4dc 100644 --- a/src/exo/shared/types/api.py +++ b/src/exo/shared/types/api.py @@ -3,12 +3,15 @@ from typing import Any, Literal from pydantic import BaseModel, Field -from exo.shared.openai_compat import FinishReason from exo.shared.types.common import CommandId from exo.shared.types.models import ModelMetadata from exo.shared.types.worker.instances import InstanceId, InstanceMeta from exo.shared.types.worker.shards import Sharding +FinishReason = Literal[ + "stop", "length", "tool_calls", "content_filter", "function_call" +] + class ModelListModel(BaseModel): id: str diff --git a/src/exo/shared/types/chunks.py b/src/exo/shared/types/chunks.py index 990416c0..ac90d20c 100644 --- a/src/exo/shared/types/chunks.py +++ b/src/exo/shared/types/chunks.py @@ -1,9 +1,10 @@ from enum import Enum -from exo.shared.openai_compat import FinishReason -from exo.shared.types.models import ModelId from exo.utils.pydantic_ext import TaggedModel +from .api import FinishReason +from .models import ModelId + class ChunkType(str, Enum): Token = "Token" diff --git a/src/exo/shared/types/commands.py b/src/exo/shared/types/commands.py index 1deca8ff..39c117f9 100644 --- a/src/exo/shared/types/commands.py +++ b/src/exo/shared/types/commands.py @@ -8,7 +8,6 @@ from exo.shared.types.worker.shards import Sharding from exo.utils.pydantic_ext import CamelCaseModel, TaggedModel -# TODO: We need to have a distinction between create instance and spin up instance. class BaseCommand(TaggedModel): command_id: CommandId = Field(default_factory=CommandId) diff --git a/src/exo/shared/types/events.py b/src/exo/shared/types/events.py index ccc88185..3cc1c872 100644 --- a/src/exo/shared/types/events.py +++ b/src/exo/shared/types/events.py @@ -70,6 +70,11 @@ class RunnerDeleted(BaseEvent): runner_id: RunnerId +# TODO +class NodeCreated(BaseEvent): + node_id: NodeId + + class NodePerformanceMeasured(BaseEvent): node_id: NodeId node_profile: NodePerformanceProfile @@ -89,10 +94,6 @@ class ChunkGenerated(BaseEvent): chunk: GenerationChunk -class TopologyNodeCreated(BaseEvent): - node_id: NodeId - - class TopologyEdgeCreated(BaseEvent): edge: Connection @@ -116,7 +117,7 @@ Event = ( | NodeMemoryMeasured | NodeDownloadProgress | ChunkGenerated - | TopologyNodeCreated + | NodeCreated | TopologyEdgeCreated | TopologyEdgeDeleted ) diff --git a/src/exo/shared/types/profiling.py b/src/exo/shared/types/profiling.py index 3ebb6798..5ed6e0d4 100644 --- a/src/exo/shared/types/profiling.py +++ b/src/exo/shared/types/profiling.py @@ -1,5 +1,7 @@ from typing import Self +import psutil + from exo.shared.types.memory import Memory from exo.utils.pydantic_ext import CamelCaseModel @@ -21,9 +23,21 @@ class MemoryPerformanceProfile(CamelCaseModel): swap_available=Memory.from_bytes(swap_available), ) + @classmethod + def from_psutil(cls, *, override_memory: int | None) -> Self: + vm = psutil.virtual_memory() + sm = psutil.swap_memory() + + return cls.from_bytes( + ram_total=vm.total, + ram_available=vm.available if override_memory is None else override_memory, + swap_total=sm.total, + swap_available=sm.free, + ) + class SystemPerformanceProfile(CamelCaseModel): - flops_fp16: float + # TODO: flops_fp16: float gpu_usage: float = 0.0 temp: float = 0.0 @@ -36,7 +50,6 @@ class SystemPerformanceProfile(CamelCaseModel): class NetworkInterfaceInfo(CamelCaseModel): name: str ip_address: str - type: str class NodePerformanceProfile(CamelCaseModel): diff --git a/src/exo/shared/types/worker/commands_runner.py b/src/exo/shared/types/worker/commands_runner.py deleted file mode 100644 index 8878937f..00000000 --- a/src/exo/shared/types/worker/commands_runner.py +++ /dev/null @@ -1,45 +0,0 @@ -from exo.shared.openai_compat import FinishReason -from exo.utils.pydantic_ext import TaggedModel - - -class BaseRunnerResponse(TaggedModel): - pass - - -class InitializedResponse(BaseRunnerResponse): - time_taken: float - - -class TokenizedResponse(BaseRunnerResponse): - prompt_tokens: int - - -class GenerationResponse(BaseRunnerResponse): - text: str - token: int - # logprobs: list[float] | None = None # too big. we can change to be top-k - finish_reason: FinishReason | None = None - - -class PrintResponse(BaseRunnerResponse): - text: str - - -class FinishedResponse(BaseRunnerResponse): - pass - - -class ErrorResponse(BaseRunnerResponse): - error_type: str - error_message: str - traceback: str - - -RunnerResponse = ( - InitializedResponse - | TokenizedResponse - | GenerationResponse - | PrintResponse - | FinishedResponse - | ErrorResponse -) diff --git a/src/exo/shared/types/worker/common.py b/src/exo/shared/types/worker/common.py deleted file mode 100644 index 8b137891..00000000 --- a/src/exo/shared/types/worker/common.py +++ /dev/null @@ -1 +0,0 @@ - diff --git a/src/exo/shared/types/worker/ops.py b/src/exo/shared/types/worker/ops.py deleted file mode 100644 index 5dd98c9a..00000000 --- a/src/exo/shared/types/worker/ops.py +++ /dev/null @@ -1,34 +0,0 @@ -from exo.shared.types.tasks import Task -from exo.shared.types.worker.instances import BoundInstance, Instance -from exo.shared.types.worker.runners import RunnerId -from exo.utils.pydantic_ext import TaggedModel - - -class BaseRunnerOp(TaggedModel): - runner_id: RunnerId - - -class AssignRunnerOp(BaseRunnerOp): - instance: Instance - - def bound_instance(self) -> BoundInstance: - return BoundInstance(instance=self.instance, bound_runner_id=self.runner_id) - - -class UnassignRunnerOp(BaseRunnerOp): - pass - - -class RunnerUpOp(BaseRunnerOp): - pass - - -class RunnerDownOp(BaseRunnerOp): - pass - - -class ExecuteTaskOp(BaseRunnerOp): - task: Task - - -RunnerOp = AssignRunnerOp | ExecuteTaskOp | UnassignRunnerOp | RunnerUpOp | RunnerDownOp diff --git a/src/exo/shared/types/worker/runner_response.py b/src/exo/shared/types/worker/runner_response.py new file mode 100644 index 00000000..8c2d3754 --- /dev/null +++ b/src/exo/shared/types/worker/runner_response.py @@ -0,0 +1,21 @@ +from exo.shared.types.api import FinishReason +from exo.utils.pydantic_ext import TaggedModel + + +class BaseRunnerResponse(TaggedModel): + pass + + +class TokenizedResponse(BaseRunnerResponse): + prompt_tokens: int + + +class GenerationResponse(BaseRunnerResponse): + text: str + token: int + # logprobs: list[float] | None = None # too big. we can change to be top-k + finish_reason: FinishReason | None = None + + +class FinishedResponse(BaseRunnerResponse): + pass diff --git a/src/exo/utils/channels.py b/src/exo/utils/channels.py index c335fb02..72caa7ea 100644 --- a/src/exo/utils/channels.py +++ b/src/exo/utils/channels.py @@ -177,7 +177,7 @@ class MpReceiver[T]: try: item = self._state.buffer.get(block=False) - if item is MP_END_OF_STREAM: + if item == MP_END_OF_STREAM: self.close() raise EndOfStream assert not isinstance(item, _MpEndOfStream) @@ -193,7 +193,7 @@ class MpReceiver[T]: return self.receive_nowait() except WouldBlock: item = self._state.buffer.get() - if item is MP_END_OF_STREAM: + if item == MP_END_OF_STREAM: self.close() raise EndOfStream from None assert not isinstance(item, _MpEndOfStream) diff --git a/src/exo/worker/NOTES.md b/src/exo/worker/NOTES.md deleted file mode 100644 index 1170d0b9..00000000 --- a/src/exo/worker/NOTES.md +++ /dev/null @@ -1,2 +0,0 @@ -- Where should we check where the model is downloaded? -- Error handling. How do we handle the scenario where an operation keeps failing to execute diff --git a/src/exo/worker/download/conftest.py b/src/exo/worker/download/conftest.py deleted file mode 100644 index 4cf8b936..00000000 --- a/src/exo/worker/download/conftest.py +++ /dev/null @@ -1,36 +0,0 @@ -import pytest - -from exo.shared.models.model_meta import get_model_meta -from exo.shared.types.models import ModelMetadata -from exo.shared.types.worker.shards import PipelineShardMetadata - - -@pytest.fixture -async def model_meta() -> ModelMetadata: - return await get_model_meta("mlx-community/Llama-3.2-1B-Instruct-4bit") - - -@pytest.fixture -def pipeline_shard_meta(model_meta: ModelMetadata): - def _pipeline_shard_meta( - num_nodes: int = 1, device_rank: int = 0 - ) -> PipelineShardMetadata: - total_layers = 16 - layers_per_node = total_layers // num_nodes - start_layer = device_rank * layers_per_node - end_layer = ( - start_layer + layers_per_node - if device_rank < num_nodes - 1 - else total_layers - ) - - return PipelineShardMetadata( - model_meta=model_meta, - device_rank=device_rank, - n_layers=total_layers, - start_layer=start_layer, - end_layer=end_layer, - world_size=num_nodes, - ) - - return _pipeline_shard_meta diff --git a/src/exo/worker/download/huggingface_utils.py b/src/exo/worker/download/huggingface_utils.py index fbf711e1..cde32a48 100644 --- a/src/exo/worker/download/huggingface_utils.py +++ b/src/exo/worker/download/huggingface_utils.py @@ -1,7 +1,7 @@ import os from fnmatch import fnmatch from pathlib import Path -from typing import Callable, Generator, Iterable, TypeVar +from typing import Callable, Generator, Iterable import aiofiles import aiofiles.os as aios @@ -9,10 +9,8 @@ from loguru import logger from exo.shared.types.worker.shards import ShardMetadata -T = TypeVar("T") - -def filter_repo_objects( +def filter_repo_objects[T]( items: Iterable[T], *, allow_patterns: list[str] | str | None = None, diff --git a/src/exo/worker/tests/test_handlers/__init__.py b/src/exo/worker/engines/__init__.py similarity index 100% rename from src/exo/worker/tests/test_handlers/__init__.py rename to src/exo/worker/engines/__init__.py diff --git a/src/exo/engines/mlx/__init__.py b/src/exo/worker/engines/mlx/__init__.py similarity index 99% rename from src/exo/engines/mlx/__init__.py rename to src/exo/worker/engines/mlx/__init__.py index 8c0c8fa3..d6f0b6b3 100644 --- a/src/exo/engines/mlx/__init__.py +++ b/src/exo/worker/engines/mlx/__init__.py @@ -1,9 +1,8 @@ from typing import Any -from mlx_lm.models.cache import KVCache - import mlx.core as mx import mlx.nn as nn +from mlx_lm.models.cache import KVCache # These are wrapper functions to fix the fact that mlx is not strongly typed in the same way that EXO is. # For example - MLX has no guarantee of the interface that nn.Module will expose. But we need a guarantee that it has a __call__() function diff --git a/src/exo/engines/mlx/auto_parallel.py b/src/exo/worker/engines/mlx/auto_parallel.py similarity index 99% rename from src/exo/engines/mlx/auto_parallel.py rename to src/exo/worker/engines/mlx/auto_parallel.py index 4ff747b8..d6f419d5 100644 --- a/src/exo/engines/mlx/auto_parallel.py +++ b/src/exo/worker/engines/mlx/auto_parallel.py @@ -3,8 +3,14 @@ from functools import partial from inspect import signature from typing import TYPE_CHECKING, Callable, Protocol, cast, override +import mlx.core as mx +import mlx.nn as nn +from mlx.nn.layers.distributed import ( + shard_inplace, + shard_linear, + sum_gradients, +) from mlx_lm.models.cache import ( - KVCache, _BaseCache, # pyright: ignore[reportPrivateUsage] ) from mlx_lm.models.deepseek_v3 import DeepseekV3MLP @@ -13,16 +19,9 @@ from mlx_lm.models.llama import Model as LlamaModel from mlx_lm.models.qwen3_moe import Model as Qwen3MoeModel from mlx_lm.models.qwen3_moe import Qwen3MoeSparseMoeBlock -import mlx.core as mx -import mlx.nn as nn from exo.shared.types.worker.shards import ( PipelineShardMetadata, ) -from mlx.nn.layers.distributed import ( - shard_inplace, - shard_linear, - sum_gradients, -) class _LayerCallable(Protocol): @@ -94,7 +93,7 @@ class PipelineLastLayer(CustomMlxLayer): x, *args, **kwargs ).arguments.get("cache", None) - assert cache is None or issubclass(type(cache), _BaseCache) # type: ignore + assert cache is None or issubclass(type(cache), _BaseCache) # type: ignore output: mx.array = self.original_layer(x, *args, **kwargs) diff --git a/src/exo/engines/mlx/cache.py b/src/exo/worker/engines/mlx/cache.py similarity index 92% rename from src/exo/engines/mlx/cache.py rename to src/exo/worker/engines/mlx/cache.py index f4e7df8d..8a7f828b 100644 --- a/src/exo/engines/mlx/cache.py +++ b/src/exo/worker/engines/mlx/cache.py @@ -1,14 +1,16 @@ +# type: ignore +# TODO: Fix this file, including types! from copy import deepcopy from typing import Callable +import mlx.core as mx from mlx_lm import stream_generate from mlx_lm.models.cache import _BaseCache, trim_prompt_cache from mlx_lm.tokenizer_utils import TokenizerWrapper -import mlx.core as mx -from exo.engines.mlx import Model -from exo.engines.mlx.constants import KEEP_KV_SIZE, KV_BITS, KV_GROUP_SIZE -from exo.engines.mlx.utils_mlx import make_kv_cache +from exo.worker.engines.mlx import Model +from exo.worker.engines.mlx.constants import KEEP_KV_SIZE, KV_BITS, KV_GROUP_SIZE +from exo.worker.engines.mlx.utils_mlx import make_kv_cache class KVPrefixCache: diff --git a/src/exo/worker/engines/mlx/constants.py b/src/exo/worker/engines/mlx/constants.py new file mode 100644 index 00000000..91c20de4 --- /dev/null +++ b/src/exo/worker/engines/mlx/constants.py @@ -0,0 +1,18 @@ +# TODO: Do we want so many constants? +# I think we want a lot of these as parameters? + +KV_GROUP_SIZE: int | None = 32 +KV_BITS: int | None = None +ATTENTION_KV_BITS: int | None = 4 +MAX_TOKENS: int = 8192 +MAX_KV_SIZE: int | None = 3200 +KEEP_KV_SIZE: int | None = 1600 +QUANTIZE_MODEL_MODE: str | None = "affine" +CACHE_GROUP_SIZE: int = 64 +KV_CACHE_BITS: int | None = 8 +TEMPERATURE: float = 1.0 + +# TODO: We should really make this opt-in, but Kimi requires trust_remote_code=True +TRUST_REMOTE_CODE: bool = True +# TODO: Do we really want this? +HIDE_THINKING: bool = False diff --git a/src/exo/engines/mlx/utils_mlx.py b/src/exo/worker/engines/mlx/utils_mlx.py similarity index 91% rename from src/exo/engines/mlx/utils_mlx.py rename to src/exo/worker/engines/mlx/utils_mlx.py index 8c48bd2e..c9f47449 100644 --- a/src/exo/engines/mlx/utils_mlx.py +++ b/src/exo/worker/engines/mlx/utils_mlx.py @@ -1,6 +1,7 @@ import os import resource import time +from pathlib import Path from typing import Any, Callable, cast from mlx_lm.models.cache import KVCache, QuantizedKVCache, RotatingKVCache @@ -8,29 +9,22 @@ from mlx_lm.models.deepseek_v3 import DeepseekV3Model from mlx_lm.sample_utils import make_sampler from mlx_lm.tokenizer_utils import TokenizerWrapper -from exo.worker.runner.utils import get_weights_size +from exo.worker.engines.mlx.constants import ( + CACHE_GROUP_SIZE, + KV_CACHE_BITS, + TEMPERATURE, + TRUST_REMOTE_CODE, +) try: from mlx_lm.tokenizer_utils import load_tokenizer except ImportError: from mlx_lm.tokenizer_utils import load as load_tokenizer # type: ignore +import mlx.core as mx +import mlx.nn as nn from mlx_lm.utils import load_model from pydantic import RootModel -import mlx.core as mx -import mlx.nn as nn -from exo.engines.mlx import Model -from exo.engines.mlx.auto_parallel import ( - pipeline_auto_parallel, - tensor_auto_parallel, -) -from exo.engines.mlx.constants import ( - CACHE_GROUP_SIZE, - KV_CACHE_BITS, - PATCH_SYSTEM_PROMPT, - TEMPERATURE, - TRUST_REMOTE_CODE, -) from exo.shared.types.api import ChatCompletionMessageText from exo.shared.types.common import Host from exo.shared.types.memory import Memory @@ -46,13 +40,31 @@ from exo.shared.types.worker.shards import ( TensorShardMetadata, ) from exo.worker.download.download_utils import build_model_path +from exo.worker.engines.mlx import Model +from exo.worker.engines.mlx.auto_parallel import ( + pipeline_auto_parallel, + tensor_auto_parallel, +) from exo.worker.runner.bootstrap import logger # Needed for 8 bit model resource.setrlimit(resource.RLIMIT_NOFILE, (2048, 4096)) -mlx_rank: None | int = None -mlx_world_size: None | int = None + +# TODO: Test this +# ALSO https://github.com/exo-explore/exo/pull/233#discussion_r2549683673 +def get_weights_size(model_shard_meta: ShardMetadata) -> Memory: + return Memory.from_float_kb( + (model_shard_meta.end_layer - model_shard_meta.start_layer) + / model_shard_meta.n_layers + * model_shard_meta.model_meta.storage_size.in_kb + / ( + 1 + if isinstance(model_shard_meta, PipelineShardMetadata) + else model_shard_meta.world_size + ) + ) + def mx_barrier(group: mx.distributed.Group | None = None): mx.eval( @@ -65,10 +77,10 @@ def mx_barrier(group: mx.distributed.Group | None = None): def broadcast_from_zero(value: int, group: mx.distributed.Group | None = None): - if mlx_rank is None: + if group is None: return value - if mlx_rank == 0: + if group.rank() == 0: a = mx.array([value], dtype=mx.int32) else: a = mx.array([0], dtype=mx.int32) @@ -154,10 +166,10 @@ def initialize_mlx( logger.info(f"Single device used for {bound_instance.instance}") model_path = build_model_path(bound_instance.bound_shard.model_meta.model_id) start_time = time.perf_counter() - model, config = load_model(model_path, strict=True) + model, _ = load_model(model_path, strict=True) end_time = time.perf_counter() logger.info(f"Time taken to load model: {(end_time - start_time):.2f}s") - if isinstance(model.model, DeepseekV3Model): + if hasattr(model, "model") and isinstance(model.model, DeepseekV3Model): # type: ignore pass # model, config = quantize_model( # model, config, group_size=KV_GROUP_SIZE, bits=ATTENTION_KV_BITS, quant_predicate=quant_predicate, mode=QUANTIZE_MODEL_MODE @@ -189,9 +201,9 @@ def shard_and_load( ) -> tuple[nn.Module, TokenizerWrapper]: model_path = build_model_path(shard_metadata.model_meta.model_id) - model, config = load_model(model_path, lazy=True, strict=False) + model, _ = load_model(model_path, lazy=True, strict=False) logger.debug(model) - if isinstance(model.model, DeepseekV3Model): + if hasattr(model, "model") and isinstance(model.model, DeepseekV3Model): # type: ignore pass # TODO: See if we should quantize the model. # def is_attention_layer(path: str) -> bool: @@ -199,7 +211,6 @@ def shard_and_load( # return "self_attn" in path and "layernorm" not in path - # def quant_predicate(path: str, module: nn.Module): # if not isinstance(module, nn.Linear): # return False @@ -237,7 +248,7 @@ def shard_and_load( return model, tokenizer -def get_tokenizer(model_path: str, shard_metadata: ShardMetadata): +def get_tokenizer(model_path: Path, shard_metadata: ShardMetadata): tokenizer = cast( TokenizerWrapper, load_tokenizer( @@ -262,7 +273,7 @@ def apply_chat_template( messages = chat_task_data.messages formatted_messages: list[dict[str, Any]] = [] - for i, message in enumerate(messages): + for _, message in enumerate(messages): if isinstance(message.content, ChatCompletionMessageText): message.content = message.content.text if isinstance(message.content, list): @@ -276,7 +287,7 @@ def apply_chat_template( # Null values are not valid when applying templates in tokenizer formatted_messages.append( - {k: v for k, v in message.model_dump().items() if v is not None} + {k: v for k, v in message.model_dump().items() if v is not None} # type: ignore ) prompt: str = tokenizer.apply_chat_template( # type: ignore diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 830bd7ce..073b1dbb 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -226,9 +226,7 @@ class Worker: task_id=task.task_id, task_status=TaskStatus.Running ) ) - await self._handle_shard_download_process( - task, initial_progress - ) + self._handle_shard_download_process(task, initial_progress) case Shutdown(runner_id=runner_id): await self.runners.pop(runner_id).start_task(task) case task: @@ -313,7 +311,7 @@ class Worker: self._tg.start_soon(runner.run) return runner - async def _handle_shard_download_process( + def _handle_shard_download_process( self, task: DownloadModel, initial_progress: RepoDownloadProgress, diff --git a/src/exo/worker/plan.py b/src/exo/worker/plan.py index e44b1975..cc886b4b 100644 --- a/src/exo/worker/plan.py +++ b/src/exo/worker/plan.py @@ -17,6 +17,7 @@ from exo.shared.types.tasks import ( from exo.shared.types.worker.downloads import DownloadCompleted, DownloadProgress from exo.shared.types.worker.instances import BoundInstance, Instance, InstanceId from exo.shared.types.worker.runners import ( + RunnerFailed, RunnerId, RunnerLoaded, RunnerLoading, @@ -59,16 +60,21 @@ def _kill_runner( instances: Mapping[InstanceId, Instance], ) -> Shutdown | None: for runner in runners.values(): + runner_id = runner.bound_instance.bound_runner_id if (instance_id := runner.bound_instance.instance.instance_id) not in instances: - return Shutdown( - instance_id=instance_id, runner_id=runner.bound_instance.bound_runner_id - ) + return Shutdown(instance_id=instance_id, runner_id=runner_id) - """ --- Potential code to kill a runner if any runners in its instance have failed --- - global_runners_in_instance = runner.bound_instance.instance.shard_assignments.node_to_runner.values() - if any(isinstance(all_runners[runner_id], RunnerFailed) for runner_id in global_runners_in_instance if runner_id != runner.bound_instance.bound_runner_id): - Shutdown(instance_id=runner.bound_instance.instance.instance_id, runner_id=runner.bound_instance.bound_runner_id) - """ + for ( + global_runner_id + ) in runner.bound_instance.instance.shard_assignments.node_to_runner.values(): + if runner_id == global_runner_id: + continue + + if isinstance(all_runners.get(global_runner_id, None), RunnerFailed): + return Shutdown( + instance_id=instance_id, + runner_id=runner_id, + ) def _create_runner( @@ -125,25 +131,36 @@ def _load_model( global_download_status: Mapping[NodeId, Sequence[DownloadProgress]], ) -> LoadModel | None: for runner in runners.values(): - if ( - all( + instance = runner.bound_instance.instance + shard_assignments = instance.shard_assignments + + all_downloads_complete_local = all( + any( isinstance(dp, DownloadCompleted) - if dp.shard_metadata - == runner.bound_instance.instance.shard_assignments.runner_to_shard[rid] - else True - for nid, rid in runner.bound_instance.instance.shard_assignments.node_to_runner.items() + and dp.shard_metadata == shard_assignments.runner_to_shard[rid] for dp in global_download_status[nid] ) - and isinstance(runner.status, RunnerWaitingForModel) - and all( - isinstance( - all_runners.get(global_runner_id, None), - (RunnerWaitingForModel, RunnerLoading, RunnerLoaded), - ) - for global_runner_id in runner.bound_instance.instance.shard_assignments.runner_to_shard + for nid, rid in shard_assignments.node_to_runner.items() + ) + + runner_is_waiting = isinstance(runner.status, RunnerWaitingForModel) + + all_runners_expecting_model = all( + isinstance( + all_runners.get(global_runner_id), + (RunnerWaitingForModel, RunnerLoading, RunnerLoaded), ) + for global_runner_id in shard_assignments.runner_to_shard + ) + + if ( + all_downloads_complete_local + and runner_is_waiting + and all_runners_expecting_model ): - return LoadModel(instance_id=runner.bound_instance.instance.instance_id) + return LoadModel(instance_id=instance.instance_id) + + return None def _ready_to_warmup( @@ -151,29 +168,37 @@ def _ready_to_warmup( all_runners: Mapping[RunnerId, RunnerStatus], ) -> StartWarmup | None: for runner in runners.values(): - if isinstance(runner.status, RunnerLoaded) and ( - ( - all( - isinstance( - all_runners.get(global_runner_id, None), - (RunnerLoaded, RunnerWarmingUp), - ) - for global_runner_id in runner.bound_instance.instance.shard_assignments.runner_to_shard - ) - and runner.bound_instance.bound_shard.device_rank != 0 + instance = runner.bound_instance.instance + shard_assignments = instance.shard_assignments + shard = runner.bound_instance.bound_shard + device_rank = shard.device_rank + runner_id = runner.bound_instance.bound_runner_id + + is_runner_loaded = isinstance(runner.status, RunnerLoaded) + + # Rank != 0 + all_runners_loaded_or_warming_up = all( + isinstance( + all_runners.get(global_runner_id, None), + (RunnerLoaded, RunnerWarmingUp), ) - or ( - all( - isinstance( - all_runners.get(global_runner_id, None), (RunnerWarmingUp) - ) - for global_runner_id in runner.bound_instance.instance.shard_assignments.runner_to_shard - if global_runner_id != runner.bound_instance.bound_runner_id - ) - and runner.bound_instance.bound_shard.device_rank == 0 - ) - ): - return StartWarmup(instance_id=runner.bound_instance.instance.instance_id) + for global_runner_id in shard_assignments.runner_to_shard + ) + + # Rank= 0 + all_other_runners_warming_up = all( + isinstance(all_runners.get(global_runner_id, None), RunnerWarmingUp) + for global_runner_id in shard_assignments.runner_to_shard + if global_runner_id != runner_id + ) + + nonzero_rank_ready = device_rank != 0 and all_runners_loaded_or_warming_up + zero_rank_ready = device_rank == 0 and all_other_runners_warming_up + + if is_runner_loaded and (nonzero_rank_ready or zero_rank_ready): + return StartWarmup(instance_id=instance.instance_id) + + return None def _pending_tasks( diff --git a/src/exo/worker/runner/bootstrap.py b/src/exo/worker/runner/bootstrap.py index e05b4789..22eab98a 100644 --- a/src/exo/worker/runner/bootstrap.py +++ b/src/exo/worker/runner/bootstrap.py @@ -1,8 +1,4 @@ -"""--- not doing this anymore -import faulthandler import os -import sys -""" import loguru @@ -11,45 +7,25 @@ from exo.shared.types.tasks import Task from exo.shared.types.worker.instances import BoundInstance from exo.utils.channels import MpReceiver, MpSender -""" -- not doing this anymore -def _redirect_stderr_to_file(path: str) -> None: - # Replace fd 2 (stderr) with a file descriptor pointing to `path` - fd = os.open(path, os.O_WRONLY | os.O_CREAT | os.O_TRUNC, 0o644) - os.dup2(fd, 2) - os.close(fd) - # Rebind sys.stderr so Python's own writes go to the new fd as well (line-buffered) - sys.stderr = os.fdopen(2, "w", buffering=1, closefd=False) -""" +logger: "loguru.Logger" + + +if os.getenv("EXO_TESTS") == "1": + logger = loguru.logger def entrypoint( bound_instance: BoundInstance, event_sender: MpSender[Event], task_receiver: MpReceiver[Task], - # err_path: str, _logger: "loguru.Logger", ) -> None: - """ - Minimal entrypoint for the spawned child process. - - It redirects fd=2 (stderr) to a pipe provided by the parent, *then* imports - the heavy runner module so that any C/C++ or MLX logs/crashes land in that pipe. - """ - """ --- not doing this anymore - _redirect_stderr_to_file(err_path) - faulthandler.enable(file=sys.stderr, all_threads=True) - """ - import os - os.environ["MLX_METAL_FAST_SYNCH"] = "1" global logger logger = _logger - # Import the heavy runner only after stderr is redirected + # Import main after setting global logger - this lets us just import logger from this module from exo.worker.runner.runner import main main(bound_instance, event_sender, task_receiver) - - -logger: "loguru.Logger" diff --git a/src/exo/worker/runner/generate.py b/src/exo/worker/runner/generate.py index 134ac956..ae80797b 100644 --- a/src/exo/worker/runner/generate.py +++ b/src/exo/worker/runner/generate.py @@ -5,21 +5,19 @@ from mlx_lm import stream_generate from mlx_lm.models.cache import KVCache from mlx_lm.tokenizer_utils import TokenizerWrapper -from exo.engines.mlx import Model - # from exo.engines.mlx.cache import KVPrefixCache -from exo.engines.mlx.constants import KV_BITS, KV_GROUP_SIZE, MAX_TOKENS -from exo.engines.mlx.utils_mlx import ( +from exo.shared.types.api import ChatCompletionMessage, FinishReason +from exo.shared.types.tasks import ChatCompletionTaskParams +from exo.shared.types.worker.runner_response import ( + GenerationResponse, +) +from exo.worker.engines.mlx import Model +from exo.worker.engines.mlx.constants import KV_BITS, KV_GROUP_SIZE, MAX_TOKENS +from exo.worker.engines.mlx.utils_mlx import ( apply_chat_template, make_kv_cache, mx_barrier, ) -from exo.shared.openai_compat import FinishReason -from exo.shared.types.api import ChatCompletionMessage -from exo.shared.types.tasks import ChatCompletionTaskParams -from exo.shared.types.worker.commands_runner import ( - GenerationResponse, -) from exo.worker.runner.bootstrap import logger generation_stream = mx.new_stream(mx.default_device()) diff --git a/src/exo/worker/runner/runner.py b/src/exo/worker/runner/runner.py index 87eb742d..81b43524 100644 --- a/src/exo/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -1,9 +1,6 @@ import time -from exo.engines.mlx.utils_mlx import ( - initialize_mlx, - mlx_force_oom, -) +from exo.shared.types.api import ChatCompletionMessageText from exo.shared.types.chunks import TokenChunk from exo.shared.types.events import ( ChunkGenerated, @@ -20,11 +17,10 @@ from exo.shared.types.tasks import ( Task, TaskStatus, ) -from exo.shared.types.worker.commands_runner import ( - GenerationResponse, - # TokenizedResponse, -) from exo.shared.types.worker.instances import BoundInstance +from exo.shared.types.worker.runner_response import ( + GenerationResponse, +) from exo.shared.types.worker.runners import ( RunnerFailed, RunnerLoaded, @@ -37,6 +33,10 @@ from exo.shared.types.worker.runners import ( RunnerWarmingUp, ) from exo.utils.channels import ClosedResourceError, MpReceiver, MpSender +from exo.worker.engines.mlx.utils_mlx import ( + initialize_mlx, + mlx_force_oom, +) from exo.worker.runner.bootstrap import logger from exo.worker.runner.generate import mlx_generate, warmup_inference @@ -142,27 +142,8 @@ def main( runner_id=runner_id, runner_status=current_status ) ) - # Ensure we have a chat-completion task subtype - # TODO: this is a hack, why are we only looking at the first message? should have a tokenizer - prompt = task_params.messages[0] - if ( - prompt.content is not None - and "EXO RUNNER MUST FAIL" in prompt.content - ): - logger.info("raising exception") - raise Exception( - "Artificial runner exception - for testing purposes only." - ) - if ( - prompt.content is not None - and "EXO RUNNER MUST OOM" in prompt.content - ): - mlx_force_oom() - if ( - prompt.content is not None - and "EXO RUNNER MUST TIMEOUT" in prompt.content - ): - time.sleep(100) + assert task_params.messages[0].content is not None + _check_for_debug_prompts(task_params.messages[0].content) # Generate responses using the actual MLX generation for response in mlx_generate( @@ -186,9 +167,9 @@ def main( ), ) ) - # case TokenizedResponse(): - # TODO: something here ig - # logger.info("Finished tokenizing?") + # case TokenizedResponse(): + # TODO: something here ig + logger.info("Finished tokenizing?") current_status = RunnerReady() logger.info("runner ready") @@ -233,3 +214,29 @@ def main( event_sender.join() task_receiver.join() logger.info("bye from the runner") + + +EXO_RUNNER_MUST_FAIL = "EXO RUNNER MUST FAIL" +EXO_RUNNER_MUST_OOM = "EXO RUNNER MUST OOM" +EXO_RUNNER_MUST_TIMEOUT = "EXO RUNNER MUST TIMEOUT" + + +def _check_for_debug_prompts( + prompt: str | ChatCompletionMessageText | list[ChatCompletionMessageText], +): + if isinstance(prompt, list): + if len(prompt) == 0: + logger.debug("Empty message prompt received in debug prompt") + return + prompt = prompt[0] + + if isinstance(prompt, ChatCompletionMessageText): + prompt = prompt.text + + if EXO_RUNNER_MUST_FAIL in prompt: + logger.info("raising exception") + raise Exception("Artificial runner exception - for testing purposes only.") + if EXO_RUNNER_MUST_OOM in prompt: + mlx_force_oom() + if EXO_RUNNER_MUST_TIMEOUT in prompt: + time.sleep(100) diff --git a/src/exo/worker/runner/utils.py b/src/exo/worker/runner/utils.py deleted file mode 100644 index 9cf22c95..00000000 --- a/src/exo/worker/runner/utils.py +++ /dev/null @@ -1,64 +0,0 @@ -import asyncio -import contextlib -import sys - -import psutil -from loguru import logger - -from exo.shared.types.memory import Memory -from exo.shared.types.worker.shards import PipelineShardMetadata, ShardMetadata - - -async def kill_process_tree(runner_process: asyncio.subprocess.Process) -> None: - """Kill the process and all its children forcefully.""" - if runner_process.returncode is not None: - return # Process already dead - - try: - # Get the main process - pid = runner_process.pid - - # Find all child processes - try: - parent = psutil.Process(pid) - children = parent.children(recursive=True) - - # Kill all children first (bottom-up) - for child in reversed(children): - with contextlib.suppress(psutil.NoSuchProcess, psutil.AccessDenied): - child.kill() # SIGKILL - - # Kill the parent - with contextlib.suppress(psutil.NoSuchProcess, psutil.AccessDenied): - parent.kill() # SIGKILL - - except psutil.NoSuchProcess: - # Process already gone, try subprocess kill anyway - runner_process.kill() - - # Wait for the subprocess to exit - try: - await asyncio.wait_for(runner_process.wait(), timeout=2.0) - except asyncio.TimeoutError: - logger.error(f"Process {pid} did not exit after kill signal") - - except Exception as e: - logger.error(f"Error killing process tree: {e}") - - -def get_runner_command() -> list[str]: - python = sys.executable - return [python, "-m", "exo.worker.runner.runner"] - - -def get_weights_size(model_shard_meta: ShardMetadata) -> Memory: - return Memory.from_float_kb( - (model_shard_meta.end_layer - model_shard_meta.start_layer) - / model_shard_meta.n_layers - * model_shard_meta.model_meta.storage_size.in_kb - / ( - 1 - if isinstance(model_shard_meta, PipelineShardMetadata) - else model_shard_meta.world_size - ) - ) diff --git a/src/exo/worker/tests/TODO.tests b/src/exo/worker/tests/TODO.tests new file mode 100644 index 00000000..ab667fc3 --- /dev/null +++ b/src/exo/worker/tests/TODO.tests @@ -0,0 +1,57 @@ +Unit Tests +1. Test worker plans as expected + - State transitions are correct + - Unexpected states throw + +2. Test runner + - Stays loaded + - Unloads under end condition + - Accepts tasks + - Returns ChunkGenerated events + +3. Test mlx engine + - Autoparallel on n of the same nodes returns tensors with 1/n size + - mx.barrier forces computation + - Distributed init returns expected configuration + - initialize_mlx sets wired limit + - shard_and_load returns expected model + - Quantization returns quantized layers + + 4. Download + - hits the correct endpoint + - normalizes tags correctly + - updates download progress + + 5. Serialization/Deserialization of tagged models + + + + + +Integration tests: +1. Test model inference is "sensible" (per-configuration) + - Non-empty response + - Sensible inference speed + - Answers are non-gibberish for many seeds (What is the capital of France? -> "Paris" in answer.) + - Answer is the same for particular seed + +2. Test that node count does not affect inference result (per-configuration) + - Llama on 1 node, and on 2 nodes returns the same result, given temperature 0 and set seed. + - Do for all configurations (Ring/Ibv, Pipeline/Tensor) + +3. Test supervisor catches exceptions gracefully + - Timeouts + - OOM + - MLX error + +4. distributed init memory requirements are as expected + +5. MLX + - KVCache size is same length as prompt tokens + - Prefix cache (once implemented) + +6. Spin up creates a runner or goes to failed status + + +Regression tests: +1. Per-configuration baseline performance - no 20% drop in performance (device, node count, model, strategy, backend) diff --git a/src/exo/worker/tests/conftest.py b/src/exo/worker/tests/conftest.py deleted file mode 100644 index 380a93d9..00000000 --- a/src/exo/worker/tests/conftest.py +++ /dev/null @@ -1,165 +0,0 @@ -from typing import Callable - -import pytest - -from exo.shared.models.model_meta import get_model_meta -from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams -from exo.shared.types.common import Host, NodeId -from exo.shared.types.models import ModelId, ModelMetadata -from exo.shared.types.tasks import ( - ChatCompletionTask, - TaskId, - TaskStatus, -) -from exo.shared.types.worker.common import InstanceId -from exo.shared.types.worker.instances import Instance, InstanceStatus -from exo.shared.types.worker.runners import RunnerId, ShardAssignments -from exo.shared.types.worker.shards import PipelineShardMetadata -from exo.worker.main import Worker -from exo.worker.tests.constants import ( - COMMAND_1_ID, - INSTANCE_1_ID, - MODEL_A_ID, - NODE_A, - NODE_B, - RUNNER_1_ID, - TASK_1_ID, -) - -from .worker_management import ( - WorkerMailbox, - create_worker_and_mailbox, - create_worker_void_mailbox, - create_worker_with_old_mailbox, -) - - -@pytest.fixture -def worker_void_mailbox() -> Worker: - return create_worker_void_mailbox(NODE_A) - - -@pytest.fixture -def worker_and_mailbox() -> tuple[Worker, WorkerMailbox]: - return create_worker_and_mailbox(NODE_A) - - -@pytest.fixture -def two_workers_with_shared_mailbox() -> tuple[Worker, Worker, WorkerMailbox]: - worker1, mailbox = create_worker_and_mailbox(NODE_A) - worker2 = create_worker_with_old_mailbox(NODE_B, mailbox) - return worker1, worker2, mailbox - - -@pytest.fixture -def user_message() -> str: - """Override this fixture in tests to customize the message""" - return "Hello, how are you?" - - -@pytest.fixture -async def model_meta() -> ModelMetadata: - return await get_model_meta("mlx-community/Llama-3.2-1B-Instruct-4bit") - - -@pytest.fixture -def hosts(): - def _hosts(count: int, offset: int = 0) -> list[Host]: - return [ - Host( - ip="127.0.0.1", - port=5000 + offset + i, - ) - for i in range(count) - ] - - return _hosts - - -@pytest.fixture -def pipeline_shard_meta( - model_meta: ModelMetadata, -) -> Callable[[int, int], PipelineShardMetadata]: - def _pipeline_shard_meta( - num_nodes: int = 1, device_rank: int = 0 - ) -> PipelineShardMetadata: - total_layers = model_meta.n_layers - layers_per_node = total_layers // num_nodes - start_layer = device_rank * layers_per_node - end_layer = ( - start_layer + layers_per_node - if device_rank < num_nodes - 1 - else total_layers - ) - - return PipelineShardMetadata( - model_meta=model_meta, - device_rank=device_rank, - n_layers=total_layers, - start_layer=start_layer, - end_layer=end_layer, - world_size=num_nodes, - ) - - return _pipeline_shard_meta - - -@pytest.fixture -def instance( - pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], - hosts: Callable[[int], list[Host]], -): - def _instance( - instance_id: InstanceId | None = None, - node_id: NodeId | None = None, - runner_id: RunnerId | None = None, - model_id: ModelId | None = None, - ) -> Instance: - resolved_instance_id = instance_id if instance_id is not None else INSTANCE_1_ID - resolved_node_id = node_id if node_id is not None else NODE_A - resolved_runner_id = runner_id if runner_id is not None else RUNNER_1_ID - resolved_model_id = model_id if model_id is not None else MODEL_A_ID - - shard_assignments = ShardAssignments( - model_id=resolved_model_id, - runner_to_shard={resolved_runner_id: pipeline_shard_meta(1, 0)}, - node_to_runner={resolved_node_id: resolved_runner_id}, - ) - - return Instance( - instance_id=resolved_instance_id, - instance_type=InstanceStatus.Active, - shard_assignments=shard_assignments, - hosts=hosts(1), - ) - - return _instance - - -@pytest.fixture -def completion_create_params(user_message: str) -> ChatCompletionTaskParams: - return ChatCompletionTaskParams( - model="gpt-4", - messages=[ChatCompletionMessage(role="user", content=user_message)], - stream=True, - ) - - -@pytest.fixture -def chat_completion_task(completion_create_params: ChatCompletionTaskParams): - def _chat_completion_task( - instance_id: InstanceId | None = None, - task_id: TaskId | None = None, - user_message: str = "Hello", - ) -> ChatCompletionTask: - resolved_instance_id = instance_id if instance_id is not None else INSTANCE_1_ID - resolved_task_id = task_id if task_id is not None else TASK_1_ID - return ChatCompletionTask( - task_id=resolved_task_id, - command_id=COMMAND_1_ID, - instance_id=resolved_instance_id, - task_status=TaskStatus.Pending, - task_params=completion_create_params, - ) - - return _chat_completion_task diff --git a/src/exo/worker/tests/constants.py b/src/exo/worker/tests/constants.py index 85e16ed6..787f2ff7 100644 --- a/src/exo/worker/tests/constants.py +++ b/src/exo/worker/tests/constants.py @@ -3,7 +3,7 @@ from typing import Final from exo.shared.types.common import CommandId, NodeId from exo.shared.types.models import ModelId from exo.shared.types.tasks import TaskId -from exo.shared.types.worker.common import InstanceId, RunnerId +from exo.shared.types.worker.instances import InstanceId, RunnerId MASTER_NODE_ID = NodeId("ffffffff-aaaa-4aaa-8aaa-aaaaaaaaaaaa") diff --git a/src/exo/worker/tests/test_download.py b/src/exo/worker/tests/test_download.py deleted file mode 100644 index 3ce6b964..00000000 --- a/src/exo/worker/tests/test_download.py +++ /dev/null @@ -1,49 +0,0 @@ -import time -from typing import Callable - -import pytest - -from exo.shared.types.worker.shards import PipelineShardMetadata -from exo.worker.download.impl_shard_downloader import exo_shard_downloader -from exo.worker.download.shard_downloader import ShardDownloader - - -@pytest.mark.slow -@pytest.mark.asyncio -async def test_shard_downloader( - pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], -): - shard_downloader: ShardDownloader = exo_shard_downloader() - shard_downloader.on_progress( - lambda shard, progress: print(f"Download progress: {progress}") - ) - - shard_metadata = pipeline_shard_meta(1, 0) - path = await shard_downloader.ensure_shard(shard_metadata) - assert path.exists() - - downloaded_model_path = path.parent / "mlx-community--Llama-3.2-1B-Instruct-4bit" - assert (downloaded_model_path / "config.json").exists() - assert (downloaded_model_path / "model.safetensors").exists() - assert (downloaded_model_path / "model.safetensors.index.json").exists() - assert (downloaded_model_path / "special_tokens_map.json").exists() - assert (downloaded_model_path / "tokenizer.json").exists() - assert (downloaded_model_path / "tokenizer_config.json").exists() - - expected_files_and_sizes = [ - ("config.json", 1121), - ("model.safetensors", 695283921), - ("model.safetensors.index.json", 26159), - ("special_tokens_map.json", 296), - ("tokenizer.json", 17209920), - ("tokenizer_config.json", 54558), - ] - for filename, expected_size in expected_files_and_sizes: - file_path = downloaded_model_path / filename - assert file_path.stat().st_size == expected_size, f"{filename} size mismatch" - - start_time = time.monotonic() - path_again = await shard_downloader.ensure_shard(shard_metadata) - duration = time.monotonic() - start_time - assert path_again == path - assert duration < 5, f"Second call to ensure_shard took too long: {duration:.2f}s" diff --git a/src/exo/worker/tests/test_handlers/conftest.py b/src/exo/worker/tests/test_handlers/conftest.py deleted file mode 100644 index 1cfd7a41..00000000 --- a/src/exo/worker/tests/test_handlers/conftest.py +++ /dev/null @@ -1,65 +0,0 @@ -from typing import Callable - -import pytest - -from exo.shared.types.common import NodeId -from exo.shared.types.worker.common import InstanceId -from exo.shared.types.worker.instances import Instance -from exo.shared.types.worker.ops import ( - AssignRunnerOp, - RunnerUpOp, -) -from exo.shared.types.worker.runners import RunnerId -from exo.worker.main import Worker -from exo.worker.tests.constants import INSTANCE_1_ID, RUNNER_1_ID - - -@pytest.fixture -def user_message(): - return "What, according to Douglas Adams, is the meaning of life, the universe and everything?" - - -# TODO: instance_id and runner_id are selectable. -@pytest.fixture -async def worker_with_assigned_runner( - worker_void_mailbox: Worker, - instance: Callable[[InstanceId, NodeId, RunnerId], Instance], -): - """Fixture that provides a worker with an already assigned runner.""" - worker = worker_void_mailbox - - instance_id = INSTANCE_1_ID - runner_id = RUNNER_1_ID - instance_obj: Instance = instance(instance_id, worker.node_id, runner_id) - - # Assign the runner - assign_op = AssignRunnerOp( - runner_id=runner_id, - shard_metadata=instance_obj.shard_assignments.runner_to_shard[runner_id], - hosts=instance_obj.hosts, - instance_id=instance_obj.instance_id, - ) - - async for _ in worker.execute_op(assign_op): - pass - - return worker, instance_obj - - -@pytest.fixture -async def worker_with_running_runner( - worker_with_assigned_runner: tuple[Worker, Instance], -): - """Fixture that provides a worker with an already assigned runner.""" - worker, instance_obj = worker_with_assigned_runner - - runner_up_op = RunnerUpOp(runner_id=RUNNER_1_ID) - async for _ in worker.execute_op(runner_up_op): - pass - - # Is the runner actually running? - supervisor = next(iter(worker.assigned_runners.values())).runner - assert supervisor is not None - assert supervisor.runner_process.is_alive() - - return worker, instance_obj diff --git a/src/exo/worker/tests/test_handlers/test_handlers_happy.py b/src/exo/worker/tests/test_handlers/test_handlers_happy.py deleted file mode 100644 index 89e1bc10..00000000 --- a/src/exo/worker/tests/test_handlers/test_handlers_happy.py +++ /dev/null @@ -1,171 +0,0 @@ -from typing import Callable - -import pytest - -from exo.shared.types.chunks import TokenChunk -from exo.shared.types.common import NodeId -from exo.shared.types.events import ( - ChunkGenerated, - RunnerDeleted, - RunnerStatusUpdated, - TaskStateUpdated, -) -from exo.shared.types.tasks import ChatCompletionTask, TaskStatus -from exo.shared.types.worker.common import RunnerId -from exo.shared.types.worker.instances import Instance, InstanceId -from exo.shared.types.worker.ops import ( - AssignRunnerOp, - ExecuteTaskOp, - RunnerDownOp, - RunnerUpOp, - UnassignRunnerOp, -) -from exo.shared.types.worker.runners import ( - DownloadingRunnerStatus, - InactiveRunnerStatus, - LoadedRunnerStatus, - RunningRunnerStatus, - StartingRunnerStatus, -) -from exo.worker.main import Worker -from exo.worker.tests.constants import ( - RUNNER_1_ID, -) -from exo.worker.tests.test_handlers.utils import read_events_op - - -@pytest.mark.asyncio -async def test_assign_op( - worker_void_mailbox: Worker, - instance: Callable[[InstanceId, NodeId, RunnerId], Instance], -): - worker = worker_void_mailbox - instance_obj: Instance = instance(InstanceId(), worker.node_id, RUNNER_1_ID) - - assign_op = AssignRunnerOp( - runner_id=RUNNER_1_ID, - shard_metadata=instance_obj.shard_assignments.runner_to_shard[RUNNER_1_ID], - hosts=instance_obj.hosts, - instance_id=instance_obj.instance_id, - ) - - events = await read_events_op(worker, assign_op) - - # We should have a status update saying 'starting'. - assert len(events) == 2 - assert isinstance(events[0], RunnerStatusUpdated) - assert isinstance(events[0].runner_status, DownloadingRunnerStatus) - assert isinstance(events[1], RunnerStatusUpdated) - assert isinstance(events[1].runner_status, InactiveRunnerStatus) - - # And the runner should be assigned - assert RUNNER_1_ID in worker.assigned_runners - assert isinstance(worker.assigned_runners[RUNNER_1_ID].status, InactiveRunnerStatus) - - -@pytest.mark.asyncio -async def test_unassign_op(worker_with_assigned_runner: tuple[Worker, Instance]): - worker, _ = worker_with_assigned_runner - - unassign_op = UnassignRunnerOp(runner_id=RUNNER_1_ID) - - events = await read_events_op(worker, unassign_op) - - # We should have no assigned runners and no events were emitted - assert len(worker.assigned_runners) == 0 - assert len(events) == 1 - assert isinstance(events[0], RunnerDeleted) - - -@pytest.mark.asyncio -async def test_runner_up_op( - worker_with_assigned_runner: tuple[Worker, Instance], - chat_completion_task: Callable[[], ChatCompletionTask], -): - worker, _ = worker_with_assigned_runner - - runner_up_op = RunnerUpOp(runner_id=RUNNER_1_ID) - - events = await read_events_op(worker, runner_up_op) - - assert len(events) == 2 - assert isinstance(events[0], RunnerStatusUpdated) - assert isinstance(events[0].runner_status, StartingRunnerStatus) - assert isinstance(events[1], RunnerStatusUpdated) - assert isinstance(events[1].runner_status, LoadedRunnerStatus) - - # Is the runner actually running? - supervisor = next(iter(worker.assigned_runners.values())).runner - assert supervisor is not None - assert supervisor.runner_process.is_alive() - - full_response = "" - - async for chunk in supervisor.stream_response(task=chat_completion_task()): - if isinstance(chunk, TokenChunk): - full_response += chunk.text - - assert "42" in full_response.lower(), ( - f"Expected '42' in response, but got: {full_response}" - ) - - runner = worker.assigned_runners[RUNNER_1_ID].runner - assert runner is not None - await runner.astop() # Neat cleanup. - - -@pytest.mark.asyncio -async def test_runner_down_op(worker_with_running_runner: tuple[Worker, Instance]): - worker, _ = worker_with_running_runner - - runner_down_op = RunnerDownOp(runner_id=RUNNER_1_ID) - events = await read_events_op(worker, runner_down_op) - - assert len(events) == 1 - assert isinstance(events[0], RunnerStatusUpdated) - assert isinstance(events[0].runner_status, InactiveRunnerStatus) - - -@pytest.mark.asyncio -async def test_execute_task_op( - worker_with_running_runner: tuple[Worker, Instance], - chat_completion_task: Callable[[], ChatCompletionTask], -): - worker, _ = worker_with_running_runner - - execute_task_op = ExecuteTaskOp(runner_id=RUNNER_1_ID, task=chat_completion_task()) - - events = await read_events_op(worker, execute_task_op) - - assert len(events) > 20 - - print(f"{events=}") - - assert isinstance(events[0], RunnerStatusUpdated) - assert isinstance(events[0].runner_status, RunningRunnerStatus) - - assert isinstance(events[1], TaskStateUpdated) - assert events[1].task_status == TaskStatus.Running # It tried to start. - - assert isinstance(events[-2], TaskStateUpdated) - assert events[-2].task_status == TaskStatus.Complete # It tried to start. - - assert isinstance(events[-1], RunnerStatusUpdated) - assert isinstance( - events[-1].runner_status, LoadedRunnerStatus - ) # It should not have failed. - - gen_events: list[ChunkGenerated] = [ - x for x in events if isinstance(x, ChunkGenerated) - ] - text_chunks: list[TokenChunk] = [ - x.chunk for x in gen_events if isinstance(x.chunk, TokenChunk) - ] - assert len(text_chunks) == len(events) - 4 - - output_text = "".join([x.text for x in text_chunks]) - assert "42" in output_text - - runner = worker.assigned_runners[RUNNER_1_ID].runner - assert runner is not None - await runner.astop() # Neat cleanup. diff --git a/src/exo/worker/tests/test_handlers/test_handlers_sad.py b/src/exo/worker/tests/test_handlers/test_handlers_sad.py deleted file mode 100644 index 97d2772c..00000000 --- a/src/exo/worker/tests/test_handlers/test_handlers_sad.py +++ /dev/null @@ -1,83 +0,0 @@ -## Tests for worker state handlers - -import asyncio -from typing import Callable - -import pytest - -from exo.shared.types.tasks import ChatCompletionTask -from exo.shared.types.worker.common import RunnerError -from exo.shared.types.worker.instances import Instance -from exo.shared.types.worker.ops import ( - ExecuteTaskOp, - RunnerUpOp, -) -from exo.worker.main import Worker -from exo.worker.tests.constants import RUNNER_1_ID -from exo.worker.tests.test_handlers.utils import read_events_op - - -@pytest.mark.asyncio -async def test_runner_up_fails( - worker_with_assigned_runner: tuple[Worker, Instance], - chat_completion_task: Callable[[], ChatCompletionTask], -): - worker, _ = worker_with_assigned_runner - worker.assigned_runners[RUNNER_1_ID].shard_metadata.immediate_exception = True - - runner_up_op = RunnerUpOp(runner_id=RUNNER_1_ID) - - with pytest.raises(RunnerError): - await read_events_op(worker, runner_up_op) - - -@pytest.mark.asyncio -async def test_runner_up_timeouts( - worker_with_assigned_runner: tuple[Worker, Instance], - chat_completion_task: Callable[[], ChatCompletionTask], -): - worker, _ = worker_with_assigned_runner - worker.assigned_runners[RUNNER_1_ID].shard_metadata.should_timeout = 10 - - runner_up_op = RunnerUpOp(runner_id=RUNNER_1_ID) - - with pytest.raises(asyncio.TimeoutError): - await read_events_op(worker, runner_up_op) - - -@pytest.mark.asyncio -async def test_execute_task_fails( - worker_with_running_runner: tuple[Worker, Instance], - chat_completion_task: Callable[[], ChatCompletionTask], -): - worker, _ = worker_with_running_runner - - task = chat_completion_task() - messages = task.task_params.messages - messages[0].content = "Artificial prompt: EXO RUNNER MUST FAIL" - - execute_task_op = ExecuteTaskOp(runner_id=RUNNER_1_ID, task=task) - - with pytest.raises(RunnerError): - await read_events_op(worker, execute_task_op) - - -@pytest.mark.asyncio -async def test_execute_task_timeouts( - worker_with_running_runner: tuple[Worker, Instance], - chat_completion_task: Callable[[], ChatCompletionTask], -): - worker, _ = worker_with_running_runner - - task = chat_completion_task() - messages = task.task_params.messages - messages[0].content = "Artificial prompt: EXO RUNNER MUST TIMEOUT" - - execute_task_op = ExecuteTaskOp(runner_id=RUNNER_1_ID, task=task) - - with pytest.raises(asyncio.TimeoutError): - await read_events_op(worker, execute_task_op) - - -# TODO: Much more to do here! -# runner assigned download stuff diff --git a/src/exo/worker/tests/test_handlers/utils.py b/src/exo/worker/tests/test_handlers/utils.py deleted file mode 100644 index db5af33a..00000000 --- a/src/exo/worker/tests/test_handlers/utils.py +++ /dev/null @@ -1,17 +0,0 @@ -## Tests for worker state handlers - - -from exo.shared.types.events import ( - Event, -) -from exo.shared.types.worker.ops import ( - RunnerOp, -) -from exo.worker.main import Worker - - -async def read_events_op(worker: Worker, op: RunnerOp) -> list[Event]: - events: list[Event] = [] - async for event in worker.execute_op(op): - events.append(event) - return events diff --git a/src/exo/worker/tests/test_integration/__init__.py b/src/exo/worker/tests/test_integration/__init__.py deleted file mode 100644 index e69de29b..00000000 diff --git a/src/exo/worker/tests/test_integration/test_inference.py b/src/exo/worker/tests/test_integration/test_inference.py deleted file mode 100644 index 7b9b07d0..00000000 --- a/src/exo/worker/tests/test_integration/test_inference.py +++ /dev/null @@ -1,262 +0,0 @@ -import asyncio -from typing import Callable - -import pytest -from anyio import create_task_group - -from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams -from exo.shared.types.common import CommandId, Host, NodeId -from exo.shared.types.events import ( - InstanceCreated, - InstanceDeleted, - TaskCreated, -) -from exo.shared.types.models import ModelId -from exo.shared.types.tasks import ( - ChatCompletionTask, - Task, - TaskId, - TaskStatus, -) -from exo.shared.types.worker.common import InstanceId, RunnerId -from exo.shared.types.worker.instances import ( - Instance, - InstanceStatus, - ShardAssignments, -) -from exo.shared.types.worker.shards import PipelineShardMetadata -from exo.worker.main import Worker -from exo.worker.tests.constants import ( - INSTANCE_1_ID, - MASTER_NODE_ID, - NODE_A, - NODE_B, - RUNNER_1_ID, - RUNNER_2_ID, - TASK_1_ID, -) -from exo.worker.tests.worker_management import ( - WorkerMailbox, - read_streaming_response, -) - - -@pytest.fixture -def user_message(): - """Override this fixture in tests to customize the message""" - return "What's the capital of Japan?" - - -async def test_runner_inference( - instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - chat_completion_task: Callable[[InstanceId, TaskId], Task], - worker_and_mailbox: tuple[Worker, WorkerMailbox], -): - worker, global_events = worker_and_mailbox - async with create_task_group() as tg: - tg.start_soon(worker.run) - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.Active - - task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - await global_events.append_events( - [ - InstanceCreated( - instance=instance_value, - ), - TaskCreated(task_id=task.task_id, task=task), - ], - origin=MASTER_NODE_ID, - ) - - # TODO: This needs to get fixed - sometimes it misses the 'starting' event. - ( - seen_task_started, - seen_task_finished, - response_string, - _, - ) = await read_streaming_response(global_events) - - assert seen_task_started - assert seen_task_finished - assert "tokyo" in response_string.lower() - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance_value.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - await asyncio.sleep(0.3) - worker.shutdown() - # TODO: Ensure this is sufficient, or add mechanism to fail the test gracefully if workers do not shutdown properly. - - -async def test_2_runner_inference( - pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], - hosts: Callable[[int], list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task], - two_workers_with_shared_mailbox: tuple[Worker, Worker, WorkerMailbox], -): - worker1, worker2, global_events = two_workers_with_shared_mailbox - async with create_task_group() as tg: - tg.start_soon(worker1.run) - tg.start_soon(worker2.run) - ## Instance - model_id = ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit") - - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard={ - RUNNER_1_ID: pipeline_shard_meta(2, 0), - RUNNER_2_ID: pipeline_shard_meta(2, 1), - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, - ) - - instance = Instance( - instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.Active, - shard_assignments=shard_assignments, - hosts=hosts(2), - ) - - task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - await global_events.append_events( - [ - InstanceCreated(instance=instance), - TaskCreated(task_id=task.task_id, task=task), - ], - origin=MASTER_NODE_ID, - ) - - ( - seen_task_started, - seen_task_finished, - response_string, - _, - ) = await read_streaming_response(global_events) - - assert seen_task_started - assert seen_task_finished - assert "tokyo" in response_string.lower() - - _ = global_events.collect() - await asyncio.sleep(1.0) - events = global_events.collect() - assert len(events) == 0 - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - await asyncio.sleep(2.0) - worker1.shutdown() - worker2.shutdown() - # TODO: Ensure this is sufficient, or add mechanism to fail the test gracefully if workers do not shutdown properly. - - -# TODO: Multi message parallel -async def test_2_runner_multi_message( - pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], - hosts: Callable[[int], list[Host]], - two_workers_with_shared_mailbox: tuple[Worker, Worker, WorkerMailbox], -): - worker1, worker2, global_events = two_workers_with_shared_mailbox - async with create_task_group() as tg: - tg.start_soon(worker1.run) - tg.start_soon(worker2.run) - - ## Instance - model_id = ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit") - - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard={ - RUNNER_1_ID: pipeline_shard_meta(2, 0), - RUNNER_2_ID: pipeline_shard_meta(2, 1), - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, - ) - - instance = Instance( - instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.Active, - shard_assignments=shard_assignments, - hosts=hosts(2), - ) - - # Task - we have three messages here, which is what the task is about - - completion_create_params = ChatCompletionTaskParams( - model="gpt-4", - messages=[ - ChatCompletionMessage( - role="user", content="What is the capital of France?" - ), - ChatCompletionMessage( - role="assistant", content="The capital of France is Paris." - ), - ChatCompletionMessage( - role="user", - content="Ok great. Now write me a haiku about what you can do there.", - ), - ], - stream=True, - ) - - task = ChatCompletionTask( - task_id=TASK_1_ID, - command_id=CommandId(), - instance_id=INSTANCE_1_ID, - task_status=TaskStatus.Pending, - task_params=completion_create_params, - ) - - await global_events.append_events( - [ - InstanceCreated(instance=instance), - TaskCreated(task_id=task.task_id, task=task), - ], - origin=MASTER_NODE_ID, - ) - - ( - seen_task_started, - seen_task_finished, - response_string, - _, - ) = await read_streaming_response(global_events) - - assert seen_task_started - assert seen_task_finished - assert any( - keyword in response_string.lower() - for keyword in ("kiss", "paris", "art", "love") - ) - - _ = global_events.collect() - await asyncio.sleep(1.0) - events = global_events.collect() - assert len(events) == 0 - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - worker1.shutdown() - worker2.shutdown() - # TODO: Ensure this is sufficient, or add mechanism to fail the test gracefully if workers do not shutdown properly. diff --git a/src/exo/worker/tests/test_integration/test_inference_sad.py b/src/exo/worker/tests/test_integration/test_inference_sad.py deleted file mode 100644 index 595adb22..00000000 --- a/src/exo/worker/tests/test_integration/test_inference_sad.py +++ /dev/null @@ -1,311 +0,0 @@ -import asyncio -from collections.abc import AsyncGenerator -from types import CoroutineType -from typing import Any, Callable - -import pytest -from _pytest.monkeypatch import MonkeyPatch -from anyio import create_task_group - -from exo.shared.types.chunks import GenerationChunk, TokenChunk - -# TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py -from exo.shared.types.common import NodeId -from exo.shared.types.events import ( - ChunkGenerated, - InstanceCreated, - InstanceDeleted, - RunnerStatusUpdated, - TaskCreated, - TaskFailed, - TaskStateUpdated, -) -from exo.shared.types.tasks import Task, TaskId, TaskStatus -from exo.shared.types.worker.common import InstanceId, RunnerId -from exo.shared.types.worker.instances import ( - Instance, - InstanceStatus, -) -from exo.shared.types.worker.runners import FailedRunnerStatus -from exo.worker.main import Worker -from exo.worker.runner.runner_supervisor import RunnerSupervisor -from exo.worker.tests.constants import ( - INSTANCE_1_ID, - MASTER_NODE_ID, - NODE_A, - RUNNER_1_ID, - TASK_1_ID, -) -from exo.worker.tests.worker_management import ( - WorkerMailbox, - until_event_with_timeout, -) - - -@pytest.fixture -def user_message(): - """Override this fixture in tests to customize the message""" - return "Who is the longest ruling monarch of England?" - - -async def test_stream_response_failed_always( - monkeypatch: MonkeyPatch, - instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - chat_completion_task: Callable[[InstanceId, TaskId], Task], - worker_and_mailbox: tuple[Worker, WorkerMailbox], -) -> None: - worker, global_events = worker_and_mailbox - async with create_task_group() as tg: - tg.start_soon(worker.run) - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.Active - - async def mock_stream_response( - self: RunnerSupervisor, - task: Task, - request_started_callback: Callable[..., CoroutineType[Any, Any, None]] - | None = None, - ) -> AsyncGenerator[GenerationChunk, None]: - raise RuntimeError("Simulated stream response failure") - - monkeypatch.setattr(RunnerSupervisor, "stream_response", mock_stream_response) - - task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - await global_events.append_events( - [ - InstanceCreated(instance=instance_value), - TaskCreated(task_id=task.task_id, task=task), - ], - origin=MASTER_NODE_ID, - ) - - await until_event_with_timeout(global_events, InstanceDeleted, timeout=10.0) - - events = global_events.collect() - - assert ( - len( - [ - x - for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) - ] - ) - == 3 - ) - assert ( - len( - [ - x - for x in events - if isinstance(x.event, TaskStateUpdated) - and x.event.task_status == TaskStatus.Failed - ] - ) - == 3 - ) - assert any([isinstance(x.event, InstanceDeleted) for x in events]) - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance_value.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - await asyncio.sleep(0.3) - worker.shutdown() - - -async def test_stream_response_failed_once( - monkeypatch: MonkeyPatch, - instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - chat_completion_task: Callable[[InstanceId, TaskId], Task], - worker_and_mailbox: tuple[Worker, WorkerMailbox], -): - worker, global_events = worker_and_mailbox - failed_already = False - original_stream_response = RunnerSupervisor.stream_response - - async def mock_stream_response( - self: RunnerSupervisor, - task: Task, - request_started_callback: Callable[..., CoroutineType[Any, Any, None]] - | None = None, - ) -> AsyncGenerator[GenerationChunk]: - nonlocal failed_already - if not failed_already: - failed_already = True - raise RuntimeError("Simulated stream response failure") - else: - async for event in original_stream_response( - self, task, request_started_callback - ): - yield event - return - - monkeypatch.setattr(RunnerSupervisor, "stream_response", mock_stream_response) - - async with create_task_group() as tg: - tg.start_soon(worker.run) - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.Active - - task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - await global_events.append_events( - [ - InstanceCreated(instance=instance_value), - TaskCreated(task_id=task.task_id, task=task), - ], - origin=MASTER_NODE_ID, - ) - - await until_event_with_timeout( - global_events, - ChunkGenerated, - 1, - condition=lambda x: isinstance(x.chunk, TokenChunk) - and x.chunk.finish_reason is not None, - timeout=30.0, - ) - - # TODO: The ideal with this test is if we had some tooling to scroll through the state, and say - # 'asser that there was a time that the error_type, error_message was not none and the failure count was nonzero' - - # as we reset the failures back to zero when we have a successful inference. - assert len(worker.assigned_runners[RUNNER_1_ID].failures) == 0 - assert worker.state.tasks[TASK_1_ID].error_type is None - assert worker.state.tasks[TASK_1_ID].error_message is None - - events = global_events.collect() - assert ( - len( - [ - x - for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) - ] - ) - == 1 - ) - assert ( - len( - [ - x - for x in events - if isinstance(x.event, TaskStateUpdated) - and x.event.task_status == TaskStatus.Failed - ] - ) - == 1 - ) - - response_string = "" - events = global_events.collect() - - seen_task_started, seen_task_finished = False, False - for wrapped_event in events: - event = wrapped_event.event - if isinstance(event, TaskStateUpdated): - if event.task_status == TaskStatus.Running: - seen_task_started = True - if event.task_status == TaskStatus.Complete: - seen_task_finished = True - - if isinstance(event, ChunkGenerated): - assert isinstance(event.chunk, TokenChunk) - response_string += event.chunk.text - - assert "queen" in response_string.lower() - assert seen_task_started - assert seen_task_finished - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance_value.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - await asyncio.sleep(0.3) - worker.shutdown() - - -async def test_stream_response_timeout( - instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - chat_completion_task: Callable[[InstanceId, TaskId], Task], - worker_and_mailbox: tuple[Worker, WorkerMailbox], -): - worker, global_events = worker_and_mailbox - async with create_task_group() as tg: - tg.start_soon(worker.run) - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.Active - - task: Task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - task.task_params.messages[0].content = "EXO RUNNER MUST TIMEOUT" - await global_events.append_events( - [ - InstanceCreated(instance=instance_value), - TaskCreated(task_id=task.task_id, task=task), - ], - origin=MASTER_NODE_ID, - ) - - await until_event_with_timeout( - global_events, TaskFailed, multiplicity=3, timeout=30.0 - ) - - events = global_events.collect() - print(events) - assert ( - len( - [ - x - for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) - ] - ) - == 3 - ) - assert ( - len( - [ - x - for x in events - if isinstance(x.event, TaskStateUpdated) - and x.event.task_status == TaskStatus.Failed - ] - ) - == 3 - ) - assert ( - len( - [ - x - for x in events - if isinstance(x.event, TaskFailed) - and "timeouterror" in x.event.error_type.lower() - ] - ) - == 3 - ) - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance_value.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - await asyncio.sleep(0.3) - worker.shutdown() diff --git a/src/exo/worker/tests/test_integration/test_instantiation.py b/src/exo/worker/tests/test_integration/test_instantiation.py deleted file mode 100644 index 4d852123..00000000 --- a/src/exo/worker/tests/test_integration/test_instantiation.py +++ /dev/null @@ -1,71 +0,0 @@ -from typing import Callable - -from anyio import create_task_group - -# TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py -from exo.shared.types.common import NodeId - -# TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py -from exo.shared.types.events import ( - InstanceCreated, - InstanceDeleted, - RunnerStatusUpdated, -) -from exo.shared.types.worker.common import InstanceId, RunnerId -from exo.shared.types.worker.instances import ( - Instance, - InstanceStatus, -) -from exo.shared.types.worker.runners import ( - FailedRunnerStatus, -) -from exo.worker.main import Worker -from exo.worker.tests.constants import ( - INSTANCE_1_ID, - MASTER_NODE_ID, - NODE_A, - RUNNER_1_ID, -) -from exo.worker.tests.worker_management import WorkerMailbox, until_event_with_timeout - - -async def test_runner_spinup_timeout( - instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - worker_and_mailbox: tuple[Worker, WorkerMailbox], -): - worker, global_events = worker_and_mailbox - async with create_task_group() as tg: - tg.start_soon(worker.run) - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.Active - instance_value.shard_assignments.runner_to_shard[ - RUNNER_1_ID - ].should_timeout = 10 - - await global_events.append_events( - [InstanceCreated(instance=instance_value)], origin=MASTER_NODE_ID - ) - - await until_event_with_timeout( - global_events, - RunnerStatusUpdated, - multiplicity=3, - condition=lambda x: isinstance(x.runner_status, FailedRunnerStatus), - ) - - # Ensure the correct events have been emitted - events = global_events.collect() - - assert ( - len( - [ - x - for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) - ] - ) - == 3 - ) - assert any([isinstance(x.event, InstanceDeleted) for x in events]) - worker.shutdown() diff --git a/src/exo/worker/tests/test_integration/test_instantiation_sad.py b/src/exo/worker/tests/test_integration/test_instantiation_sad.py deleted file mode 100644 index e734ed49..00000000 --- a/src/exo/worker/tests/test_integration/test_instantiation_sad.py +++ /dev/null @@ -1,109 +0,0 @@ -import asyncio -from typing import Callable - -from anyio import create_task_group - -# TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py -from exo.shared.types.common import NodeId - -# TaskStateUpdated and ChunkGenerated are used in test_worker_integration_utils.py -from exo.shared.types.events import ( - InstanceCreated, - InstanceDeleted, - RunnerStatusUpdated, -) -from exo.shared.types.worker.common import InstanceId, RunnerId -from exo.shared.types.worker.instances import ( - Instance, - InstanceStatus, -) -from exo.shared.types.worker.runners import ( - FailedRunnerStatus, -) -from exo.worker.main import Worker -from exo.worker.tests.constants import ( - INSTANCE_1_ID, - MASTER_NODE_ID, - NODE_A, - RUNNER_1_ID, -) -from exo.worker.tests.worker_management import WorkerMailbox, until_event_with_timeout - - -async def test_runner_spinup_exception( - instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - worker_and_mailbox: tuple[Worker, WorkerMailbox], -): - worker, global_events = worker_and_mailbox - async with create_task_group() as tg: - tg.start_soon(worker.run) - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.Active - instance_value.shard_assignments.runner_to_shard[ - RUNNER_1_ID - ].immediate_exception = True - - await global_events.append_events( - [InstanceCreated(instance=instance_value)], origin=MASTER_NODE_ID - ) - - await asyncio.sleep(10.0) - - # Ensure the correct events have been emitted - events = global_events.collect() - - assert ( - len( - [ - x - for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) - ] - ) - == 3 - ) - assert any([isinstance(x.event, InstanceDeleted) for x in events]) - worker.shutdown() - - -async def test_runner_spinup_timeout( - instance: Callable[[InstanceId, NodeId, RunnerId], Instance], - worker_and_mailbox: tuple[Worker, WorkerMailbox], -): - worker, global_events = worker_and_mailbox - async with create_task_group() as tg: - tg.start_soon(worker.run) - instance_value: Instance = instance(INSTANCE_1_ID, NODE_A, RUNNER_1_ID) - instance_value.instance_type = InstanceStatus.Active - instance_value.shard_assignments.runner_to_shard[ - RUNNER_1_ID - ].should_timeout = 10 - - await global_events.append_events( - [InstanceCreated(instance=instance_value)], origin=MASTER_NODE_ID - ) - - await until_event_with_timeout( - global_events, - RunnerStatusUpdated, - multiplicity=3, - condition=lambda x: isinstance(x.runner_status, FailedRunnerStatus), - ) - - # Ensure the correct events have been emitted - events = global_events.collect() - - assert ( - len( - [ - x - for x in events - if isinstance(x.event, RunnerStatusUpdated) - and isinstance(x.event.runner_status, FailedRunnerStatus) - ] - ) - == 3 - ) - assert any([isinstance(x.event, InstanceDeleted) for x in events]) - worker.shutdown() diff --git a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py b/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py deleted file mode 100644 index 60501d9c..00000000 --- a/src/exo/worker/tests/test_multimodel/test_inference_llama70B.py +++ /dev/null @@ -1,525 +0,0 @@ -import asyncio -import os -import time -from typing import Callable - -import pytest -from anyio import create_task_group - -from exo.shared.models.model_meta import get_model_meta -from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams -from exo.shared.types.common import Host -from exo.shared.types.events import ( - ChunkGenerated, - InstanceCreated, - InstanceDeleted, - RunnerStatusUpdated, - TaskCreated, -) -from exo.shared.types.models import ModelId, ModelMetadata -from exo.shared.types.tasks import ( - ChatCompletionTask, - Task, - TaskId, - TaskStatus, -) -from exo.shared.types.worker.common import InstanceId -from exo.shared.types.worker.instances import ( - Instance, - InstanceStatus, - ShardAssignments, -) -from exo.shared.types.worker.runners import LoadedRunnerStatus -from exo.shared.types.worker.shards import PipelineShardMetadata -from exo.worker.main import Worker -from exo.worker.tests.constants import ( - COMMAND_1_ID, - COMMAND_2_ID, - INSTANCE_1_ID, - MASTER_NODE_ID, - NODE_A, - NODE_B, - RUNNER_1_ID, - RUNNER_2_ID, - TASK_1_ID, - TASK_2_ID, -) -from exo.worker.tests.worker_management import ( - WorkerMailbox, - read_streaming_response, - until_event_with_timeout, -) - -MODEL_ID = "mlx-community/Llama-3.3-70B-Instruct-4bit" -SKIP = True - - -@pytest.fixture -async def model_meta() -> ModelMetadata: - return await get_model_meta(MODEL_ID) - - -def _get_model_size_gb(path: str) -> float: - """Calculate total size of directory recursively in GB.""" - total_size = 0 - for dirpath, _, filenames in os.walk(path): - for filename in filenames: - filepath = os.path.join(dirpath, filename) - if os.path.isfile(filepath): - total_size += os.path.getsize(filepath) - return total_size / (1024**3) # Convert bytes to GB - - -skip = SKIP or not ( - os.path.exists( - os.path.expanduser("~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/") - ) - and _get_model_size_gb( - os.path.expanduser("~/.exo/models/mlx-community--Llama-3.3-70B-Instruct-4bit/") - ) - > 30 -) - - -@pytest.mark.skipif( - skip, - reason="This test only runs when model mlx-community/Llama-3.3-70B-Instruct-4bit is downloaded", -) -async def test_ttft( - pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], - hosts: Callable[[int], list[Host]], - worker_and_mailbox: tuple[Worker, WorkerMailbox], -): - from loguru import logger - - worker, global_events = worker_and_mailbox - async with create_task_group() as tg: - tg.start_soon(worker.run) - ## Instance - model_id = ModelId(MODEL_ID) - - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard={RUNNER_1_ID: pipeline_shard_meta(1, 0)}, - node_to_runner={NODE_A: RUNNER_1_ID}, - ) - - instance = Instance( - instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.Active, - shard_assignments=shard_assignments, - hosts=hosts(1), - ) - - # Create instance first - await global_events.append_events( - [InstanceCreated(instance=instance)], origin=MASTER_NODE_ID - ) - - await until_event_with_timeout( - global_events, - event_type=RunnerStatusUpdated, - condition=lambda x: isinstance(x.runner_status, LoadedRunnerStatus), - ) - logger.info("model loaded.") - - # First inference - task1_params = ChatCompletionTaskParams( - model="gpt-4", - messages=[ - ChatCompletionMessage( - role="user", content="Please write a haiku about a flower." - ) - ], - stream=True, - max_tokens=100, - ) - task1 = ChatCompletionTask( - task_id=TASK_1_ID, - command_id=COMMAND_1_ID, - instance_id=INSTANCE_1_ID, - task_status=TaskStatus.Pending, - task_params=task1_params, - ) - - print("Starting first inference...") - # Clean out the current global events - _ = global_events.collect() - - task_created_time_1 = time.time() - await global_events.append_events( - [TaskCreated(task_id=task1.task_id, task=task1)], origin=MASTER_NODE_ID - ) - - # Wait for first chunk to measure time to first token - first_chunk_seen_1 = False - time_to_first_token_1: None | float = None - while not first_chunk_seen_1: - event = (await global_events.receive()).event - if isinstance(event, ChunkGenerated) and hasattr(event, "chunk"): - first_chunk_time_1 = time.time() - time_to_first_token_1 = first_chunk_time_1 - task_created_time_1 - first_chunk_seen_1 = True - break - - ( - _, - seen_task_finished_1, - response_string_1, - token_count_1, - ) = await read_streaming_response(global_events) - total_time_1 = time.time() - task_created_time_1 - - assert seen_task_finished_1 - - # Wait for first task to complete - await asyncio.sleep(5.0) - - # Second inference - task2_params = ChatCompletionTaskParams( - model="gpt-4", - messages=[ - ChatCompletionMessage( - role="user", content="Write me a haiku about a robot." - ) - ], - stream=True, - max_tokens=150, - ) - task2 = ChatCompletionTask( - task_id=TASK_2_ID, - command_id=COMMAND_2_ID, - instance_id=INSTANCE_1_ID, - task_status=TaskStatus.Pending, - task_params=task2_params, - ) - - print("Starting second inference...") - # Clean out the current global events - # Record the current event index before creating the second task - _ = global_events.collect() - - task_created_time_2 = time.time() - await global_events.append_events( - [TaskCreated(task_id=task2.task_id, task=task2)], origin=MASTER_NODE_ID - ) - - # Wait for first chunk of second task to measure time to first token - first_chunk_seen_2 = False - time_to_first_token_2: float | None = None - while not first_chunk_seen_2: - event = (await global_events.receive()).event - if isinstance(event, ChunkGenerated) and hasattr(event, "chunk"): - first_chunk_time_2 = time.time() - time_to_first_token_2 = first_chunk_time_2 - task_created_time_2 - first_chunk_seen_2 = True - break - - ( - _, - seen_task_finished_2, - response_string_2, - token_count_2, - ) = await read_streaming_response(global_events, filter_task=TASK_2_ID) - total_time_2 = time.time() - task_created_time_2 - - assert seen_task_finished_2 - assert time_to_first_token_1 - assert time_to_first_token_2 - - # Calculate TPS metrics - # Prompt is approximately 45 tokens according to user - prompt_tokens = 45 - - # Prefill TPS = prompt tokens / time to first token - prefill_tps_1 = ( - prompt_tokens / time_to_first_token_1 if time_to_first_token_1 > 0 else 0 - ) - prefill_tps_2 = ( - prompt_tokens / time_to_first_token_2 if time_to_first_token_2 > 0 else 0 - ) - - # Generation TPS = generated tokens / generation time - # Generation time = total time - time to first token - generation_time_1 = total_time_1 - time_to_first_token_1 - generation_time_2 = total_time_2 - time_to_first_token_2 - generation_tps_1 = ( - token_count_1 / generation_time_1 if generation_time_1 > 0 else 0 - ) - generation_tps_2 = ( - token_count_2 / generation_time_2 if generation_time_2 > 0 else 0 - ) - - # Display time to first token profiling results - print("\n=== Time to First Token Profiling ===") - print(f"First inference ('{task1.task_params.messages[0].content}'):") - print(f" Time to first token: {time_to_first_token_1:.3f}s") - print(f" Total completion time: {total_time_1:.3f}s") - print(f" Tokens generated: {token_count_1}") - print(f" Response length: {len(response_string_1)} chars") - print( - f" Prefill TPS: {prefill_tps_1:.1f} tokens/sec ({prompt_tokens} prompt tokens / {time_to_first_token_1:.3f}s)" - ) - print( - f" Generation TPS: {generation_tps_1:.1f} tokens/sec ({token_count_1} tokens / {generation_time_1:.3f}s)" - ) - - print(f"\nSecond inference ('{task2.task_params.messages[0].content}'):") - print(f" Time to first token: {time_to_first_token_2:.3f}s") - print(f" Total completion time: {total_time_2:.3f}s") - print(f" Tokens generated: {token_count_2}") - print(f" Response length: {len(response_string_2)} chars") - print( - f" Prefill TPS: {prefill_tps_2:.1f} tokens/sec ({prompt_tokens} prompt tokens / {time_to_first_token_2:.3f}s)" - ) - print( - f" Generation TPS: {generation_tps_2:.1f} tokens/sec ({token_count_2} tokens / {generation_time_2:.3f}s)" - ) - - print("\nComparison:") - print( - f" Second inference time to first token: {time_to_first_token_2 / time_to_first_token_1:.2f}x the first" - ) - print( - f" Second inference prefill TPS: {prefill_tps_2 / prefill_tps_1:.2f}x the first" - ) - print( - f" Second inference generation TPS: {generation_tps_2 / generation_tps_1:.2f}x the first" - ) - - # Basic assertions to ensure responses make sense - assert len(response_string_1) > 0 - assert len(response_string_2) > 0 - assert time_to_first_token_1 and time_to_first_token_1 > 0 - assert time_to_first_token_2 and time_to_first_token_2 > 0 - - # Cleanup - _ = global_events.collect() - await asyncio.sleep(1.0) - events = global_events.collect() - assert len(events) == 0 - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - await asyncio.sleep(2.0) - worker.shutdown() - - -@pytest.mark.skipif( - skip, - reason="This test only runs when model mlx-community/Llama-3.3-70B-Instruct-4bit is downloaded", -) -async def test_2_runner_inference( - pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], - hosts: Callable[[int], list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task], - two_workers_with_shared_mailbox: tuple[Worker, Worker, WorkerMailbox], -): - worker1, worker2, global_events = two_workers_with_shared_mailbox - - async with create_task_group() as tg: - tg.start_soon(worker1.run) - tg.start_soon(worker2.run) - ## Instance - model_id = ModelId(MODEL_ID) - - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard={ - RUNNER_1_ID: pipeline_shard_meta(2, 0), - RUNNER_2_ID: pipeline_shard_meta(2, 1), - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, - ) - - instance = Instance( - instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.Active, - shard_assignments=shard_assignments, - hosts=hosts(2), - ) - - task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - task.task_params.messages[ - 0 - ].content = "Can you explain to me how a bubble sort works, speaking as if you are a fairy." - task.task_params.max_tokens = 1000 - - await global_events.append_events( - [ - InstanceCreated(instance=instance), - TaskCreated(task_id=task.task_id, task=task), - ], - origin=MASTER_NODE_ID, - ) - - ( - seen_task_started, - seen_task_finished, - response_string, - _, - ) = await read_streaming_response(global_events) - - assert seen_task_started - assert seen_task_finished - assert "swap" in response_string.lower() - - _ = global_events.collect() - await asyncio.sleep(1.0) - events = global_events.collect() - assert len(events) == 0 - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - await asyncio.sleep(2.0) - - worker1.shutdown() - worker2.shutdown() - - -@pytest.mark.skipif( - skip, - reason="This test only runs when model mlx-community/Llama-3.3-70B-Instruct-4bit is downloaded", -) -async def test_parallel_inference( - pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], - hosts: Callable[[int], list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task], - two_workers_with_shared_mailbox: tuple[Worker, Worker, WorkerMailbox], -): - worker1, worker2, global_events = two_workers_with_shared_mailbox - - async with create_task_group() as tg: - tg.start_soon(worker1.run) - tg.start_soon(worker2.run) - - ## Instance - model_id = ModelId(MODEL_ID) - - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard={ - RUNNER_1_ID: pipeline_shard_meta(2, 0), - RUNNER_2_ID: pipeline_shard_meta(2, 1), - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, - ) - - instance = Instance( - instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.Active, - shard_assignments=shard_assignments, - hosts=hosts(2), - ) - - completion_create_params_1 = ChatCompletionTaskParams( - model="gpt-4", - messages=[ - ChatCompletionMessage( - role="user", content='Tell me a haiku that uses the word "pond".' - ) - ], - stream=True, - max_tokens=1000, - ) - task1 = ChatCompletionTask( - task_id=TASK_1_ID, - command_id=COMMAND_1_ID, - instance_id=INSTANCE_1_ID, - task_status=TaskStatus.Pending, - task_params=completion_create_params_1, - ) - - completion_create_params_2 = ChatCompletionTaskParams( - model="gpt-4", - messages=[ - ChatCompletionMessage( - role="user", content='Tell me a haiku that uses the word "tree".' - ) - ], - stream=True, - max_tokens=1000, - ) - task2 = ChatCompletionTask( - task_id=TASK_2_ID, - command_id=COMMAND_2_ID, - instance_id=INSTANCE_1_ID, - task_status=TaskStatus.Pending, - task_params=completion_create_params_2, - ) - - await global_events.append_events( - [ - InstanceCreated(instance=instance), - TaskCreated(task_id=task1.task_id, task=task1), - TaskCreated(task_id=task2.task_id, task=task2), - ], - origin=MASTER_NODE_ID, - ) - - ( - seen_task_started_1, - seen_task_finished_1, - response_string_1, - _, - ) = await read_streaming_response(global_events) - - incomplete_task = ( - TASK_2_ID - if worker1.state.tasks[TASK_1_ID].task_status == TaskStatus.Complete - else TASK_2_ID - ) - ( - seen_task_started_2, - seen_task_finished_2, - response_string_2, - _, - ) = await read_streaming_response(global_events, filter_task=incomplete_task) - - assert seen_task_started_1 - assert seen_task_finished_1 - assert seen_task_started_2 - assert seen_task_finished_2 - - print(response_string_1) - print(response_string_2) - - assert ("pond" in response_string_1.lower()) ^ ( - "pond" in response_string_2.lower() - ), "'pond' must appear in exactly one response" - assert ("tree" in response_string_1.lower()) ^ ( - "tree" in response_string_2.lower() - ), "'tree' must appear in exactly one response" - - _ = global_events.collect() - await asyncio.sleep(1.0) - events = global_events.collect() - assert len(events) == 0 - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - await asyncio.sleep(2.0) - - worker1.shutdown() - worker2.shutdown() diff --git a/src/exo/worker/tests/test_plan/test_worker_plan.py b/src/exo/worker/tests/test_plan/test_worker_plan.py deleted file mode 100644 index c555edd4..00000000 --- a/src/exo/worker/tests/test_plan/test_worker_plan.py +++ /dev/null @@ -1,550 +0,0 @@ -import pytest -from exo.worker.common import AssignedRunner - -from exo.shared.types.api import ChatCompletionMessage -from exo.shared.types.state import State -from exo.shared.types.tasks import ( - ChatCompletionTask, - ChatCompletionTaskParams, - TaskStatus, -) -from exo.shared.types.worker.common import WorkerStatus -from exo.shared.types.worker.downloads import ( - DownloadPending, -) -from exo.shared.types.worker.instances import InstanceStatus -from exo.shared.types.worker.ops import ( - AssignRunnerOp, - ExecuteTaskOp, - RunnerDownOp, - RunnerUpOp, - UnassignRunnerOp, -) -from exo.shared.types.worker.runners import ( - DownloadingRunnerStatus, - FailedRunnerStatus, - InactiveRunnerStatus, - LoadedRunnerStatus, - RunningRunnerStatus, -) -from exo.shared.types.worker.shards import PipelineShardMetadata -from exo.worker.main import Worker -from exo.worker.plan import plan -from exo.worker.tests.constants import ( - COMMAND_1_ID, - INSTANCE_1_ID, - MODEL_A_ID, - NODE_A, - NODE_B, - RUNNER_1_ID, - RUNNER_2_ID, - TASK_1_ID, -) -from exo.worker.tests.test_plan.test_worker_plan_utils import ( - InProcessRunner, - PlanTestCase, - make_downloading_status, - make_model_meta, - make_state, - make_test_case, -) - -""" -The idea with these tests is to define declaratively the input and expected output of the worker.plan function. - -We initialize a Worker with InProcessRunners. We then construct a State which gets passed to Worker.plan. -We then check what operation is returned by Worker.plan. - -Note that the 'self' node will always be NODE_A. This leads to the swapped-around cases when checking failure cases etc. -""" - - -def _get_test_cases() -> list[PlanTestCase]: - # The `model_path` for `RUNNER_1_ID` must exist for the `DownloadOp` test case to pass validation. - model_a_meta = make_model_meta(MODEL_A_ID) - return [ - PlanTestCase( - description="no runners -> no-op", - in_process_runners=[], - state=State( - node_status={NODE_A: WorkerStatus.Idle}, instances={}, runners={} - ), - expected_op=None, - ), - # Both 'assigned' and 'downloading' should be blocking ops - so if we are in either of these we should unassign to retry. - # This needs to change when we move to an async worker - make_test_case( - description="runner state assigned, runner is assigned and downloading -> unassign", - runner_specs=[ - { - "runner_id": RUNNER_1_ID, - "node_id": NODE_A, - "device_rank": 0, - "status": make_downloading_status(NODE_A), - "downloaded": False, - } - ], - instance_status=InstanceStatus.Inactive, - expected_op=UnassignRunnerOp(runner_id=RUNNER_1_ID), - ), - make_test_case( - description="ready runner, model present -> no-op", - runner_specs=[ - { - "runner_id": RUNNER_1_ID, - "node_id": NODE_A, - "device_rank": 0, - "status": InactiveRunnerStatus(), - "downloaded": True, - } - ], - instance_status=InstanceStatus.Inactive, - expected_op=None, - ), - PlanTestCase( - description="runner assigned and not in state -> AssignRunnerOp", - in_process_runners=[], - state=make_state( - runner_specs_per_instance={ - INSTANCE_1_ID: [(RUNNER_1_ID, NODE_A, 0, InactiveRunnerStatus())] - }, - model_id=MODEL_A_ID, - instance_status=InstanceStatus.Active, # Either active or inactive should yield the same. - ), - expected_op=AssignRunnerOp( - instance_id=INSTANCE_1_ID, - runner_id=RUNNER_1_ID, - shard_metadata=PipelineShardMetadata( - device_rank=0, - world_size=1, - model_meta=model_a_meta, - start_layer=0, - end_layer=1, - n_layers=1, - ), - hosts=[], - ), - ), - PlanTestCase( - description="runner assigned but no longer in state -> UnassignRunnerOp", - in_process_runners=[ - InProcessRunner( - runner_id=RUNNER_1_ID, - instance_id=INSTANCE_1_ID, - model_id=MODEL_A_ID, - status=InactiveRunnerStatus(), - downloaded=False, - ) - ], - state=State( - node_status={NODE_A: WorkerStatus.Idle}, instances={}, runners={} - ), - expected_op=UnassignRunnerOp(runner_id=RUNNER_1_ID), - ), - make_test_case( - description="ready runner (and state up) -> expect RunnerUpOp", - runner_specs=[ - { - "runner_id": RUNNER_1_ID, - "node_id": NODE_A, - "device_rank": 0, - "status": InactiveRunnerStatus(), - "downloaded": True, - } - ], - instance_status=InstanceStatus.Active, - expected_op=RunnerUpOp(runner_id=RUNNER_1_ID), - ), - make_test_case( - description="1 ready, 1 downloading (and state up) -> no-op", - runner_specs=[ - { - "runner_id": RUNNER_1_ID, - "node_id": NODE_A, - "device_rank": 0, - "status": InactiveRunnerStatus(), - "downloaded": True, - }, - { - "runner_id": RUNNER_2_ID, - "node_id": NODE_B, - "device_rank": 1, - "status": DownloadingRunnerStatus( - download_progress=DownloadPending(node_id=NODE_A) - ), - "downloaded": False, - }, - ], - tasks=[ - { - "task_id": TASK_1_ID, - "instance_id": INSTANCE_1_ID, - "status": TaskStatus.Pending, - "messages": [{"role": "user", "content": "Hello, world!"}], - } - ], - instance_status=InstanceStatus.Active, - expected_op=None, - ), - make_test_case( - description="2 ready runners (and state up) -> expect RunnerUpOp", - runner_specs=[ - { - "runner_id": RUNNER_1_ID, - "node_id": NODE_A, - "device_rank": 0, - "status": InactiveRunnerStatus(), - "downloaded": True, - }, - { - "runner_id": RUNNER_2_ID, - "node_id": NODE_B, - "device_rank": 1, - "status": InactiveRunnerStatus(), - "downloaded": True, - }, - ], - tasks=[ - { - "task_id": TASK_1_ID, - "instance_id": INSTANCE_1_ID, - "status": TaskStatus.Pending, - "messages": [{"role": "user", "content": "Hello, world!"}], - } - ], - instance_status=InstanceStatus.Active, - expected_op=RunnerUpOp(runner_id=RUNNER_1_ID), - ), - make_test_case( - description="loaded runner (and state down) -> expect RunnerDownOp", - runner_specs=[ - { - "runner_id": RUNNER_1_ID, - "node_id": NODE_A, - "device_rank": 0, - "status": LoadedRunnerStatus(), - "downloaded": True, - } - ], - instance_status=InstanceStatus.Inactive, - expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), - ), - make_test_case( - description="failed runner (and state down) -> expect RunnerDownOp", - runner_specs=[ - { - "runner_id": RUNNER_1_ID, - "node_id": NODE_A, - "device_rank": 0, - "status": FailedRunnerStatus(), - "downloaded": True, - } - ], - instance_status=InstanceStatus.Inactive, - expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), - ), - make_test_case( - description="loaded runner, model present, task pending -> expect ExecuteTaskOp", - runner_specs=[ - { - "runner_id": RUNNER_1_ID, - "node_id": NODE_A, - "device_rank": 0, - "status": LoadedRunnerStatus(), - "downloaded": True, - } - ], - tasks=[ - { - "task_id": TASK_1_ID, - "instance_id": INSTANCE_1_ID, - "status": TaskStatus.Pending, - "messages": [{"role": "user", "content": "Hello, world!"}], - } - ], - instance_status=InstanceStatus.Active, - expected_op=ExecuteTaskOp( - runner_id=RUNNER_1_ID, - task=ChatCompletionTask( - task_id=TASK_1_ID, - command_id=COMMAND_1_ID, - instance_id=INSTANCE_1_ID, - task_status=TaskStatus.Pending, - task_params=ChatCompletionTaskParams( - model=str(MODEL_A_ID), - messages=[ - ChatCompletionMessage(role="user", content="Hello, world!") - ], - ), - ), - ), - ), - # We should only run rank 0 once all other ranks are running. - make_test_case( - description="two loaded runners & task, i'm rank 0 -> no-op", - runner_specs=[ - { - "runner_id": RUNNER_1_ID, - "node_id": NODE_A, - "device_rank": 0, - "status": LoadedRunnerStatus(), - "downloaded": True, - }, - { - "runner_id": RUNNER_2_ID, - "node_id": NODE_B, - "device_rank": 1, - "status": LoadedRunnerStatus(), - "downloaded": True, - }, - ], - tasks=[ - { - "task_id": TASK_1_ID, - "instance_id": INSTANCE_1_ID, - "status": TaskStatus.Pending, - "messages": [{"role": "user", "content": "Hello, world!"}], - } - ], - instance_status=InstanceStatus.Active, - expected_op=None, - ), - make_test_case( - description="two loaded runners & task, i'm rank 1 -> expect ExecuteTaskOp on rank 1", - runner_specs=[ - { - "runner_id": RUNNER_1_ID, - "node_id": NODE_A, - "device_rank": 1, - "status": LoadedRunnerStatus(), - "downloaded": True, - }, - { - "runner_id": RUNNER_2_ID, - "node_id": NODE_B, - "device_rank": 0, - "status": LoadedRunnerStatus(), - "downloaded": True, - }, - ], - tasks=[ - { - "task_id": TASK_1_ID, - "instance_id": INSTANCE_1_ID, - "status": TaskStatus.Pending, - "messages": [{"role": "user", "content": "Hello, world!"}], - } - ], - instance_status=InstanceStatus.Active, - expected_op=ExecuteTaskOp( - runner_id=RUNNER_1_ID, - task=ChatCompletionTask( - task_id=TASK_1_ID, - command_id=COMMAND_1_ID, - instance_id=INSTANCE_1_ID, - task_params=ChatCompletionTaskParams( - model=str(MODEL_A_ID), - messages=[ - ChatCompletionMessage(role="user", content="Hello, world!") - ], - ), - task_status=TaskStatus.Pending, - ), - ), - ), - make_test_case( - description="rank 1 loaded, rank 0 ready, i'm rank 0 -> expect ExecuteTaskOp on rank 0", - runner_specs=[ - { - "runner_id": RUNNER_1_ID, - "node_id": NODE_A, - "device_rank": 0, - "status": LoadedRunnerStatus(), - "downloaded": True, - }, - { - "runner_id": RUNNER_2_ID, - "node_id": NODE_B, - "device_rank": 1, - "status": RunningRunnerStatus(), - "downloaded": True, - }, - ], - tasks=[ - { - "task_id": TASK_1_ID, - "instance_id": INSTANCE_1_ID, - "status": TaskStatus.Pending, - "messages": [{"role": "user", "content": "Hello, world!"}], - } - ], - instance_status=InstanceStatus.Active, - expected_op=ExecuteTaskOp( - runner_id=RUNNER_1_ID, - task=ChatCompletionTask( - task_id=TASK_1_ID, - command_id=COMMAND_1_ID, - instance_id=INSTANCE_1_ID, - task_params=ChatCompletionTaskParams( - model=str(MODEL_A_ID), - messages=[ - ChatCompletionMessage(role="user", content="Hello, world!") - ], - ), - task_status=TaskStatus.Pending, - ), - ), - ), - make_test_case( - description="this runner failed (1 node) -> RunnerDownOp", - runner_specs=[ - { - "runner_id": RUNNER_1_ID, - "node_id": NODE_A, - "device_rank": 0, - "status": FailedRunnerStatus(), - "downloaded": True, - } - ], - instance_status=InstanceStatus.Active, - expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), - ), - make_test_case( - description="other runner failed -> RunnerDownOp", - runner_specs=[ - { - "runner_id": RUNNER_1_ID, - "node_id": NODE_A, - "device_rank": 0, - "status": LoadedRunnerStatus(), - "downloaded": True, - }, - { - "runner_id": RUNNER_2_ID, - "node_id": NODE_B, - "device_rank": 1, - "status": FailedRunnerStatus(), - "downloaded": True, - }, - ], - instance_status=InstanceStatus.Active, - expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), - ), - make_test_case( - description="this runner failed (2 nodes) -> no-op", - runner_specs=[ - { - "runner_id": RUNNER_1_ID, - "node_id": NODE_A, - "device_rank": 0, - "status": FailedRunnerStatus(), - "downloaded": True, - }, - { - "runner_id": RUNNER_2_ID, - "node_id": NODE_B, - "device_rank": 1, - "status": LoadedRunnerStatus(), - "downloaded": True, - }, - ], - instance_status=InstanceStatus.Active, - expected_op=None, - ), - make_test_case( - description="this node failed, other node spun down -> RunnerDownOp", - runner_specs=[ - { - "runner_id": RUNNER_1_ID, - "node_id": NODE_A, - "device_rank": 0, - "status": FailedRunnerStatus(), - "downloaded": True, - }, - { - "runner_id": RUNNER_2_ID, - "node_id": NODE_B, - "device_rank": 1, - "status": InactiveRunnerStatus(), - "downloaded": True, - }, - ], - instance_status=InstanceStatus.Active, - expected_op=RunnerDownOp(runner_id=RUNNER_1_ID), - ), - ] - - -# --------------------------------------------------------------------------- -# Parametrised test -# --------------------------------------------------------------------------- - - -# Pre-compute readable identifiers for each case to avoid lambda typing issues. -@pytest.mark.parametrize( - "case", - # We use a factory to delay test case generation until tmp_path is available. - [pytest.param(c, id=c.id()) for c in _get_test_cases()], -) -def test_worker_plan(case: PlanTestCase, worker_void_mailbox: Worker) -> None: - """Exercise Worker.plan across declarative scenarios.""" - - print(f"----- case: {case.description}") - - # Regenerate test cases with the actual tmp_path fixture - test_cases = {c.description: c for c in _get_test_cases()} - case = test_cases[case.description] - - worker = worker_void_mailbox - - runner_config: InProcessRunner - for runner_config in case.in_process_runners: - if len(case.state.instances) == 1: - instance_id = next(iter(case.state.instances)) - - shard_assignments = case.state.instances[instance_id].shard_assignments - shard_metadata = shard_assignments.runner_to_shard[runner_config.runner_id] - - # Only add this runner if it belongs to our node - runner_node = None - for node, runner in shard_assignments.node_to_runner.items(): - if runner == runner_config.runner_id: - runner_node = node - break - - if runner_node != worker.node_id: - # This runner belongs to a different node, skip it - continue - - elif len(case.state.instances) == 0: - shard_metadata = PipelineShardMetadata( - device_rank=runner_config.device_rank, - world_size=1, - model_meta=make_model_meta(runner_config.model_id), - start_layer=0, - end_layer=1, - n_layers=1, - ) - else: - raise Exception( - "test_worker_plan not currently designed to have more than 1 instance." - ) - - assigned_runner = AssignedRunner( - runner_id=runner_config.runner_id, - instance_id=runner_config.instance_id, - shard_metadata=shard_metadata, - hosts=[], - status=runner_config.status, - runner=None, - ) - worker.assigned_runners[runner_config.runner_id] = assigned_runner - - op = plan( - worker.assigned_runners, - NODE_A, - case.state.instances, - case.state.runners, - case.state.tasks, - ) - assert op == case.expected_op diff --git a/src/exo/worker/tests/test_plan/test_worker_plan_utils.py b/src/exo/worker/tests/test_plan/test_worker_plan_utils.py deleted file mode 100644 index 9053df1f..00000000 --- a/src/exo/worker/tests/test_plan/test_worker_plan_utils.py +++ /dev/null @@ -1,292 +0,0 @@ -from dataclasses import dataclass -from typing import NotRequired, TypedDict - -from typing_extensions import Literal - -from exo.shared.models.model_cards import MODEL_CARDS, ModelCard -from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams -from exo.shared.types.common import CommandId, NodeId -from exo.shared.types.memory import Memory -from exo.shared.types.models import ModelId, ModelMetadata -from exo.shared.types.state import State -from exo.shared.types.tasks import ChatCompletionTask, TaskId, TaskStatus -from exo.shared.types.worker.common import InstanceId, RunnerId, WorkerStatus -from exo.shared.types.worker.downloads import DownloadOngoing, DownloadProgressData -from exo.shared.types.worker.instances import Instance, InstanceStatus -from exo.shared.types.worker.ops import RunnerOp -from exo.shared.types.worker.runners import ( - DownloadingRunnerStatus, - RunnerStatus, - RunningRunnerStatus, - ShardAssignments, -) -from exo.shared.types.worker.shards import PipelineShardMetadata -from exo.worker.tests.constants import COMMAND_1_ID, INSTANCE_1_ID, MODEL_A_ID - - -class RunnerSpecDict(TypedDict): - """Type definition for runner specification dictionaries.""" - - runner_id: RunnerId - node_id: NodeId - device_rank: int - status: RunnerStatus - downloaded: NotRequired[bool] # defaults to True if not provided - - -class MessageDict(TypedDict): - """Type definition for message dictionaries.""" - - role: Literal["system", "user", "assistant", "developer", "tool", "function"] - content: NotRequired[str | None] - name: NotRequired[str | None] - tool_calls: NotRequired[list[dict[str, str]] | None] - tool_call_id: NotRequired[str | None] - function_call: NotRequired[dict[str, str] | None] - - -class TaskSpecDict(TypedDict): - """Type definition for task specification dictionaries.""" - - task_id: TaskId - instance_id: NotRequired[ - InstanceId - ] # defaults to function parameter if not provided - command_id: NotRequired[CommandId] # defaults to COMMAND_1_ID if not provided - status: NotRequired[TaskStatus] # defaults to TaskStatus.PENDING if not provided - model: NotRequired[str] # defaults to model_id if not provided - messages: NotRequired[ - list[MessageDict] - ] # defaults to [{'role': 'user', 'content': 'Hello, world!'}] if not provided - - -@dataclass(slots=True, frozen=True) -class InProcessRunner: - """Minimal description of a runner's in-process state.""" - - runner_id: RunnerId - instance_id: InstanceId - model_id: ModelId - status: RunnerStatus - downloaded: bool - device_rank: int = 0 - - -@dataclass(slots=True, frozen=True) -class PlanTestCase: - """Table-driven description of an entire planning scenario.""" - - description: str - state: State - in_process_runners: list[InProcessRunner] - expected_op: RunnerOp | None - - def id(self) -> str: # noqa: D401 - return self.description.replace(" ", "_") - - -def make_shard_metadata( - device_rank: int, world_size: int, model_id: ModelId = MODEL_A_ID -) -> PipelineShardMetadata: - """Create PipelineShardMetadata with proper layer assignments based on device_rank and world_size.""" - total_layers = world_size # For simplicity in tests, total_layers = world_size - - if world_size == 1: - start_layer = 0 - end_layer = 1 - n_layers = 1 - else: - # For multi-device setup, each device gets one layer - start_layer = device_rank - end_layer = device_rank + 1 - n_layers = total_layers - - return PipelineShardMetadata( - device_rank=device_rank, - world_size=world_size, - model_meta=make_model_meta(model_id), - start_layer=start_layer, - end_layer=end_layer, - n_layers=n_layers, - ) - - -def make_downloading_status(node_id: NodeId) -> DownloadingRunnerStatus: - """Factory for a *Downloading* status with placeholder progress.""" - return DownloadingRunnerStatus( - download_progress=DownloadOngoing( - node_id=node_id, - download_progress=DownloadProgressData( - total_bytes=Memory.from_bytes(1), - downloaded_bytes=Memory.from_bytes(0), - downloaded_bytes_this_session=Memory.from_bytes(0), - completed_files=0, - total_files=0, - speed=0, - eta_ms=0, - files={}, - ), - ) - ) - - -def make_model_meta(model_id: str) -> ModelMetadata: - model_card: ModelCard - for card in MODEL_CARDS.values(): - if card.model_id == model_id: - model_card = card - - return ModelMetadata( - model_id=ModelId(model_id), - pretty_name=model_card.model_id, - storage_size=Memory.from_kb(10**6), - n_layers=16, - ) - - raise Exception(f"Unknown model_id passed: {model_id}") - - ## Alternatively, if we are ok for this method to be async: - # await _get_model_meta(model_id) - - -def make_instance( - instance_id: InstanceId, - runner_specs: list[tuple[RunnerId, NodeId, int, RunnerStatus]], - model_id: ModelId = MODEL_A_ID, - instance_status: InstanceStatus = InstanceStatus.Active, -) -> tuple[Instance, dict[RunnerId, RunnerStatus], dict[NodeId, WorkerStatus]]: - """Creates an instance with one or more runners.""" - runner_to_shard: dict[RunnerId, PipelineShardMetadata] = {} - node_to_runner: dict[NodeId, RunnerId] = {} - world_size = len(runner_specs) - - for runner_id, node_id, device_rank, _ in runner_specs: - shard_metadata = make_shard_metadata(device_rank, world_size, model_id) - runner_to_shard[runner_id] = shard_metadata - node_to_runner[node_id] = runner_id - - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard=runner_to_shard, - node_to_runner=node_to_runner, - ) - instance = Instance( - instance_id=instance_id, - instance_type=instance_status, - shard_assignments=shard_assignments, - hosts=[], - ) - - # Currently nodes are only ever idle - as if they were running we would be blocking - so we wouldn't be running plan() - # node_statuses = {node_id: WorkerStatus.Idle for _, node_id, _, _ in runner_specs} - node_statuses: dict[NodeId, WorkerStatus] = {} - for _runner_id, node_id, _, status in runner_specs: - if isinstance(status, RunningRunnerStatus): - node_statuses[node_id] = WorkerStatus.Running - else: - node_statuses[node_id] = WorkerStatus.Idle - runner_statuses = {runner_id: status for runner_id, _, _, status in runner_specs} - - return instance, runner_statuses, node_statuses - - -def make_state( - runner_specs_per_instance: dict[ - InstanceId, list[tuple[RunnerId, NodeId, int, RunnerStatus]] - ], - tasks: dict[TaskId, ChatCompletionTask] | None = None, - model_id: ModelId = MODEL_A_ID, - instance_status: InstanceStatus = InstanceStatus.Active, -) -> State: - """Builds a full State from runner specs per instance, tasks, and defaults.""" - if tasks is None: - tasks = {} - instances: dict[InstanceId, Instance] = {} - all_runner_statuses: dict[RunnerId, RunnerStatus] = {} - all_node_statuses: dict[NodeId, WorkerStatus] = {} - - for inst_id, specs in runner_specs_per_instance.items(): - # Build per-instance data using make_instance - instance, runner_statuses, node_statuses = make_instance( - instance_id=inst_id, - runner_specs=specs, - model_id=model_id, - instance_status=instance_status, - ) - instances[inst_id] = instance - all_runner_statuses.update(runner_statuses) - all_node_statuses.update(node_statuses) - - return State( - node_status=all_node_statuses, - instances=instances, - runners=all_runner_statuses, - tasks=tasks, - ) - - -def make_test_case( - description: str, - runner_specs: list[RunnerSpecDict], - tasks: list[TaskSpecDict] | None = None, - expected_op: RunnerOp | None = None, - instance_id: InstanceId = INSTANCE_1_ID, - instance_status: InstanceStatus = InstanceStatus.Active, - model_id: ModelId = MODEL_A_ID, - command_id: CommandId = COMMAND_1_ID, # Default for tasks -) -> PlanTestCase: - """Builds a PlanTestCase from high-level specs.""" - if tasks is None: - tasks = [] - # Convert runner_specs to tuple format for make_instance - specs_tuple = [ - (r["runner_id"], r["node_id"], r["device_rank"], r["status"]) - for r in runner_specs - ] - - # Build state using make_state (wrap single instance) - state_tasks: dict[TaskId, ChatCompletionTask] = {} - for t in tasks: - task = ChatCompletionTask( - instance_id=instance_id, - task_id=t["task_id"], - command_id=t.get("command_id", command_id), - task_status=t.get("status", TaskStatus.Pending), - task_params=ChatCompletionTaskParams( - model=t.get("model", str(model_id)), - messages=[ - ChatCompletionMessage(**m) - for m in t.get( - "messages", [{"role": "user", "content": "Hello, world!"}] - ) - ], - ), - ) - state_tasks[t["task_id"]] = task - - state = make_state( - runner_specs_per_instance={instance_id: specs_tuple}, - tasks=state_tasks, - model_id=model_id, - instance_status=instance_status, - ) - - # Build in_process_runners with downloaded (default True if missing) - in_process_runners = [ - InProcessRunner( - runner_id=r["runner_id"], - instance_id=instance_id, - model_id=model_id, - status=r["status"], - downloaded=r.get("downloaded", True), - device_rank=r["device_rank"], - ) - for r in runner_specs - ] - - return PlanTestCase( - description=description, - state=state, - in_process_runners=in_process_runners, - expected_op=expected_op, - ) diff --git a/src/exo/worker/tests/test_runner_connection.py b/src/exo/worker/tests/test_runner_connection.py deleted file mode 100644 index a887b866..00000000 --- a/src/exo/worker/tests/test_runner_connection.py +++ /dev/null @@ -1,181 +0,0 @@ -import asyncio -import os -from typing import Callable - -import pytest -from anyio import create_task_group, move_on_after - -from exo.shared.types.common import Host -from exo.shared.types.events import InstanceCreated, InstanceDeleted -from exo.shared.types.models import ModelId -from exo.shared.types.worker.instances import Instance, InstanceStatus, ShardAssignments -from exo.shared.types.worker.runners import FailedRunnerStatus -from exo.shared.types.worker.shards import PipelineShardMetadata -from exo.worker.main import Worker -from exo.worker.runner.runner_supervisor import RunnerSupervisor -from exo.worker.tests.constants import ( - INSTANCE_1_ID, - MASTER_NODE_ID, - NODE_A, - NODE_B, - RUNNER_1_ID, - RUNNER_2_ID, -) -from exo.worker.tests.worker_management import WorkerMailbox - - -@pytest.fixture -def user_message() -> str: - return "What is the capital of Japan?" - - -@pytest.mark.skipif( - os.environ.get("DETAILED", "").lower() != "true", - reason="This test only runs when ENABLE_SPINUP_TIMEOUT_TEST=true environment variable is set", -) -async def check_runner_connection( - pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], - hosts: Callable[[int], list[Host]], - two_workers_with_shared_mailbox: tuple[Worker, Worker, WorkerMailbox], -) -> bool: - async def wait_for_runner_supervisor( - worker: Worker, timeout: float = 5.0 - ) -> RunnerSupervisor | None: - with move_on_after(timeout): - while True: - assigned_runners = list(worker.assigned_runners.values()) - if assigned_runners: - runner = assigned_runners[0].runner - if isinstance(runner, RunnerSupervisor): - print("breaking because success") - return runner - if isinstance(assigned_runners[0].status, FailedRunnerStatus): - print("breaking because failed") - return runner - await asyncio.sleep(0.001) - - worker1, worker2, global_events = two_workers_with_shared_mailbox - # Track all tasks and workers for cleanup - async with create_task_group() as tg: - tg.start_soon(worker1.run) - tg.start_soon(worker2.run) - model_id = ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit") - - shard_assignments = ShardAssignments( - model_id=model_id, - runner_to_shard={ - RUNNER_1_ID: pipeline_shard_meta(2, 0), - RUNNER_2_ID: pipeline_shard_meta(2, 1), - }, - node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, - ) - - instance = Instance( - instance_id=INSTANCE_1_ID, - instance_type=InstanceStatus.Active, - shard_assignments=shard_assignments, - hosts=hosts(2), - ) - - await global_events.append_events( - [ - InstanceCreated(instance=instance), - ], - origin=MASTER_NODE_ID, - ) - - runner_supervisor = await wait_for_runner_supervisor(worker1, timeout=6.0) - ret = ( - runner_supervisor is not None - and runner_supervisor.runner_process.is_alive() - ) - - await global_events.append_events( - [ - InstanceDeleted( - instance_id=instance.instance_id, - ), - ], - origin=MASTER_NODE_ID, - ) - - await asyncio.sleep(0.5) - - worker1.shutdown() - worker2.shutdown() - tg.cancel_scope.cancel() - - return ret - # should be unreachable - raise - - -# Check Running status - -# # not now. - -# def test_runner_connection_stress( -# pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], -# hosts: Callable[[int], list[Host]], -# chat_completion_task: Callable[[InstanceId, str], Task], -# ) -> None: -# total_runs = 100 -# successes = 0 -# # not now. - -# def test_runner_connection_stress( -# pipeline_shard_meta: Callable[[int, int], PipelineShardMetadata], -# hosts: Callable[[int], list[Host]], -# chat_completion_task: Callable[[InstanceId, str], Task], -# ) -> None: -# total_runs = 100 -# successes = 0 - -# for _ in range(total_runs): -# # Create a fresh event loop for each iteration -# loop = asyncio.new_event_loop() -# asyncio.set_event_loop(loop) -# for _ in range(total_runs): -# # Create a fresh event loop for each iteration -# loop = asyncio.new_event_loop() -# asyncio.set_event_loop(loop) - -# try: -# result = loop.run_until_complete(check_runner_connection( -# pipeline_shard_meta=pipeline_shard_meta, -# hosts=hosts, -# chat_completion_task=chat_completion_task, -# )) -# if result: -# successes += 1 -# finally: -# # Cancel all running tasks -# pending = asyncio.all_tasks(loop) -# for task in pending: -# task.cancel() -# try: -# result = loop.run_until_complete(check_runner_connection( -# pipeline_shard_meta=pipeline_shard_meta, -# hosts=hosts, -# chat_completion_task=chat_completion_task, -# )) -# if result: -# successes += 1 -# finally: -# # Cancel all running tasks -# pending = asyncio.all_tasks(loop) -# for task in pending: -# task.cancel() - -# # Run the event loop briefly to allow cancellation to complete -# loop.run_until_complete(asyncio.gather(*pending, return_exceptions=True)) -# # Run the event loop briefly to allow cancellation to complete -# loop.run_until_complete(asyncio.gather(*pending, return_exceptions=True)) - -# # Close the event loop -# loop.close() -# # Close the event loop -# loop.close() - -# print(f"Runner connection successes: {successes} / {total_runs}") -# print(f"Runner connection successes: {successes} / {total_runs}") diff --git a/src/exo/worker/tests/test_serdes.py b/src/exo/worker/tests/test_serdes.py deleted file mode 100644 index 58c9c307..00000000 --- a/src/exo/worker/tests/test_serdes.py +++ /dev/null @@ -1,43 +0,0 @@ -from typing import Callable - -from pydantic import BaseModel, TypeAdapter - -from exo.shared.types.common import Host -from exo.shared.types.tasks import Task, TaskId -from exo.shared.types.worker.commands_runner import ( - ChatTaskMessage, - RunnerMessage, - SetupMessage, -) -from exo.shared.types.worker.common import InstanceId -from exo.shared.types.worker.shards import PipelineShardMetadata - - -def assert_equal_serdes[T: BaseModel](obj: T, typeadapter: TypeAdapter[T]): - encoded: bytes = obj.model_dump_json().encode("utf-8") + b"\n" - decoded: T = typeadapter.validate_json(encoded) - - assert decoded == obj, ( - f"Decoded: {decoded} != \nOriginal: {obj}. \n binary encoded: {encoded}" - ) - - -def test_supervisor_setup_message_serdes( - pipeline_shard_meta: Callable[..., PipelineShardMetadata], - hosts: Callable[..., list[Host]], -): - setup_message = SetupMessage( - model_shard_meta=pipeline_shard_meta(1, 0), - hosts=hosts(1), - ) - assert_equal_serdes(setup_message, TypeAdapter(RunnerMessage)) - - -def test_supervisor_task_message_serdes( - chat_completion_task: Callable[[InstanceId, TaskId], Task], -): - task = chat_completion_task(InstanceId(), TaskId()) - task_message = ChatTaskMessage( - task_data=task.task_params, - ) - assert_equal_serdes(task_message, TypeAdapter(RunnerMessage)) diff --git a/src/exo/worker/tests/test_spinup_timeout.py b/src/exo/worker/tests/test_spinup_timeout.py deleted file mode 100644 index 3780023a..00000000 --- a/src/exo/worker/tests/test_spinup_timeout.py +++ /dev/null @@ -1,50 +0,0 @@ -## Tests for worker state handlers - -import os -from typing import Callable - -import pytest - -from exo.shared.types.events import ( - Event, - RunnerStatusUpdated, -) -from exo.shared.types.tasks import Task, TaskId -from exo.shared.types.worker.instances import Instance, InstanceId -from exo.shared.types.worker.ops import ( - RunnerUpOp, -) -from exo.shared.types.worker.runners import FailedRunnerStatus -from exo.worker.main import Worker -from exo.worker.tests.constants import RUNNER_1_ID - -# To enable this test, run pytest with: ENABLE_SPINUP_TIMEOUT_TEST=true pytest - - -@pytest.mark.skipif( - os.environ.get("DETAILED", "").lower() != "true", - reason="This test only runs when ENABLE_SPINUP_TIMEOUT_TEST=true environment variable is set", -) -@pytest.mark.asyncio -async def test_runner_up_op_timeout( - worker_with_assigned_runner: tuple[Worker, Instance], - chat_completion_task: Callable[[InstanceId, TaskId], Task], - monkeypatch: pytest.MonkeyPatch, -): - worker, _ = worker_with_assigned_runner - - runner_up_op = RunnerUpOp(runner_id=RUNNER_1_ID) - - # _execute_runner_up_op should throw a TimeoutError with a short timeout - events: list[Event] = [] - async for event in worker._execute_runner_up_op( # type: ignore[misc] - runner_up_op, initialize_timeout=0.2 - ): - events.append(event) - - assert isinstance(events[-1], RunnerStatusUpdated) - assert isinstance(events[-1].runner_status, FailedRunnerStatus) - assert events[-1].runner_status.error_message is not None - assert "timeout" in events[-1].runner_status.error_message.lower() - - del worker.assigned_runners[list(worker.assigned_runners.keys())[0]] diff --git a/src/exo/worker/tests/test_supervisor/test_long.py b/src/exo/worker/tests/test_supervisor/test_long.py deleted file mode 100644 index 89f81969..00000000 --- a/src/exo/worker/tests/test_supervisor/test_long.py +++ /dev/null @@ -1,163 +0,0 @@ -import asyncio -from typing import Callable - -import pytest - -from exo.shared.models.model_cards import MODEL_CARDS -from exo.shared.openai_compat import FinishReason -from exo.shared.types.chunks import TokenChunk -from exo.shared.types.common import Host -from exo.shared.types.tasks import ( - Task, - TaskId, -) -from exo.shared.types.worker.common import InstanceId -from exo.shared.types.worker.shards import PipelineShardMetadata -from exo.worker.runner.runner_supervisor import RunnerSupervisor - - -@pytest.fixture -def user_message(): - """Override the default message to ask about France's capital""" - return "What is the capital of France?" - - -@pytest.fixture -def lorem_ipsum() -> str: - return """ -Lorem ipsum dolor sit amet, consectetur adipiscing elit. Phasellus rhoncus felis in velit tempus tristique. Nullam ipsum lectus, tristique a eros quis, ullamcorper accumsan lorem. Aliquam ut auctor elit, finibus porttitor neque. In cursus augue facilisis ante ullamcorper, at sollicitudin quam aliquam. Etiam ac lacinia lacus, et aliquet nunc. Phasellus nisi ex, feugiat quis dolor non, mollis consequat nulla. Suspendisse gravida, sem non lobortis viverra, turpis lacus elementum orci, in tristique augue tortor nec mauris. Curabitur aliquet lorem in rhoncus mollis. Aliquam pulvinar elit odio, ac feugiat magna luctus nec. Pellentesque non risus egestas, pellentesque arcu tincidunt, gravida risus. Etiam ut lorem ac lorem pharetra efficitur. Donec augue arcu, varius nec lorem vitae, suscipit semper tellus. Aliquam dignissim quis augue id fermentum. Proin aliquet pellentesque est, eget tincidunt odio ullamcorper vel. Suspendisse potenti. -Aenean imperdiet justo sit amet erat aliquet tristique. Sed tempus, turpis a cursus lobortis, ante sem imperdiet est, eu dapibus sapien velit eget elit. Donec feugiat sed risus sed scelerisque. Donec posuere tempor orci, sit amet pellentesque est efficitur non. Vivamus sodales pretium purus, sed rutrum enim auctor ut. Cras pharetra vitae libero et hendrerit. Sed nec tempus odio. Proin blandit facilisis scelerisque. Nulla in mattis mi. Etiam bibendum efficitur aliquam. Proin ut risus aliquet, rhoncus lectus non, rhoncus arcu. Nam nibh felis, ultrices a elit sed, ultricies sollicitudin tellus. Interdum et malesuada fames ac ante ipsum primis in faucibus. Maecenas faucibus magna ut purus imperdiet faucibus. Nam fermentum nulla fermentum magna aliquam, vel lacinia neque euismod. Donec tincidunt sed neque non facilisis. -Proin id lorem cursus, vehicula ante non, lacinia metus. Nam egestas dui a iaculis convallis. Ut suscipit justo est, nec pharetra ante accumsan ac. Pellentesque nec nisi ipsum. Duis non arcu neque. Curabitur non luctus purus. Phasellus pulvinar commodo lacus sit amet auctor. Ut ut mattis metus, eu auctor arcu. Etiam a suscipit est. Morbi orci mauris, suscipit tempus fermentum vel, luctus faucibus lectus. Aliquam a euismod arcu. Suspendisse porttitor eget libero vitae laoreet. -Fusce congue lorem mi, a mollis felis efficitur quis. Quisque lobortis scelerisque arcu, a varius sapien. Nulla eget orci non urna imperdiet tincidunt. Nunc mi massa, consectetur id lorem consectetur, molestie dignissim sem. Suspendisse et augue magna. Mauris id tempus velit, cursus suscipit tortor. Duis non mi non nisi fringilla maximus in et erat. -Proin consequat sapien eget tellus aliquam ultrices. Nunc hendrerit semper massa, pulvinar sodales ipsum condimentum eu. Proin vel ligula venenatis, lobortis lectus eu, vehicula justo. Mauris eu arcu at orci vehicula feugiat non eu metus. Duis ut vestibulum quam. Maecenas dolor elit, egestas ut purus sit amet, convallis lobortis massa. Ut volutpat augue ac ante consectetur dignissim. Maecenas vitae felis elementum, semper augue eu, auctor dolor. Ut pulvinar convallis tortor non volutpat. Curabitur vulputate sem sodales sapien pretium ultrices. Sed luctus libero vitae urna eleifend tincidunt. Proin pulvinar imperdiet cursus. Suspendisse ullamcorper laoreet leo dapibus tincidunt. Pellentesque molestie elementum felis. -Integer vitae congue nulla. Vestibulum ante ipsum primis in faucibus orci luctus et ultrices posuere cubilia curae; Vestibulum elit velit, malesuada quis ipsum et, imperdiet varius velit. Nam tristique viverra maximus. Curabitur eget semper lectus. Sed vitae lorem sit amet mi lacinia posuere ac a risus. Pellentesque et magna nisl. In hac habitasse platea dictumst. Aenean suscipit, nibh vitae sollicitudin commodo, risus mi commodo neque, nec venenatis velit augue sed massa. Nam tempus, arcu id eleifend auctor, est dui viverra odio, vel convallis arcu dolor id quam. Ut malesuada ligula vel interdum eleifend. In posuere ultrices tincidunt. Sed non enim sit amet lectus sagittis mattis eu at sapien. Pellentesque eu urna mollis, vehicula dolor eget, lobortis nisl. Suspendisse ex nisi, iaculis non sapien ac, fringilla rutrum dolor. Quisque pretium mauris nec ante gravida, sed laoreet neque viverra. -Donec mattis orci sit amet tincidunt maximus. Vestibulum ante ipsum primis in faucibus orci luctus et ultrices posuere cubilia curae; Curabitur tristique venenatis lectus, vel pulvinar sem. Sed vel dolor lacinia, aliquet nisi ac, bibendum libero. Nullam vulputate euismod augue ac imperdiet. Proin at fermentum sapien. Nam et fringilla lorem. Aenean sed lacus sed tellus sodales mattis ut rutrum ex. Nulla ligula diam, interdum quis faucibus sit amet, laoreet vel massa. Fusce mauris massa, tempor quis tempus nec, dictum a ligula. Ut at dapibus sapien. Nullam sem lorem, sollicitudin non dui a, consequat molestie mauris. Quisque sem nulla, vehicula nec vulputate ac, viverra in massa. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Curabitur pretium venenatis nisi non bibendum. Nam vitae ligula auctor, rutrum lectus eget, feugiat augue. -Ut nunc risus, vehicula at metus non, consequat suscipit risus. Mauris eget sem in neque tincidunt iaculis. Pellentesque lacus leo, molestie ut pharetra sit amet, porta nec neque. Aliquam eu bibendum odio. Proin tempus bibendum ornare. Morbi non risus vitae ante tempor porta quis sed augue. Nullam hendrerit nulla in eleifend tincidunt. Integer suscipit ligula at nunc blandit vehicula. Nam porttitor leo in turpis suscipit malesuada. Etiam sodales nunc nisi, pharetra malesuada nibh varius in. Cras quis pellentesque augue, vitae convallis velit. In et dui lorem. Integer semper eros eget augue posuere, ac elementum tellus convallis. Praesent blandit tempus ultrices. Suspendisse nec dui vitae neque varius eleifend. Sed pretium metus leo, id viverra tellus scelerisque in. -Aenean sodales urna vitae lobortis cursus. Sed vitae pellentesque erat, fermentum pellentesque urna. Suspendisse potenti. Sed porttitor placerat turpis non vestibulum. Duis in nisi non purus venenatis tempus non eu nisi. Sed bibendum sapien vitae ultricies condimentum. Integer vel mattis lectus, consequat congue ex. Cras convallis odio volutpat nulla vehicula efficitur. Pellentesque eget justo neque. Morbi mattis vitae magna et suscipit. Etiam orci sapien, tincidunt non tellus eget, laoreet vestibulum massa. Pellentesque habitant morbi tristique senectus et netus et malesuada fames ac turpis egestas. Mauris nec nisi enim. Donec risus odio, lobortis in odio malesuada, laoreet rutrum urna. Nunc sit amet euismod quam. -Fusce rhoncus ullamcorper nunc, ut pellentesque nisi dictum sed. Fusce sem mi, bibendum ut dictum at, porta in libero. Pellentesque placerat mollis sapien, sed eleifend lorem consequat in. Phasellus vel tempor ligula. Pellentesque tincidunt suscipit tortor vel blandit. Maecenas purus mi, mattis ac aliquam vel, rutrum eu nulla. Proin rhoncus nec sem a congue. Pellentesque sit amet sapien quam. Sed hendrerit neque id venenatis dignissim. -Vestibulum laoreet eu felis nec aliquam. Praesent gravida ornare odio nec porttitor. Donec ut tellus eros. Proin fringilla urna augue, vitae ornare leo varius non. Curabitur consectetur, purus in iaculis finibus, lectus lacus porttitor dolor, nec eleifend tellus massa eget tellus. Mauris sit amet convallis risus, a fermentum lorem. Suspendisse potenti. Curabitur vulputate finibus maximus. Interdum et malesuada fames ac ante ipsum primis in faucibus. In vel erat pellentesque, rhoncus magna vel, scelerisque mauris. -Nulla facilisi. Morbi mattis felis nec accumsan varius. Vestibulum in sodales arcu. Vivamus egestas, ante nec dapibus vestibulum, tellus ipsum rhoncus mi, at fermentum sapien justo nec turpis. Quisque rhoncus, urna sit amet imperdiet cursus, tortor lacus ultricies sapien, eu bibendum ligula enim id mi. Sed sem leo, pharetra in pulvinar sed, faucibus sed dui. Morbi tempus erat nec neque placerat tincidunt. -Quisque ut lorem sodales magna faucibus mattis. Aenean dui neque, gravida ut fringilla non, fermentum sit amet dolor. Mauris a sapien lacinia, elementum dolor in, sagittis metus. Donec viverra magna non lorem rutrum, at eleifend lacus volutpat. Nunc sit amet dolor tempor, blandit sapien a, consectetur magna. Suspendisse maximus nunc nec imperdiet aliquet. Nunc aliquam interdum purus quis pretium. Mauris molestie feugiat pellentesque. Nunc maximus, est sed consequat malesuada, risus turpis consequat velit, ac feugiat nunc magna vitae ligula. Vestibulum tincidunt massa ante, vitae pellentesque tortor rutrum sed. Aliquam vel est libero. Suspendisse et convallis orci. Cras sed lorem consectetur, blandit massa sit amet, semper neque. Vestibulum et mi euismod, imperdiet justo non, facilisis libero. -Sed at lacus ac tortor dictum tempus. Integer commodo purus lacus, ut pretium est tempor ac. Ut vulputate nulla magna, ac facilisis velit commodo in. Interdum et malesuada fames ac ante ipsum primis in faucibus. Donec pellentesque congue nibh nec eleifend. Ut ante turpis, sodales sed aliquet quis, tempus eu dui. Proin et eros non risus porttitor pharetra. -Mauris a urna id justo gravida ultrices. Mauris commodo sed ipsum a dictum. In posuere luctus scelerisque. Morbi sit amet gravida ipsum. Quisque vel dui sit amet ex lobortis eleifend non vel neque. Fusce sit amet imperdiet felis, eu tempor diam. Pellentesque sit amet turpis in libero tristique posuere. Pellentesque habitant morbi tristique senectus et netus et malesuada fames ac turpis egestas. Mauris quis est suscipit, tristique odio elementum, molestie nibh. Maecenas ex dui, pulvinar quis pellentesque sed, imperdiet nec mauris. Pellentesque ultrices at mauris eget fringilla. Donec bibendum rhoncus felis, ut pretium nulla eleifend commodo. -Ut euismod erat accumsan tincidunt sagittis. Proin eget massa ex. Suspendisse at faucibus enim, vitae posuere mi. Cras nec ex finibus, porttitor purus quis, efficitur libero. Nulla sagittis ornare iaculis. Donec venenatis dui ut libero aliquam lobortis. Vestibulum imperdiet lorem urna, eget gravida orci sollicitudin ut. Quisque ultrices tortor at quam laoreet aliquet. Pellentesque tincidunt consequat pharetra. Cras a lacinia erat. Mauris sed neque lobortis ipsum facilisis hendrerit. -Cras at orci odio. Curabitur eros metus, consequat non placerat et, tincidunt at turpis. Morbi quis viverra metus. Vestibulum molestie, ex at suscipit finibus, ex magna pellentesque nisi, eu ullamcorper nisl sapien eu quam. Phasellus volutpat lacinia enim, nec fermentum augue tincidunt ut. Duis rutrum purus eu nulla elementum, a faucibus odio fringilla. Sed cursus risus neque, dictum luctus tortor tempus eu. -Mauris non arcu eu nunc faucibus tincidunt id quis dolor. Quisque ac fringilla libero. Sed non ligula ut nunc auctor consequat vitae eget metus. Ut suscipit leo quam, vitae ultrices urna feugiat eu. Vestibulum volutpat nisl quis nunc pretium, vel viverra orci fringilla. Proin erat nibh, laoreet nec nisi sit amet, volutpat efficitur nunc. Cras id tortor quis lectus imperdiet rutrum non id purus. Proin efficitur ligula non dapibus consectetur. Nam quis quam eget dui facilisis scelerisque. Praesent non bibendum risus. Etiam imperdiet nisi id consectetur porta. In pretium nulla ut leo ultricies rhoncus. -Curabitur non vehicula purus. Cras et justo risus. Duis et rutrum urna. Aliquam condimentum purus nec ante dignissim rhoncus. Vestibulum commodo pharetra eros, ac euismod orci rutrum vel. Integer sed cursus erat, euismod accumsan libero. Nullam ut odio sit amet nibh tempor congue. Pellentesque porttitor aliquam ipsum, sit amet facilisis quam fringilla ac. Aliquam scelerisque tempor nisl in tempor. Sed vestibulum, tellus sit amet mattis pellentesque, eros diam convallis felis, id pellentesque massa leo quis dolor. Integer dignissim orci lorem, vel porttitor felis blandit et. Nam ultrices enim sed elementum accumsan. Fusce rutrum, quam et feugiat maximus, lorem leo porttitor ex, a eleifend risus odio consectetur lacus. In hac habitasse platea dictumst. Aenean pharetra erat tellus, at tempus urna iaculis ut. Ut ac mi eu lorem volutpat egestas. -Vestibulum ante ipsum primis in faucibus orci luctus et ultrices posuere cubilia curae; Praesent porttitor tempor ligula. Quisque mollis arcu in metus ornare pellentesque. Aenean ultrices mollis quam quis sodales. Maecenas a cursus elit, id gravida tortor. Donec vel purus magna. Aliquam elementum est sed convallis fermentum. Nam nec eros arcu. Pellentesque sed eros a lacus sagittis maximus. Integer et tellus id libero dapibus convallis. Maecenas viverra, purus facilisis porttitor tincidunt, tellus lacus elementum dui, sed porttitor sem justo a lorem. Curabitur ipsum odio, efficitur quis efficitur at, tempus aliquet nisi. Aliquam ultrices tortor in arcu vulputate, vel iaculis lorem facilisis. Cras eleifend laoreet feugiat. Integer placerat blandit sem, mattis elementum purus pellentesque quis. Etiam vel arcu ut mi commodo placerat non id tortor. -""" - - -@pytest.mark.asyncio -async def test_supervisor_long_prompt_response( - pipeline_shard_meta: Callable[..., PipelineShardMetadata], - hosts: Callable[..., list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task], - lorem_ipsum: str, -): - """Test that asking for the capital of France returns 'Paris' in the response""" - - model_meta = MODEL_CARDS["llama-3.2-1b"].metadata - model_shard_meta = PipelineShardMetadata( - model_meta=model_meta, - device_rank=0, - world_size=1, - n_layers=model_meta.n_layers, - start_layer=0, - end_layer=model_meta.n_layers, - ) - instance_id = InstanceId() - - print(f"{model_shard_meta=}") - - supervisor = await RunnerSupervisor.create( - model_shard_meta=model_shard_meta, - hosts=hosts(1, offset=10), - ) - - try: - full_response = "" - - task = chat_completion_task(instance_id, TaskId()) - task.task_params.messages[0].content = lorem_ipsum * 3 - - async for chunk in supervisor.stream_response(task=task): - if isinstance(chunk, TokenChunk): - full_response += chunk.text - - assert len(full_response) > 100 - - finally: - await supervisor.astop() - - -@pytest.mark.asyncio -async def test_supervisor_two_node_long_prompt_response( - pipeline_shard_meta: Callable[..., PipelineShardMetadata], - hosts: Callable[..., list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task], - lorem_ipsum: str, -): - """Test two-node long prompt inference""" - instance_id = InstanceId() - - async def create_supervisor(shard_idx: int) -> RunnerSupervisor: - model_meta = MODEL_CARDS["llama-3.2-1b"].metadata - model_shard_meta = PipelineShardMetadata( - model_meta=model_meta, - device_rank=shard_idx, - world_size=2, - n_layers=model_meta.n_layers, - start_layer=0 if shard_idx == 0 else model_meta.n_layers // 2, - end_layer=model_meta.n_layers // 2 - if shard_idx == 0 - else model_meta.n_layers, - ) - supervisor = await RunnerSupervisor.create( - model_shard_meta=model_shard_meta, - hosts=hosts(2, offset=15), - ) - return supervisor - - create_supervisor_0 = asyncio.create_task(create_supervisor(0)) - create_supervisor_1 = asyncio.create_task(create_supervisor(1)) - supervisor_0, supervisor_1 = await asyncio.gather( - create_supervisor_0, create_supervisor_1 - ) - - await asyncio.sleep(0.1) - - try: - full_response_0 = "" - full_response_1 = "" - stop_reason_0: FinishReason | None = None - stop_reason_1: FinishReason | None = None - - task = chat_completion_task(instance_id, TaskId()) - task.task_params.messages[0].content = lorem_ipsum * 3 - - async def collect_response_0(): - nonlocal full_response_0, stop_reason_0 - async for chunk in supervisor_0.stream_response(task=task): - if isinstance(chunk, TokenChunk): - full_response_0 += chunk.text - if chunk.finish_reason: - stop_reason_0 = chunk.finish_reason - - async def collect_response_1(): - nonlocal full_response_1, stop_reason_1 - async for chunk in supervisor_1.stream_response(task=task): - if isinstance(chunk, TokenChunk): - full_response_1 += chunk.text - if chunk.finish_reason: - stop_reason_1 = chunk.finish_reason - - # Run both stream responses simultaneously - _ = await asyncio.gather(collect_response_0(), collect_response_1()) - - assert len(full_response_0) > 100 - assert len(full_response_1) > 100 - - finally: - await supervisor_0.astop() - await supervisor_1.astop() diff --git a/src/exo/worker/tests/test_supervisor/test_memory.py b/src/exo/worker/tests/test_supervisor/test_memory.py deleted file mode 100644 index 140923a2..00000000 --- a/src/exo/worker/tests/test_supervisor/test_memory.py +++ /dev/null @@ -1,58 +0,0 @@ -from multiprocessing import Process -from typing import Callable - -import psutil -import pytest - -from exo.shared.models.model_meta import get_model_meta -from exo.shared.types.common import Host -from exo.shared.types.models import ModelMetadata -from exo.shared.types.tasks import Task, TaskId -from exo.shared.types.worker.common import InstanceId, RunnerError -from exo.shared.types.worker.shards import PipelineShardMetadata -from exo.worker.runner.runner_supervisor import RunnerSupervisor -from exo.worker.tests.constants import INSTANCE_1_ID, TASK_1_ID - - -def get_memory_mb(process: Process) -> float: - """ - Returns the resident set size (RSS) memory usage in MiB for the given process. - """ - ps = psutil.Process(process.pid) - rss_bytes: int = ps.memory_info().rss # type: ignore[attr-defined] - return rss_bytes / (1024 * 1024) - - -@pytest.fixture -async def model_meta() -> ModelMetadata: - return await get_model_meta("mlx-community/Llama-3.3-70B-Instruct-4bit") - - -@pytest.mark.asyncio -async def test_supervisor_inference_exception( - pipeline_shard_meta: Callable[..., PipelineShardMetadata], - hosts: Callable[..., list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task], -): - model_shard_meta = pipeline_shard_meta(1, 0) - - supervisor = await RunnerSupervisor.create( - model_shard_meta=model_shard_meta, - hosts=hosts(1, offset=10), - ) - - process: Process = supervisor.runner_process - memory = get_memory_mb(process) - assert memory > 30 * 100 - - task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - task.task_params.messages[0].content = "EXO RUNNER MUST FAIL" - with pytest.raises(RunnerError): - async for _ in supervisor.stream_response(task): - pass - - await supervisor.astop() - - available_memory_bytes: int = psutil.virtual_memory().available - print(available_memory_bytes // (2**30)) - assert available_memory_bytes > 30 * 2**30 diff --git a/src/exo/worker/tests/test_supervisor/test_oom.py b/src/exo/worker/tests/test_supervisor/test_oom.py deleted file mode 100644 index 8ea4c2b8..00000000 --- a/src/exo/worker/tests/test_supervisor/test_oom.py +++ /dev/null @@ -1,48 +0,0 @@ -from typing import Callable - -import pytest - -from exo.shared.types.common import Host -from exo.shared.types.tasks import ( - Task, - TaskId, -) -from exo.shared.types.worker.common import InstanceId, RunnerError -from exo.shared.types.worker.shards import PipelineShardMetadata -from exo.worker.runner.runner_supervisor import RunnerSupervisor -from exo.worker.tests.constants import INSTANCE_1_ID, TASK_1_ID - - -@pytest.fixture -def user_message(): - """Override the default message to ask about France's capital""" - return "What is the capital of France?" - - -@pytest.mark.asyncio -@pytest.mark.skip( - reason="Must run `sudo sysctl -w iogpu.wired_limit_mb=` and `sudo sysctl -w iogpu.wired_lwm_mb=` before running this test." -) -async def test_supervisor_catches_oom( - pipeline_shard_meta: Callable[..., PipelineShardMetadata], - hosts: Callable[..., list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task], -): - """Test that asking for the capital of France returns 'Paris' in the response""" - model_shard_meta = pipeline_shard_meta(1, 0) - - supervisor = await RunnerSupervisor.create( - model_shard_meta=model_shard_meta, - hosts=hosts(1, offset=10), - ) - - task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - task.task_params.messages[0].content = "EXO RUNNER MUST OOM" - with pytest.raises(RunnerError) as exc_info: - async for _ in supervisor.stream_response(task): - pass - - error = exc_info.value - assert "memory" in error.error_message.lower() - - await supervisor.astop() diff --git a/src/exo/worker/tests/test_supervisor/test_supervisor.py b/src/exo/worker/tests/test_supervisor/test_supervisor.py deleted file mode 100644 index 9a03862c..00000000 --- a/src/exo/worker/tests/test_supervisor/test_supervisor.py +++ /dev/null @@ -1,224 +0,0 @@ -import asyncio -from typing import Callable - -import pytest - -from exo.shared.openai_compat import FinishReason -from exo.shared.types.chunks import TokenChunk -from exo.shared.types.common import Host -from exo.shared.types.tasks import ( - ChatCompletionTask, - ChatCompletionTaskParams, - Task, - TaskId, -) -from exo.shared.types.worker.common import InstanceId -from exo.shared.types.worker.shards import PipelineShardMetadata -from exo.worker.runner.runner_supervisor import RunnerSupervisor - - -@pytest.fixture -def user_message(): - """Override the default message to ask about France's capital""" - return "What is the capital of France?" - - -@pytest.mark.asyncio -async def test_supervisor_single_node_response( - pipeline_shard_meta: Callable[..., PipelineShardMetadata], - hosts: Callable[..., list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task], -): - """Test that asking for the capital of France returns 'Paris' in the response""" - model_shard_meta = pipeline_shard_meta(1, 0) - instance_id = InstanceId() - - print(f"{model_shard_meta=}") - - supervisor = await RunnerSupervisor.create( - model_shard_meta=model_shard_meta, - hosts=hosts(1, offset=10), - ) - - try: - full_response = "" - stop_reason: FinishReason | None = None - - async for chunk in supervisor.stream_response( - task=chat_completion_task(instance_id, TaskId()) - ): - if isinstance(chunk, TokenChunk): - full_response += chunk.text - if chunk.finish_reason: - stop_reason = chunk.finish_reason - - # Case-insensitive check for Paris in the response - assert "paris" in full_response.lower(), ( - f"Expected 'Paris' in response, but got: {full_response}" - ) - assert stop_reason == "stop" - - finally: - await supervisor.astop() - - -@pytest.mark.asyncio -async def test_supervisor_two_node_response( - pipeline_shard_meta: Callable[..., PipelineShardMetadata], - hosts: Callable[..., list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task], -): - """Test that asking for the capital of France returns 'Paris' in the response""" - instance_id = InstanceId() - - async def create_supervisor(shard_idx: int) -> RunnerSupervisor: - supervisor = await RunnerSupervisor.create( - model_shard_meta=pipeline_shard_meta(2, shard_idx), - hosts=hosts(2, offset=15), - ) - return supervisor - - create_supervisor_0 = asyncio.create_task(create_supervisor(0)) - create_supervisor_1 = asyncio.create_task(create_supervisor(1)) - supervisor_0, supervisor_1 = await asyncio.gather( - create_supervisor_0, create_supervisor_1 - ) - - await asyncio.sleep(0.1) - - try: - full_response_0 = "" - full_response_1 = "" - - async def collect_response_0(): - nonlocal full_response_0 - async for chunk in supervisor_0.stream_response( - task=chat_completion_task(instance_id, TaskId()) - ): - if isinstance(chunk, TokenChunk): - full_response_0 += chunk.text - - async def collect_response_1(): - nonlocal full_response_1 - async for chunk in supervisor_1.stream_response( - task=chat_completion_task(instance_id, TaskId()) - ): - if isinstance(chunk, TokenChunk): - full_response_1 += chunk.text - - # Run both stream responses simultaneously - _ = await asyncio.gather(collect_response_0(), collect_response_1()) - - print(f"full_response_0: {full_response_0}") - print(f"full_response_1: {full_response_1}") - - # Case-insensitive check for Paris in both responses - assert "paris" in full_response_0.lower(), ( - f"Expected 'Paris' in response, but got: {full_response_0}" - ) - assert "paris" in full_response_1.lower(), ( - f"Expected 'Paris' in response, but got: {full_response_1}" - ) - - finally: - await supervisor_0.astop() - await supervisor_1.astop() - - -@pytest.mark.asyncio -async def test_supervisor_early_stopping( - pipeline_shard_meta: Callable[..., PipelineShardMetadata], - hosts: Callable[..., list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task], -): - """Test that asking for the capital of France returns 'Paris' in the response""" - model_shard_meta = pipeline_shard_meta(1, 0) - instance_id = InstanceId() - - supervisor = await RunnerSupervisor.create( - model_shard_meta=model_shard_meta, - hosts=hosts(1, offset=10), - ) - - task = chat_completion_task(instance_id, TaskId()) - - max_tokens = 50 - assert isinstance(task, ChatCompletionTask) - print(f"chat_completion_task.task_params: {task.task_params}") - assert isinstance(task.task_params, ChatCompletionTaskParams) - task_params: ChatCompletionTaskParams = task.task_params - - try: - task_params.max_tokens = max_tokens - # Convert messages to a list to allow indexing, then update the first message's content - messages = list(task_params.messages) - messages[0].content = "Please count from 1 to 100" - task_params.messages = messages - - full_response = "" - count = 0 - stop_reason: FinishReason | None = None - - async for chunk in supervisor.stream_response(task=task): - if isinstance(chunk, TokenChunk): - full_response += chunk.text - count += 1 - if chunk.finish_reason: - stop_reason = chunk.finish_reason - - print(f"full_response: {full_response}") - - assert count == max_tokens + 1 - assert "7" in full_response.lower() - assert "99" not in full_response.lower() - - assert stop_reason == "length" - - finally: - await supervisor.astop() - - -@pytest.mark.asyncio -async def test_supervisor_handles_terminated_runner( - pipeline_shard_meta: Callable[..., PipelineShardMetadata], - hosts: Callable[..., list[Host]], -): - """Test that the supervisor handles a terminated runner""" - model_shard_meta = pipeline_shard_meta(1, 0) - - supervisor = await RunnerSupervisor.create( - model_shard_meta=model_shard_meta, - hosts=hosts(1, offset=10), - ) - - # Terminate the runner - supervisor.runner_process.terminate() - await asyncio.sleep(0.1) - - assert not supervisor.runner_process.is_alive() - - del supervisor - - -@pytest.mark.asyncio -async def test_supervisor_handles_killed_runner( - pipeline_shard_meta: Callable[..., PipelineShardMetadata], - hosts: Callable[..., list[Host]], -): - """Test that the supervisor handles a killed runner""" - model_shard_meta = pipeline_shard_meta(1, 0) - - supervisor = await RunnerSupervisor.create( - model_shard_meta=model_shard_meta, - hosts=hosts(1, offset=10), - ) - - assert supervisor.runner_process.is_alive() - - # Forcibly kill the runner - supervisor.runner_process.kill() - await asyncio.sleep(0.1) - - assert not supervisor.runner_process.is_alive() - - del supervisor diff --git a/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py b/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py deleted file mode 100644 index 11d24f2b..00000000 --- a/src/exo/worker/tests/test_supervisor/test_supervisor_sad.py +++ /dev/null @@ -1,92 +0,0 @@ -import asyncio -from typing import Callable - -import pytest - -from exo.shared.types.common import Host -from exo.shared.types.tasks import Task, TaskId -from exo.shared.types.worker.common import InstanceId, RunnerError -from exo.shared.types.worker.shards import PipelineShardMetadata -from exo.worker.runner.runner_supervisor import RunnerSupervisor -from exo.worker.tests.constants import INSTANCE_1_ID, TASK_1_ID - - -@pytest.mark.asyncio -async def test_supervisor_instantiation_exception( - pipeline_shard_meta: Callable[..., PipelineShardMetadata], - hosts: Callable[..., list[Host]], -): - """Test that asking for the capital of France returns 'Paris' in the response""" - model_shard_meta = pipeline_shard_meta(1, 0) - model_shard_meta.immediate_exception = True - - # _ = await RunnerSupervisor.create( - # model_shard_meta=model_shard_meta, - # hosts=hosts(1, offset=10), - # ) - - with pytest.raises(RunnerError): - _ = await RunnerSupervisor.create( - model_shard_meta=model_shard_meta, - hosts=hosts(1, offset=10), - ) - - -@pytest.mark.asyncio -async def test_supervisor_instantiation_timeout( - pipeline_shard_meta: Callable[..., PipelineShardMetadata], - hosts: Callable[..., list[Host]], -): - """Test that asking for the capital of France returns 'Paris' in the response""" - model_shard_meta = pipeline_shard_meta(1, 0) - model_shard_meta.should_timeout = 10 # timeout after 10s - - with pytest.raises(asyncio.TimeoutError): - _ = await RunnerSupervisor.create( - model_shard_meta=model_shard_meta, - hosts=hosts(1, offset=10), - ) - - -@pytest.mark.asyncio -async def test_supervisor_inference_exception( - pipeline_shard_meta: Callable[..., PipelineShardMetadata], - hosts: Callable[..., list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task], -): - """Test that asking for the capital of France returns 'Paris' in the response""" - model_shard_meta = pipeline_shard_meta(1, 0) - - supervisor = await RunnerSupervisor.create( - model_shard_meta=model_shard_meta, - hosts=hosts(1, offset=10), - ) - - task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - task.task_params.messages[0].content = "EXO RUNNER MUST FAIL" - with pytest.raises(RunnerError): - async for _ in supervisor.stream_response(task): - pass - - -@pytest.mark.asyncio -async def test_supervisor_inference_timeout( - pipeline_shard_meta: Callable[..., PipelineShardMetadata], - hosts: Callable[..., list[Host]], - chat_completion_task: Callable[[InstanceId, TaskId], Task], -): - """Test that asking for the capital of France returns 'Paris' in the response""" - model_shard_meta = pipeline_shard_meta(1, 0) - - supervisor = await RunnerSupervisor.create( - model_shard_meta=model_shard_meta, - hosts=hosts(1, offset=10), - ) - - task = chat_completion_task(INSTANCE_1_ID, TASK_1_ID) - task.task_params.messages[0].content = "EXO RUNNER MUST TIMEOUT" - with pytest.raises(asyncio.TimeoutError): - async for _ in supervisor.stream_response(task): - pass - - await asyncio.sleep(0.1) diff --git a/src/exo/worker/tests/worker_management.py b/src/exo/worker/tests/worker_management.py deleted file mode 100644 index 220665e6..00000000 --- a/src/exo/worker/tests/worker_management.py +++ /dev/null @@ -1,189 +0,0 @@ -from dataclasses import dataclass -from typing import Callable - -from anyio import fail_after - -from exo.routing.topics import ConnectionMessage, ForwarderCommand, ForwarderEvent -from exo.shared.types.chunks import TokenChunk -from exo.shared.types.common import NodeId, SessionId -from exo.shared.types.events import ChunkGenerated, Event, TaskStateUpdated -from exo.shared.types.tasks import TaskId, TaskStatus -from exo.utils.channels import Receiver, Sender, channel -from exo.worker.download.shard_downloader import NoopShardDownloader, ShardDownloader -from exo.worker.main import Worker -from exo.worker.tests.constants import MASTER_NODE_ID - -session = SessionId(master_node_id=MASTER_NODE_ID, election_clock=0) - - -@dataclass -class WorkerMailbox: - sender: Sender[ForwarderEvent] - receiver: Receiver[ForwarderEvent] - counter: int = 0 - - async def append_events( - self, - events: list[Event], - *, - origin: NodeId, - ): - for event in events: - await self.sender.send( - ForwarderEvent( - origin=origin, - session=session, - event=event, - origin_idx=self.counter, - ) - ) - self.counter += 1 - - async def receive(self) -> ForwarderEvent: - return await self.receiver.receive() - - def collect(self) -> list[ForwarderEvent]: - # Clear out the test mailboxes currently held events - return self.receiver.collect() - - -def create_worker_void_mailbox( - node_id: NodeId, shard_downloader: ShardDownloader | None = None -) -> Worker: - if shard_downloader is None: - shard_downloader = NoopShardDownloader() - return Worker( - node_id, - session_id=session, - shard_downloader=shard_downloader, - initial_connection_messages=[], - connection_message_receiver=channel[ConnectionMessage]()[1], - global_event_receiver=channel[ForwarderEvent]()[1], - local_event_sender=channel[ForwarderEvent]()[0], - command_sender=channel[ForwarderCommand]()[0], - ) - - -def create_worker_and_mailbox( - node_id: NodeId, shard_downloader: ShardDownloader | None = None -) -> tuple[Worker, WorkerMailbox]: - if shard_downloader is None: - shard_downloader = NoopShardDownloader() - - lsend, receiver = channel[ForwarderEvent]() - sender, grecv = channel[ForwarderEvent]() - worker = Worker( - node_id, - session_id=session, - shard_downloader=shard_downloader, - initial_connection_messages=[], - connection_message_receiver=channel[ConnectionMessage]()[1], - global_event_receiver=grecv, - local_event_sender=lsend, - command_sender=channel[ForwarderCommand]()[0], - ) - return worker, WorkerMailbox(sender, receiver) - - -def create_worker_with_old_mailbox( - node_id: NodeId, - mailbox: WorkerMailbox, - shard_downloader: ShardDownloader | None = None, -) -> Worker: - if shard_downloader is None: - shard_downloader = NoopShardDownloader() - # This function is subtly complex, come talk to Evan if you want to know what it's actually doing. - worker = Worker( - node_id, - session_id=session, - shard_downloader=shard_downloader, - initial_connection_messages=[], - connection_message_receiver=channel[ConnectionMessage]()[1], - global_event_receiver=mailbox.sender.clone_receiver(), - local_event_sender=mailbox.receiver.clone_sender(), - command_sender=channel[ForwarderCommand]()[0], - ) - return worker - - -async def read_streaming_response( - global_event_receiver: WorkerMailbox, filter_task: TaskId | None = None -) -> tuple[bool, bool, str, int]: - # Read off all events - these should be our GenerationChunk events - seen_task_started = 0 - seen_task_finished = 0 - response_string = "" - finish_reason: str | None = None - token_count = 0 - extra_events: list[Event] = [] - - event = (await global_event_receiver.receive()).event - extra_events.append(event) - - from loguru import logger - - logger.info("STARTING READ") - - with fail_after(10.0): - if filter_task: - while not ( - isinstance(event, TaskStateUpdated) - and event.task_status == TaskStatus.Running - and event.task_id == filter_task - ): - event = (await global_event_receiver.receive()).event - extra_events.append(event) - - for event in extra_events: - if isinstance(event, TaskStateUpdated): - if event.task_status == TaskStatus.Running: - seen_task_started += 1 - if event.task_status == TaskStatus.Complete: - seen_task_finished += 1 - if isinstance(event, ChunkGenerated) and isinstance( - event.chunk, TokenChunk - ): - response_string += event.chunk.text - token_count += 1 - if event.chunk.finish_reason: - finish_reason = event.chunk.finish_reason - - while not seen_task_finished: - event = (await global_event_receiver.receive()).event - if isinstance(event, TaskStateUpdated): - if event.task_status == TaskStatus.Running: - seen_task_started += 1 - if event.task_status == TaskStatus.Complete: - seen_task_finished += 1 - if isinstance(event, ChunkGenerated) and isinstance( - event.chunk, TokenChunk - ): - response_string += event.chunk.text - token_count += 1 - if event.chunk.finish_reason: - finish_reason = event.chunk.finish_reason - - logger.info(f"finish reason {finish_reason}") - - return seen_task_started == 1, seen_task_finished == 1, response_string, token_count - - -async def until_event_with_timeout[T]( - global_event_receiver: WorkerMailbox, - event_type: type[T], - multiplicity: int = 1, - condition: Callable[[T], bool] = lambda x: True, - timeout: float = 30.0, -) -> None: - times_seen = 0 - - with fail_after(timeout): - while times_seen < multiplicity: - event = (await global_event_receiver.receive()).event - if isinstance(event, event_type): - print(f"Wow! We got a {event}") - print( - f"But condition? {condition(event) if isinstance(event, event_type) else False}" - ) - if event and isinstance(event, event_type) and condition(event): - times_seen += 1 diff --git a/src/exo/worker/utils/macmon.py b/src/exo/worker/utils/macmon.py new file mode 100644 index 00000000..3e4e29e1 --- /dev/null +++ b/src/exo/worker/utils/macmon.py @@ -0,0 +1,97 @@ +import platform +import shutil +from subprocess import CalledProcessError + +from anyio import run_process +from pydantic import BaseModel, ConfigDict, ValidationError + + +class MacMonError(Exception): + """Exception raised for errors in the MacMon functions.""" + + +def _get_binary_path() -> str: + """ + Get the path to the macmon binary. + + Raises: + MacMonError: If the binary doesn't exist or can't be made executable. + """ + # Check for macOS with ARM chip + system = platform.system().lower() + machine = platform.machine().lower() + + if system != "darwin" or not ( + "arm" in machine or "m1" in machine or "m2" in machine + ): + raise MacMonError("MacMon only supports macOS with Apple Silicon (ARM) chips") + + path = shutil.which("macmon") + + if path is None: + raise MacMonError("MacMon not found in PATH") + + return path + + +class TempMetrics(BaseModel): + """Temperature-related metrics returned by macmon.""" + + cpu_temp_avg: float + gpu_temp_avg: float + + model_config = ConfigDict(extra="ignore") + + +class Metrics(BaseModel): + """Complete set of metrics returned by macmon. + + Unknown fields are ignored for forward-compatibility. + """ + + all_power: float + ane_power: float + cpu_power: float + ecpu_usage: tuple[int, float] + gpu_power: float + gpu_ram_power: float + gpu_usage: tuple[int, float] + pcpu_usage: tuple[int, float] + ram_power: float + sys_power: float + temp: TempMetrics + timestamp: str + + model_config = ConfigDict(extra="ignore") + + +async def get_metrics_async() -> Metrics: + """ + Asynchronously run the binary and return the metrics as a Python dictionary. + + Args: + binary_path: Optional path to the binary. If not provided, will use the bundled binary. + + Returns: + A mapping containing system metrics. + + Raises: + MacMonError: If there's an error running the binary. + """ + path = _get_binary_path() + + result = None + try: + # TODO: Keep Macmon running in the background? + result = await run_process([path, "pipe", "-s", "1"]) + + return Metrics.model_validate_json(result.stdout.decode().strip()) + + except ValidationError as e: + raise MacMonError(f"Error parsing JSON output: {e}") from e + except CalledProcessError as e: + if result: + raise MacMonError( + f"MacMon failed with return code {result.returncode}" + ) from e + raise e diff --git a/src/exo/worker/utils/macmon/.DS_Store b/src/exo/worker/utils/macmon/.DS_Store deleted file mode 100644 index a3585876b6842aef6ec2eca2c673c194487ea3b6..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6148 zcmeH~O=`nH427SXECStl+2w30pQvfVyQljO&;ssLc!1UOG})p;=82 zR;?Ceh}WZ?+UmMqI#RP8R>OzYoz15hnq@nzF`-!xQ4j$USP str: - """ - Get the path to the macmon binary. - - Raises: - MacMonError: If the binary doesn't exist or can't be made executable. - """ - # Check for macOS with ARM chip - system = platform.system().lower() - machine = platform.machine().lower() - - if system != "darwin" or not ( - "arm" in machine or "m1" in machine or "m2" in machine - ): - raise MacMonError("MacMon only supports macOS with Apple Silicon (ARM) chips") - - path = shutil.which("macmon") - - if path is None: - raise MacMonError("MacMon not found in PATH") - - return path - - -# --------------------------------------------------------------------------- -# Pydantic metric structures -# --------------------------------------------------------------------------- - - -class MemoryMetrics(BaseModel): - """Memory-related metrics returned by macmon.""" - - ram_total: int | None = None - ram_usage: int | None = None - swap_total: int | None = None - swap_usage: int | None = None - - model_config = ConfigDict(extra="ignore") - - -class TempMetrics(BaseModel): - """Temperature-related metrics returned by macmon.""" - - cpu_temp_avg: float | None = None - gpu_temp_avg: float | None = None - - model_config = ConfigDict(extra="ignore") - - -class Metrics(BaseModel): - """Complete set of metrics returned by *macmon* binary. - - All fields are optional to allow for partial output from the binary. - Unknown fields are ignored for forward-compatibility. - """ - - all_power: float | None = None - ane_power: float | None = None - cpu_power: float | None = None - ecpu_usage: tuple[int, float] | None = None - gpu_power: float | None = None - gpu_ram_power: float | None = None - gpu_usage: tuple[int, float] | None = None - memory: MemoryMetrics | None = None - pcpu_usage: tuple[int, float] | None = None - ram_power: float | None = None - sys_power: float | None = None - temp: TempMetrics | None = None - timestamp: str | None = None - - model_config = ConfigDict(extra="ignore") - - -# --------------------------------------------------------------------------- -# Synchronous helper -# --------------------------------------------------------------------------- - - -def get_metrics() -> Metrics: - """ - Run the binary and return the metrics as a Python dictionary. - - Returns: - A mapping containing system metrics. - - Raises: - MacMonError: If there's an error running the binary. - """ - path = _get_binary_path() - - try: - # Run the binary with the argument -s 1 and capture its output - result = subprocess.run( - [path, "pipe", "-s", "1"], capture_output=True, text=True, check=True - ) - - return Metrics.model_validate_json(result.stdout) - - except subprocess.CalledProcessError as e: - raise MacMonError(f"Error running binary: {e.stderr}") from e # type: ignore - except ValidationError as e: - raise MacMonError(f"Error parsing JSON output: {e}") from e - - -async def get_metrics_async() -> Metrics: - """ - Asynchronously run the binary and return the metrics as a Python dictionary. - - Args: - binary_path: Optional path to the binary. If not provided, will use the bundled binary. - - Returns: - A mapping containing system metrics. - - Raises: - MacMonError: If there's an error running the binary. - """ - path = _get_binary_path() - - try: - proc = await asyncio.create_subprocess_exec( - path, - "pipe", - "-s", - "1", - stdout=asyncio.subprocess.PIPE, - stderr=asyncio.subprocess.PIPE, - ) - - stdout, stderr = await proc.communicate() - - if proc.returncode != 0: - raise MacMonError(f"Error running binary: {stderr.decode().strip()}") - - return Metrics.model_validate_json(stdout.decode().strip()) - - except ValidationError as e: - raise MacMonError(f"Error parsing JSON output: {e}") from e diff --git a/src/exo/worker/utils/profile.py b/src/exo/worker/utils/profile.py index 134aa600..9506428b 100644 --- a/src/exo/worker/utils/profile.py +++ b/src/exo/worker/utils/profile.py @@ -4,7 +4,6 @@ import platform from typing import Any, Callable, Coroutine import anyio -import psutil from loguru import logger from exo.shared.types.memory import Memory @@ -13,59 +12,37 @@ from exo.shared.types.profiling import ( NodePerformanceProfile, SystemPerformanceProfile, ) -from exo.worker.utils.macmon.macmon import ( +from exo.worker.utils.macmon import ( + MacMonError, Metrics, ) -from exo.worker.utils.macmon.macmon import ( +from exo.worker.utils.macmon import ( get_metrics_async as macmon_get_metrics_async, ) from exo.worker.utils.system_info import ( - get_mac_friendly_name_async, - get_mac_system_info_async, - get_network_interface_info_async, + get_friendly_name, + get_model_and_chip, + get_network_interfaces, ) -async def get_metrics_async() -> Metrics: - """Return detailed Metrics on macOS or a minimal fallback elsewhere. - - The *Metrics* schema comes from ``utils.macmon.macmon``; on non-macOS systems we - fill only the ``memory`` sub-structure so downstream code can still access - ``metrics.memory.ram_total`` & ``ram_usage``. - """ +async def get_metrics_async() -> Metrics | None: + """Return detailed Metrics on macOS or a minimal fallback elsewhere.""" if platform.system().lower() == "darwin": return await macmon_get_metrics_async() - return Metrics() -async def get_memory_profile_async() -> MemoryPerformanceProfile: - """Return MemoryPerformanceProfile using psutil (fast, cross-platform). +def get_memory_profile() -> MemoryPerformanceProfile: + """Construct a MemoryPerformanceProfile using psutil""" + override_memory_env = os.getenv("OVERRIDE_MEMORY_MB") + override_memory: int | None = ( + Memory.from_mb(int(override_memory_env)).in_bytes + if override_memory_env + else None + ) - Uses synchronous psutil calls in a worker thread to avoid blocking the event loop. - """ - - def _read_psutil() -> MemoryPerformanceProfile: - vm = psutil.virtual_memory() - sm = psutil.swap_memory() - - override_memory_env = os.getenv("OVERRIDE_MEMORY_MB") - override_memory: int | None = ( - Memory.from_mb(int(override_memory_env)).in_bytes - if override_memory_env - else None - ) - - return MemoryPerformanceProfile.from_bytes( - ram_total=int(vm.total), - ram_available=int(override_memory) - if override_memory - else int(vm.available), - swap_total=int(sm.total), - swap_available=int(sm.free), - ) - - return await asyncio.to_thread(_read_psutil) + return MemoryPerformanceProfile.from_psutil(override_memory=override_memory) async def start_polling_memory_metrics( @@ -81,9 +58,9 @@ async def start_polling_memory_metrics( """ while True: try: - mem = await get_memory_profile_async() + mem = get_memory_profile() await callback(mem) - except Exception as e: + except MacMonError as e: logger.opt(exception=e).error("Memory Monitor encountered error") finally: await anyio.sleep(poll_interval_s) @@ -95,61 +72,41 @@ async def start_polling_node_metrics( poll_interval_s = 1.0 while True: try: - # Gather metrics & system info with a timeout on each call metrics = await get_metrics_async() + if metrics is None: + return - ( - system_info, - network_interfaces, - mac_friendly_name, - ) = await asyncio.gather( - get_mac_system_info_async(), - get_network_interface_info_async(), - get_mac_friendly_name_async(), - ) + network_interfaces = get_network_interfaces() + # these awaits could be joined but realistically they should be cached + model_id, chip_id = await get_model_and_chip() + friendly_name = await get_friendly_name() # do the memory profile last to get a fresh reading to not conflict with the other memory profiling loop - memory_profile = await get_memory_profile_async() + memory_profile = get_memory_profile() await callback( NodePerformanceProfile( - model_id=system_info.model_id, - chip_id=system_info.chip_id, - friendly_name=mac_friendly_name or "Unknown", + model_id=model_id, + chip_id=chip_id, + friendly_name=friendly_name, network_interfaces=network_interfaces, memory=memory_profile, system=SystemPerformanceProfile( - flops_fp16=0, - gpu_usage=metrics.gpu_usage[1] - if metrics.gpu_usage is not None - else 0, - temp=metrics.temp.gpu_temp_avg - if metrics.temp is not None - and metrics.temp.gpu_temp_avg is not None - else 0, - sys_power=metrics.sys_power - if metrics.sys_power is not None - else 0, - pcpu_usage=metrics.pcpu_usage[1] - if metrics.pcpu_usage is not None - else 0, - ecpu_usage=metrics.ecpu_usage[1] - if metrics.ecpu_usage is not None - else 0, - ane_power=metrics.ane_power - if metrics.ane_power is not None - else 0, + gpu_usage=metrics.gpu_usage[1], + temp=metrics.temp.gpu_temp_avg, + sys_power=metrics.sys_power, + pcpu_usage=metrics.pcpu_usage[1], + ecpu_usage=metrics.ecpu_usage[1], + ane_power=metrics.ane_power, ), ) ) except asyncio.TimeoutError: - # One of the operations took too long; skip this iteration but keep the loop alive. logger.warning( "[resource_monitor] Operation timed out after 30s, skipping this cycle." ) - except Exception as e: - # Catch-all to ensure the monitor keeps running. + except MacMonError as e: logger.opt(exception=e).error("Resource Monitor encountered error") finally: await anyio.sleep(poll_interval_s) diff --git a/src/exo/worker/utils/system_info.py b/src/exo/worker/utils/system_info.py index d9873df2..930d9428 100644 --- a/src/exo/worker/utils/system_info.py +++ b/src/exo/worker/utils/system_info.py @@ -1,77 +1,34 @@ -import asyncio -import re +import socket import sys +from subprocess import CalledProcessError -from loguru import logger -from pydantic import BaseModel, Field +import psutil +from anyio import run_process from exo.shared.types.profiling import NetworkInterfaceInfo -class SystemInfo(BaseModel): - model_id: str - chip_id: str - memory: int - network_interfaces: list[NetworkInterfaceInfo] = Field(default_factory=list) - - -async def get_mac_friendly_name_async() -> str | None: +async def get_friendly_name() -> str: """ Asynchronously gets the 'Computer Name' (friendly name) of a Mac. e.g., "John's MacBook Pro" Returns the name as a string, or None if an error occurs or not on macOS. """ + hostname = socket.gethostname() + + # TODO: better non mac support if sys.platform != "darwin": # 'darwin' is the platform name for macOS - logger.warning("Mac friendly name is designed for macOS only.") - return None + return hostname try: - # asyncio.create_subprocess_exec allows running external commands asynchronously. - # stdout=asyncio.subprocess.PIPE captures standard output. - # stderr=asyncio.subprocess.PIPE captures standard error. - process = await asyncio.create_subprocess_exec( - "scutil", - "--get", - "ComputerName", - stdout=asyncio.subprocess.PIPE, - stderr=asyncio.subprocess.PIPE, - ) + process = await run_process(["scutil", "--get", "ComputerName"]) + except CalledProcessError: + return hostname - # process.communicate() reads all data from stdout and stderr - # and waits for the process to terminate. - # It returns a tuple (stdout_data, stderr_data). - stdout_data, stderr_data = await process.communicate() - - # Check the return code of the process - if process.returncode == 0: - if stdout_data: - # Decode from bytes to string and strip whitespace - friendly_name = stdout_data.decode().strip() - return friendly_name - else: - # Should not happen if returncode is 0, but good to check - print("scutil command succeeded but produced no output.") - return None - else: - # If there was an error, print the stderr output - error_message = ( - stderr_data.decode().strip() if stderr_data else "Unknown error" - ) - print( - f"Error executing scutil (return code {process.returncode}): {error_message}" - ) - return None - - except FileNotFoundError: - # This would happen if scutil is somehow not found, highly unlikely on a Mac. - print("Error: 'scutil' command not found. Are you sure this is macOS?") - return None - except Exception as e: - print(f"An unexpected error occurred: {e}") - return None + return process.stdout.decode("utf-8", errors="replace").strip() or hostname -async def get_network_interface_info_async() -> list[NetworkInterfaceInfo]: +def get_network_interfaces() -> list[NetworkInterfaceInfo]: """ Retrieves detailed network interface information on macOS. Parses output from 'networksetup -listallhardwareports' and 'ifconfig' @@ -80,162 +37,47 @@ async def get_network_interface_info_async() -> list[NetworkInterfaceInfo]: """ interfaces_info: list[NetworkInterfaceInfo] = [] - async def _run_cmd_async(command_parts: list[str]) -> str | None: - # Helper to run a command and return its stdout, or None on error. - try: - process = await asyncio.create_subprocess_exec( - *command_parts, - stdout=asyncio.subprocess.PIPE, - stderr=asyncio.subprocess.PIPE, - ) - stdout_data, stderr_data = await process.communicate() - if process.returncode == 0: - # Use 'utf-8' and replace errors for robustness - return stdout_data.decode("utf-8", errors="replace").strip() - else: - error_message = ( - stderr_data.decode("utf-8", errors="replace").strip() - if stderr_data - else "Unknown error" - ) - print( - f"Error executing {' '.join(command_parts)} (code {process.returncode}): {error_message}" - ) - return None - except FileNotFoundError: - print( - f"Error: Command '{command_parts[0]}' not found. Ensure it's in PATH." - ) - return None - except Exception as e: - print( - f"An unexpected error occurred running {' '.join(command_parts)}: {e}" - ) - return None - - # Get interface names and IP addresses from ifconfig - ifconfig_output = await _run_cmd_async(["ifconfig"]) - if ifconfig_output: - # Regex for interface name (e.g., en0:, utun0:, tailscale0.) - interface_header_pattern = re.compile(r"^([a-zA-Z0-9\._-]+):") - # Regex for IPv4 address (inet) - inet_pattern = re.compile(r"^\s+inet\s+(\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3})") - # Regex for IPv6 address (inet6) - inet6_pattern = re.compile(r"^\s+inet6\s+([0-9a-fA-F:]+(?:%[a-zA-Z0-9._-]+)?)") - - current_if_name: str | None = None - for line in ifconfig_output.splitlines(): - header_match = interface_header_pattern.match(line) - if header_match: - current_if_name = header_match.group(1) - - if current_if_name: - inet_m = inet_pattern.match(line) - if inet_m: - ipv4_address = inet_m.group(1) + for iface, services in psutil.net_if_addrs().items(): + for service in services: + match service.family: + case socket.AF_INET | socket.AF_INET6: interfaces_info.append( - NetworkInterfaceInfo( - name=current_if_name, ip_address=ipv4_address, type="" - ) - ) - - inet6_m = inet6_pattern.match(line) - if inet6_m: - ipv6_address = inet6_m.group(1) - interfaces_info.append( - NetworkInterfaceInfo( - name=current_if_name, ip_address=ipv6_address, type="" - ) + NetworkInterfaceInfo(name=iface, ip_address=service.address) ) + case _: + pass return interfaces_info -async def get_mac_system_info_async() -> SystemInfo: +async def get_model_and_chip() -> tuple[str, str]: """Get Mac system information using system_profiler.""" - model_id_val = "Unknown Model" - chip_id_val = "Unknown Chip" - memory_val = 0 - network_interfaces_info_list: list[NetworkInterfaceInfo] = [] + model = "Unknown Model" + chip = "Unknown Chip" + # TODO: better non mac support if sys.platform != "darwin": - return SystemInfo( - model_id=model_id_val, - chip_id=chip_id_val, - memory=memory_val, - network_interfaces=network_interfaces_info_list, - ) + return (model, chip) try: - process = await asyncio.create_subprocess_exec( - "system_profiler", - "SPHardwareDataType", - stdout=asyncio.subprocess.PIPE, - stderr=asyncio.subprocess.PIPE, + process = await run_process( + [ + "system_profiler", + "SPHardwareDataType", + ] ) - stdout_data, stderr_data = await process.communicate() - if process.returncode == 0: - if stdout_data: - output = stdout_data.decode().strip() - model_line = next( - (line for line in output.split("\n") if "Model Name" in line), None - ) - model_id_val = ( - model_line.split(": ")[1] if model_line else "Unknown Model" - ) + except CalledProcessError: + return (model, chip) - chip_line = next( - (line for line in output.split("\n") if "Chip" in line), None - ) - chip_id_val = chip_line.split(": ")[1] if chip_line else "Unknown Chip" + # less interested in errors here because this value should be hard coded + output = process.stdout.decode().strip() - memory_line = next( - (line for line in output.split("\n") if "Memory" in line), None - ) - memory_str = ( - memory_line.split(": ")[1] if memory_line else "0 GB" - ) # Default to "0 GB" - memory_units = memory_str.split() - if len(memory_units) == 2: - try: - memory_value_int = int(memory_units[0]) - if memory_units[1] == "GB": - memory_val = memory_value_int * 1024 # Assuming MB - elif memory_units[1] == "MB": - memory_val = memory_value_int - else: # TB? Unlikely for typical memory, handle gracefully - memory_val = memory_value_int # Store as is, let consumer decide unit or log - print(f"Warning: Unknown memory unit {memory_units[1]}") - except ValueError: - print( - f"Warning: Could not parse memory value {memory_units[0]}" - ) - memory_val = 0 - - else: - print( - "system_profiler command succeeded but produced no output for hardware." - ) - else: - error_message = ( - stderr_data.decode().strip() if stderr_data else "Unknown error" - ) - print( - f"Error executing system_profiler (return code {process.returncode}): {error_message}" - ) - except Exception as e: - print(f"Error getting Mac hardware info: {e}") - - # Call the new function to get network info - try: - network_interfaces_info_list = await get_network_interface_info_async() - except Exception as e: - print(f"Error getting Mac network interface info: {e}") - network_interfaces_info_list = [] - - return SystemInfo( - model_id=model_id_val, - chip_id=chip_id_val, - memory=memory_val, - network_interfaces=network_interfaces_info_list, + model_line = next( + (line for line in output.split("\n") if "Model Name" in line), None ) + model = model_line.split(": ")[1] if model_line else "Unknown Model" + + chip_line = next((line for line in output.split("\n") if "Chip" in line), None) + chip = chip_line.split(": ")[1] if chip_line else "Unknown Chip" + + return (model, chip) diff --git a/uv.lock b/uv.lock index a3e25d6f..861f4649 100644 --- a/uv.lock +++ b/uv.lock @@ -1,5 +1,5 @@ version = 1 -revision = 1 +revision = 3 requires-python = ">=3.13" resolution-markers = [ "sys_platform == 'darwin'", @@ -320,15 +320,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/cd/c7/f65027c2810e14c3e7268353b1681932b87e5a48e65505d8cc17c99e36ae/cryptography-46.0.3-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:3b51b8ca4f1c6453d8829e1eb7299499ca7f313900dd4d89a24b8b87c0a780d4", size = 4686573, upload-time = "2025-10-15T23:18:06.908Z" }, ] -[[package]] 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src/exo/shared/tests/conftest.py | 22 ++ .../test_apply/test_apply_node_download.py | 45 +++ .../tests/unittests/test_plan/__init__.py | 0 .../tests/unittests/test_plan/conftest.py | 71 +++++ .../test_plan/test_download_and_loading.py | 207 ++++++++++++++ .../test_plan/test_runner_lifecycle.py | 194 +++++++++++++ .../test_plan/test_task_forwarding.py | 262 ++++++++++++++++++ .../tests/unittests/test_plan/test_warmup.py | 179 ++++++++++++ 8 files changed, 980 insertions(+) create mode 100644 src/exo/shared/tests/test_apply/test_apply_node_download.py create mode 100644 src/exo/worker/tests/unittests/test_plan/__init__.py create mode 100644 src/exo/worker/tests/unittests/test_plan/conftest.py create mode 100644 src/exo/worker/tests/unittests/test_plan/test_download_and_loading.py create mode 100644 src/exo/worker/tests/unittests/test_plan/test_runner_lifecycle.py create mode 100644 src/exo/worker/tests/unittests/test_plan/test_task_forwarding.py create mode 100644 src/exo/worker/tests/unittests/test_plan/test_warmup.py diff --git a/src/exo/shared/tests/conftest.py b/src/exo/shared/tests/conftest.py index 356e7951..4b982c42 100644 --- a/src/exo/shared/tests/conftest.py +++ b/src/exo/shared/tests/conftest.py @@ -5,6 +5,10 @@ from typing import Generator import pytest +from exo.shared.types.memory import Memory +from exo.shared.types.models import ModelId, ModelMetadata +from exo.shared.types.worker.shards import PipelineShardMetadata, ShardMetadata + @pytest.fixture(scope="session") def event_loop() -> Generator[asyncio.AbstractEventLoop, None, None]: @@ -19,3 +23,21 @@ def event_loop() -> Generator[asyncio.AbstractEventLoop, None, None]: def reset_event_loop(): """Reset the event loop for each test to ensure clean state.""" # This ensures each test gets a fresh event loop state + + +def get_pipeline_shard_metadata( + model_id: ModelId, device_rank: int, world_size: int = 1 +) -> ShardMetadata: + return PipelineShardMetadata( + model_meta=ModelMetadata( + model_id=model_id, + pretty_name=str(model_id), + storage_size=Memory.from_mb(100000), + n_layers=32, + ), + device_rank=device_rank, + world_size=world_size, + start_layer=0, + end_layer=32, + n_layers=32, + ) diff --git a/src/exo/shared/tests/test_apply/test_apply_node_download.py b/src/exo/shared/tests/test_apply/test_apply_node_download.py new file mode 100644 index 00000000..4745c7a0 --- /dev/null +++ b/src/exo/shared/tests/test_apply/test_apply_node_download.py @@ -0,0 +1,45 @@ +from exo.shared.apply import apply_node_download_progress +from exo.shared.tests.conftest import get_pipeline_shard_metadata +from exo.shared.types.common import NodeId +from exo.shared.types.events import NodeDownloadProgress +from exo.shared.types.state import State +from exo.shared.types.worker.downloads import DownloadCompleted +from exo.worker.tests.constants import MODEL_A_ID, MODEL_B_ID + + +def test_apply_node_download_progress(): + state = State() + shard1 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=0, world_size=2) + event = DownloadCompleted( + node_id=NodeId("node-1"), + shard_metadata=shard1, + ) + + new_state = apply_node_download_progress( + NodeDownloadProgress(download_progress=event), state + ) + + assert new_state == State(downloads={NodeId("node-1"): [event]}) + + +def test_apply_two_node_download_progress(): + shard1 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=0, world_size=2) + shard2 = get_pipeline_shard_metadata(MODEL_B_ID, device_rank=0, world_size=2) + event1 = DownloadCompleted( + node_id=NodeId("node-1"), + shard_metadata=shard1, + ) + event2 = DownloadCompleted( + node_id=NodeId("node-1"), + shard_metadata=shard2, + ) + state = State(downloads={NodeId("node-1"): [event1]}) + + new_state = apply_node_download_progress( + NodeDownloadProgress(download_progress=event2), state + ) + + # TODO: This test is failing. We should support the following: + # 1. Downloading multiple models concurrently on the same node (one per runner is fine). + # 2. Downloading a model, it completes, then downloading a different model on the same node. + assert new_state == State(downloads={NodeId("node-1"): [event1, event2]}) diff --git a/src/exo/worker/tests/unittests/test_plan/__init__.py b/src/exo/worker/tests/unittests/test_plan/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/src/exo/worker/tests/unittests/test_plan/conftest.py b/src/exo/worker/tests/unittests/test_plan/conftest.py new file mode 100644 index 00000000..48fc387a --- /dev/null +++ b/src/exo/worker/tests/unittests/test_plan/conftest.py @@ -0,0 +1,71 @@ +from dataclasses import dataclass + +from exo.shared.types.common import NodeId +from exo.shared.types.memory import Memory +from exo.shared.types.models import ModelId, ModelMetadata +from exo.shared.types.tasks import BaseTask +from exo.shared.types.worker.instances import ( + BoundInstance, + Instance, + InstanceId, + MlxRingInstance, +) +from exo.shared.types.worker.runners import RunnerId, RunnerStatus, ShardAssignments +from exo.shared.types.worker.shards import PipelineShardMetadata, ShardMetadata + + +@dataclass(frozen=True) +class FakeRunnerSupervisor: + bound_instance: BoundInstance + status: RunnerStatus + + +class OtherTask(BaseTask): + pass + + +# TODO: Is this actually better than using Mock/Fake dataclasses? +# e.g. commit d01cd292344df15759070966826a6c027945792b +def get_pipeline_shard_metadata( + model_id: ModelId, device_rank: int, world_size: int = 1 +) -> ShardMetadata: + return PipelineShardMetadata( + model_meta=ModelMetadata( + model_id=model_id, + pretty_name=str(model_id), + storage_size=Memory.from_mb(100000), + n_layers=32, + ), + device_rank=device_rank, + world_size=world_size, + start_layer=0, + end_layer=32, + n_layers=32, + ) + + +def get_shard_assignments( + model_id: ModelId, + node_to_runner: dict[NodeId, RunnerId], + runner_to_shard: dict[RunnerId, ShardMetadata], +) -> ShardAssignments: + return ShardAssignments( + model_id=model_id, + node_to_runner=node_to_runner, + runner_to_shard=runner_to_shard, + ) + + +def get_mlx_ring_instance( + instance_id: InstanceId, + model_id: ModelId, + node_to_runner: dict[NodeId, RunnerId], + runner_to_shard: dict[RunnerId, ShardMetadata], +) -> Instance: + return MlxRingInstance( + instance_id=instance_id, + shard_assignments=get_shard_assignments( + model_id, node_to_runner, runner_to_shard + ), + hosts=[], + ) diff --git a/src/exo/worker/tests/unittests/test_plan/test_download_and_loading.py b/src/exo/worker/tests/unittests/test_plan/test_download_and_loading.py new file mode 100644 index 00000000..1cb5adba --- /dev/null +++ b/src/exo/worker/tests/unittests/test_plan/test_download_and_loading.py @@ -0,0 +1,207 @@ +import exo.worker.plan as plan_mod +from exo.shared.types.common import NodeId +from exo.shared.types.tasks import LoadModel +from exo.shared.types.worker.downloads import DownloadCompleted, DownloadProgress +from exo.shared.types.worker.instances import BoundInstance +from exo.shared.types.worker.runners import ( + RunnerWaitingForModel, +) +from exo.shared.types.worker.shards import ShardMetadata +from exo.worker.tests.constants import ( + INSTANCE_1_ID, + MODEL_A_ID, + NODE_A, + NODE_B, + RUNNER_1_ID, + RUNNER_2_ID, +) +from exo.worker.tests.unittests.test_plan.conftest import ( + FakeRunnerSupervisor, + get_mlx_ring_instance, + get_pipeline_shard_metadata, +) + + +def test_plan_requests_download_when_waiting_and_shard_not_downloaded(): + """ + When a runner is waiting for a model and its shard is not in the + local download_status map, plan() should emit DownloadModel. + """ + + shard = get_pipeline_shard_metadata(model_id=MODEL_A_ID, device_rank=0) + instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_A: RUNNER_1_ID}, + runner_to_shard={RUNNER_1_ID: shard}, + ) + bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + runner = FakeRunnerSupervisor( + bound_instance=bound_instance, status=RunnerWaitingForModel() + ) + + runners = {RUNNER_1_ID: runner} + instances = {INSTANCE_1_ID: instance} + all_runners = {RUNNER_1_ID: RunnerWaitingForModel()} + + # No entry for this shard -> should trigger DownloadModel + download_status: dict[ShardMetadata, DownloadProgress] = {} + + result = plan_mod.plan( + node_id=NODE_A, + runners=runners, # type: ignore + download_status=download_status, + global_download_status={NODE_A: []}, + instances=instances, + all_runners=all_runners, + tasks={}, + ) + + assert isinstance(result, plan_mod.DownloadModel) + assert result.instance_id == INSTANCE_1_ID + assert result.shard_metadata == shard + + +def test_plan_loads_model_when_all_shards_downloaded_and_waiting(): + """ + When all shards for an instance are DownloadCompleted (globally) and + all runners are in waiting/loading/loaded states, plan() should emit + LoadModel once. + """ + shard1 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=0, world_size=2) + shard2 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=1, world_size=2) + instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, + runner_to_shard={RUNNER_1_ID: shard1, RUNNER_2_ID: shard2}, + ) + bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + local_runner = FakeRunnerSupervisor( + bound_instance=bound_instance, status=RunnerWaitingForModel() + ) + + runners = {RUNNER_1_ID: local_runner} + instances = {INSTANCE_1_ID: instance} + + all_runners = { + RUNNER_1_ID: RunnerWaitingForModel(), + RUNNER_2_ID: RunnerWaitingForModel(), + } + + # Local node has already marked its shard as downloaded (not actually used by _load_model) + local_download_status = { + shard1: DownloadCompleted(shard_metadata=shard1, node_id=NODE_A) # type: ignore[reportUnhashable] + } + + # Global view has completed downloads for both nodes + global_download_status = { + NODE_A: [DownloadCompleted(shard_metadata=shard1, node_id=NODE_A)], + NODE_B: [DownloadCompleted(shard_metadata=shard2, node_id=NODE_B)], + } + + result = plan_mod.plan( + node_id=NODE_A, + runners=runners, # type: ignore + download_status=local_download_status, + global_download_status=global_download_status, + instances=instances, + all_runners=all_runners, + tasks={}, + ) + + assert isinstance(result, LoadModel) + assert result.instance_id == INSTANCE_1_ID + + +def test_plan_does_not_request_download_when_shard_already_downloaded(): + """ + If the local shard already has a DownloadCompleted entry, plan() + should not re-emit DownloadModel while global state is still catching up. + """ + shard = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=0) + instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_A: RUNNER_1_ID}, + runner_to_shard={RUNNER_1_ID: shard}, + ) + bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + runner = FakeRunnerSupervisor( + bound_instance=bound_instance, status=RunnerWaitingForModel() + ) + + runners = {RUNNER_1_ID: runner} + instances = {INSTANCE_1_ID: instance} + all_runners = {RUNNER_1_ID: RunnerWaitingForModel()} + + # Local status claims the shard is downloaded already + local_download_status = { + shard: DownloadCompleted(shard_metadata=shard, node_id=NODE_A) # type: ignore[reportUnhashable] + } + + # Global view hasn't caught up yet (no completed shards recorded for NODE_A) + global_download_status: dict[NodeId, list[DownloadProgress]] = { + NODE_A: [], + NODE_B: [], + } + + result = plan_mod.plan( + node_id=NODE_A, + runners=runners, # type: ignore + download_status=local_download_status, + global_download_status=global_download_status, + instances=instances, + all_runners=all_runners, + tasks={}, + ) + + assert result is None + + +def test_plan_does_not_load_model_until_all_shards_downloaded_globally(): + """ + LoadModel should not be emitted while some shards are still missing from + the global_download_status. + """ + shard1 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=0, world_size=2) + shard2 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=1, world_size=2) + instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, + runner_to_shard={RUNNER_1_ID: shard1, RUNNER_2_ID: shard2}, + ) + + bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + local_runner = FakeRunnerSupervisor( + bound_instance=bound_instance, status=RunnerWaitingForModel() + ) + + runners = {RUNNER_1_ID: local_runner} + instances = {INSTANCE_1_ID: instance} + all_runners = { + RUNNER_1_ID: RunnerWaitingForModel(), + RUNNER_2_ID: RunnerWaitingForModel(), + } + + # Only NODE_A's shard is recorded as downloaded globally + local_download_status = { + shard1: DownloadCompleted(shard_metadata=shard1, node_id=NODE_A) # type: ignore[reportUnhashable] + } + global_download_status = { + NODE_A: [DownloadCompleted(shard_metadata=shard1, node_id=NODE_A)], + NODE_B: [], # NODE_B has no downloads completed yet + } + + result = plan_mod.plan( + node_id=NODE_A, + runners=runners, # type: ignore + download_status=local_download_status, + global_download_status=global_download_status, + instances=instances, + all_runners=all_runners, + tasks={}, + ) + + assert result is None diff --git a/src/exo/worker/tests/unittests/test_plan/test_runner_lifecycle.py b/src/exo/worker/tests/unittests/test_plan/test_runner_lifecycle.py new file mode 100644 index 00000000..ce70313c --- /dev/null +++ b/src/exo/worker/tests/unittests/test_plan/test_runner_lifecycle.py @@ -0,0 +1,194 @@ +from typing import Any + +import exo.worker.plan as plan_mod +from exo.shared.types.tasks import Shutdown +from exo.shared.types.worker.instances import BoundInstance, Instance, InstanceId +from exo.shared.types.worker.runners import ( + RunnerFailed, + RunnerId, + RunnerReady, + RunnerStatus, +) +from exo.worker.tests.constants import ( + INSTANCE_1_ID, + MODEL_A_ID, + NODE_A, + NODE_B, + RUNNER_1_ID, + RUNNER_2_ID, +) + +from .conftest import ( + FakeRunnerSupervisor, + get_mlx_ring_instance, + get_pipeline_shard_metadata, +) + + +def test_plan_kills_runner_when_instance_missing(): + """ + If a local runner's instance is no longer present in state, + plan() should return a Shutdown for that runner. + """ + shard = get_pipeline_shard_metadata(model_id=MODEL_A_ID, device_rank=0) + instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_A: RUNNER_1_ID}, + runner_to_shard={RUNNER_1_ID: shard}, + ) + bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + runner = FakeRunnerSupervisor(bound_instance=bound_instance, status=RunnerReady()) + + runners = {RUNNER_1_ID: runner} + instances: dict[InstanceId, Instance] = {} + all_runners = {RUNNER_1_ID: RunnerReady()} + + result = plan_mod.plan( + node_id=NODE_A, + runners=runners, # type: ignore + download_status={}, + global_download_status={NODE_A: []}, + instances=instances, + all_runners=all_runners, + tasks={}, + ) + + assert isinstance(result, Shutdown) + assert result.instance_id == INSTANCE_1_ID + assert result.runner_id == RUNNER_1_ID + + +def test_plan_kills_runner_when_sibling_failed(): + """ + If a sibling runner in the same instance has failed, the local runner + should be shut down. + """ + shard1 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=0, world_size=2) + shard2 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=1, world_size=2) + instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, + runner_to_shard={RUNNER_1_ID: shard1, RUNNER_2_ID: shard2}, + ) + bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + runner = FakeRunnerSupervisor(bound_instance=bound_instance, status=RunnerReady()) + + runners = {RUNNER_1_ID: runner} + instances = {INSTANCE_1_ID: instance} + all_runners = { + RUNNER_1_ID: RunnerReady(), + RUNNER_2_ID: RunnerFailed(error_message="boom"), + } + + result = plan_mod.plan( + node_id=NODE_A, + runners=runners, # type: ignore + download_status={}, + global_download_status={NODE_A: []}, + instances=instances, + all_runners=all_runners, + tasks={}, + ) + + assert isinstance(result, Shutdown) + assert result.instance_id == INSTANCE_1_ID + assert result.runner_id == RUNNER_1_ID + + +def test_plan_creates_runner_when_missing_for_node(): + """ + If shard_assignments specify a runner for this node but we don't have + a local supervisor yet, plan() should emit a CreateRunner. + """ + shard = get_pipeline_shard_metadata(model_id=MODEL_A_ID, device_rank=0) + instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_A: RUNNER_1_ID}, + runner_to_shard={RUNNER_1_ID: shard}, + ) + + runners: dict[Any, Any] = {} # nothing local yet + instances = {INSTANCE_1_ID: instance} + all_runners: dict[Any, Any] = {} + + result = plan_mod.plan( + node_id=NODE_A, + runners=runners, + download_status={}, + global_download_status={NODE_A: []}, + instances=instances, + all_runners=all_runners, + tasks={}, + ) + + # We patched plan_mod.CreateRunner → CreateRunner + assert isinstance(result, plan_mod.CreateRunner) + assert result.instance_id == INSTANCE_1_ID + assert isinstance(result.bound_instance, BoundInstance) + assert result.bound_instance.instance is instance + assert result.bound_instance.bound_runner_id == RUNNER_1_ID + + +def test_plan_does_not_create_runner_when_supervisor_already_present(): + """ + If we already have a local supervisor for the runner assigned to this node, + plan() should not emit a CreateRunner again. + """ + shard = get_pipeline_shard_metadata(model_id=MODEL_A_ID, device_rank=0) + instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_A: RUNNER_1_ID}, + runner_to_shard={RUNNER_1_ID: shard}, + ) + bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + runner = FakeRunnerSupervisor(bound_instance=bound_instance, status=RunnerReady()) + + runners = {RUNNER_1_ID: runner} + instances = {INSTANCE_1_ID: instance} + all_runners = {RUNNER_1_ID: RunnerReady()} + + result = plan_mod.plan( + node_id=NODE_A, + runners=runners, # type: ignore + download_status={}, + global_download_status={NODE_A: []}, + instances=instances, + all_runners=all_runners, + tasks={}, + ) + + assert result is None + + +def test_plan_does_not_create_runner_for_unassigned_node(): + """ + If this node does not appear in shard_assignments.node_to_runner, + plan() should not try to create a runner on this node. + """ + shard = get_pipeline_shard_metadata(model_id=MODEL_A_ID, device_rank=0) + instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_B: RUNNER_2_ID}, + runner_to_shard={RUNNER_2_ID: shard}, + ) + + runners: dict[RunnerId, FakeRunnerSupervisor] = {} # no local runners + instances = {INSTANCE_1_ID: instance} + all_runners: dict[RunnerId, RunnerStatus] = {} + + result = plan_mod.plan( + node_id=NODE_A, + runners=runners, # type: ignore + download_status={}, + global_download_status={NODE_A: []}, + instances=instances, + all_runners=all_runners, + tasks={}, + ) + + assert result is None diff --git a/src/exo/worker/tests/unittests/test_plan/test_task_forwarding.py b/src/exo/worker/tests/unittests/test_plan/test_task_forwarding.py new file mode 100644 index 00000000..265dd56e --- /dev/null +++ b/src/exo/worker/tests/unittests/test_plan/test_task_forwarding.py @@ -0,0 +1,262 @@ +from typing import cast + +import exo.worker.plan as plan_mod +from exo.shared.types.api import ChatCompletionTaskParams +from exo.shared.types.tasks import ChatCompletion, Task, TaskId, TaskStatus +from exo.shared.types.worker.instances import BoundInstance, InstanceId +from exo.shared.types.worker.runners import ( + RunnerReady, + RunnerRunning, + RunnerWaitingForModel, +) +from exo.worker.tests.constants import ( + COMMAND_1_ID, + INSTANCE_1_ID, + MODEL_A_ID, + NODE_A, + NODE_B, + RUNNER_1_ID, + RUNNER_2_ID, + TASK_1_ID, +) + +from .conftest import ( + FakeRunnerSupervisor, + OtherTask, + get_mlx_ring_instance, + get_pipeline_shard_metadata, +) + + +def test_plan_forwards_pending_chat_completion_when_runner_ready(): + """ + When there is a pending ChatCompletion for the local instance and all + runners are Ready/Running, plan() should forward that task. + """ + shard0 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=0, world_size=2) + shard1 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=1, world_size=2) + instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, + runner_to_shard={RUNNER_1_ID: shard0, RUNNER_2_ID: shard1}, + ) + bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + local_runner = FakeRunnerSupervisor( + bound_instance=bound_instance, status=RunnerReady() + ) + + runners = {RUNNER_1_ID: local_runner} + instances = {INSTANCE_1_ID: instance} + all_runners = { + RUNNER_1_ID: RunnerReady(), + RUNNER_2_ID: RunnerReady(), + } + + task = ChatCompletion( + task_id=TASK_1_ID, + instance_id=INSTANCE_1_ID, + task_status=TaskStatus.Pending, + command_id=COMMAND_1_ID, + task_params=ChatCompletionTaskParams(model=MODEL_A_ID, messages=[]), + ) + + result = plan_mod.plan( + node_id=NODE_A, + runners=runners, # type: ignore + download_status={}, + global_download_status={NODE_A: []}, + instances=instances, + all_runners=all_runners, + tasks={TASK_1_ID: task}, + ) + + assert result is task + + +def test_plan_does_not_forward_chat_completion_if_any_runner_not_ready(): + """ + Even with a pending ChatCompletion, plan() should not forward it unless + all runners for the instance are Ready/Running. + """ + shard1 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=0, world_size=2) + shard2 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=1, world_size=2) + instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, + runner_to_shard={RUNNER_1_ID: shard1, RUNNER_2_ID: shard2}, + ) + bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + local_runner = FakeRunnerSupervisor( + bound_instance=bound_instance, status=RunnerReady() + ) + + runners = {RUNNER_1_ID: local_runner} + instances = {INSTANCE_1_ID: instance} + all_runners = { + RUNNER_1_ID: RunnerReady(), + RUNNER_2_ID: RunnerWaitingForModel(), + } + + task = ChatCompletion( + task_id=TASK_1_ID, + instance_id=INSTANCE_1_ID, + task_status=TaskStatus.Pending, + command_id=COMMAND_1_ID, + task_params=ChatCompletionTaskParams(model=MODEL_A_ID, messages=[]), + ) + + result = plan_mod.plan( + node_id=NODE_A, + runners=runners, # type: ignore + download_status={}, + global_download_status={NODE_A: [], NODE_B: []}, + instances=instances, + all_runners=all_runners, + tasks={TASK_1_ID: task}, + ) + + assert result is None + + +def test_plan_does_not_forward_tasks_for_other_instances(): + """ + plan() should ignore pending ChatCompletion tasks whose instance_id does + not match the local instance. + """ + shard = get_pipeline_shard_metadata(model_id=MODEL_A_ID, device_rank=0) + local_instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_A: RUNNER_1_ID}, + runner_to_shard={RUNNER_1_ID: shard}, + ) + bound_instance = BoundInstance(instance=local_instance, bound_runner_id=RUNNER_1_ID) + local_runner = FakeRunnerSupervisor( + bound_instance=bound_instance, status=RunnerReady() + ) + + runners = {RUNNER_1_ID: local_runner} + instances = {INSTANCE_1_ID: local_instance} + all_runners = {RUNNER_1_ID: RunnerReady()} + + other_instance_id = InstanceId("instance-2") + foreign_task = ChatCompletion( + task_id=TaskId("other-task"), + instance_id=other_instance_id, + task_status=TaskStatus.Pending, + command_id=COMMAND_1_ID, + task_params=ChatCompletionTaskParams(model=MODEL_A_ID, messages=[]), + ) + + result = plan_mod.plan( + node_id=NODE_A, + runners=runners, # type: ignore + download_status={}, + global_download_status={NODE_A: []}, + instances=instances, + all_runners=all_runners, + tasks={foreign_task.task_id: foreign_task}, + ) + + assert result is None + + +def test_plan_ignores_non_pending_or_non_chat_tasks(): + """ + _pending_tasks should not forward tasks that are either not ChatCompletion + or not in Pending/Running states. + """ + shard0 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=0, world_size=2) + shard1 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=1, world_size=2) + instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, + runner_to_shard={RUNNER_1_ID: shard0, RUNNER_2_ID: shard1}, + ) + bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + + local_runner = FakeRunnerSupervisor( + bound_instance=bound_instance, status=RunnerReady() + ) + + runners = {RUNNER_1_ID: local_runner} + instances = {INSTANCE_1_ID: instance} + all_runners = { + RUNNER_1_ID: RunnerReady(), + RUNNER_2_ID: RunnerReady(), + } + + completed_task = ChatCompletion( + task_id=TASK_1_ID, + instance_id=INSTANCE_1_ID, + task_status=TaskStatus.Complete, + command_id=COMMAND_1_ID, + task_params=ChatCompletionTaskParams(model=MODEL_A_ID, messages=[]), + ) + + other_task_id = TaskId("other-task") + + other_task = cast( + Task, + cast( + object, + OtherTask( + task_id=other_task_id, + instance_id=INSTANCE_1_ID, + task_status=TaskStatus.Pending, + ), + ), + ) + + result = plan_mod.plan( + node_id=NODE_A, + runners=runners, # type: ignore + download_status={}, + global_download_status={NODE_A: [], NODE_B: []}, + instances=instances, + all_runners=all_runners, + tasks={TASK_1_ID: completed_task, other_task_id: other_task}, + ) + + assert result is None + + +def test_plan_returns_none_when_nothing_to_do(): + """ + If there are healthy runners, no downloads needed, and no pending tasks, + plan() should return None (steady state). + """ + shard0 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=0, world_size=2) + shard1 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=1, world_size=2) + instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, + runner_to_shard={RUNNER_1_ID: shard0, RUNNER_2_ID: shard1}, + ) + bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + local_runner = FakeRunnerSupervisor( + bound_instance=bound_instance, status=RunnerRunning() + ) + + runners = {RUNNER_1_ID: local_runner} + instances = {INSTANCE_1_ID: instance} + all_runners = { + RUNNER_1_ID: RunnerRunning(), + RUNNER_2_ID: RunnerRunning(), + } + + result = plan_mod.plan( + node_id=NODE_A, + runners=runners, # type: ignore + download_status={}, + global_download_status={NODE_A: [], NODE_B: []}, + instances=instances, + all_runners=all_runners, + tasks={}, + ) + + assert result is None diff --git a/src/exo/worker/tests/unittests/test_plan/test_warmup.py b/src/exo/worker/tests/unittests/test_plan/test_warmup.py new file mode 100644 index 00000000..601f4987 --- /dev/null +++ b/src/exo/worker/tests/unittests/test_plan/test_warmup.py @@ -0,0 +1,179 @@ +import exo.worker.plan as plan_mod +from exo.shared.types.tasks import StartWarmup +from exo.shared.types.worker.instances import BoundInstance +from exo.shared.types.worker.runners import ( + RunnerLoaded, + RunnerWaitingForModel, + RunnerWarmingUp, +) +from exo.worker.tests.constants import ( + INSTANCE_1_ID, + MODEL_A_ID, + NODE_A, + NODE_B, + RUNNER_1_ID, + RUNNER_2_ID, +) + +from .conftest import ( + FakeRunnerSupervisor, + get_mlx_ring_instance, + get_pipeline_shard_metadata, +) + + +def test_plan_starts_warmup_for_non_zero_rank_when_all_loaded_or_warming(): + """ + For non-zero device_rank shards, StartWarmup should be emitted when all + shards in the instance are Loaded/WarmingUp. + """ + shard0 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=0, world_size=2) + shard1 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=1, world_size=2) + instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, + runner_to_shard={RUNNER_1_ID: shard0, RUNNER_2_ID: shard1}, + ) + + bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_2_ID) + local_runner = FakeRunnerSupervisor( + bound_instance=bound_instance, status=RunnerLoaded() + ) + + runners = {RUNNER_2_ID: local_runner} + instances = {INSTANCE_1_ID: instance} + all_runners = { + RUNNER_1_ID: RunnerLoaded(), + RUNNER_2_ID: RunnerLoaded(), + } + + result = plan_mod.plan( + node_id=NODE_B, + runners=runners, # type: ignore + download_status={}, + global_download_status={NODE_A: []}, + instances=instances, + all_runners=all_runners, + tasks={}, + ) + + assert isinstance(result, StartWarmup) + assert result.instance_id == INSTANCE_1_ID + + +def test_plan_starts_warmup_for_rank_zero_after_others_warming(): + """ + For device_rank == 0, StartWarmup should only be emitted once all the + other runners in the instance are already warming up. + """ + shard0 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=0, world_size=2) + shard1 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=1, world_size=2) + instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, + runner_to_shard={RUNNER_1_ID: shard0, RUNNER_2_ID: shard1}, + ) + + bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + local_runner = FakeRunnerSupervisor( + bound_instance=bound_instance, status=RunnerLoaded() + ) + + runners = {RUNNER_1_ID: local_runner} + instances = {INSTANCE_1_ID: instance} + all_runners = { + RUNNER_1_ID: RunnerLoaded(), + RUNNER_2_ID: RunnerWarmingUp(), + } + + result = plan_mod.plan( + node_id=NODE_A, + runners=runners, # type: ignore + download_status={}, + global_download_status={NODE_A: []}, + instances=instances, + all_runners=all_runners, + tasks={}, + ) + + assert isinstance(result, StartWarmup) + assert result.instance_id == INSTANCE_1_ID + + +def test_plan_does_not_start_warmup_for_non_zero_rank_until_all_loaded_or_warming(): + """ + Non-zero rank should not start warmup while any shard is not Loaded/WarmingUp. + """ + shard0 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=0, world_size=2) + shard1 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=1, world_size=2) + instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, + runner_to_shard={RUNNER_1_ID: shard0, RUNNER_2_ID: shard1}, + ) + + bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_2_ID) + local_runner = FakeRunnerSupervisor( + bound_instance=bound_instance, status=RunnerLoaded() + ) + + runners = {RUNNER_2_ID: local_runner} + instances = {INSTANCE_1_ID: instance} + all_runners = { + RUNNER_1_ID: RunnerWaitingForModel(), + RUNNER_2_ID: RunnerLoaded(), + } + + result = plan_mod.plan( + node_id=NODE_B, + runners=runners, # type: ignore + download_status={}, + global_download_status={NODE_A: [], NODE_B: []}, + instances=instances, + all_runners=all_runners, + tasks={}, + ) + + assert result is None + + +def test_plan_does_not_start_warmup_for_rank_zero_until_others_warming(): + """ + Rank-zero shard should not start warmup until all non-zero ranks are + already WarmingUp. + """ + shard0 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=0, world_size=2) + shard1 = get_pipeline_shard_metadata(MODEL_A_ID, device_rank=1, world_size=2) + instance = get_mlx_ring_instance( + instance_id=INSTANCE_1_ID, + model_id=MODEL_A_ID, + node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, + runner_to_shard={RUNNER_1_ID: shard0, RUNNER_2_ID: shard1}, + ) + + bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + local_runner = FakeRunnerSupervisor( + bound_instance=bound_instance, status=RunnerLoaded() + ) + + runners = {RUNNER_1_ID: local_runner} + instances = {INSTANCE_1_ID: instance} + all_runners = { + RUNNER_1_ID: RunnerLoaded(), + RUNNER_2_ID: RunnerLoaded(), + } + + result = plan_mod.plan( + node_id=NODE_A, + runners=runners, # type: ignore + download_status={}, + global_download_status={NODE_A: [], NODE_B: []}, + instances=instances, + all_runners=all_runners, + tasks={}, + ) + + assert result is None From 7b3e3fd66c1187aa576580242e4d76e74977a0fe Mon Sep 17 00:00:00 2001 From: rltakashige Date: Fri, 21 Nov 2025 16:42:52 +0000 Subject: [PATCH 200/224] Worker tests 2 --- src/exo/worker/engines/mlx/generator/__init__.py | 0 src/exo/worker/{runner => engines/mlx/generator}/generate.py | 0 src/exo/worker/runner/runner.py | 2 +- src/exo/worker/tests/unittests/__init__.py | 0 src/exo/worker/tests/unittests/{test_plan => }/conftest.py | 0 src/exo/worker/tests/unittests/test_download/__init__.py | 0 src/exo/worker/tests/unittests/test_mlx/__init__.py | 0 .../tests/unittests/test_plan/test_download_and_loading.py | 2 +- .../worker/tests/unittests/test_plan/test_runner_lifecycle.py | 3 +-- .../worker/tests/unittests/test_plan/test_task_forwarding.py | 3 +-- src/exo/worker/tests/unittests/test_plan/test_warmup.py | 3 +-- src/exo/worker/tests/unittests/test_runner/__init__.py | 0 12 files changed, 5 insertions(+), 8 deletions(-) create mode 100644 src/exo/worker/engines/mlx/generator/__init__.py rename src/exo/worker/{runner => engines/mlx/generator}/generate.py (100%) create mode 100644 src/exo/worker/tests/unittests/__init__.py rename src/exo/worker/tests/unittests/{test_plan => }/conftest.py (100%) create mode 100644 src/exo/worker/tests/unittests/test_download/__init__.py create mode 100644 src/exo/worker/tests/unittests/test_mlx/__init__.py create mode 100644 src/exo/worker/tests/unittests/test_runner/__init__.py diff --git a/src/exo/worker/engines/mlx/generator/__init__.py b/src/exo/worker/engines/mlx/generator/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/src/exo/worker/runner/generate.py b/src/exo/worker/engines/mlx/generator/generate.py similarity index 100% rename from src/exo/worker/runner/generate.py rename to src/exo/worker/engines/mlx/generator/generate.py diff --git a/src/exo/worker/runner/runner.py b/src/exo/worker/runner/runner.py index 81b43524..b99654d6 100644 --- a/src/exo/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -33,12 +33,12 @@ from exo.shared.types.worker.runners import ( RunnerWarmingUp, ) from exo.utils.channels import ClosedResourceError, MpReceiver, MpSender +from exo.worker.engines.mlx.generator.generate import mlx_generate, warmup_inference from exo.worker.engines.mlx.utils_mlx import ( initialize_mlx, mlx_force_oom, ) from exo.worker.runner.bootstrap import logger -from exo.worker.runner.generate import mlx_generate, warmup_inference def main( diff --git a/src/exo/worker/tests/unittests/__init__.py b/src/exo/worker/tests/unittests/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/src/exo/worker/tests/unittests/test_plan/conftest.py b/src/exo/worker/tests/unittests/conftest.py similarity index 100% rename from src/exo/worker/tests/unittests/test_plan/conftest.py rename to src/exo/worker/tests/unittests/conftest.py diff --git a/src/exo/worker/tests/unittests/test_download/__init__.py b/src/exo/worker/tests/unittests/test_download/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/src/exo/worker/tests/unittests/test_mlx/__init__.py b/src/exo/worker/tests/unittests/test_mlx/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/src/exo/worker/tests/unittests/test_plan/test_download_and_loading.py b/src/exo/worker/tests/unittests/test_plan/test_download_and_loading.py index 1cb5adba..d64df456 100644 --- a/src/exo/worker/tests/unittests/test_plan/test_download_and_loading.py +++ b/src/exo/worker/tests/unittests/test_plan/test_download_and_loading.py @@ -15,7 +15,7 @@ from exo.worker.tests.constants import ( RUNNER_1_ID, RUNNER_2_ID, ) -from exo.worker.tests.unittests.test_plan.conftest import ( +from exo.worker.tests.unittests.conftest import ( FakeRunnerSupervisor, get_mlx_ring_instance, get_pipeline_shard_metadata, diff --git a/src/exo/worker/tests/unittests/test_plan/test_runner_lifecycle.py b/src/exo/worker/tests/unittests/test_plan/test_runner_lifecycle.py index ce70313c..056de505 100644 --- a/src/exo/worker/tests/unittests/test_plan/test_runner_lifecycle.py +++ b/src/exo/worker/tests/unittests/test_plan/test_runner_lifecycle.py @@ -17,8 +17,7 @@ from exo.worker.tests.constants import ( RUNNER_1_ID, RUNNER_2_ID, ) - -from .conftest import ( +from exo.worker.tests.unittests.conftest import ( FakeRunnerSupervisor, get_mlx_ring_instance, get_pipeline_shard_metadata, diff --git a/src/exo/worker/tests/unittests/test_plan/test_task_forwarding.py b/src/exo/worker/tests/unittests/test_plan/test_task_forwarding.py index 265dd56e..b1500e74 100644 --- a/src/exo/worker/tests/unittests/test_plan/test_task_forwarding.py +++ b/src/exo/worker/tests/unittests/test_plan/test_task_forwarding.py @@ -19,8 +19,7 @@ from exo.worker.tests.constants import ( RUNNER_2_ID, TASK_1_ID, ) - -from .conftest import ( +from exo.worker.tests.unittests.conftest import ( FakeRunnerSupervisor, OtherTask, get_mlx_ring_instance, diff --git a/src/exo/worker/tests/unittests/test_plan/test_warmup.py b/src/exo/worker/tests/unittests/test_plan/test_warmup.py index 601f4987..ed0f0d2b 100644 --- a/src/exo/worker/tests/unittests/test_plan/test_warmup.py +++ b/src/exo/worker/tests/unittests/test_plan/test_warmup.py @@ -14,8 +14,7 @@ from exo.worker.tests.constants import ( RUNNER_1_ID, RUNNER_2_ID, ) - -from .conftest import ( +from exo.worker.tests.unittests.conftest import ( FakeRunnerSupervisor, get_mlx_ring_instance, get_pipeline_shard_metadata, diff --git a/src/exo/worker/tests/unittests/test_runner/__init__.py b/src/exo/worker/tests/unittests/test_runner/__init__.py new file mode 100644 index 00000000..e69de29b From 7088988a65f17b8404cedb34c6e1f540bb06e24c Mon Sep 17 00:00:00 2001 From: Evan Date: Tue, 25 Nov 2025 12:13:53 +0000 Subject: [PATCH 201/224] bump pyo3 stub-gen --- rust/exo_pyo3_bindings/Cargo.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/rust/exo_pyo3_bindings/Cargo.toml b/rust/exo_pyo3_bindings/Cargo.toml index cab3b731..12803ab4 100644 --- a/rust/exo_pyo3_bindings/Cargo.toml +++ b/rust/exo_pyo3_bindings/Cargo.toml @@ -38,7 +38,7 @@ pyo3 = { version = "0.27.1", features = [ "ordered-float", "rust_decimal", "smallvec", # "anyhow", "chrono", "chrono-local", "chrono-tz", "eyre", "jiff-02", "lock_api", "parking-lot", "time", "serde", ] } -pyo3-stub-gen = { version = "0.16.1" } +pyo3-stub-gen = { version = "0.17.2" } pyo3-async-runtimes = { version = "0.27.0", features = ["attributes", "tokio-runtime", "testing"] } pyo3-log = "0.13.2" From 63c85e1298fdcef3969c5f0c31a36908ee22b285 Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Tue, 25 Nov 2025 13:02:06 +0000 Subject: [PATCH 202/224] get rid of spammy Finished tokenizing log --- src/exo/worker/runner/runner.py | 1 - 1 file changed, 1 deletion(-) diff --git a/src/exo/worker/runner/runner.py b/src/exo/worker/runner/runner.py index b99654d6..c44783a3 100644 --- a/src/exo/worker/runner/runner.py +++ b/src/exo/worker/runner/runner.py @@ -169,7 +169,6 @@ def main( ) # case TokenizedResponse(): # TODO: something here ig - logger.info("Finished tokenizing?") current_status = RunnerReady() logger.info("runner ready") From e56daa7c2352e272351de2fda1090e61e4c098e7 Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Wed, 26 Nov 2025 11:48:30 +0000 Subject: [PATCH 203/224] render download progress properly --- dashboard/index.html | 180 +++++++++++++++++++++++++++++++------------ 1 file changed, 130 insertions(+), 50 deletions(-) diff --git a/dashboard/index.html b/dashboard/index.html index d0ddc6fc..c08b40e2 100644 --- a/dashboard/index.html +++ b/dashboard/index.html @@ -1250,12 +1250,22 @@ // Edge IP display flag (can be toggled from console) window.exoShowEdgeIPs = false; + // Debug flag for download tracking (can be toggled from console) + window.exoDebugDownloads = false; + // Helper function to toggle IP display (accessible from console) window.toggleEdgeIPs = function() { window.exoShowEdgeIPs = !window.exoShowEdgeIPs; console.log(`Edge IP display ${window.exoShowEdgeIPs ? 'enabled' : 'disabled'}`); return window.exoShowEdgeIPs; }; + + // Helper function to toggle download debugging (accessible from console) + window.toggleDownloadDebug = function() { + window.exoDebugDownloads = !window.exoDebugDownloads; + console.log(`Download debugging ${window.exoDebugDownloads ? 'enabled' : 'disabled'}`); + return window.exoDebugDownloads; + }; // Fetch available models and populate dropdown async function fetchAndPopulateModels() { @@ -1373,22 +1383,32 @@ throw new Error(`Failed to fetch state: ${response.status}`); } const data = await response.json(); - renderInstances(data.instances || {}, data.runners || {}); + + if (window.exoDebugDownloads && data.downloads) { + console.log('[Download Debug] State downloads:', data.downloads); + console.log('[Download Debug] Number of nodes with downloads:', Object.keys(data.downloads).length); + } + + renderInstances(data.instances || {}, data.runners || {}, data.downloads || {}); } catch (error) { console.error('Error fetching instances:', error); instancesList.innerHTML = '
Error loading instances
'; } } - // Calculate download status for an instance based on its runners, with detailed per-file info - function calculateInstanceDownloadStatus(instanceWrapped, runners) { + // Calculate download status for an instance based on the new downloads structure + function calculateInstanceDownloadStatus(instanceWrapped, runners, downloads) { // Unwrap tagged Instance union (MlxRingInstance or MlxIbvInstance) const [_instanceTag, instance] = getTagged(instanceWrapped); if (!instance || typeof instance !== 'object') { return { isDownloading: false, progress: 0, details: [] }; } - if (!instance.shardAssignments?.runnerToShard || !runners) { + if (!instance.shardAssignments?.runnerToShard) { + return { isDownloading: false, progress: 0, details: [] }; + } + + if (!downloads || Object.keys(downloads).length === 0) { return { isDownloading: false, progress: 0, details: [] }; } @@ -1399,16 +1419,6 @@ return fallback; }; - // Returns [tag, payload] for objects serialized as {Tag: {...}}, else [null, null] - function getTagged(obj) { - if (!obj || typeof obj !== 'object') return [null, null]; - const keys = Object.keys(obj); - if (keys.length === 1 && typeof keys[0] === 'string') { - return [keys[0], obj[keys[0]]]; - } - return [null, null]; - } - function normalizeProgress(progressRaw) { if (!progressRaw) return null; const totalBytes = bytesFromValue(pick(progressRaw, 'total_bytes', 'totalBytes', 0)); @@ -1434,41 +1444,112 @@ return { totalBytes, downloadedBytes, downloadedBytesThisSession, completedFiles, totalFiles, speed, etaMs, files, percentage }; } - const runnerIds = Object.keys(instance.shardAssignments.runnerToShard); + // Build reverse mapping from runnerId to nodeId + const nodeToRunner = instance.shardAssignments.nodeToRunner || {}; + const runnerToNode = {}; + Object.entries(nodeToRunner).forEach(([nodeId, runnerId]) => { + runnerToNode[runnerId] = nodeId; + }); + + const runnerToShard = instance.shardAssignments.runnerToShard || {}; + const runnerIds = Object.keys(runnerToShard); const details = []; let totalBytes = 0; let downloadedBytes = 0; + if (window.exoDebugDownloads) { + console.log('[Download Debug] Checking downloads for instance:', { + runnerIds, + availableDownloads: Object.keys(downloads), + nodeToRunner + }); + } + for (const runnerId of runnerIds) { - const runner = runners[runnerId]; - if (!runner) continue; - - // New tagged format: { "DownloadingRunnerStatus": { downloadProgress: { "DownloadOngoing": { ... } } } } - const [statusKind, statusPayload] = getTagged(runner); - let nodeId; - let rawProg; - - if (statusKind === 'DownloadingRunnerStatus') { - const dpTagged = statusPayload && (statusPayload.downloadProgress || statusPayload.download_progress); - const [dpKind, dpPayload] = getTagged(dpTagged); - if (dpKind !== 'DownloadOngoing') continue; - nodeId = (dpPayload && (dpPayload.nodeId || dpPayload.node_id)) || undefined; - rawProg = pick(dpPayload, 'download_progress', 'downloadProgress', null); - } else { - // Backward compatibility with old flat shape - if (runner.runnerStatus !== 'Downloading' || !runner.downloadProgress) continue; - const dp = runner.downloadProgress; - const isDownloading = (dp.downloadStatus === 'Downloading') || (dp.download_status === 'Downloading'); - if (!isDownloading) continue; - nodeId = (dp && (dp.nodeId || dp.node_id)) || undefined; - rawProg = pick(dp, 'download_progress', 'downloadProgress', null); + const nodeId = runnerToNode[runnerId]; + if (!nodeId) { + if (window.exoDebugDownloads) console.log('[Download Debug] No nodeId for runner:', runnerId); + continue; } - const normalized = normalizeProgress(rawProg); - if (!normalized) continue; - details.push({ runnerId, nodeId, progress: normalized }); - totalBytes += normalized.totalBytes || 0; - downloadedBytes += normalized.downloadedBytes || 0; + const nodeDownloads = downloads[nodeId]; + if (!nodeDownloads || !Array.isArray(nodeDownloads)) { + if (window.exoDebugDownloads) console.log('[Download Debug] No downloads for node:', nodeId); + continue; + } + + if (window.exoDebugDownloads) { + console.log('[Download Debug] Found downloads for node:', nodeId, nodeDownloads); + } + + // Get the shard metadata for this runner to match against downloads + const shardWrapped = runnerToShard[runnerId]; + if (!shardWrapped) continue; + + // Extract the shard metadata from the wrapped shard + const [_shardTag, shardMetadata] = getTagged(shardWrapped); + if (!shardMetadata) continue; + + // Find matching download entry for this shard + for (const downloadWrapped of nodeDownloads) { + const [downloadKind, downloadPayload] = getTagged(downloadWrapped); + + if (window.exoDebugDownloads) { + console.log('[Download Debug] Processing download:', { downloadKind, downloadPayload }); + } + + // Check for any ongoing download + if (downloadKind !== 'DownloadOngoing') { + if (window.exoDebugDownloads) console.log('[Download Debug] Skipping non-ongoing download:', downloadKind); + continue; + } + + // Match by shard metadata - compare the actual shard metadata objects + const downloadShardMetadata = pick(downloadPayload, 'shard_metadata', 'shardMetadata', null); + if (!downloadShardMetadata) { + if (window.exoDebugDownloads) console.log('[Download Debug] No shard metadata in download'); + continue; + } + + // Extract the actual shard data from tagged union if needed + let actualDownloadShard = downloadShardMetadata; + if (typeof downloadShardMetadata === 'object') { + const [_downloadShardTag, downloadShardData] = getTagged(downloadShardMetadata); + if (downloadShardData) { + actualDownloadShard = downloadShardData; + } + } + + // Get modelId from modelMeta (nested structure: shard.modelMeta.modelId) + const downloadModelMeta = pick(actualDownloadShard, 'model_meta', 'modelMeta', null); + const shardModelMeta = pick(shardMetadata, 'model_meta', 'modelMeta', null); + const downloadModelId = downloadModelMeta ? pick(downloadModelMeta, 'model_id', 'modelId', null) : null; + const shardModelId = shardModelMeta ? pick(shardModelMeta, 'model_id', 'modelId', null) : null; + + if (window.exoDebugDownloads) { + console.log('[Download Debug] Comparing models:', { + downloadModelId, + shardModelId, + downloadModelMeta, + shardModelMeta + }); + } + + if (downloadModelId && shardModelId && downloadModelId === shardModelId) { + const rawProg = pick(downloadPayload, 'download_progress', 'downloadProgress', null); + const normalized = normalizeProgress(rawProg); + + if (normalized) { + if (window.exoDebugDownloads) { + console.log('[Download Debug] Found matching download progress:', normalized); + } + details.push({ runnerId, nodeId, progress: normalized }); + totalBytes += normalized.totalBytes || 0; + downloadedBytes += normalized.downloadedBytes || 0; + } + break; + } + } } const isDownloadingAny = details.length > 0; @@ -1488,8 +1569,8 @@ } // Derive a display status for an instance from its runners. - // Priority: FAILED > DOWNLOADING > STARTING > RUNNING > READY > LOADED > INACTIVE - function deriveInstanceStatus(instanceWrapped, runners = {}) { + // Priority: FAILED > DOWNLOADING > LOADING > STARTING > RUNNING > READY > LOADED > WAITING > INACTIVE + function deriveInstanceStatus(instanceWrapped, runners = {}, downloads = {}) { // Unwrap tagged Instance union const [_instanceTag, instance] = getTagged(instanceWrapped); if (!instance || typeof instance !== 'object') { @@ -1518,12 +1599,11 @@ const [kind] = getTagged(r); if (kind) return canonicalStatusFromKind(kind); const s = r.runnerStatus; - return (typeof s === 'string') ? s : null; // backward compatibility + return (typeof s === 'string') ? s : null; }) .filter(s => typeof s === 'string'); const has = (s) => statuses.includes(s); - const every = (pred) => statuses.length > 0 && statuses.every(pred); if (statuses.length === 0) { return { statusText: 'UNKNOWN', statusClass: 'inactive' }; @@ -1535,12 +1615,12 @@ if (has('Running')) return { statusText: 'RUNNING', statusClass: 'running' }; if (has('Ready')) return { statusText: 'READY', statusClass: 'loaded' }; if (has('Loaded')) return { statusText: 'LOADED', statusClass: 'loaded' }; - if (has('WaitingForModel')) return { statusText: 'WAITING', statusClass: 'starting' }; + if (has('WaitingForModel')) return { statusText: 'WAITING FOR MODEL', statusClass: 'starting' }; return { statusText: 'UNKNOWN', statusClass: 'inactive' }; } - function renderInstances(instances, runners = {}) { + function renderInstances(instances, runners = {}, downloads = {}) { const instanceEntries = Object.entries(instances || {}); if (instanceEntries.length === 0) { @@ -1645,13 +1725,13 @@ }).join('') || ''; // Calculate download status for this instance (pass wrapped instance) - const downloadStatus = calculateInstanceDownloadStatus(instanceWrapped, runners); + const downloadStatus = calculateInstanceDownloadStatus(instanceWrapped, runners, downloads); let statusText, statusClass; if (downloadStatus.isDownloading) { ({ statusText, statusClass } = { statusText: 'DOWNLOADING', statusClass: 'downloading' }); } else { - ({ statusText, statusClass } = deriveInstanceStatus(instanceWrapped, runners)); + ({ statusText, statusClass } = deriveInstanceStatus(instanceWrapped, runners, downloads)); } // Generate download progress HTML - overall + per node with file details From 20d73e90cd75c6f6b00efe70ae3454a9c2c04a78 Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Wed, 26 Nov 2025 18:16:32 +0000 Subject: [PATCH 204/224] fix dashboard case sensitive model id --- dashboard/index.html | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/dashboard/index.html b/dashboard/index.html index c08b40e2..896b79a9 100644 --- a/dashboard/index.html +++ b/dashboard/index.html @@ -2344,7 +2344,7 @@ nodeG.appendChild(titleEl); // --- Device Specific Icon Drawing --- - if (modelId === "Mac Studio") { + if (modelId.toLowerCase() === "mac studio") { iconBaseWidth = nodeRadius * 1.25; // Slightly wider based on typical Studio proportions iconBaseHeight = nodeRadius * 0.85; // And a bit flatter than a perfect cube const x = nodeInfo.x - iconBaseWidth / 2; @@ -2456,7 +2456,7 @@ led.setAttribute('fill', 'var(--exo-light-gray)'); // Subtle LED color specificIconGroup.appendChild(led); - } else if (modelId === "Mac Mini") { + } else if (modelId.toLowerCase() === "mac mini") { iconBaseWidth = nodeRadius * 1.3; // Mini is wide iconBaseHeight = nodeRadius * 0.7; // and quite flat const x = nodeInfo.x - iconBaseWidth / 2; @@ -2553,7 +2553,7 @@ led.setAttribute('fill', 'var(--exo-light-gray)'); specificIconGroup.appendChild(led); - } else if (modelId === "MacBook Pro") { + } else if (modelId.toLowerCase() === "macbook pro") { iconBaseWidth = nodeRadius * 1.6; // Max width of the base iconBaseHeight = nodeRadius * 1.15; // Overall height of the open laptop visual const x = nodeInfo.x - iconBaseWidth / 2; From b43d30563defe07659eba66c5dcdcbee1a943f5a Mon Sep 17 00:00:00 2001 From: Alex Cheema Date: Thu, 27 Nov 2025 19:26:02 +0000 Subject: [PATCH 205/224] todo for layer-independent parameters in get_allow_patterns --- src/exo/worker/download/huggingface_utils.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/src/exo/worker/download/huggingface_utils.py b/src/exo/worker/download/huggingface_utils.py index cde32a48..1f85ff1c 100644 --- a/src/exo/worker/download/huggingface_utils.py +++ b/src/exo/worker/download/huggingface_utils.py @@ -105,6 +105,9 @@ def get_allow_patterns(weight_map: dict[str, str], shard: ShardMetadata) -> list ): shard_specific_patterns.add(filename) sorted_file_names = sorted(weight_map.values()) + # TODO: if the model needs any "layer-independent" parameters, + # we might want to always add files that correspond to them + # e.g. lm_head if shard.is_first_layer: shard_specific_patterns.add(sorted_file_names[0]) elif shard.is_last_layer: From 93f699b660e26329c8e934223872ef1115389b3a Mon Sep 17 00:00:00 2001 From: Evan Date: Fri, 28 Nov 2025 11:08:18 +0000 Subject: [PATCH 206/224] add aarch64-linux for the spark --- flake.nix | 1 + 1 file changed, 1 insertion(+) diff --git a/flake.nix b/flake.nix index d2bd1b67..45c78e93 100644 --- a/flake.nix +++ b/flake.nix @@ -24,6 +24,7 @@ systems = [ "x86_64-linux" "aarch64-darwin" + "aarch64-linux" ]; in inputs.flake-utils.lib.eachSystem systems ( From 10c905c8ddb9a206e57cb8efd3b7bc3480484a61 Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Tue, 2 Dec 2025 11:35:02 +0000 Subject: [PATCH 207/224] worker no longer gets stuck after shutdown --- justfile | 2 +- src/exo/master/tests/test_master.py | 1 + src/exo/master/tests/test_placement.py | 1 + src/exo/shared/election.py | 77 +++++++++++----------- src/exo/shared/tests/test_election.py | 33 ++-------- src/exo/shared/types/tasks.py | 1 + src/exo/worker/main.py | 26 +++++--- src/exo/worker/runner/bootstrap.py | 5 +- src/exo/worker/runner/runner_supervisor.py | 2 + 9 files changed, 71 insertions(+), 77 deletions(-) diff --git a/justfile b/justfile index 2ef99049..676e66fc 100644 --- a/justfile +++ b/justfile @@ -22,5 +22,5 @@ rust-rebuild: clean: rm -rf **/__pycache__ - rm -rf rust/target + sudo rm -rf rust/target rm -rf .venv diff --git a/src/exo/master/tests/test_master.py b/src/exo/master/tests/test_master.py index 5aa26d48..c5d3ae47 100644 --- a/src/exo/master/tests/test_master.py +++ b/src/exo/master/tests/test_master.py @@ -125,6 +125,7 @@ async def test_master(): ), sharding=Sharding.Pipeline, instance_meta=InstanceMeta.MlxRing, + min_nodes=1, ) ), ) diff --git a/src/exo/master/tests/test_placement.py b/src/exo/master/tests/test_placement.py index 41cd8360..3c4fe0ee 100644 --- a/src/exo/master/tests/test_placement.py +++ b/src/exo/master/tests/test_placement.py @@ -57,6 +57,7 @@ def create_instance_command(model_meta: ModelMetadata) -> CreateInstance: model_meta=model_meta, sharding=Sharding.Pipeline, instance_meta=InstanceMeta.MlxRing, + min_nodes=1, ) diff --git a/src/exo/shared/election.py b/src/exo/shared/election.py index 071914fa..206dcf59 100644 --- a/src/exo/shared/election.py +++ b/src/exo/shared/election.py @@ -94,27 +94,26 @@ class Election: # And start an election immediately, that instantly resolves candidates: list[ElectionMessage] = [] - logger.info("Starting initial campaign") + logger.debug("Starting initial campaign") self._candidates = candidates - logger.info("Campaign started") await self._campaign(candidates, campaign_timeout=0.0) - logger.info("Initial campaign finished") + logger.debug("Initial campaign finished") # Cancel and wait for the last election to end if self._campaign_cancel_scope is not None: - logger.info("Cancelling campaign") + logger.debug("Cancelling campaign") self._campaign_cancel_scope.cancel() if self._campaign_done is not None: - logger.info("Waiting for campaign to finish") + logger.debug("Waiting for campaign to finish") await self._campaign_done.wait() - logger.info("Campaign cancelled and finished") + logger.debug("Campaign cancelled and finished") logger.info("Election finished") async def elect(self, em: ElectionMessage) -> None: - logger.info(f"Electing: {em}") + logger.debug(f"Electing: {em}") is_new_master = em.proposed_session != self.current_session self.current_session = em.proposed_session - logger.info(f"Current session: {self.current_session}") + logger.debug(f"Current session: {self.current_session}") await self._er_sender.send( ElectionResult( won_clock=em.clock, @@ -135,29 +134,29 @@ class Election: async def _election_receiver(self) -> None: with self._em_receiver as election_messages: async for message in election_messages: - logger.info(f"Election message received: {message}") + logger.debug(f"Election message received: {message}") if message.proposed_session.master_node_id == self.node_id: - logger.info("Dropping message from ourselves") + logger.debug("Dropping message from ourselves") # Drop messages from us (See exo.routing.router) continue # If a new round is starting, we participate if message.clock > self.clock: self.clock = message.clock - logger.info(f"New clock: {self.clock}") + logger.debug(f"New clock: {self.clock}") assert self._tg is not None - logger.info("Starting new campaign") + logger.debug("Starting new campaign") candidates: list[ElectionMessage] = [message] - logger.info(f"Candidates: {candidates}") - logger.info(f"Current candidates: {self._candidates}") + logger.debug(f"Candidates: {candidates}") + logger.debug(f"Current candidates: {self._candidates}") self._candidates = candidates - logger.info(f"New candidates: {self._candidates}") - logger.info("Starting new campaign") + logger.debug(f"New candidates: {self._candidates}") + logger.debug("Starting new campaign") self._tg.start_soon(self._campaign, candidates) - logger.info("Campaign started") + logger.debug("Campaign started") continue # Dismiss old messages if message.clock < self.clock: - logger.info(f"Dropping old message: {message}") + logger.debug(f"Dropping old message: {message}") continue logger.debug(f"Election added candidate {message}") # Now we are processing this rounds messages - including the message that triggered this round. @@ -170,20 +169,20 @@ class Election: await anyio.sleep(0.2) rest = connection_messages.collect() - logger.info(f"Connection messages received: {first} followed by {rest}") - logger.info(f"Current clock: {self.clock}") + logger.debug(f"Connection messages received: {first} followed by {rest}") + logger.debug(f"Current clock: {self.clock}") # These messages are strictly peer to peer self.clock += 1 - logger.info(f"New clock: {self.clock}") + logger.debug(f"New clock: {self.clock}") assert self._tg is not None candidates: list[ElectionMessage] = [] self._candidates = candidates - logger.info("Starting new campaign") + logger.debug("Starting new campaign") self._tg.start_soon(self._campaign, candidates) - logger.info("Campaign started") + logger.debug("Campaign started") self._connection_messages.append(first) self._connection_messages.extend(rest) - logger.info("Connection message added") + logger.debug("Connection message added") async def _command_counter(self) -> None: with self._co_receiver as commands: @@ -210,52 +209,52 @@ class Election: try: with scope: - logger.info(f"Election {clock} started") + logger.debug(f"Election {clock} started") status = self._election_status(clock) candidates.append(status) await self._em_sender.send(status) - logger.info(f"Sleeping for {campaign_timeout} seconds") + logger.debug(f"Sleeping for {campaign_timeout} seconds") await anyio.sleep(campaign_timeout) # minor hack - rebroadcast status in case anyone has missed it. await self._em_sender.send(status) - logger.info("Woke up from sleep") + logger.debug("Woke up from sleep") # add an anyio checkpoint - anyio.lowlevel.chekpoint() or checkpoint_if_cancelled() is preferred, but wasn't typechecking last I checked await anyio.sleep(0) # Election finished! elected = max(candidates) - logger.info(f"Election queue {candidates}") - logger.info(f"Elected: {elected}") + logger.debug(f"Election queue {candidates}") + logger.debug(f"Elected: {elected}") if ( self.node_id == elected.proposed_session.master_node_id and self.seniority >= 0 ): - logger.info( + logger.debug( f"Node is a candidate and seniority is {self.seniority}" ) self.seniority = max(self.seniority, len(candidates)) - logger.info(f"New seniority: {self.seniority}") + logger.debug(f"New seniority: {self.seniority}") else: - logger.info( + logger.debug( f"Node is not a candidate or seniority is not {self.seniority}" ) - logger.info( + logger.debug( f"Election finished, new SessionId({elected.proposed_session}) with queue {candidates}" ) - logger.info("Sending election result") + logger.debug("Sending election result") await self.elect(elected) - logger.info("Election result sent") + logger.debug("Election result sent") except get_cancelled_exc_class(): - logger.info(f"Election {clock} cancelled") + logger.debug(f"Election {clock} cancelled") finally: - logger.info(f"Election {clock} finally") + logger.debug(f"Election {clock} finally") if self._campaign_cancel_scope is scope: self._campaign_cancel_scope = None - logger.info("Setting done event") + logger.debug("Setting done event") done.set() - logger.info("Done event set") + logger.debug("Done event set") def _election_status(self, clock: int | None = None) -> ElectionMessage: c = self.clock if clock is None else clock diff --git a/src/exo/shared/tests/test_election.py b/src/exo/shared/tests/test_election.py index ae8c833f..894c55ce 100644 --- a/src/exo/shared/tests/test_election.py +++ b/src/exo/shared/tests/test_election.py @@ -36,24 +36,13 @@ def em( ) -@pytest.fixture -def fast_timeout(monkeypatch: pytest.MonkeyPatch): - # Keep campaigns fast; user explicitly allows tests to shorten the timeout. - import exo.shared.election as election_mod - - monkeypatch.setattr(election_mod, "ELECTION_TIMEOUT", 0.05, raising=True) - yield - - # ======================================= # # TESTS # # ======================================= # @pytest.mark.anyio -async def test_single_round_broadcasts_and_updates_seniority_on_self_win( - fast_timeout: None, -) -> None: +async def test_single_round_broadcasts_and_updates_seniority_on_self_win() -> None: """ Start a round by injecting an ElectionMessage with higher clock. With only our node effectively 'winning', we should broadcast once and update seniority. @@ -109,9 +98,7 @@ async def test_single_round_broadcasts_and_updates_seniority_on_self_win( @pytest.mark.anyio -async def test_peer_with_higher_seniority_wins_and_we_switch_master( - fast_timeout: None, -) -> None: +async def test_peer_with_higher_seniority_wins_and_we_switch_master() -> None: """ If a peer with clearly higher seniority participates in the round, they should win. We should broadcast our status exactly once for this round, then switch master. @@ -165,7 +152,7 @@ async def test_peer_with_higher_seniority_wins_and_we_switch_master( @pytest.mark.anyio -async def test_ignores_older_messages(fast_timeout: None) -> None: +async def test_ignores_older_messages() -> None: """ Messages with a lower clock than the current round are ignored by the receiver. Expect exactly one broadcast for the higher clock round. @@ -214,9 +201,7 @@ async def test_ignores_older_messages(fast_timeout: None) -> None: @pytest.mark.anyio -async def test_two_rounds_emit_two_broadcasts_and_increment_clock( - fast_timeout: None, -) -> None: +async def test_two_rounds_emit_two_broadcasts_and_increment_clock() -> None: """ Two successive rounds → two broadcasts. Second round triggered by a higher-clock message. """ @@ -262,7 +247,7 @@ async def test_two_rounds_emit_two_broadcasts_and_increment_clock( @pytest.mark.anyio -async def test_promotion_new_seniority_counts_participants(fast_timeout: None) -> None: +async def test_promotion_new_seniority_counts_participants() -> None: """ When we win against two peers in the same round, our seniority becomes max(existing, number_of_candidates). With existing=0: expect 3 (us + A + B). @@ -311,9 +296,7 @@ async def test_promotion_new_seniority_counts_participants(fast_timeout: None) - @pytest.mark.anyio -async def test_connection_message_triggers_new_round_broadcast( - fast_timeout: None, -) -> None: +async def test_connection_message_triggers_new_round_broadcast() -> None: """ A connection message increments the clock and starts a new campaign. We should observe a broadcast at the incremented clock. @@ -365,9 +348,7 @@ async def test_connection_message_triggers_new_round_broadcast( @pytest.mark.anyio -async def test_tie_breaker_prefers_node_with_more_commands_seen( - fast_timeout: None, -) -> None: +async def test_tie_breaker_prefers_node_with_more_commands_seen() -> None: """ With equal seniority, the node that has seen more commands should win the election. We increase our local 'commands_seen' by sending TestCommand()s before triggering the round. diff --git a/src/exo/shared/types/tasks.py b/src/exo/shared/types/tasks.py index 40fb1611..4951bc4a 100644 --- a/src/exo/shared/types/tasks.py +++ b/src/exo/shared/types/tasks.py @@ -18,6 +18,7 @@ class TaskStatus(str, Enum): Pending = "Pending" Running = "Running" Complete = "Complete" + TimedOut = "TimedOut" Failed = "Failed" diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 073b1dbb..22df4d66 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -1,7 +1,7 @@ from random import random import anyio -from anyio import CancelScope, create_task_group, current_time +from anyio import CancelScope, create_task_group, current_time, fail_after from anyio.abc import TaskGroup from loguru import logger @@ -184,6 +184,7 @@ class Worker: assert task.task_status await self.event_sender.send(TaskCreated(task_id=task.task_id, task=task)) + # lets not kill the worker if a runner is unresponsive match task: case CreateRunner(): self._create_supervisor(task) @@ -201,11 +202,8 @@ class Worker: await self.event_sender.send( NodeDownloadProgress(download_progress=progress) ) - - initial_progress = ( - await self.shard_downloader.get_shard_download_status_for_shard( - shard - ) + initial_progress = await self.shard_downloader.get_shard_download_status_for_shard( + shard ) if initial_progress.status == "complete": progress = DownloadCompleted( @@ -217,7 +215,8 @@ class Worker: ) await self.event_sender.send( TaskStatusUpdated( - task_id=task.task_id, task_status=TaskStatus.Complete + task_id=task.task_id, + task_status=TaskStatus.Complete, ) ) else: @@ -228,9 +227,18 @@ class Worker: ) self._handle_shard_download_process(task, initial_progress) case Shutdown(runner_id=runner_id): - await self.runners.pop(runner_id).start_task(task) + try: + with fail_after(3): + await self.runners.pop(runner_id).start_task(task) + except TimeoutError: + await self.event_sender.send( + TaskStatusUpdated(task_id=task.task_id, task_status=TaskStatus.TimedOut) + ) case task: - await self.runners[self._task_to_runner_id(task)].start_task(task) + await self.runners[self._task_to_runner_id(task)].start_task( + task + ) + def shutdown(self): if self._tg: diff --git a/src/exo/worker/runner/bootstrap.py b/src/exo/worker/runner/bootstrap.py index 22eab98a..3f703588 100644 --- a/src/exo/worker/runner/bootstrap.py +++ b/src/exo/worker/runner/bootstrap.py @@ -4,7 +4,7 @@ import loguru from exo.shared.types.events import Event from exo.shared.types.tasks import Task -from exo.shared.types.worker.instances import BoundInstance +from exo.shared.types.worker.instances import BoundInstance, MlxIbvInstance from exo.utils.channels import MpReceiver, MpSender logger: "loguru.Logger" @@ -20,7 +20,8 @@ def entrypoint( task_receiver: MpReceiver[Task], _logger: "loguru.Logger", ) -> None: - os.environ["MLX_METAL_FAST_SYNCH"] = "1" + if isinstance(bound_instance.instance, MlxIbvInstance) and len(bound_instance.instance.ibv_devices) >= 2: + os.environ["MLX_METAL_FAST_SYNCH"] = "1" global logger logger = _logger diff --git a/src/exo/worker/runner/runner_supervisor.py b/src/exo/worker/runner/runner_supervisor.py index cda356ae..90f2d9b7 100644 --- a/src/exo/worker/runner/runner_supervisor.py +++ b/src/exo/worker/runner/runner_supervisor.py @@ -139,6 +139,8 @@ class RunnerSupervisor: await self._event_sender.send(event) except (ClosedResourceError, BrokenResourceError) as e: await self._check_runner(e) + for tid in self.pending: + self.pending[tid].set() def __del__(self) -> None: if self.runner_process.is_alive(): From 2b243bd80ed18f77bd893b064275c601cb76f1d0 Mon Sep 17 00:00:00 2001 From: rltakashige Date: Wed, 3 Dec 2025 12:19:25 +0000 Subject: [PATCH 208/224] Consolidate!!! Fixes --- pyproject.toml | 3 +- src/exo/master/placement.py | 7 ++ src/exo/master/placement_utils.py | 20 +++-- src/exo/master/tests/test_placement.py | 1 + src/exo/shared/apply.py | 28 ++++-- src/exo/shared/election.py | 4 +- src/exo/worker/download/download_utils.py | 3 +- src/exo/worker/download/huggingface_utils.py | 17 ++-- src/exo/worker/engines/mlx/auto_parallel.py | 60 +++++++------ .../worker/engines/mlx/generator/generate.py | 7 +- src/exo/worker/main.py | 15 ++-- src/exo/worker/plan.py | 3 +- src/exo/worker/runner/bootstrap.py | 5 +- src/exo/worker/runner/runner_supervisor.py | 6 +- tmp/prompt.txt | 47 ++++++++++ tmp/run_llm.py | 85 +++++++++++++++++++ uv.lock | 4 +- 17 files changed, 245 insertions(+), 70 deletions(-) create mode 100644 tmp/prompt.txt create mode 100644 tmp/run_llm.py diff --git a/pyproject.toml b/pyproject.toml index 465ef15a..83cafc67 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -26,12 +26,11 @@ dependencies = [ "greenlet>=3.2.4", "huggingface-hub>=0.33.4", "psutil>=7.0.0", - "transformers>=4.55.2", "cobs>=1.2.2", "loguru>=0.7.3", "textual>=5.3.0", "exo_pyo3_bindings", # rust bindings - "anyio>=4.11.0", + "anyio==4.11.0", "bidict>=0.23.1", "mlx>=0.29.3", "mlx-lm>=0.28.3", diff --git a/src/exo/master/placement.py b/src/exo/master/placement.py index 7f345660..e3c0adbc 100644 --- a/src/exo/master/placement.py +++ b/src/exo/master/placement.py @@ -96,6 +96,13 @@ def get_instance_placements_after_create( instance_id = InstanceId() target_instances = dict(deepcopy(current_instances)) + if len(selected_cycle) == 1: + logger.warning( + "You have likely selected ibv for a single node instance; falling back to MlxRing" + ) + + command.instance_meta = InstanceMeta.MlxRing + # TODO: Single node instances match command.instance_meta: case InstanceMeta.MlxIbv: diff --git a/src/exo/master/placement_utils.py b/src/exo/master/placement_utils.py index 4e512765..88563713 100644 --- a/src/exo/master/placement_utils.py +++ b/src/exo/master/placement_utils.py @@ -51,11 +51,8 @@ def get_smallest_cycles(cycles: list[list[NodeInfo]]) -> list[list[NodeInfo]]: def get_shard_assignments_for_pipeline_parallel( model_meta: ModelMetadata, - selected_cycle: list[NodeInfo], + selected_cycle: list[NodeWithProfile], ): - if not narrow_all_nodes(selected_cycle): - raise ValueError("All nodes must have profiles to create shard assignments") - cycle_memory = sum( (node.node_profile.memory.ram_available for node in selected_cycle), start=Memory(), @@ -105,11 +102,8 @@ def get_shard_assignments_for_pipeline_parallel( def get_shard_assignments_for_tensor_parallel( model_meta: ModelMetadata, - selected_cycle: list[NodeInfo], + selected_cycle: list[NodeWithProfile], ): - if not narrow_all_nodes(selected_cycle): - raise ValueError("All nodes must have profiles to create shard assignments") - total_layers = model_meta.n_layers world_size = len(selected_cycle) runner_to_shard: dict[RunnerId, ShardMetadata] = {} @@ -144,6 +138,8 @@ def get_shard_assignments( selected_cycle: list[NodeInfo], sharding: Sharding, ) -> ShardAssignments: + if not narrow_all_nodes(selected_cycle): + raise ValueError("All nodes must have profiles to create shard assignments") match sharding: case Sharding.Pipeline: return get_shard_assignments_for_pipeline_parallel( @@ -159,13 +155,21 @@ def get_shard_assignments( def get_hosts_from_subgraph(cycle_digraph: Topology) -> list[Host]: cycles = cycle_digraph.get_cycles() + expected_length = len(list(cycle_digraph.list_nodes())) + cycles = [cycle for cycle in cycles if len(cycle) == expected_length] if not cycles: + if expected_length > 1: + logger.warning( + f"No cycles of length {expected_length} found even though chosen subgraph contained {expected_length} nodes" + ) return [] get_thunderbolt = False if cycle_digraph.is_thunderbolt_cycle(cycles[0]): get_thunderbolt = True + logger.info(f"Using thunderbolt cycle: {get_thunderbolt}") + cycle = cycles[0] hosts: list[Host] = [] for i in range(len(cycle)): diff --git a/src/exo/master/tests/test_placement.py b/src/exo/master/tests/test_placement.py index 3c4fe0ee..699b2ff1 100644 --- a/src/exo/master/tests/test_placement.py +++ b/src/exo/master/tests/test_placement.py @@ -409,6 +409,7 @@ def test_tensor_rdma_backend_connectivity_matrix( instance_meta=InstanceMeta.MlxIbv, command_id=CommandId(), model_meta=model_meta, + min_nodes=1, ) placements = get_instance_placements_after_create(cic, topology, {}) diff --git a/src/exo/shared/apply.py b/src/exo/shared/apply.py index 5ef1c15a..178d2c5f 100644 --- a/src/exo/shared/apply.py +++ b/src/exo/shared/apply.py @@ -83,17 +83,27 @@ def apply(state: State, event: IndexedEvent) -> State: def apply_node_download_progress(event: NodeDownloadProgress, state: State) -> State: - new_node_downloads: Sequence[DownloadProgress] = [ - event.download_progress - if dp.shard_metadata == event.download_progress.shard_metadata - else dp - for dp in state.downloads.get( - event.download_progress.node_id, [event.download_progress] - ) - ] + """ + Update or add a node download progress to state. + """ + dp = event.download_progress + node_id = dp.node_id + + current = list(state.downloads.get(node_id, ())) + + replaced = False + for i, existing_dp in enumerate(current): + if existing_dp.shard_metadata == dp.shard_metadata: + current[i] = dp + replaced = True + break + + if not replaced: + current.append(dp) + new_downloads: Mapping[NodeId, Sequence[DownloadProgress]] = { **state.downloads, - event.download_progress.node_id: new_node_downloads, + node_id: current, } return state.model_copy(update={"downloads": new_downloads}) diff --git a/src/exo/shared/election.py b/src/exo/shared/election.py index 206dcf59..9d90642c 100644 --- a/src/exo/shared/election.py +++ b/src/exo/shared/election.py @@ -169,7 +169,9 @@ class Election: await anyio.sleep(0.2) rest = connection_messages.collect() - logger.debug(f"Connection messages received: {first} followed by {rest}") + logger.debug( + f"Connection messages received: {first} followed by {rest}" + ) logger.debug(f"Current clock: {self.clock}") # These messages are strictly peer to peer self.clock += 1 diff --git a/src/exo/worker/download/download_utils.py b/src/exo/worker/download/download_utils.py index c179b921..51addfbc 100644 --- a/src/exo/worker/download/download_utils.py +++ b/src/exo/worker/download/download_utils.py @@ -560,8 +560,9 @@ async def download_shard( all_start_time = time.time() # TODO: currently not recursive. Some models might require subdirectories - thus this will need to be changed. + # Update: <- This does not seem to be the case. Yay? file_list = await fetch_file_list_with_cache( - str(shard.model_meta.model_id), revision, recursive=False + str(shard.model_meta.model_id), revision, recursive=True ) filtered_file_list = list( filter_repo_objects( diff --git a/src/exo/worker/download/huggingface_utils.py b/src/exo/worker/download/huggingface_utils.py index 1f85ff1c..f83e5a55 100644 --- a/src/exo/worker/download/huggingface_utils.py +++ b/src/exo/worker/download/huggingface_utils.py @@ -94,7 +94,9 @@ def extract_layer_num(tensor_name: str) -> int | None: def get_allow_patterns(weight_map: dict[str, str], shard: ShardMetadata) -> list[str]: - default_patterns = set(["*.json", "*.py", "tokenizer.model", "*.tiktoken", "*.txt"]) + default_patterns = set( + ["*.json", "*.py", "tokenizer.model", "*.tiktoken", "*.txt", "*.jinja"] + ) shard_specific_patterns: set[str] = set() if weight_map: for tensor_name, filename in weight_map.items(): @@ -104,14 +106,11 @@ def get_allow_patterns(weight_map: dict[str, str], shard: ShardMetadata) -> list and shard.start_layer <= layer_num <= shard.end_layer ): shard_specific_patterns.add(filename) - sorted_file_names = sorted(weight_map.values()) - # TODO: if the model needs any "layer-independent" parameters, - # we might want to always add files that correspond to them - # e.g. lm_head - if shard.is_first_layer: - shard_specific_patterns.add(sorted_file_names[0]) - elif shard.is_last_layer: - shard_specific_patterns.add(sorted_file_names[-1]) + layer_independent_files = set( + [v for k, v in weight_map.items() if extract_layer_num(k) is None] + ) + shard_specific_patterns.update(layer_independent_files) + logger.debug(f"get_allow_patterns {shard=} {layer_independent_files=}") else: shard_specific_patterns = set(["*.safetensors"]) logger.info(f"get_allow_patterns {shard=} {shard_specific_patterns=}") diff --git a/src/exo/worker/engines/mlx/auto_parallel.py b/src/exo/worker/engines/mlx/auto_parallel.py index d6f419d5..1a6542f1 100644 --- a/src/exo/worker/engines/mlx/auto_parallel.py +++ b/src/exo/worker/engines/mlx/auto_parallel.py @@ -1,7 +1,7 @@ from abc import ABC, abstractmethod from functools import partial from inspect import signature -from typing import TYPE_CHECKING, Callable, Protocol, cast, override +from typing import TYPE_CHECKING, Callable, Protocol, cast import mlx.core as mx import mlx.nn as nn @@ -66,7 +66,6 @@ class PipelineFirstLayer(CustomMlxLayer): self.r: int = r self.group = group - @override def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: if self.r != 0: x = mx.distributed.recv_like(x, (self.r - 1), group=self.group) @@ -87,7 +86,6 @@ class PipelineLastLayer(CustomMlxLayer): self.group = group self.original_layer_signature = signature(self.original_layer.__call__) - @override def __call__(self, x: mx.array, *args: object, **kwargs: object) -> mx.array: cache = self.original_layer_signature.bind_partial( x, *args, **kwargs @@ -109,6 +107,31 @@ class PipelineLastLayer(CustomMlxLayer): return output +def _inner_model(model: nn.Module) -> nn.Module: + inner = getattr(model, "model", None) + if isinstance(inner, nn.Module): + return inner + + inner = getattr(model, "transformer", None) + if isinstance(inner, nn.Module): + return inner + + raise ValueError("Model must either have a 'model' or 'transformer' attribute") + + +def _get_layers(inner_model_instance: nn.Module) -> list[_LayerCallable]: + # Handle both model.layers and model.h cases + layers: list[_LayerCallable] + if hasattr(inner_model_instance, "layers"): + layers = cast(list[_LayerCallable], inner_model_instance.layers) + elif hasattr(inner_model_instance, "h"): + layers = cast(list[_LayerCallable], inner_model_instance.h) + else: + raise ValueError("Model must have either a 'layers' or 'h' attribute") + + return layers + + def _set_layers(model: nn.Module, layers: list[_LayerCallable]) -> None: inner_model_instance = _inner_model(model) if hasattr(inner_model_instance, "layers"): @@ -143,20 +166,17 @@ def pipeline_auto_parallel( inner_model_instance: nn.Module = _inner_model(model) # Handle both model.layers and model.h cases - layers: list[_LayerCallable] - if hasattr(inner_model_instance, "layers"): - layers = cast(list[_LayerCallable], inner_model_instance.layers) - elif hasattr(inner_model_instance, "h"): - layers = cast(list[_LayerCallable], inner_model_instance.h) - else: - raise ValueError("Model must have either a 'layers' or 'h' attribute") + layers: list[_LayerCallable] = _get_layers(inner_model_instance) - layers = layers[model_shard_meta.start_layer : model_shard_meta.end_layer] - layers[0] = PipelineFirstLayer(layers[0], model_shard_meta.device_rank, group=group) + start_layer, end_layer = model_shard_meta.start_layer, model_shard_meta.end_layer + device_rank, world_size = model_shard_meta.device_rank, model_shard_meta.world_size + + layers = layers[start_layer:end_layer] + layers[0] = PipelineFirstLayer(layers[0], device_rank, group=group) layers[-1] = PipelineLastLayer( layers[-1], - model_shard_meta.device_rank, - model_shard_meta.world_size, + device_rank, + world_size, group=group, ) @@ -169,18 +189,6 @@ def pipeline_auto_parallel( return model -def _inner_model(model: nn.Module) -> nn.Module: - inner = getattr(model, "model", None) - if isinstance(inner, nn.Module): - return inner - - inner = getattr(model, "transformer", None) - if isinstance(inner, nn.Module): - return inner - - raise ValueError("Model must either have a 'model' or 'transformer' attribute") - - def tensor_auto_parallel( model: nn.Module, group: mx.distributed.Group, diff --git a/src/exo/worker/engines/mlx/generator/generate.py b/src/exo/worker/engines/mlx/generator/generate.py index ae80797b..9d90da06 100644 --- a/src/exo/worker/engines/mlx/generator/generate.py +++ b/src/exo/worker/engines/mlx/generator/generate.py @@ -43,6 +43,8 @@ def warmup_inference( tokenizer: TokenizerWrapper, sampler: Callable[[mx.array], mx.array], ) -> int: + content = "Prompt to warm up the inference engine. Repeat this." + warmup_prompt = apply_chat_template( tokenizer=tokenizer, chat_task_data=ChatCompletionTaskParams( @@ -50,7 +52,7 @@ def warmup_inference( messages=[ ChatCompletionMessage( role="user", - content="Prompt to warm up the inference engine. Repeat this.", + content=content, ) ], ), @@ -126,3 +128,6 @@ def mlx_generate( token=out.token, finish_reason=cast(FinishReason | None, out.finish_reason), ) + + if out.finish_reason is not None: + break diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 22df4d66..aa53ff23 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -202,8 +202,10 @@ class Worker: await self.event_sender.send( NodeDownloadProgress(download_progress=progress) ) - initial_progress = await self.shard_downloader.get_shard_download_status_for_shard( - shard + initial_progress = ( + await self.shard_downloader.get_shard_download_status_for_shard( + shard + ) ) if initial_progress.status == "complete": progress = DownloadCompleted( @@ -232,13 +234,12 @@ class Worker: await self.runners.pop(runner_id).start_task(task) except TimeoutError: await self.event_sender.send( - TaskStatusUpdated(task_id=task.task_id, task_status=TaskStatus.TimedOut) + TaskStatusUpdated( + task_id=task.task_id, task_status=TaskStatus.TimedOut + ) ) case task: - await self.runners[self._task_to_runner_id(task)].start_task( - task - ) - + await self.runners[self._task_to_runner_id(task)].start_task(task) def shutdown(self): if self._tg: diff --git a/src/exo/worker/plan.py b/src/exo/worker/plan.py index cc886b4b..63ab9cfd 100644 --- a/src/exo/worker/plan.py +++ b/src/exo/worker/plan.py @@ -135,7 +135,8 @@ def _load_model( shard_assignments = instance.shard_assignments all_downloads_complete_local = all( - any( + nid in global_download_status + and any( isinstance(dp, DownloadCompleted) and dp.shard_metadata == shard_assignments.runner_to_shard[rid] for dp in global_download_status[nid] diff --git a/src/exo/worker/runner/bootstrap.py b/src/exo/worker/runner/bootstrap.py index 3f703588..4f9f6f28 100644 --- a/src/exo/worker/runner/bootstrap.py +++ b/src/exo/worker/runner/bootstrap.py @@ -20,7 +20,10 @@ def entrypoint( task_receiver: MpReceiver[Task], _logger: "loguru.Logger", ) -> None: - if isinstance(bound_instance.instance, MlxIbvInstance) and len(bound_instance.instance.ibv_devices) >= 2: + if ( + isinstance(bound_instance.instance, MlxIbvInstance) + and len(bound_instance.instance.ibv_devices) >= 2 + ): os.environ["MLX_METAL_FAST_SYNCH"] = "1" global logger diff --git a/src/exo/worker/runner/runner_supervisor.py b/src/exo/worker/runner/runner_supervisor.py index 90f2d9b7..9f84b588 100644 --- a/src/exo/worker/runner/runner_supervisor.py +++ b/src/exo/worker/runner/runner_supervisor.py @@ -118,6 +118,7 @@ class RunnerSupervisor: self._tg.cancel_scope.cancel() async def start_task(self, task: Task): + logger.info(f"Starting task {task}") event = anyio.Event() self.pending[task.task_id] = event try: @@ -126,6 +127,7 @@ class RunnerSupervisor: logger.warning(f"Task {task} dropped, runner closed communication.") return await event.wait() + logger.info(f"Finished task {task}") async def _forward_events(self): with self._ev_recv as events: @@ -149,11 +151,13 @@ class RunnerSupervisor: self.runner_process.kill() async def _check_runner(self, e: Exception) -> None: + logger.info("Checking runner's status") if self.runner_process.is_alive(): + logger.info("Runner was found to be alive, attempting to join process") await to_thread.run_sync(self.runner_process.join, 1) rc = self.runner_process.exitcode + logger.info(f"RunnerSupervisor exited with exit code {rc}") if rc == 0: - # return if isinstance(rc, int) and rc < 0: diff --git a/tmp/prompt.txt b/tmp/prompt.txt new file mode 100644 index 00000000..d566939c --- /dev/null +++ b/tmp/prompt.txt @@ -0,0 +1,47 @@ +Summarise this Wikipedia article for me: + +Transition from Republic to Empire + +Augustus of Prima Porta +Rome had begun expanding shortly after the founding of the Roman Republic in the 6th century BC, though not outside the Italian Peninsula until the 3rd century BC. The Republic was not a nation-state in the modern sense, but a network of self-ruled towns (with varying degrees of independence from the Senate) and provinces administered by military commanders. It was governed by annually elected magistrates (Roman consuls above all) in conjunction with the Senate.[22] The 1st century BC was a time of political and military upheaval, which ultimately led to rule by emperors.[23][24][25] The consuls' military power rested in the Roman legal concept of imperium, meaning "command" (typically in a military sense).[26] Occasionally, successful consuls or generals were given the honorary title imperator (commander); this is the origin of the word emperor, since this title was always bestowed to the early emperors.[27][g] + +Rome suffered a long series of internal conflicts, conspiracies, and civil wars from the late second century BC (see Crisis of the Roman Republic) while greatly extending its power beyond Italy. In 44 BC Julius Caesar was briefly perpetual dictator before being assassinated by a faction that opposed his concentration of power. This faction was driven from Rome and defeated at the Battle of Philippi in 42 BC by Mark Antony and Caesar's adopted son Octavian. Antony and Octavian divided the Roman world between them, but this did not last long. Octavian's forces defeated those of Mark Antony and Cleopatra at the Battle of Actium in 31 BC. In 27 BC the Senate gave him the title Augustus ("venerated") and made him princeps ("foremost") with proconsular imperium, thus beginning the Principate, the first epoch of Roman imperial history. Although the republic stood in name, Augustus had all meaningful authority.[29] During his 40-year rule, a new constitutional order emerged so that, upon his death, Tiberius would succeed him as the new de facto monarch.[30] + +Pax Romana +Main article: Pax Romana +The so-called "Five Good Emperors" of 96–180 AD + +Nerva (r. 96–98) + +Trajan (r. 98–117) + +Hadrian (r. 117–138) + +Antoninus Pius (r. 138–161) + +Marcus Aurelius (r. 161–180) +The 200 years that began with Augustus's rule are traditionally regarded as the Pax Romana ("Roman Peace"). The cohesion of the empire was furthered by a degree of social stability and economic prosperity that Rome had never before experienced. Uprisings in the provinces were infrequent and put down "mercilessly and swiftly".[31] The success of Augustus in establishing principles of dynastic succession was limited by his outliving a number of talented potential heirs. The Julio-Claudian dynasty lasted for four more emperors—Tiberius, Caligula, Claudius, and Nero—before it yielded in 69 AD to the strife-torn Year of the Four Emperors, from which Vespasian emerged as the victor. Vespasian became the founder of the brief Flavian dynasty, followed by the Nerva–Antonine dynasty which produced the "Five Good Emperors": Nerva, Trajan, Hadrian, Antoninus Pius, and Marcus Aurelius.[32] + +Among the so-called “Five Good Emperors,” Hadrian (r. 117–138) is particularly noted for consolidating the empire’s frontiers and embarking on ambitious building projects throughout the provinces.[33] In Judaea, which had long been the center of Jewish national and religious life, his reign marked a decisive turning point. After earlier Jewish resistance to Roman rule, Hadrian visited the region in 129/130 CE and refounded Jerusalem as the Roman colony Aelia Capitolina, naming it after his family (Aelius) and the Capitoline Triad.[34] The refoundation overlaid the destroyed Jewish city with a new Roman urban plan, and included the construction of a Temple to Jupiter on the site of the former Jewish Temple.[35] Later tradition and archaeological evidence also indicate a Temple of Venus near the site of the Holy Sepulchre.[36] + +Hadrian’s measures, combined with restrictions on Jewish practices, helped spark the Bar Kokhba Revolt (132–135 CE). After crushing the uprising, Roman forces expelled most Jews from Jerusalem, barring their entry except on certain days, and rebuilt the city as a statement of imperial power and domination.[33] Most scholars consider Hadrianic Aelia to have been unwalled, with free-standing gate complexes (such as the northern gate beneath today’s Damascus Gate) rather than a continuous defensive circuit.[37] + +Transition from classical to late antiquity +Main articles: Later Roman Empire and Fall of the Western Roman Empire +See also: Barbarian kingdoms and Byzantine Empire + +The Barbarian invasions consisted of the movement of (mainly) ancient Germanic peoples into Roman territory. Historically, this event marked the transition between classical antiquity and the Middle Ages. +In the view of contemporary Greek historian Cassius Dio, the accession of Commodus in 180 marked the descent "from a kingdom of gold to one of rust and iron",[38] a comment which has led some historians, notably Edward Gibbon, to take Commodus' reign as the beginning of the Empire's decline.[39][40] + +In 212, during the reign of Caracalla, Roman citizenship was granted to all freeborn inhabitants of the empire. The Severan dynasty was tumultuous; an emperor's reign was ended routinely by his murder or execution and, following its collapse, the Empire was engulfed by the Crisis of the Third Century, a period of invasions, civil strife, economic disorder, and plague.[41] In defining historical epochs, this crisis sometimes marks the transition from Classical to Late Antiquity. Aurelian (r. 270–275) stabilised the empire militarily and Diocletian reorganised and restored much of it in 285.[42] Diocletian's reign brought the empire's most concerted effort against the perceived threat of Christianity, the "Great Persecution".[43] + +Diocletian divided the empire into four regions, each ruled by a separate tetrarch.[44] Confident that he fixed the disorder plaguing Rome, he abdicated along with his co-emperor, but the Tetrarchy collapsed shortly after. Order was eventually restored by Constantine the Great, who became the first emperor to convert to Christianity, and who established Constantinople as the new capital of the Eastern Empire. During the decades of the Constantinian and Valentinian dynasties, the empire was divided along an east–west axis, with dual power centres in Constantinople and Rome. Julian, who under the influence of his adviser Mardonius attempted to restore Classical Roman and Hellenistic religion, only briefly interrupted the succession of Christian emperors. Theodosius I, the last emperor to rule over both East and West, died in 395 after making Christianity the state religion.[45] + + +The Roman Empire by 476, noting western and eastern divisions + +The administrative divisions of the Roman Empire in 395 AD +Fall in the West and survival in the East +The Western Roman Empire began to disintegrate in the early 5th century. The Romans fought off all invaders, most famously Attila,[46] but the empire had assimilated so many Germanic peoples of dubious loyalty to Rome that the empire started to dismember itself.[47] Most chronologies place the end of the Western Roman Empire in 476, when Romulus Augustulus was forced to abdicate to the Germanic warlord Odoacer.[48][49][50] + +Odoacer ended the Western Empire by declaring Zeno sole emperor and placing himself as Zeno's nominal subordinate. In reality, Italy was ruled by Odoacer alone.[48][49][51] The Eastern Roman Empire, called the Byzantine Empire by later historians, continued until the reign of Constantine XI Palaiologos, the last Roman emperor. He died in battle in 1453 against Mehmed II and his Ottoman forces during the siege of Constantinople. Mehmed II adopted the title of caesar in an attempt to claim a connection to the former Empire.[52][53] His claim was soon recognized by the Patriarchate of Constantinople, but not by European monarchs. \ No newline at end of file diff --git a/tmp/run_llm.py b/tmp/run_llm.py new file mode 100644 index 00000000..10f335b6 --- /dev/null +++ b/tmp/run_llm.py @@ -0,0 +1,85 @@ +#!/usr/bin/env python3 +import argparse +import json +import sys + +import requests + + +def stream_chat(host: str, query: str) -> None: + url = f"http://{host}:8000/v1/chat/completions" + headers = {"Content-Type": "application/json"} + payload = { + "model": "mlx-community/Llama-3.2-1B-Instruct-4bit", + # "model": "mlx-community/Llama-3_3-Nemotron-Super-49B-v1_5-mlx-4Bit", + "stream": True, + "messages": [{"role": "user", "content": query}], + } + + try: + with requests.post(url, headers=headers, json=payload, stream=True) as resp: + resp.raise_for_status() + for line in resp.iter_lines(decode_unicode=True): + if not line: + continue + + # SSE lines look like: "data: {...}" or "data: [DONE]" + if not line.startswith("data:"): + continue + + data = line[len("data:"):].strip() + if data == "[DONE]": + break + + try: + obj = json.loads(data) + except json.JSONDecodeError: + continue + + for choice in obj.get("choices", []): + delta = choice.get("delta") or {} + content = delta.get("content") + if content: + print(content, end="", flush=True) + + except requests.RequestException as e: + print(f"Request failed: {e}", file=sys.stderr) + sys.exit(1) + + print() + + +def main() -> None: + parser = argparse.ArgumentParser( + description="Stream chat completions from a local server." + ) + parser.add_argument("host", help="Hostname (without protocol), e.g. localhost") + parser.add_argument( + "-f", "--file", + help="Path to a text file whose contents will be used as the query", + ) + parser.add_argument( + "query", + nargs="*", + help="Query text (if not using -f/--file). All remaining arguments are joined with spaces.", + ) + + args = parser.parse_args() + + if args.file: + try: + with open(args.file, "r", encoding="utf-8") as f: + query = f.read().strip() + except OSError as e: + print(f"Error reading file {args.file}: {e}", file=sys.stderr) + sys.exit(1) + elif args.query: + query = " ".join(args.query) + else: + parser.error("You must provide either a query or a file (-f/--file).") + + stream_chat(args.host, query) + + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/uv.lock b/uv.lock index 861f4649..1b4e594a 100644 --- a/uv.lock +++ b/uv.lock @@ -352,7 +352,6 @@ dependencies = [ { name = "sqlmodel", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "textual", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "tiktoken", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, - { name = "transformers", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "typeguard", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "types-aiofiles", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "uvicorn", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, @@ -371,7 +370,7 @@ requires-dist = [ { name = "aiofiles", specifier = ">=24.1.0" }, { name = "aiohttp", specifier = ">=3.12.14" }, { name = "aiosqlite", specifier = ">=0.21.0" }, - { name = "anyio", specifier = ">=4.11.0" }, + { name = "anyio", specifier = "==4.11.0" }, { name = "base58", specifier = ">=2.1.1" }, { name = "bidict", specifier = ">=0.23.1" }, { name = "cobs", specifier = ">=1.2.2" }, @@ -395,7 +394,6 @@ requires-dist = [ { name = "sqlmodel", specifier = ">=0.0.24" }, { name = "textual", specifier = ">=5.3.0" }, { name = "tiktoken", specifier = ">=0.12.0" }, - { name = "transformers", specifier = ">=4.55.2" }, { name = "typeguard", specifier = ">=4.4.4" }, { name = "types-aiofiles", specifier = ">=24.1.0.20250708" }, { name = "uvicorn", specifier = ">=0.35.0" }, From 40a0d47de8e2f5ffd60690b32b14a95a7c09420d Mon Sep 17 00:00:00 2001 From: Evan Date: Wed, 3 Dec 2025 13:47:05 +0000 Subject: [PATCH 209/224] jaccl --- src/exo/worker/engines/mlx/utils_mlx.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/src/exo/worker/engines/mlx/utils_mlx.py b/src/exo/worker/engines/mlx/utils_mlx.py index c9f47449..c0540a9d 100644 --- a/src/exo/worker/engines/mlx/utils_mlx.py +++ b/src/exo/worker/engines/mlx/utils_mlx.py @@ -3,6 +3,8 @@ import resource import time from pathlib import Path from typing import Any, Callable, cast +import json + from mlx_lm.models.cache import KVCache, QuantizedKVCache, RotatingKVCache from mlx_lm.models.deepseek_v3 import DeepseekV3Model @@ -128,8 +130,6 @@ def mlx_distributed_init( group = mx.distributed.init(backend="ring", strict=True) case MlxIbvInstance(ibv_devices=ibv_devices, ibv_coordinator=ibv_coordinator): - import json - # Use RDMA connectivity matrix devices_file = f"./hosts_{rank}.json" ibv_devices_json = json.dumps(ibv_devices) @@ -142,7 +142,7 @@ def mlx_distributed_init( os.environ["MLX_IBV_DEVICES"] = devices_file os.environ["MLX_RANK"] = str(rank) os.environ["MLX_IBV_COORDINATOR"] = ibv_coordinator - group = mx.distributed.init(backend="ibv", strict=True) + group = mx.distributed.init(backend="jaccl", strict=True) logger.info(f"Rank {rank} mlx distributed initialization complete") From 5ef1df1e108e249f2e59ea34a4a547eb70650e63 Mon Sep 17 00:00:00 2001 From: Jake Hillion Date: Fri, 5 Dec 2025 12:01:44 +0000 Subject: [PATCH 210/224] rust: move Cargo.toml to the root --- .gitignore | 11 + Cargo.lock | 5597 +++++++++++++++++++++++++++++++++ rust/Cargo.toml => Cargo.toml | 16 +- justfile | 4 +- rust/.gitignore | 15 - 5 files changed, 5618 insertions(+), 25 deletions(-) create mode 100644 Cargo.lock rename rust/Cargo.toml => Cargo.toml (93%) delete mode 100644 rust/.gitignore diff --git a/.gitignore 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"displaydoc", + "yoke", + "zerofrom", +] + +[[package]] +name = "zerovec" +version = "0.11.5" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "6c28719294829477f525be0186d13efa9a3c602f7ec202ca9e353d310fb9a002" +dependencies = [ + "yoke", + "zerofrom", + "zerovec-derive", +] + +[[package]] +name = "zerovec-derive" +version = "0.11.2" +source = "registry+https://github.com/rust-lang/crates.io-index" +checksum = "eadce39539ca5cb3985590102671f2567e659fca9666581ad3411d59207951f3" +dependencies = [ + "proc-macro2", + "quote", + "syn 2.0.111", +] diff --git a/rust/Cargo.toml b/Cargo.toml similarity index 93% rename from rust/Cargo.toml rename to Cargo.toml index f45941f4..e16c7b67 100644 --- a/rust/Cargo.toml +++ b/Cargo.toml @@ -1,10 +1,10 @@ [workspace] resolver = "3" members = [ - "networking", - "exo_pyo3_bindings", - "system_custodian", - "util", + "rust/networking", + "rust/exo_pyo3_bindings", + "rust/system_custodian", + "rust/util", ] [workspace.package] @@ -24,9 +24,9 @@ opt-level = 3 # Common configurations include versions, paths, features, etc. [workspace.dependencies] ## Crate members as common dependencies -networking = { path = "networking" } -system_custodian = { path = "system_custodian" } -util = { path = "util" } +networking = { path = "rust/networking" } +system_custodian = { path = "rust/system_custodian" } +util = { path = "rust/util" } # Proc-macro authoring tools syn = "2.0" @@ -162,4 +162,4 @@ unseparated_literal_suffix = "warn" unused_result_ok = "warn" unused_trait_names = "warn" unwrap_used = "warn" -verbose_file_reads = "warn" \ No newline at end of file +verbose_file_reads = "warn" diff --git a/justfile b/justfile index 676e66fc..44971f17 100644 --- a/justfile +++ b/justfile @@ -17,10 +17,10 @@ sync-clean: uv sync --all-packages --force-reinstall --no-cache rust-rebuild: - cd rust && cargo run --bin stub_gen + cargo run --bin stub_gen just sync-clean clean: rm -rf **/__pycache__ - sudo rm -rf rust/target + rm -rf target/ rm -rf .venv diff --git a/rust/.gitignore b/rust/.gitignore deleted file mode 100644 index 1256dafb..00000000 --- a/rust/.gitignore +++ /dev/null @@ -1,15 +0,0 @@ -# Generated by Cargo -# will have compiled files and executables -debug -target -Cargo.lock - -# These are backup files generated by rustfmt -**/*.rs.bk - -# MSVC Windows builds of rustc generate these, which store debugging information -*.pdb - -# Generated by cargo mutants -# Contains mutation testing data -**/mutants.out*/ \ No newline at end of file From a3f8ecba9e454d644c4eddb309d8a614f89388ba Mon Sep 17 00:00:00 2001 From: Evan Date: Fri, 5 Dec 2025 15:08:18 +0000 Subject: [PATCH 211/224] prioritise LL4 --- src/exo/shared/types/topology.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/exo/shared/types/topology.py b/src/exo/shared/types/topology.py index 33d7c752..0df83510 100644 --- a/src/exo/shared/types/topology.py +++ b/src/exo/shared/types/topology.py @@ -34,4 +34,4 @@ class Connection(CamelCaseModel): ) def is_thunderbolt(self) -> bool: - return str(self.send_back_multiaddr.ipv4_address).startswith("200.0") + return str(self.send_back_multiaddr.ipv4_address).startswith("169.254") From e702313b329d65c48b3801a3b260ec8dca54d92e Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Fri, 5 Dec 2025 16:41:19 +0000 Subject: [PATCH 212/224] pingers Co-authored-by: Jake Hillion --- src/exo/worker/engines/mlx/utils_mlx.py | 3 +- src/exo/worker/main.py | 22 +++++++++++++ src/exo/worker/utils/net_profile.py | 41 +++++++++++++++++++++++++ src/exo/worker/utils/profile.py | 7 +++-- tmp/disable_bridge_enable_dhcp.sh | 24 +++++++++++++++ 5 files changed, 92 insertions(+), 5 deletions(-) create mode 100644 src/exo/worker/utils/net_profile.py create mode 100755 tmp/disable_bridge_enable_dhcp.sh diff --git a/src/exo/worker/engines/mlx/utils_mlx.py b/src/exo/worker/engines/mlx/utils_mlx.py index c0540a9d..59ad30a9 100644 --- a/src/exo/worker/engines/mlx/utils_mlx.py +++ b/src/exo/worker/engines/mlx/utils_mlx.py @@ -1,10 +1,9 @@ +import json import os import resource import time from pathlib import Path from typing import Any, Callable, cast -import json - from mlx_lm.models.cache import KVCache, QuantizedKVCache, RotatingKVCache from mlx_lm.models.deepseek_v3 import DeepseekV3Model diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index aa53ff23..8629ee55 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -50,6 +50,7 @@ from exo.worker.download.shard_downloader import RepoDownloadProgress, ShardDown from exo.worker.plan import plan from exo.worker.runner.runner_supervisor import RunnerSupervisor from exo.worker.utils import start_polling_memory_metrics, start_polling_node_metrics +from exo.worker.utils.net_profile import connect_all class Worker: @@ -122,6 +123,7 @@ class Worker: tg.start_soon(self._resend_out_for_delivery) tg.start_soon(self._event_applier) tg.start_soon(self._forward_events) + tg.start_soon(self._poll_connection_updates) # TODO: This is a little gross, but not too bad for msg in self._initial_connection_messages: await self.event_sender.send( @@ -394,6 +396,26 @@ class Worker: await self.local_event_sender.send(fe) self.out_for_delivery[event.event_id] = fe + async def _poll_connection_updates(self): + while True: + # TODO: EdgeDeleted + edges = set(self.state.topology.list_connections()) + conns = await connect_all(self.state.topology) + for nid in conns: + for ip in conns[nid]: + edge = Connection( + local_node_id=self.node_id, + send_back_node_id=nid, + send_back_multiaddr=Multiaddr(address=f"/ip4/{ip}/tcp/8000") + if "." in ip + else Multiaddr(address=f"/ip6/{ip}/tcp/8000"), + ) + if edge not in edges: + logger.debug(f"manually discovered {edge=}") + await self.event_sender.send(TopologyEdgeCreated(edge=edge)) + + await anyio.sleep(10) + def event_relevant_to_worker(event: Event, worker: Worker): # TODO diff --git a/src/exo/worker/utils/net_profile.py b/src/exo/worker/utils/net_profile.py new file mode 100644 index 00000000..923048b0 --- /dev/null +++ b/src/exo/worker/utils/net_profile.py @@ -0,0 +1,41 @@ +import socket + +from anyio import create_task_group, to_thread + +from exo.shared.topology import Topology +from exo.shared.types.common import NodeId + + +# TODO: ref. api port +async def check_reachability( + target_ip: str, target_node_id: NodeId, out: dict[NodeId, set[str]] +) -> None: + sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) + sock.settimeout(1) # 1 second timeout + try: + result = await to_thread.run_sync(sock.connect_ex, (target_ip, 8000)) + except socket.gaierror: + # seems to throw on ipv6 loopback. oh well + # logger.warning(f"invalid {target_ip=}") + return + finally: + sock.close() + + if result == 0: + if target_node_id not in out: + out[target_node_id] = set() + out[target_node_id].add(target_ip) + + +async def connect_all(topology: Topology) -> dict[NodeId, set[str]]: + reachable: dict[NodeId, set[str]] = {} + async with create_task_group() as tg: + for node in topology.list_nodes(): + if not node.node_profile: + continue + for iface in node.node_profile.network_interfaces: + tg.start_soon( + check_reachability, iface.ip_address, node.node_id, reachable + ) + + return reachable diff --git a/src/exo/worker/utils/profile.py b/src/exo/worker/utils/profile.py index 9506428b..30aca08c 100644 --- a/src/exo/worker/utils/profile.py +++ b/src/exo/worker/utils/profile.py @@ -12,14 +12,15 @@ from exo.shared.types.profiling import ( NodePerformanceProfile, SystemPerformanceProfile, ) -from exo.worker.utils.macmon import ( + +from .macmon import ( MacMonError, Metrics, ) -from exo.worker.utils.macmon import ( +from .macmon import ( get_metrics_async as macmon_get_metrics_async, ) -from exo.worker.utils.system_info import ( +from .system_info import ( get_friendly_name, get_model_and_chip, get_network_interfaces, diff --git a/tmp/disable_bridge_enable_dhcp.sh b/tmp/disable_bridge_enable_dhcp.sh new file mode 100755 index 00000000..8bce9333 --- /dev/null +++ b/tmp/disable_bridge_enable_dhcp.sh @@ -0,0 +1,24 @@ +#!/usr/bin/env bash +set -euo pipefail + +networksetup -listallnetworkservices | grep -q '^Thunderbolt Bridge$' \ + && echo "Disabling bridge in networksetup" \ + && networksetup -setnetworkserviceenabled "Thunderbolt Bridge" off + +networksetup -listallnetworkservices | grep -q '^\*Thunderbolt Bridge$' \ + && echo "Bridge disabled in networksetup" + +ifconfig bridge0 &>/dev/null && { + ifconfig bridge0 | grep -q 'member' && echo "Removing bridge members in ifconfig" && { + ifconfig bridge0 | \ + awk '/member/ {print $2}' | \ + xargs -n1 sudo ifconfig bridge0 deletem + } + ifconfig bridge0 | grep -q 'status: active' && sudo ifconfig bridge0 down + ifconfig bridge0 | grep -q 'status: inactive' && echo "Bridge disabled in ifconfig" +} + +for iface in $(seq 2 7); do + sudo ipconfig set "en$iface" dhcp && echo "enabled dhcp on en$iface" || echo "failed to enable dhcp on en$iface" +done + From f5783d645596da3c874ef91eeda91ceee415a206 Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Fri, 5 Dec 2025 16:42:20 +0000 Subject: [PATCH 213/224] proper collection of rdma ports in placement --- src/exo/master/placement_utils.py | 8 +++-- src/exo/master/tests/test_master.py | 7 ++--- src/exo/master/tests/test_placement.py | 32 +++++++++++++++----- src/exo/master/tests/test_placement_utils.py | 6 ++-- src/exo/routing/tests/test_event_buffer.py | 4 ++- src/exo/shared/election.py | 7 +++-- src/exo/shared/tests/test_election.py | 8 +++-- src/exo/shared/types/commands.py | 2 +- src/exo/shared/types/events.py | 8 ++++- 9 files changed, 56 insertions(+), 26 deletions(-) diff --git a/src/exo/master/placement_utils.py b/src/exo/master/placement_utils.py index 88563713..8cb81adb 100644 --- a/src/exo/master/placement_utils.py +++ b/src/exo/master/placement_utils.py @@ -260,9 +260,11 @@ def _find_interface_name_for_ip( if interface.name not in ["en2", "en3", "en4", "en5", "en6", "en7"]: continue logger.info(f" | {interface.name}: {interface.ip_address}") - if interface.ip_address == ip_address: - logger.info("Found") - return f"rdma_{interface.name}" + if interface.ip_address != ip_address: + continue + + logger.info("Found") + return f"rdma_{interface.name}" return None diff --git a/src/exo/master/tests/test_master.py b/src/exo/master/tests/test_master.py index c5d3ae47..90c55c5b 100644 --- a/src/exo/master/tests/test_master.py +++ b/src/exo/master/tests/test_master.py @@ -165,9 +165,7 @@ async def test_master(): runner_id = list( events[1].event.instance.shard_assignments.runner_to_shard.keys() )[0] - assert events[1].event == InstanceCreated( - event_id=events[1].event.event_id, - instance=MlxRingInstance( + assert events[1].event.instance == MlxRingInstance( instance_id=events[1].event.instance.instance_id, shard_assignments=ShardAssignments( model_id=ModelId("llama-3.2-1b"), @@ -189,8 +187,7 @@ async def test_master(): node_to_runner={node_id: runner_id}, ), hosts=[], - ), - ) + ) assert isinstance(events[2].event, TaskCreated) assert events[2].event.task.task_status == TaskStatus.Pending assert isinstance(events[2].event.task, ChatCompletionTask) diff --git a/src/exo/master/tests/test_placement.py b/src/exo/master/tests/test_placement.py index 699b2ff1..0eb7bd67 100644 --- a/src/exo/master/tests/test_placement.py +++ b/src/exo/master/tests/test_placement.py @@ -1,6 +1,7 @@ from typing import Callable import pytest +from loguru import logger from exo.master.placement import ( get_instance_placements_after_create, @@ -362,7 +363,11 @@ def test_tensor_rdma_backend_connectivity_matrix( network_interfaces=[ NetworkInterfaceInfo( name="en3", - ip_address=conn_a_b.send_back_multiaddr.ip_address, + ip_address=conn_c_a.send_back_multiaddr.ip_address, + ), + NetworkInterfaceInfo( + name="en4", + ip_address=conn_b_a.send_back_multiaddr.ip_address, ), ethernet_interface, ], @@ -374,9 +379,13 @@ def test_tensor_rdma_backend_connectivity_matrix( friendly_name="test", memory=node_b.node_profile.memory, network_interfaces=[ + NetworkInterfaceInfo( + name="en3", + ip_address=conn_c_b.send_back_multiaddr.ip_address, + ), NetworkInterfaceInfo( name="en4", - ip_address=conn_b_c.send_back_multiaddr.ip_address, + ip_address=conn_a_b.send_back_multiaddr.ip_address, ), ethernet_interface, ], @@ -389,8 +398,12 @@ def test_tensor_rdma_backend_connectivity_matrix( memory=node_c.node_profile.memory, network_interfaces=[ NetworkInterfaceInfo( - name="en5", - ip_address=conn_c_a.send_back_multiaddr.ip_address, + name="en3", + ip_address=conn_a_c.send_back_multiaddr.ip_address, + ), + NetworkInterfaceInfo( + name="en4", + ip_address=conn_b_c.send_back_multiaddr.ip_address, ), ethernet_interface, ], @@ -403,6 +416,9 @@ def test_tensor_rdma_backend_connectivity_matrix( topology.add_connection(conn_a_b) topology.add_connection(conn_b_c) topology.add_connection(conn_c_a) + topology.add_connection(conn_b_a) + topology.add_connection(conn_c_b) + topology.add_connection(conn_a_c) cic = CreateInstance( sharding=Sharding.Tensor, @@ -436,9 +452,11 @@ def test_tensor_rdma_backend_connectivity_matrix( idx_b = node_to_idx[node_id_b] idx_c = node_to_idx[node_id_c] - assert matrix[idx_a][idx_b] == "rdma_en3" - assert matrix[idx_b][idx_c] == "rdma_en4" - assert matrix[idx_c][idx_a] == "rdma_en5" + logger.info(matrix) + + assert matrix[idx_a][idx_b] == "rdma_en4" + assert matrix[idx_b][idx_c] == "rdma_en3" + assert matrix[idx_c][idx_a] == "rdma_en3" assert ":" in instance.ibv_coordinator assert not instance.ibv_coordinator.startswith("169.254") diff --git a/src/exo/master/tests/test_placement_utils.py b/src/exo/master/tests/test_placement_utils.py index d5f42ccf..eb1d4e10 100644 --- a/src/exo/master/tests/test_placement_utils.py +++ b/src/exo/master/tests/test_placement_utils.py @@ -255,9 +255,9 @@ def test_get_hosts_from_subgraph( # assert assert len(hosts) == 3 expected_hosts = [ - Host(ip=("169.254.0.1"), port=5001), - Host(ip=("169.254.0.1"), port=5002), - Host(ip=("169.254.0.1"), port=5003), + Host(ip=("169.254.0.2"), port=5001), + Host(ip=("169.254.0.3"), port=5002), + Host(ip=("169.254.0.4"), port=5003), ] for expected_host in expected_hosts: assert expected_host in hosts diff --git a/src/exo/routing/tests/test_event_buffer.py b/src/exo/routing/tests/test_event_buffer.py index a6f48a96..0e3e458c 100644 --- a/src/exo/routing/tests/test_event_buffer.py +++ b/src/exo/routing/tests/test_event_buffer.py @@ -95,7 +95,9 @@ async def test_ingest_drops_duplicate_indices(buffer: OrderedBuffer[Event]): buffer.ingest(*make_indexed_event(0)) buffer.ingest(*event2_first) - buffer.ingest(*event2_second) # This duplicate should be ignored + + with pytest.raises(AssertionError): + buffer.ingest(*event2_second) # This duplicate should be ignored drained = buffer.drain_indexed() assert len(drained) == 2 diff --git a/src/exo/shared/election.py b/src/exo/shared/election.py index 9d90642c..ccbbee52 100644 --- a/src/exo/shared/election.py +++ b/src/exo/shared/election.py @@ -16,6 +16,7 @@ from exo.shared.types.common import NodeId, SessionId from exo.utils.channels import Receiver, Sender from exo.utils.pydantic_ext import CamelCaseModel +DEFAULT_ELECTION_TIMEOUT = 3.0 class ElectionMessage(CamelCaseModel): clock: int @@ -151,7 +152,7 @@ class Election: self._candidates = candidates logger.debug(f"New candidates: {self._candidates}") logger.debug("Starting new campaign") - self._tg.start_soon(self._campaign, candidates) + self._tg.start_soon(self._campaign, candidates, DEFAULT_ELECTION_TIMEOUT) logger.debug("Campaign started") continue # Dismiss old messages @@ -180,7 +181,7 @@ class Election: candidates: list[ElectionMessage] = [] self._candidates = candidates logger.debug("Starting new campaign") - self._tg.start_soon(self._campaign, candidates) + self._tg.start_soon(self._campaign, candidates, DEFAULT_ELECTION_TIMEOUT) logger.debug("Campaign started") self._connection_messages.append(first) self._connection_messages.extend(rest) @@ -192,7 +193,7 @@ class Election: self.commands_seen += 1 async def _campaign( - self, candidates: list[ElectionMessage], *, campaign_timeout: float = 3.0 + self, candidates: list[ElectionMessage], campaign_timeout: float ) -> None: clock = self.clock diff --git a/src/exo/shared/tests/test_election.py b/src/exo/shared/tests/test_election.py index 894c55ce..525b35a2 100644 --- a/src/exo/shared/tests/test_election.py +++ b/src/exo/shared/tests/test_election.py @@ -2,10 +2,10 @@ import pytest from anyio import create_task_group, fail_after, move_on_after from exo.routing.connection_message import ConnectionMessage, ConnectionMessageType -from exo.shared.election import Election, ElectionMessage, ElectionResult from exo.shared.types.commands import ForwarderCommand, TestCommand from exo.shared.types.common import NodeId, SessionId from exo.utils.channels import channel +from exo.shared.election import Election, ElectionMessage, ElectionResult # ======= # # Helpers # @@ -40,6 +40,10 @@ def em( # TESTS # # ======================================= # +@pytest.fixture(autouse=True) +def fast_election_timeout(monkeypatch: pytest.MonkeyPatch): + monkeypatch.setattr("exo.shared.election.DEFAULT_ELECTION_TIMEOUT", 0.1) + @pytest.mark.anyio async def test_single_round_broadcasts_and_updates_seniority_on_self_win() -> None: @@ -188,7 +192,7 @@ async def test_ignores_older_messages() -> None: await em_in_tx.send(em(clock=1, seniority=999, node_id="B")) got_second = False - with move_on_after(0.2): + with move_on_after(0.05): _ = await em_out_rx.receive() got_second = True assert not got_second, "Should not receive a broadcast for an older round" diff --git a/src/exo/shared/types/commands.py b/src/exo/shared/types/commands.py index 39c117f9..1ea4027a 100644 --- a/src/exo/shared/types/commands.py +++ b/src/exo/shared/types/commands.py @@ -13,7 +13,7 @@ class BaseCommand(TaggedModel): class TestCommand(BaseCommand): - pass + __test__ = False class KillCommand(BaseCommand): diff --git a/src/exo/shared/types/events.py b/src/exo/shared/types/events.py index 3cc1c872..7ad465d4 100644 --- a/src/exo/shared/types/events.py +++ b/src/exo/shared/types/events.py @@ -26,7 +26,7 @@ class BaseEvent(TaggedModel): class TestEvent(BaseEvent): - pass + __test__ = False class TaskCreated(BaseEvent): @@ -56,6 +56,12 @@ class TaskFailed(BaseEvent): class InstanceCreated(BaseEvent): instance: Instance + def __eq__(self, other: object) -> bool: + if isinstance(other, InstanceCreated): + return self.instance == other.instance and self.event_id == other.event_id + + return False + class InstanceDeleted(BaseEvent): instance_id: InstanceId From 9e0a1c23ef2c6074ea4a20ca3d92a480f7fadfbe Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Fri, 5 Dec 2025 16:42:43 +0000 Subject: [PATCH 214/224] rename ibv to jaccl inline with mlx --- src/exo/master/placement.py | 6 +++--- src/exo/master/tests/test_placement.py | 6 +++--- src/exo/shared/types/worker/instances.py | 6 +++--- src/exo/worker/engines/mlx/utils_mlx.py | 4 ++-- src/exo/worker/runner/bootstrap.py | 4 ++-- src/exo/worker/tests/TODO.tests | 2 +- 6 files changed, 14 insertions(+), 14 deletions(-) diff --git a/src/exo/master/placement.py b/src/exo/master/placement.py index e3c0adbc..98742924 100644 --- a/src/exo/master/placement.py +++ b/src/exo/master/placement.py @@ -26,7 +26,7 @@ from exo.shared.types.worker.instances import ( Instance, InstanceId, InstanceMeta, - MlxIbvInstance, + MlxJacclInstance, MlxRingInstance, ) @@ -105,7 +105,7 @@ def get_instance_placements_after_create( # TODO: Single node instances match command.instance_meta: - case InstanceMeta.MlxIbv: + case InstanceMeta.MlxJaccl: mlx_ibv_devices = get_mlx_ibv_devices_matrix( selected_cycle, cycle_digraph, @@ -114,7 +114,7 @@ def get_instance_placements_after_create( selected_cycle, coordinator_port=random_ephemeral_port(), ) - target_instances[instance_id] = MlxIbvInstance( + target_instances[instance_id] = MlxJacclInstance( instance_id=instance_id, shard_assignments=shard_assignments, ibv_devices=mlx_ibv_devices, diff --git a/src/exo/master/tests/test_placement.py b/src/exo/master/tests/test_placement.py index 0eb7bd67..95cb33bc 100644 --- a/src/exo/master/tests/test_placement.py +++ b/src/exo/master/tests/test_placement.py @@ -19,7 +19,7 @@ from exo.shared.types.worker.instances import ( Instance, InstanceId, InstanceMeta, - MlxIbvInstance, + MlxJacclInstance, MlxRingInstance, ) from exo.shared.types.worker.runners import ShardAssignments @@ -422,7 +422,7 @@ def test_tensor_rdma_backend_connectivity_matrix( cic = CreateInstance( sharding=Sharding.Tensor, - instance_meta=InstanceMeta.MlxIbv, + instance_meta=InstanceMeta.MlxJaccl, command_id=CommandId(), model_meta=model_meta, min_nodes=1, @@ -434,7 +434,7 @@ def test_tensor_rdma_backend_connectivity_matrix( instance_id = list(placements.keys())[0] instance = placements[instance_id] - assert isinstance(instance, MlxIbvInstance) + assert isinstance(instance, MlxJacclInstance) assert instance.ibv_devices is not None assert instance.ibv_coordinator is not None diff --git a/src/exo/shared/types/worker/instances.py b/src/exo/shared/types/worker/instances.py index b68e60a4..e36c4fb0 100644 --- a/src/exo/shared/types/worker/instances.py +++ b/src/exo/shared/types/worker/instances.py @@ -13,7 +13,7 @@ class InstanceId(Id): class InstanceMeta(str, Enum): MlxRing = "MlxRing" - MlxIbv = "MlxIbv" + MlxJaccl = "MlxJaccl" class BaseInstance(TaggedModel): @@ -28,13 +28,13 @@ class MlxRingInstance(BaseInstance): hosts: list[Host] -class MlxIbvInstance(BaseInstance): +class MlxJacclInstance(BaseInstance): ibv_devices: list[list[str | None]] ibv_coordinator: str # TODO: Single node instance -Instance = MlxRingInstance | MlxIbvInstance +Instance = MlxRingInstance | MlxJacclInstance class BoundInstance(CamelCaseModel): diff --git a/src/exo/worker/engines/mlx/utils_mlx.py b/src/exo/worker/engines/mlx/utils_mlx.py index 59ad30a9..dc6d1e45 100644 --- a/src/exo/worker/engines/mlx/utils_mlx.py +++ b/src/exo/worker/engines/mlx/utils_mlx.py @@ -32,7 +32,7 @@ from exo.shared.types.memory import Memory from exo.shared.types.tasks import ChatCompletionTaskParams from exo.shared.types.worker.instances import ( BoundInstance, - MlxIbvInstance, + MlxJacclInstance, MlxRingInstance, ) from exo.shared.types.worker.shards import ( @@ -128,7 +128,7 @@ def mlx_distributed_init( os.environ["MLX_RING_VERBOSE"] = "1" group = mx.distributed.init(backend="ring", strict=True) - case MlxIbvInstance(ibv_devices=ibv_devices, ibv_coordinator=ibv_coordinator): + case MlxJacclInstance(ibv_devices=ibv_devices, ibv_coordinator=ibv_coordinator): # Use RDMA connectivity matrix devices_file = f"./hosts_{rank}.json" ibv_devices_json = json.dumps(ibv_devices) diff --git a/src/exo/worker/runner/bootstrap.py b/src/exo/worker/runner/bootstrap.py index 4f9f6f28..24d30cb8 100644 --- a/src/exo/worker/runner/bootstrap.py +++ b/src/exo/worker/runner/bootstrap.py @@ -4,7 +4,7 @@ import loguru from exo.shared.types.events import Event from exo.shared.types.tasks import Task -from exo.shared.types.worker.instances import BoundInstance, MlxIbvInstance +from exo.shared.types.worker.instances import BoundInstance, MlxJacclInstance from exo.utils.channels import MpReceiver, MpSender logger: "loguru.Logger" @@ -21,7 +21,7 @@ def entrypoint( _logger: "loguru.Logger", ) -> None: if ( - isinstance(bound_instance.instance, MlxIbvInstance) + isinstance(bound_instance.instance, MlxJacclInstance) and len(bound_instance.instance.ibv_devices) >= 2 ): os.environ["MLX_METAL_FAST_SYNCH"] = "1" diff --git a/src/exo/worker/tests/TODO.tests b/src/exo/worker/tests/TODO.tests index ab667fc3..de72268b 100644 --- a/src/exo/worker/tests/TODO.tests +++ b/src/exo/worker/tests/TODO.tests @@ -37,7 +37,7 @@ Integration tests: 2. Test that node count does not affect inference result (per-configuration) - Llama on 1 node, and on 2 nodes returns the same result, given temperature 0 and set seed. - - Do for all configurations (Ring/Ibv, Pipeline/Tensor) + - Do for all configurations (Ring/Jaccl, Pipeline/Tensor) 3. Test supervisor catches exceptions gracefully - Timeouts From 7312a7e00029973c05a4e64be3ce33fbd0689387 Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Fri, 5 Dec 2025 16:43:11 +0000 Subject: [PATCH 215/224] plan fix --- src/exo/worker/plan.py | 17 +++++++++-------- 1 file changed, 9 insertions(+), 8 deletions(-) diff --git a/src/exo/worker/plan.py b/src/exo/worker/plan.py index 63ab9cfd..9d1806ad 100644 --- a/src/exo/worker/plan.py +++ b/src/exo/worker/plan.py @@ -174,11 +174,15 @@ def _ready_to_warmup( shard = runner.bound_instance.bound_shard device_rank = shard.device_rank runner_id = runner.bound_instance.bound_runner_id + world_size = shard.world_size is_runner_loaded = isinstance(runner.status, RunnerLoaded) - # Rank != 0 - all_runners_loaded_or_warming_up = all( + assert device_rank < world_size + assert device_rank >= 0 + + # Rank != n-1 + accepting_ranks_ready = device_rank != world_size - 1 and all( isinstance( all_runners.get(global_runner_id, None), (RunnerLoaded, RunnerWarmingUp), @@ -186,17 +190,14 @@ def _ready_to_warmup( for global_runner_id in shard_assignments.runner_to_shard ) - # Rank= 0 - all_other_runners_warming_up = all( + # Rank = n-1 + connecting_rank_ready = device_rank == world_size - 1 and all( isinstance(all_runners.get(global_runner_id, None), RunnerWarmingUp) for global_runner_id in shard_assignments.runner_to_shard if global_runner_id != runner_id ) - nonzero_rank_ready = device_rank != 0 and all_runners_loaded_or_warming_up - zero_rank_ready = device_rank == 0 and all_other_runners_warming_up - - if is_runner_loaded and (nonzero_rank_ready or zero_rank_ready): + if is_runner_loaded and (accepting_ranks_ready or connecting_rank_ready): return StartWarmup(instance_id=instance.instance_id) return None From 562998380926ee73e141f185085e6e05cfa510f9 Mon Sep 17 00:00:00 2001 From: Jake Hillion Date: Fri, 5 Dec 2025 16:58:55 +0000 Subject: [PATCH 216/224] fmt: format all python/rust/nix files --- .github/scripts/bench.py | 613 ++++++++++++-------- .github/scripts/build_matrix.py | 33 +- rust/exo_pyo3_bindings/src/networking.rs | 16 +- rust/networking/examples/chatroom_manual.rs | 9 +- rust/networking/src/discovery.rs | 54 +- rust/networking/src/keep_alive.rs | 8 +- rust/networking/src/lib.rs | 6 +- rust/networking/src/swarm.rs | 13 +- tmp/run_llm.py | 7 +- 9 files changed, 460 insertions(+), 299 deletions(-) diff --git a/.github/scripts/bench.py b/.github/scripts/bench.py index 06b81542..6b4b3ab1 100644 --- a/.github/scripts/bench.py +++ b/.github/scripts/bench.py @@ -9,6 +9,7 @@ Requests are fire-and-forget, allowing overlapping execution. Simple benchmark (1 iteration): --config .github/configs/bench_simple.yaml Complex benchmark (multiple stages): --config .github/configs/bench_config.yaml """ + # pyright: reportAny=false, reportUnknownArgumentType=false, reportUnknownVariableType=false from __future__ import annotations @@ -33,9 +34,13 @@ def _format_http_error(error: Exception) -> str: body = error.read().decode("utf-8", errors="replace") except Exception: body = "" - - headers_str = "\n".join(f" {k}: {v}" for k, v in error.headers.items()) if error.headers else "" - + + headers_str = ( + "\n".join(f" {k}: {v}" for k, v in error.headers.items()) + if error.headers + else "" + ) + return ( f"HTTP {error.code} {error.reason}\n" f"URL: {error.url}\n" @@ -48,7 +53,9 @@ def _format_http_error(error: Exception) -> str: return str(error) -def _http_request(url: str, *, method: str = "GET", data: Mapping[str, Any] | None = None) -> dict[str, Any]: +def _http_request( + url: str, *, method: str = "GET", data: Mapping[str, Any] | None = None +) -> dict[str, Any]: headers = {"Content-Type": "application/json"} payload: bytes | None = None if data is not None: @@ -67,14 +74,21 @@ def _http_request(url: str, *, method: str = "GET", data: Mapping[str, Any] | No raise -async def _http_request_async(url: str, *, method: str = "GET", data: Mapping[str, Any] | None = None) -> dict[str, Any]: +async def _http_request_async( + url: str, *, method: str = "GET", data: Mapping[str, Any] | None = None +) -> dict[str, Any]: """Async version that runs in executor to not block event loop.""" loop = asyncio.get_event_loop() - return await loop.run_in_executor(None, lambda: _http_request(url, method=method, data=data)) + return await loop.run_in_executor( + None, lambda: _http_request(url, method=method, data=data) + ) -async def _http_stream_async(url: str, *, method: str = "POST", data: Mapping[str, Any], timeout: int = 300) -> list[tuple[str, float]]: +async def _http_stream_async( + url: str, *, method: str = "POST", data: Mapping[str, Any], timeout: int = 300 +) -> list[tuple[str, float]]: """Async streaming request. Returns list of (line, timestamp) tuples.""" + def _stream() -> list[tuple[str, float]]: headers = {"Content-Type": "application/json"} payload = json.dumps(data).encode("utf-8") @@ -92,6 +106,7 @@ async def _http_stream_async(url: str, *, method: str = "POST", data: Mapping[st error_details = _format_http_error(e) print(f"HTTP request failed:\n{error_details}") raise + loop = asyncio.get_event_loop() return await loop.run_in_executor(None, _stream) @@ -102,48 +117,48 @@ def fetch_state(api_base: str) -> dict[str, Any]: def unwrap_tagged_union(obj: Any) -> tuple[str | None, Any]: """Extract tag and payload from tagged union format {Tag: {fields...}}. - + Returns (tag_name, payload) if the object is a tagged union, otherwise (None, obj). """ if not isinstance(obj, dict): return None, obj - + keys = list(obj.keys()) if len(keys) == 1 and isinstance(keys[0], str): tag = keys[0] payload = obj[tag] return tag, payload - + return None, obj def collect_metrics_snapshot(state: Mapping[str, Any]) -> MetricsSnapshot: """Collect current metrics snapshot from state.""" timestamp = time.time() - + # Collect memory for each node node_memory: dict[str, MemorySnapshot] = {} node_profiles: Mapping[str, Any] = state.get("nodeProfiles", {}) - + for node_id, profile in node_profiles.items(): if not isinstance(profile, dict): continue - + memory = profile.get("memory", {}) if not isinstance(memory, dict): continue - + # Parse memory values - they're objects with 'inBytes' field def get_bytes(mem_obj: Any) -> int: if isinstance(mem_obj, dict): return int(mem_obj.get("inBytes", 0)) return 0 - + ram_total = get_bytes(memory.get("ramTotal")) ram_available = get_bytes(memory.get("ramAvailable")) swap_total = get_bytes(memory.get("swapTotal")) swap_available = get_bytes(memory.get("swapAvailable")) - + node_memory[node_id] = MemorySnapshot( ram_total_bytes=ram_total, ram_available_bytes=ram_available, @@ -152,13 +167,13 @@ def collect_metrics_snapshot(state: Mapping[str, Any]) -> MetricsSnapshot: swap_available_bytes=swap_available, swap_used_bytes=max(swap_total - swap_available, 0), ) - + # Collect task counts per instance and per node instance_tasks: list[InstanceTaskSnapshot] = [] instances: Mapping[str, Any] = state.get("instances", {}) tasks: Mapping[str, Any] = state.get("tasks", {}) print(f"[DEBUG] Num tasks: {len(tasks)}. Num instances: {len(instances)}.") - + # Map instance_id -> node_ids (instances can span multiple nodes) instance_to_nodes: dict[str, set[str]] = {} for instance_id, instance_wrapped in instances.items(): @@ -166,16 +181,16 @@ def collect_metrics_snapshot(state: Mapping[str, Any]) -> MetricsSnapshot: _instance_tag, instance_data = unwrap_tagged_union(instance_wrapped) if not isinstance(instance_data, dict): continue - + shard_assignments = instance_data.get("shardAssignments", {}) if not isinstance(shard_assignments, dict): continue - + # Get all nodes that this instance uses node_to_runner = shard_assignments.get("nodeToRunner", {}) if isinstance(node_to_runner, dict): instance_to_nodes[instance_id] = set(node_to_runner.keys()) - + # Count tasks per instance (only Pending and Running exist in state; completed tasks are deleted) instance_task_counts: dict[str, dict[str, int]] = {} for instance_id in instances.keys(): @@ -183,57 +198,61 @@ def collect_metrics_snapshot(state: Mapping[str, Any]) -> MetricsSnapshot: "Pending": 0, "Running": 0, } - + # Iterate through tasks and count by instance and status tasks_matched = 0 tasks_skipped = 0 - + for _task_id, task_wrapper in tasks.items(): if not isinstance(task_wrapper, dict): print(f"[DEBUG] Task wrapper is not a dict: {task_wrapper}") tasks_skipped += 1 continue - + # Extract actual task from wrapper (e.g., {"ChatCompletion": {...}}) if len(task_wrapper) != 1: - print(f"[DEBUG] Task wrapper has unexpected number of keys: {len(task_wrapper)}") + print( + f"[DEBUG] Task wrapper has unexpected number of keys: {len(task_wrapper)}" + ) tasks_skipped += 1 continue - + _task_type, task_data = next(iter(task_wrapper.items())) - + if not isinstance(task_data, dict): print(f"[DEBUG] Task data is not a dict: {task_data}") tasks_skipped += 1 continue - + instance_id = task_data.get("instanceId") task_status = task_data.get("taskStatus") - + if not instance_id or instance_id not in instance_task_counts: tasks_skipped += 1 continue - + if task_status not in ["Pending", "Running"]: tasks_skipped += 1 continue - + # Count this task instance_task_counts[instance_id][task_status] += 1 tasks_matched += 1 - + if tasks_skipped > 0: - print(f"[DEBUG] Task matching: {tasks_matched} matched, {tasks_skipped} skipped (from {len(tasks)} total)") - + print( + f"[DEBUG] Task matching: {tasks_matched} matched, {tasks_skipped} skipped (from {len(tasks)} total)" + ) + # Build snapshots for each instance (assign to primary node - first in sorted order) for instance_id, counts in instance_task_counts.items(): pending = counts["Pending"] running = counts["Running"] total_active = pending + running - + node_ids = instance_to_nodes.get(instance_id, set()) primary_node = sorted(node_ids)[0] if node_ids else "unknown" - + instance_tasks.append( InstanceTaskSnapshot( instance_id=instance_id, @@ -243,32 +262,32 @@ def collect_metrics_snapshot(state: Mapping[str, Any]) -> MetricsSnapshot: total_active_tasks=total_active, ) ) - + # Aggregate tasks per node node_task_counts: dict[str, dict[str, int]] = {} node_instance_counts: dict[str, int] = {} - + for instance_snapshot in instance_tasks: node_id = instance_snapshot.node_id - + if node_id not in node_task_counts: node_task_counts[node_id] = { "Pending": 0, "Running": 0, } node_instance_counts[node_id] = 0 - + node_task_counts[node_id]["Pending"] += instance_snapshot.pending_tasks node_task_counts[node_id]["Running"] += instance_snapshot.running_tasks node_instance_counts[node_id] += 1 - + # Build node snapshots node_tasks: list[NodeTaskSnapshot] = [] for node_id, counts in node_task_counts.items(): pending = counts["Pending"] running = counts["Running"] total_active = pending + running - + node_tasks.append( NodeTaskSnapshot( node_id=node_id, @@ -278,7 +297,7 @@ def collect_metrics_snapshot(state: Mapping[str, Any]) -> MetricsSnapshot: instance_count=node_instance_counts.get(node_id, 0), ) ) - + return MetricsSnapshot( timestamp=timestamp, node_memory=node_memory, @@ -303,14 +322,16 @@ def count_instances_by_model(state: Mapping[str, Any], model_id: str) -> int: _instance_tag, instance_data = unwrap_tagged_union(instance_wrapped) if not isinstance(instance_data, dict): continue - + shard = instance_data.get("shardAssignments", {}) if isinstance(shard, dict) and shard.get("modelId") == model_id: count += 1 return count -def get_all_instance_ids_for_model(state: Mapping[str, Any], model_id: str) -> list[str]: +def get_all_instance_ids_for_model( + state: Mapping[str, Any], model_id: str +) -> list[str]: """Get all instance IDs for a given model_id.""" instances: Mapping[str, Any] = state.get("instances", {}) instance_ids = [] @@ -319,7 +340,7 @@ def get_all_instance_ids_for_model(state: Mapping[str, Any], model_id: str) -> l _instance_tag, instance_data = unwrap_tagged_union(instance_wrapped) if not isinstance(instance_data, dict): continue - + shard = instance_data.get("shardAssignments", {}) if isinstance(shard, dict) and shard.get("modelId") == model_id: instance_ids.append(instance_id) @@ -330,47 +351,49 @@ def count_ready_instances_by_model(state: Mapping[str, Any], model_id: str) -> i """Count how many instances for a model have all their runners ready.""" instances: Mapping[str, Any] = state.get("instances", {}) ready_count = 0 - + for instance_id, instance_wrapped in instances.items(): # Unwrap tagged Instance union _instance_tag, instance_data = unwrap_tagged_union(instance_wrapped) if not isinstance(instance_data, dict): continue - + shard = instance_data.get("shardAssignments", {}) if not isinstance(shard, dict) or shard.get("modelId") != model_id: continue - + # Check if all runners for this instance are ready runner_ids = get_runner_ids_for_instance(state, instance_id) if len(runner_ids) == 0: continue - + # Fixed runner status names: RunnerReady and RunnerRunning (not LoadedRunnerStatus/RunningRunnerStatus) all_ready = all( get_runner_status_kind(state, rid) in {"RunnerReady", "RunnerRunning"} for rid in runner_ids ) - + if all_ready: ready_count += 1 - + return ready_count -def get_runner_ids_for_instance(state: Mapping[str, Any], instance_id: str) -> list[str]: +def get_runner_ids_for_instance( + state: Mapping[str, Any], instance_id: str +) -> list[str]: instances: Mapping[str, Any] = state.get("instances", {}) instance_wrapped = instances.get(instance_id, {}) - + # Unwrap tagged Instance union _instance_tag, instance_data = unwrap_tagged_union(instance_wrapped) if not isinstance(instance_data, dict): return [] - + shard_assignments = instance_data.get("shardAssignments", {}) if not isinstance(shard_assignments, dict): return [] - + r2s = shard_assignments.get("runnerToShard", {}) if isinstance(r2s, dict): return list(r2s.keys()) @@ -387,43 +410,59 @@ def get_runner_status_kind(state: Mapping[str, Any], runner_id: str) -> str | No return None -async def wait_for_topology_ready(api_base: str, expected_nodes: int, timeout_s: int) -> None: +async def wait_for_topology_ready( + api_base: str, expected_nodes: int, timeout_s: int +) -> None: """Wait for all expected nodes to appear in the topology.""" - print(f"Waiting for {expected_nodes} node(s) to appear in topology (timeout: {timeout_s}s)...") + print( + f"Waiting for {expected_nodes} node(s) to appear in topology (timeout: {timeout_s}s)..." + ) start = time.monotonic() while True: state = fetch_state(api_base) node_count = get_topology_node_count(state) elapsed = time.monotonic() - start - print(f" Topology has {node_count}/{expected_nodes} nodes (elapsed: {elapsed:.1f}s)") - + print( + f" Topology has {node_count}/{expected_nodes} nodes (elapsed: {elapsed:.1f}s)" + ) + if node_count >= expected_nodes: print(f"All {expected_nodes} node(s) are in topology!") return - + if elapsed > timeout_s: - raise TimeoutError(f"Timed out waiting for topology. Expected {expected_nodes} nodes, got {node_count}") + raise TimeoutError( + f"Timed out waiting for topology. Expected {expected_nodes} nodes, got {node_count}" + ) await asyncio.sleep(2) -async def wait_for_instances_ready(api_base: str, model_id: str, expected_count: int, timeout_s: int) -> list[str]: +async def wait_for_instances_ready( + api_base: str, model_id: str, expected_count: int, timeout_s: int +) -> list[str]: """Wait for a specific count of instances for a model to be fully ready.""" - print(f"Waiting for {expected_count} instance(s) of {model_id} to be ready (timeout: {timeout_s}s)...") + print( + f"Waiting for {expected_count} instance(s) of {model_id} to be ready (timeout: {timeout_s}s)..." + ) start = time.monotonic() while True: state = fetch_state(api_base) - + total_count = count_instances_by_model(state, model_id) ready_count = count_ready_instances_by_model(state, model_id) elapsed = time.monotonic() - start - - print(f" Model {model_id}: {ready_count}/{expected_count} ready ({total_count} total) (elapsed: {elapsed:.1f}s)") - + + print( + f" Model {model_id}: {ready_count}/{expected_count} ready ({total_count} total) (elapsed: {elapsed:.1f}s)" + ) + if ready_count >= expected_count: instance_ids = get_all_instance_ids_for_model(state, model_id) - print(f"All {expected_count} instance(s) ready! Instance IDs: {instance_ids}") + print( + f"All {expected_count} instance(s) ready! Instance IDs: {instance_ids}" + ) return instance_ids - + if elapsed > timeout_s: raise TimeoutError( f"Timed out waiting for instances. Expected {expected_count} ready instances of {model_id}, " @@ -448,44 +487,52 @@ async def wait_for_all_instances_deleted(api_base: str, model_id: str) -> None: async def wait_for_tasks_drained(api_base: str, timeout_s: int = 600) -> None: """Wait for all tasks in the cluster to be drained (completed or failed). - + Tasks are deleted from state when complete, so we wait until there are no pending or running tasks remaining. """ - print(f"\n{'='*80}") + print(f"\n{'=' * 80}") print(f"⏳ WAITING FOR ALL TASKS TO DRAIN") - print(f"{'='*80}") + print(f"{'=' * 80}") start = time.monotonic() - + while True: state = fetch_state(api_base) snapshot = collect_metrics_snapshot(state) - + # Count total active tasks across all nodes total_pending = sum(node.pending_tasks for node in snapshot.node_tasks) total_running = sum(node.running_tasks for node in snapshot.node_tasks) total_active = total_pending + total_running - + elapsed = time.monotonic() - start - + if total_active == 0: print(f"✅ All tasks drained after {elapsed:.1f}s") return - - print(f" [{elapsed:.1f}s] Still draining: {total_active} active tasks ({total_pending} pending, {total_running} running)") - + + print( + f" [{elapsed:.1f}s] Still draining: {total_active} active tasks ({total_pending} pending, {total_running} running)" + ) + # Print per-node breakdown if there are active tasks if snapshot.node_tasks: for node_snapshot in snapshot.node_tasks: if node_snapshot.total_active_tasks > 0: node_short = node_snapshot.node_id[-4:] - print(f" Node ...{node_short}: {node_snapshot.running_tasks} running, {node_snapshot.pending_tasks} pending") - + print( + f" Node ...{node_short}: {node_snapshot.running_tasks} running, {node_snapshot.pending_tasks} pending" + ) + if elapsed > timeout_s: - print(f"⚠️ WARNING: Timed out waiting for tasks to drain after {timeout_s}s") - print(f" Remaining: {total_active} tasks ({total_pending} pending, {total_running} running)") + print( + f"⚠️ WARNING: Timed out waiting for tasks to drain after {timeout_s}s" + ) + print( + f" Remaining: {total_active} tasks ({total_pending} pending, {total_running} running)" + ) return - + await asyncio.sleep(2) @@ -545,6 +592,7 @@ class StageResult: @dataclass(frozen=True) class MemorySnapshot: """Memory snapshot for a node at a point in time.""" + ram_total_bytes: int ram_available_bytes: int ram_used_bytes: int @@ -556,10 +604,11 @@ class MemorySnapshot: @dataclass(frozen=True) class InstanceTaskSnapshot: """Task counts for an instance at a point in time. - + Note: Tasks are deleted from state when complete, so we only track active tasks. total_active_tasks = pending + running. """ + instance_id: str node_id: str pending_tasks: int @@ -570,10 +619,11 @@ class InstanceTaskSnapshot: @dataclass(frozen=True) class NodeTaskSnapshot: """Task counts for a node at a point in time. - + Note: Tasks are deleted from state when complete, so we only track active tasks. total_active_tasks = pending + running across all instances on this node. """ + node_id: str pending_tasks: int running_tasks: int @@ -584,6 +634,7 @@ class NodeTaskSnapshot: @dataclass(frozen=True) class MetricsSnapshot: """System metrics snapshot at a point in time.""" + timestamp: float node_memory: dict[str, MemorySnapshot] instance_tasks: list[InstanceTaskSnapshot] @@ -613,16 +664,16 @@ async def run_single_request( }, timeout=timeout, ) - + tokens = 0 got_done = False first_token_time: float | None = None last_token_time: float | None = None - + for line, timestamp in lines: if not line.startswith("data:"): continue - payload = line[len("data:"):].strip() + payload = line[len("data:") :].strip() if payload == "[DONE]": got_done = True break @@ -636,26 +687,28 @@ async def run_single_request( tokens += 1 except json.JSONDecodeError: continue - + elapsed = time.monotonic() - start completed_at = time.time() - + # Calculate TTFT and decode TPS time_to_first_token: float | None = None decode_tps: float | None = None - + if first_token_time is not None: time_to_first_token = first_token_time - start - + # Decode TPS: tokens per second after first token if last_token_time is not None and tokens > 1: decode_time = last_token_time - first_token_time if decode_time > 0: decode_tps = (tokens - 1) / decode_time - + # Request is only successful if we got at least one token AND a [DONE] marker if tokens == 0: - print(f" Request #{request_id}: FAILED - no tokens generated in {elapsed:.2f}s") + print( + f" Request #{request_id}: FAILED - no tokens generated in {elapsed:.2f}s" + ) return RequestResult( request_id=request_id, success=False, @@ -665,11 +718,13 @@ async def run_single_request( completed_at=completed_at, time_to_first_token_s=time_to_first_token, decode_tps=decode_tps, - error="No tokens generated" + error="No tokens generated", ) - + if not got_done: - print(f" Request #{request_id}: FAILED - incomplete response (no [DONE]) after {elapsed:.2f}s") + print( + f" Request #{request_id}: FAILED - incomplete response (no [DONE]) after {elapsed:.2f}s" + ) return RequestResult( request_id=request_id, success=False, @@ -679,12 +734,16 @@ async def run_single_request( completed_at=completed_at, time_to_first_token_s=time_to_first_token, decode_tps=decode_tps, - error="Incomplete response (no [DONE] marker)" + error="Incomplete response (no [DONE] marker)", ) - - ttft_str = f"{time_to_first_token:.3f}s" if time_to_first_token is not None else "N/A" + + ttft_str = ( + f"{time_to_first_token:.3f}s" if time_to_first_token is not None else "N/A" + ) tps_str = f"{decode_tps:.1f} t/s" if decode_tps is not None else "N/A" - print(f" Request #{request_id}: SUCCESS - {tokens} tokens in {elapsed:.2f}s (TTFT: {ttft_str}, Decode: {tps_str})") + print( + f" Request #{request_id}: SUCCESS - {tokens} tokens in {elapsed:.2f}s (TTFT: {ttft_str}, Decode: {tps_str})" + ) return RequestResult( request_id=request_id, success=True, @@ -693,9 +752,9 @@ async def run_single_request( started_at=started_at, completed_at=completed_at, time_to_first_token_s=time_to_first_token, - decode_tps=decode_tps + decode_tps=decode_tps, ) - + except Exception as e: elapsed = time.monotonic() - start completed_at = time.time() @@ -710,7 +769,7 @@ async def run_single_request( completed_at=completed_at, time_to_first_token_s=None, decode_tps=None, - error=error_details + error=error_details, ) @@ -721,10 +780,10 @@ async def monitor_metrics( interval_seconds: float = 5.0, ) -> None: """Background task that collects metrics snapshots every interval_seconds.""" - print(f"\n{'='*80}") + print(f"\n{'=' * 80}") print(f"🔍 METRICS MONITORING STARTED (polling every {interval_seconds}s)") - print(f"{'='*80}\n") - + print(f"{'=' * 80}\n") + snapshot_count = 0 while not stop_event.is_set(): try: @@ -732,30 +791,35 @@ async def monitor_metrics( state = fetch_state(api_base) snapshot = collect_metrics_snapshot(state) metrics_snapshots.append(snapshot) - + # Print detailed summary node_count = len(snapshot.node_memory) instance_count = len(snapshot.instance_tasks) - + # Aggregate task counts from node level (only active tasks in state) total_pending = sum(node.pending_tasks for node in snapshot.node_tasks) total_running = sum(node.running_tasks for node in snapshot.node_tasks) total_active = sum(node.total_active_tasks for node in snapshot.node_tasks) - + # Print detailed breakdown - print(f"\n[METRICS #{snapshot_count}] {node_count} nodes, {instance_count} instances | Active Tasks: {total_active} ({total_pending} pending, {total_running} running)") - + print( + f"\n[METRICS #{snapshot_count}] {node_count} nodes, {instance_count} instances | Active Tasks: {total_active} ({total_pending} pending, {total_running} running)" + ) + # Print per-node breakdown (only if there are nodes) if snapshot.node_tasks: for node_snapshot in snapshot.node_tasks: node_short = node_snapshot.node_id[-4:] - print(f" Node ...{node_short}: {node_snapshot.total_active_tasks} active ({node_snapshot.pending_tasks} pending, {node_snapshot.running_tasks} running) across {node_snapshot.instance_count} instances") - + print( + f" Node ...{node_short}: {node_snapshot.total_active_tasks} active ({node_snapshot.pending_tasks} pending, {node_snapshot.running_tasks} running) across {node_snapshot.instance_count} instances" + ) + except Exception as e: print(f"[METRICS] Error collecting snapshot: {e}") import traceback + traceback.print_exc() - + # Wait for interval or until stopped try: await asyncio.wait_for(stop_event.wait(), timeout=interval_seconds) @@ -779,18 +843,20 @@ async def run_stage( print(f" Iterations: {stage.iterations}") print(f" No Overlap: {no_overlap}") print("=" * 80) - + stage_started_at = time.time() prompt = generate_prompt(stage.prompt_length) results: list[RequestResult] = [] - + if no_overlap: # Sequential execution: wait for each request to complete before starting next print("\nRunning requests sequentially (no overlap)...") for i in range(stage.iterations): - result = await run_single_request(api_base, model_id, prompt, stage.generation_length, i + 1) + result = await run_single_request( + api_base, model_id, prompt, stage.generation_length, i + 1 + ) results.append(result) - + # Wait before starting next request (except after last one) if i < stage.iterations - 1: await asyncio.sleep(stage.time_between_requests) @@ -798,28 +864,30 @@ async def run_stage( # Concurrent execution: fire-and-forget with delays between starts print("\nRunning requests concurrently (with overlap)...") tasks: list[asyncio.Task[RequestResult]] = [] - + # Fire off requests with delays between them for i in range(stage.iterations): task = asyncio.create_task( - run_single_request(api_base, model_id, prompt, stage.generation_length, i + 1) + run_single_request( + api_base, model_id, prompt, stage.generation_length, i + 1 + ) ) tasks.append(task) - + # Wait before firing next request (except after last one) if i < stage.iterations - 1: await asyncio.sleep(stage.time_between_requests) - + # Wait for all requests to complete print(f"\nWaiting for all {len(tasks)} HTTP requests to complete...") results = list(await asyncio.gather(*tasks)) - + # Wait for all tasks in the cluster to be drained print(f"\nHTTP requests completed. Now waiting for cluster tasks to drain...") await wait_for_tasks_drained(api_base, timeout_s=600) - + stage_completed_at = time.time() - + # Compute statistics successful = sum(1 for r in results if r.success) failed = len(results) - successful @@ -828,37 +896,55 @@ async def run_stage( total_time = sum(r.elapsed_s for r in results) avg_tokens = total_tokens / successful if successful > 0 else 0.0 avg_time = total_time / successful if successful > 0 else 0.0 - + # Calculate average TTFT and decode TPS for successful requests only successful_results = [r for r in results if r.success] - + # Skip first iteration if there are more than 1 iterations (warmup) - results_for_stats = successful_results[1:] if len(successful_results) > 1 else successful_results - + results_for_stats = ( + successful_results[1:] if len(successful_results) > 1 else successful_results + ) + # TTFT statistics - ttft_values = [r.time_to_first_token_s for r in results_for_stats if r.time_to_first_token_s is not None] + ttft_values = [ + r.time_to_first_token_s + for r in results_for_stats + if r.time_to_first_token_s is not None + ] avg_ttft = sum(ttft_values) / len(ttft_values) if ttft_values else None - + if avg_ttft is not None and len(ttft_values) > 1: variance_ttft = sum((x - avg_ttft) ** 2 for x in ttft_values) / len(ttft_values) - std_ttft = variance_ttft ** 0.5 + std_ttft = variance_ttft**0.5 else: std_ttft = None - + # Decode TPS and ms per token statistics - decode_tps_values = [r.decode_tps for r in results_for_stats if r.decode_tps is not None] - avg_decode_tps = sum(decode_tps_values) / len(decode_tps_values) if decode_tps_values else None - + decode_tps_values = [ + r.decode_tps for r in results_for_stats if r.decode_tps is not None + ] + avg_decode_tps = ( + sum(decode_tps_values) / len(decode_tps_values) if decode_tps_values else None + ) + # Convert to ms per token - ms_per_token_values = [1000.0 / tps for tps in decode_tps_values] if decode_tps_values else [] - avg_ms_per_token = sum(ms_per_token_values) / len(ms_per_token_values) if ms_per_token_values else None - + ms_per_token_values = ( + [1000.0 / tps for tps in decode_tps_values] if decode_tps_values else [] + ) + avg_ms_per_token = ( + sum(ms_per_token_values) / len(ms_per_token_values) + if ms_per_token_values + else None + ) + if avg_ms_per_token is not None and len(ms_per_token_values) > 1: - variance_ms_per_token = sum((x - avg_ms_per_token) ** 2 for x in ms_per_token_values) / len(ms_per_token_values) - std_ms_per_token = variance_ms_per_token ** 0.5 + variance_ms_per_token = sum( + (x - avg_ms_per_token) ** 2 for x in ms_per_token_values + ) / len(ms_per_token_values) + std_ms_per_token = variance_ms_per_token**0.5 else: std_ms_per_token = None - + return StageResult( name=stage.name, total_requests=len(results), @@ -892,11 +978,11 @@ async def run_benchmark( ) -> int: """Run the full staged benchmark.""" benchmark_started_at = time.time() - + # Load configuration with open(config_path) as f: config = yaml.safe_load(f) - + # Support both model_id (legacy) and model_ids (new) if "model_ids" in config: model_ids = config["model_ids"] @@ -904,51 +990,60 @@ async def run_benchmark( model_ids = [config["model_id"]] else: raise ValueError("Config must contain either 'model_id' or 'model_ids'") - + # Get sharding and instance_meta (optional, defaults to None if not specified) sharding: str | None = config.get("sharding") instance_meta: str | None = config.get("instance_meta") - + # Get no_overlap flag (optional, defaults to False) no_overlap: bool = config.get("no_overlap", False) - + stages = [StageConfig(**s) for s in config["stages"]] - + print("=" * 80) print("EXO BENCHMARK") print("=" * 80) print(f"Configuration File: {config_path}") print(f"Model IDs: {model_ids}") print(f"Instance Count: {len(model_ids)}") - print(f"Sharding: {sharding if sharding else 'not specified (defaults to Pipeline)'}") - print(f"Instance Type: {instance_meta if instance_meta else 'not specified (defaults to MlxRing)'}") + print( + f"Sharding: {sharding if sharding else 'not specified (defaults to Pipeline)'}" + ) + print( + f"Instance Type: {instance_meta if instance_meta else 'not specified (defaults to MlxRing)'}" + ) print(f"No Overlap: {no_overlap}") print(f"Stages: {len(stages)}") print(f"Expected Nodes: {expected_nodes}") print(f"Is Primary: {is_primary}") print("=" * 80) - + try: # Wait for all nodes to join the topology first - await wait_for_topology_ready(api_base, expected_nodes, timeout_s=timeout_seconds) - + await wait_for_topology_ready( + api_base, expected_nodes, timeout_s=timeout_seconds + ) + # Add 30 second delay to allow topology to stabilize before creating instances - print(f"\nWaiting 30 seconds for topology to stabilize before creating instances...") + print( + f"\nWaiting 30 seconds for topology to stabilize before creating instances..." + ) await asyncio.sleep(30) print("Proceeding with instance creation\n") - + # Count how many instances we need for each unique model_id from collections import Counter + model_counts = Counter(model_ids) - + print(f"\nTarget instance counts by model:") for model_id, count in model_counts.items(): print(f" {model_id}: {count} instance(s)") print() - + # Track all instance IDs (collected at the end) all_instance_ids: list[str] = [] - + if is_primary: # Primary: create instances one at a time, waiting for count to increase for idx, model_id in enumerate(model_ids): @@ -956,50 +1051,58 @@ async def run_benchmark( current_state = fetch_state(api_base) current_ready = count_ready_instances_by_model(current_state, model_id) target_count = current_ready + 1 - + print("=" * 80) - print(f"[PRIMARY] Creating instance {idx+1}/{len(model_ids)} for model: {model_id}") - print(f"[PRIMARY] Current ready count for {model_id}: {current_ready}, target: {target_count}") - + print( + f"[PRIMARY] Creating instance {idx + 1}/{len(model_ids)} for model: {model_id}" + ) + print( + f"[PRIMARY] Current ready count for {model_id}: {current_ready}, target: {target_count}" + ) + # Build instance creation request data instance_data: dict[str, Any] = {"model_id": model_id} if sharding is not None: instance_data["sharding"] = sharding if instance_meta is not None: instance_data["instance_meta"] = instance_meta - + response = await _http_request_async( - f"{api_base}/instance", - method="POST", - data=instance_data + f"{api_base}/instance", method="POST", data=instance_data ) print(f"[PRIMARY] Instance creation response: {response}") - + # Wait for one more instance of this model to be ready - await wait_for_instances_ready(api_base, model_id, target_count, timeout_s=timeout_seconds) - print(f"[PRIMARY] Instance {idx+1}/{len(model_ids)} is ready") + await wait_for_instances_ready( + api_base, model_id, target_count, timeout_s=timeout_seconds + ) + print(f"[PRIMARY] Instance {idx + 1}/{len(model_ids)} is ready") print("=" * 80) else: # Secondary: wait for expected counts of each model to be ready print("[SECONDARY] Waiting for all instances to be created and ready...") for model_id, expected_count in model_counts.items(): - await wait_for_instances_ready(api_base, model_id, expected_count, timeout_s=timeout_seconds) - + await wait_for_instances_ready( + api_base, model_id, expected_count, timeout_s=timeout_seconds + ) + # Collect all instance IDs for all models state = fetch_state(api_base) for model_id in model_counts.keys(): ids = get_all_instance_ids_for_model(state, model_id) all_instance_ids.extend(ids) - + # Count total runners total_runners = 0 for instance_id in all_instance_ids: runner_ids = get_runner_ids_for_instance(state, instance_id) total_runners += len(runner_ids) - - print(f"\nAll {len(all_instance_ids)} instance(s) with {total_runners} total runner(s) are ready!") + + print( + f"\nAll {len(all_instance_ids)} instance(s) with {total_runners} total runner(s) are ready!" + ) print(f"Instance IDs: {all_instance_ids}") - + if is_primary: # Run all stages once (requests will use available instances) # We use the first model_id for the benchmark requests @@ -1008,25 +1111,29 @@ async def run_benchmark( print(f"RUNNING BENCHMARK (using model: {benchmark_model_id})") print(f"Instances available: {len(all_instance_ids)}") print(f"{'=' * 80}") - + # Start metrics monitoring with 500ms interval to catch fast-completing tasks metrics_snapshots: list[MetricsSnapshot] = [] stop_monitoring = asyncio.Event() monitoring_task = asyncio.create_task( - monitor_metrics(api_base, metrics_snapshots, stop_monitoring, interval_seconds=0.5) + monitor_metrics( + api_base, metrics_snapshots, stop_monitoring, interval_seconds=0.5 + ) ) - + stage_results: list[StageResult] = [] for stage in stages: - result = await run_stage(api_base, benchmark_model_id, stage, no_overlap=no_overlap) + result = await run_stage( + api_base, benchmark_model_id, stage, no_overlap=no_overlap + ) stage_results.append(result) - + # Stop metrics monitoring print("\nStopping metrics monitoring...") stop_monitoring.set() await monitoring_task print(f"Collected {len(metrics_snapshots)} metrics snapshots") - + # Print final results print("\n" + "=" * 80) print("BENCHMARK COMPLETE - RESULTS SUMMARY") @@ -1034,7 +1141,7 @@ async def run_benchmark( print(f"Instances tested: {len(all_instance_ids)}") print(f"Model IDs: {model_ids}") print(f"Instance IDs: {all_instance_ids}") - + for result in stage_results: print(f"\nStage: {result.name}") print(f" Total Requests: {result.total_requests}") @@ -1046,19 +1153,25 @@ async def run_benchmark( print(f" Avg Time/Request: {result.avg_time_per_request:.2f}s") if result.avg_time_to_first_token is not None: if result.std_time_to_first_token is not None: - print(f" Avg TTFT: {result.avg_time_to_first_token:.3f}s ± {result.std_time_to_first_token:.3f}s") + print( + f" Avg TTFT: {result.avg_time_to_first_token:.3f}s ± {result.std_time_to_first_token:.3f}s" + ) else: - print(f" Avg TTFT: {result.avg_time_to_first_token:.3f}s") + print( + f" Avg TTFT: {result.avg_time_to_first_token:.3f}s" + ) if result.avg_ms_per_token is not None: if result.std_ms_per_token is not None: - print(f" Avg ms/token: {result.avg_ms_per_token:.2f}ms ± {result.std_ms_per_token:.2f}ms") + print( + f" Avg ms/token: {result.avg_ms_per_token:.2f}ms ± {result.std_ms_per_token:.2f}ms" + ) else: print(f" Avg ms/token: {result.avg_ms_per_token:.2f}ms") if result.avg_decode_tps is not None: print(f" Avg Decode TPS: {result.avg_decode_tps:.2f} tokens/s") - + benchmark_completed_at = time.time() - + # Build comprehensive results document results_doc = { "metadata": { @@ -1100,16 +1213,33 @@ async def run_benchmark( "failed_requests": r.failed_requests, "success_rate": round(r.success_rate, 4), "total_tokens": r.total_tokens, - "avg_tokens_per_request": round(r.avg_tokens_per_request, 2), + "avg_tokens_per_request": round( + r.avg_tokens_per_request, 2 + ), "avg_time_per_request": round(r.avg_time_per_request, 3), - "avg_time_to_first_token": round(r.avg_time_to_first_token, 3) if r.avg_time_to_first_token is not None else None, - "std_time_to_first_token": round(r.std_time_to_first_token, 3) if r.std_time_to_first_token is not None else None, - "avg_decode_tps": round(r.avg_decode_tps, 2) if r.avg_decode_tps is not None else None, - "avg_ms_per_token": round(r.avg_ms_per_token, 2) if r.avg_ms_per_token is not None else None, - "std_ms_per_token": round(r.std_ms_per_token, 2) if r.std_ms_per_token is not None else None, + "avg_time_to_first_token": round( + r.avg_time_to_first_token, 3 + ) + if r.avg_time_to_first_token is not None + else None, + "std_time_to_first_token": round( + r.std_time_to_first_token, 3 + ) + if r.std_time_to_first_token is not None + else None, + "avg_decode_tps": round(r.avg_decode_tps, 2) + if r.avg_decode_tps is not None + else None, + "avg_ms_per_token": round(r.avg_ms_per_token, 2) + if r.avg_ms_per_token is not None + else None, + "std_ms_per_token": round(r.std_ms_per_token, 2) + if r.std_ms_per_token is not None + else None, "stage_started_at": r.stage_started_at, "stage_completed_at": r.stage_completed_at, - "stage_duration_s": r.stage_completed_at - r.stage_started_at, + "stage_duration_s": r.stage_completed_at + - r.stage_started_at, "requests": [ { "request_id": req.request_id, @@ -1118,12 +1248,18 @@ async def run_benchmark( "elapsed_s": round(req.elapsed_s, 3), "started_at": req.started_at, "completed_at": req.completed_at, - "time_to_first_token_s": round(req.time_to_first_token_s, 3) if req.time_to_first_token_s is not None else None, - "decode_tps": round(req.decode_tps, 2) if req.decode_tps is not None else None, + "time_to_first_token_s": round( + req.time_to_first_token_s, 3 + ) + if req.time_to_first_token_s is not None + else None, + "decode_tps": round(req.decode_tps, 2) + if req.decode_tps is not None + else None, "error": req.error, } for req in r.request_results - ] + ], } for r in stage_results ] @@ -1162,40 +1298,44 @@ async def run_benchmark( "instance_count": node.instance_count, } for node in snapshot.node_tasks - ] + ], } for snapshot in metrics_snapshots ] - } + }, } - + # Output JSON summary print("\n" + "=" * 80) print("JSON RESULTS") print("=" * 80) print(json.dumps(results_doc, indent=2)) print("=" * 80) - + # Save to file if path provided if results_output_path: print(f"Saving results to: {results_output_path}") with open(results_output_path, "w") as f: json.dump(results_doc, f, indent=2) print(f"Results saved successfully") - + # Cleanup all instances for instance_id in all_instance_ids: print(f"[PRIMARY] Cleaning up instance: {instance_id}") - await _http_request_async(f"{api_base}/instance/{instance_id}", method="DELETE") + await _http_request_async( + f"{api_base}/instance/{instance_id}", method="DELETE" + ) print(f"[PRIMARY] Instance {instance_id} deleted successfully") else: - print("[SECONDARY] Waiting with cluster (primary handles benchmark execution)") + print( + "[SECONDARY] Waiting with cluster (primary handles benchmark execution)" + ) # Secondary nodes wait until all instances of all models are deleted for model_id in model_counts.keys(): await wait_for_all_instances_deleted(api_base, model_id) - + return 0 - + except TimeoutError as e: print("=" * 80) print(f"TIMEOUT ERROR: {e}") @@ -1205,39 +1345,56 @@ async def run_benchmark( print("=" * 80) print(f"ERROR: {e}") import traceback + traceback.print_exc() print("=" * 80) return 1 def main() -> int: - parser = argparse.ArgumentParser(description="Run unified benchmark for EXO (single or multi-stage)") + parser = argparse.ArgumentParser( + description="Run unified benchmark for EXO (single or multi-stage)" + ) parser.add_argument("--api-port", type=int, required=True) - parser.add_argument("--config", type=Path, required=True, help="Path to YAML config file") - parser.add_argument("--expected-nodes", type=int, required=True, help="Total number of nodes expected in the cluster") - parser.add_argument("--is-primary", type=str, choices=["true", "false"], required=True) + parser.add_argument( + "--config", type=Path, required=True, help="Path to YAML config file" + ) + parser.add_argument( + "--expected-nodes", + type=int, + required=True, + help="Total number of nodes expected in the cluster", + ) + parser.add_argument( + "--is-primary", type=str, choices=["true", "false"], required=True + ) parser.add_argument("--timeout-seconds", type=int, default=1800) - parser.add_argument("--output", type=Path, help="Path to save detailed results JSON") + parser.add_argument( + "--output", type=Path, help="Path to save detailed results JSON" + ) parser.add_argument("--git-commit", type=str, help="Git commit hash for metadata") - parser.add_argument("--hardware-labels", type=str, help="Comma-separated hardware labels") + parser.add_argument( + "--hardware-labels", type=str, help="Comma-separated hardware labels" + ) args = parser.parse_args() - + api_base = f"http://localhost:{args.api_port}" is_primary = args.is_primary.lower() == "true" hardware_labels = args.hardware_labels.split(",") if args.hardware_labels else None - - return asyncio.run(run_benchmark( - api_base, - args.config, - args.expected_nodes, - is_primary, - args.timeout_seconds, - results_output_path=args.output, - git_commit=args.git_commit, - hardware_labels=hardware_labels, - )) + + return asyncio.run( + run_benchmark( + api_base, + args.config, + args.expected_nodes, + is_primary, + args.timeout_seconds, + results_output_path=args.output, + git_commit=args.git_commit, + hardware_labels=hardware_labels, + ) + ) if __name__ == "__main__": sys.exit(main()) - diff --git a/.github/scripts/build_matrix.py b/.github/scripts/build_matrix.py index 324495df..a54cbf7b 100644 --- a/.github/scripts/build_matrix.py +++ b/.github/scripts/build_matrix.py @@ -24,12 +24,12 @@ class Config(TypedDict): # Read the config file -config_file: str = os.environ['CONFIG_FILE'] -with open(config_file, 'r') as f: +config_file: str = os.environ["CONFIG_FILE"] +with open(config_file, "r") as f: config: Config = cast(Config, yaml.safe_load(f)) # Extract hardware plan from config -plan: dict[str, int] = config['hardware_plan'] +plan: dict[str, int] = config["hardware_plan"] if not plan: raise ValueError(f"No hardware_plan found in {config_file}") @@ -40,22 +40,24 @@ for label, count in plan.items(): entries.append({"label": label, "index": idx}) total_nodes: int = len(entries) -matrix: dict[str, list[MatrixInclude]] = {"include": [ - { - "label": e["label"], - "index": e["index"], - "is_primary": (i == 0), - "expected_nodes": total_nodes - } - for i, e in enumerate(entries) -]} +matrix: dict[str, list[MatrixInclude]] = { + "include": [ + { + "label": e["label"], + "index": e["index"], + "is_primary": (i == 0), + "expected_nodes": total_nodes, + } + for i, e in enumerate(entries) + ] +} # Extract other config values -timeout_seconds: int = config.get('timeout_seconds', 600) -environment: dict[str, str] = config.get('environment', {}) +timeout_seconds: int = config.get("timeout_seconds", 600) +environment: dict[str, str] = config.get("environment", {}) # Output to GitHub Actions -with open(os.environ['GITHUB_OUTPUT'], 'a') as f: +with open(os.environ["GITHUB_OUTPUT"], "a") as f: f.write(f"matrix={json.dumps(matrix)}\n") f.write(f"config_file={config_file}\n") f.write(f"timeout_seconds={timeout_seconds}\n") @@ -65,4 +67,3 @@ print(f"Matrix: {json.dumps(matrix)}") print(f"Config file: {config_file}") print(f"Timeout: {timeout_seconds}") print(f"Environment: {json.dumps(environment)}") - diff --git a/rust/exo_pyo3_bindings/src/networking.rs b/rust/exo_pyo3_bindings/src/networking.rs index bf02ec56..e2f88f2b 100644 --- a/rust/exo_pyo3_bindings/src/networking.rs +++ b/rust/exo_pyo3_bindings/src/networking.rs @@ -14,21 +14,20 @@ use libp2p::futures::StreamExt as _; use libp2p::gossipsub::{IdentTopic, Message, MessageId, PublishError}; use libp2p::swarm::SwarmEvent; use libp2p::{gossipsub, mdns}; +use networking::discovery; +use networking::swarm::create_swarm; use pyo3::prelude::{PyModule, PyModuleMethods as _}; use pyo3::types::PyBytes; use pyo3::{Bound, Py, PyErr, PyResult, PyTraverseError, PyVisit, Python, pymethods}; use pyo3_stub_gen::derive::{gen_stub_pyclass, gen_stub_pyclass_enum, gen_stub_pymethods}; use std::net::IpAddr; use tokio::sync::{Mutex, mpsc, oneshot}; -use networking::discovery; -use networking::swarm::create_swarm; use util::ext::VecExt as _; mod exception { - use pyo3::{exceptions::{PyException}, prelude::*, PyErrArguments}; use pyo3::types::PyTuple; - use pyo3_stub_gen::{derive::*}; - + use pyo3::{PyErrArguments, exceptions::PyException, prelude::*}; + use pyo3_stub_gen::derive::*; #[gen_stub_pyclass] #[pyclass(frozen, extends=PyException, name="NoPeersSubscribedToTopicError")] @@ -71,7 +70,8 @@ mod exception { pub struct PyAllQueuesFullError {} impl PyAllQueuesFullError { - const MSG: &'static str = "All libp2p peers are unresponsive, resend the message or reconnect."; + const MSG: &'static str = + "All libp2p peers are unresponsive, resend the message or reconnect."; /// Creates a new [ `PyErr` ] of this type. /// @@ -154,10 +154,10 @@ async fn networking_task( connection_update_tx: mpsc::Sender, gossipsub_message_tx: mpsc::Sender<(String, Vec)>, ) { - use networking::swarm::BehaviourEvent::*; use SwarmEvent::*; use ToTask::*; use mdns::Event::*; + use networking::swarm::BehaviourEvent::*; log::info!("RUST: networking task started"); @@ -367,7 +367,7 @@ impl PyNetworkingHandle { connection_update_tx, gossipsub_message_tx, ) - .await; + .await; }); Ok(Self::new( to_task_tx, diff --git a/rust/networking/examples/chatroom_manual.rs b/rust/networking/examples/chatroom_manual.rs index 6c1ffd88..5d92ac86 100644 --- a/rust/networking/examples/chatroom_manual.rs +++ b/rust/networking/examples/chatroom_manual.rs @@ -18,17 +18,14 @@ // FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER // DEALINGS IN THE SOFTWARE. -use std::{ - error::Error, - hash::{Hash}, -}; -use std::time::Duration; use futures::stream::StreamExt; use libp2p::{ gossipsub, mdns, noise, swarm::{NetworkBehaviour, SwarmEvent}, tcp, yamux, }; +use std::time::Duration; +use std::{error::Error, hash::Hash}; use tokio::{io, io::AsyncBufReadExt, select}; use tracing_subscriber::EnvFilter; @@ -127,4 +124,4 @@ async fn main() -> Result<(), Box> { } } } -} \ No newline at end of file +} diff --git a/rust/networking/src/discovery.rs b/rust/networking/src/discovery.rs index 64a297c3..b9a4052c 100644 --- a/rust/networking/src/discovery.rs +++ b/rust/networking/src/discovery.rs @@ -1,3 +1,4 @@ +use crate::ext::MultiaddrExt; use crate::keep_alive; use delegate::delegate; use either::Either; @@ -7,7 +8,11 @@ use libp2p::core::transport::PortUse; use libp2p::core::{ConnectedPoint, Endpoint}; use libp2p::swarm::behaviour::ConnectionEstablished; use libp2p::swarm::dial_opts::DialOpts; -use libp2p::swarm::{dummy, CloseConnection, ConnectionClosed, ConnectionDenied, ConnectionHandler, ConnectionHandlerSelect, ConnectionId, FromSwarm, NetworkBehaviour, THandler, THandlerInEvent, THandlerOutEvent, ToSwarm}; +use libp2p::swarm::{ + CloseConnection, ConnectionClosed, ConnectionDenied, ConnectionHandler, + ConnectionHandlerSelect, ConnectionId, FromSwarm, NetworkBehaviour, THandler, THandlerInEvent, + THandlerOutEvent, ToSwarm, dummy, +}; use libp2p::{Multiaddr, PeerId, identity, mdns}; use std::collections::{BTreeSet, HashMap}; use std::convert::Infallible; @@ -16,16 +21,14 @@ use std::net::IpAddr; use std::task::{Context, Poll}; use std::time::Duration; use util::wakerdeque::WakerDeque; -use crate::ext::MultiaddrExt; - const RETRY_CONNECT_INTERVAL: Duration = Duration::from_secs(5); mod managed { + use libp2p::swarm::NetworkBehaviour; + use libp2p::{identity, mdns, ping}; use std::io; use std::time::Duration; - use libp2p::{identity, mdns, ping}; - use libp2p::swarm::NetworkBehaviour; const MDNS_RECORD_TTL: Duration = Duration::from_secs(2_500); const MDNS_QUERY_INTERVAL: Duration = Duration::from_secs(1_500); @@ -64,7 +67,11 @@ mod managed { } fn ping_behaviour() -> ping::Behaviour { - ping::Behaviour::new(ping::Config::new().with_timeout(PING_TIMEOUT).with_interval(PING_INTERVAL)) + ping::Behaviour::new( + ping::Config::new() + .with_timeout(PING_TIMEOUT) + .with_interval(PING_INTERVAL), + ) } } @@ -129,7 +136,6 @@ impl Behaviour { }) } - fn handle_mdns_discovered(&mut self, peers: Vec<(PeerId, Multiaddr)>) { for (p, ma) in peers { self.dial(p, ma.clone()); // always connect @@ -202,7 +208,7 @@ impl Behaviour { impl NetworkBehaviour for Behaviour { type ConnectionHandler = - ConnectionHandlerSelect>; + ConnectionHandlerSelect>; type ToSwarm = Event; // simply delegate to underlying mDNS behaviour @@ -261,11 +267,10 @@ impl NetworkBehaviour for Behaviour { ) { match event { Either::Left(ev) => libp2p::core::util::unreachable(ev), - Either::Right(ev) => self.managed.on_connection_handler_event( - peer_id, - connection_id, - ev, - ), + Either::Right(ev) => { + self.managed + .on_connection_handler_event(peer_id, connection_id, ev) + } } } @@ -277,11 +282,11 @@ impl NetworkBehaviour for Behaviour { // handle swarm events to update internal state: match event { FromSwarm::ConnectionEstablished(ConnectionEstablished { - peer_id, - connection_id, - endpoint, - .. - }) => { + peer_id, + connection_id, + endpoint, + .. + }) => { let remote_address = match endpoint { ConnectedPoint::Dialer { address, .. } => address, ConnectedPoint::Listener { send_back_addr, .. } => send_back_addr, @@ -293,11 +298,11 @@ impl NetworkBehaviour for Behaviour { } } FromSwarm::ConnectionClosed(ConnectionClosed { - peer_id, - connection_id, - endpoint, - .. - }) => { + peer_id, + connection_id, + endpoint, + .. + }) => { let remote_address = match endpoint { ConnectedPoint::Dialer { address, .. } => address, ConnectedPoint::Listener { send_back_addr, .. } => send_back_addr, @@ -331,7 +336,7 @@ impl NetworkBehaviour for Behaviour { mdns::Event::Expired(peers) => { self.handle_mdns_expired(peers); } - } + }, // handle ping events => if error then disconnect managed::BehaviourEvent::Ping(e) => { @@ -346,7 +351,6 @@ impl NetworkBehaviour for Behaviour { cx.waker().wake_by_ref(); } - // forward any other mDNS event to the swarm or its connection handler(s) Poll::Ready(e) => { return Poll::Ready( diff --git a/rust/networking/src/keep_alive.rs b/rust/networking/src/keep_alive.rs index eb67aecb..881b11d7 100644 --- a/rust/networking/src/keep_alive.rs +++ b/rust/networking/src/keep_alive.rs @@ -20,13 +20,13 @@ impl handler::ConnectionHandler for ConnectionHandler { type FromBehaviour = ::FromBehaviour; type ToBehaviour = ::ToBehaviour; type InboundProtocol = - ::InboundProtocol; + ::InboundProtocol; type OutboundProtocol = - ::OutboundProtocol; + ::OutboundProtocol; type InboundOpenInfo = - ::InboundOpenInfo; + ::InboundOpenInfo; type OutboundOpenInfo = - ::OutboundOpenInfo; + ::OutboundOpenInfo; delegate! { to self.0 { diff --git a/rust/networking/src/lib.rs b/rust/networking/src/lib.rs index a83bdc71..59b83817 100644 --- a/rust/networking/src/lib.rs +++ b/rust/networking/src/lib.rs @@ -28,10 +28,10 @@ pub(crate) mod alias { /// Namespace for crate-wide extension traits/methods pub(crate) mod ext { - use std::net::IpAddr; use extend::ext; use libp2p::Multiaddr; use libp2p::multiaddr::Protocol; + use std::net::IpAddr; #[ext(pub, name = MultiaddrExt)] impl Multiaddr { @@ -42,7 +42,7 @@ pub(crate) mod ext { match p { Protocol::Ip4(ip) => IpAddr::V4(ip), Protocol::Ip6(ip) => IpAddr::V6(ip), - _ => return None + _ => return None, } } else { return None; @@ -61,4 +61,4 @@ pub(crate) mod private { /// Sealed traits support pub trait Sealed {} impl Sealed for T {} -} \ No newline at end of file +} diff --git a/rust/networking/src/swarm.rs b/rust/networking/src/swarm.rs index 8be3f160..a5c87af5 100644 --- a/rust/networking/src/swarm.rs +++ b/rust/networking/src/swarm.rs @@ -37,19 +37,20 @@ mod transport { use libp2p::core::transport::Boxed; use libp2p::pnet::{PnetError, PnetOutput}; use libp2p::{PeerId, Transport, identity, noise, pnet, yamux}; - use std::{sync::LazyLock, env}; + use std::{env, sync::LazyLock}; /// Key used for networking's private network; parametrized on the [`NETWORK_VERSION`]. /// See [`pnet_upgrade`] for more. static PNET_PRESHARED_KEY: LazyLock<[u8; 32]> = LazyLock::new(|| { let builder = Sha3_256::new().update(b"exo_discovery_network"); - + if let Ok(var) = env::var(OVERRIDE_VERSION_ENV_VAR) { - let bytes = var.into_bytes(); + let bytes = var.into_bytes(); builder.update(&bytes) } else { builder.update(NETWORK_VERSION) - }.finalize() + } + .finalize() }); /// Make the Swarm run on a private network, as to not clash with public libp2p nodes and @@ -103,9 +104,9 @@ mod transport { mod behaviour { use crate::{alias, discovery}; - use std::time::Duration; use libp2p::swarm::NetworkBehaviour; use libp2p::{gossipsub, identity}; + use std::time::Duration; /// Behavior of the Swarm which composes all desired behaviors: /// Right now its just [`discovery::Behaviour`] and [`gossipsub::Behaviour`]. @@ -139,6 +140,6 @@ mod behaviour { .build() .expect("the configuration should always be valid"), ) - .expect("creating gossipsub behavior should always work") + .expect("creating gossipsub behavior should always work") } } diff --git a/tmp/run_llm.py b/tmp/run_llm.py index 10f335b6..89a2e50b 100644 --- a/tmp/run_llm.py +++ b/tmp/run_llm.py @@ -27,7 +27,7 @@ def stream_chat(host: str, query: str) -> None: if not line.startswith("data:"): continue - data = line[len("data:"):].strip() + data = line[len("data:") :].strip() if data == "[DONE]": break @@ -55,7 +55,8 @@ def main() -> None: ) parser.add_argument("host", help="Hostname (without protocol), e.g. localhost") parser.add_argument( - "-f", "--file", + "-f", + "--file", help="Path to a text file whose contents will be used as the query", ) parser.add_argument( @@ -82,4 +83,4 @@ def main() -> None: if __name__ == "__main__": - main() \ No newline at end of file + main() From 39d76aa0a5672458270912eccfea583e50cf0fe1 Mon Sep 17 00:00:00 2001 From: Jake Hillion Date: Fri, 5 Dec 2025 17:00:33 +0000 Subject: [PATCH 217/224] nix: move formatting checks to nix and enable in ci --- .github/workflows/pipeline.yml | 21 ++++++++++++++++++--- flake.lock | 23 ++++++++++++++++++++++- flake.nix | 19 ++++++++++++++++++- justfile | 2 +- 4 files changed, 59 insertions(+), 6 deletions(-) diff --git a/.github/workflows/pipeline.yml b/.github/workflows/pipeline.yml index 25e240d4..e78c3198 100644 --- a/.github/workflows/pipeline.yml +++ b/.github/workflows/pipeline.yml @@ -2,9 +2,6 @@ name: ci-pipeline on: push: - branches: - - staging - - main pull_request: branches: - staging @@ -91,6 +88,24 @@ jobs: - uses: ./.github/actions/typecheck + nix-flake-check: + name: Check Nix flake + runs-on: ubuntu-latest + steps: + - name: Checkout repository + uses: actions/checkout@v4 + with: + lfs: false + + - uses: cachix/install-nix-action@v31 + with: + nix_path: nixpkgs=channel:nixos-unstable + + - name: Run nix flake check + run: | + nix flake check + shell: bash + # ci: # needs: typecheck # runs-on: ubuntu-latest diff --git a/flake.lock b/flake.lock index 0d9d908b..869ba848 100644 --- a/flake.lock +++ b/flake.lock @@ -59,7 +59,8 @@ "inputs": { "fenix": "fenix", "flake-utils": "flake-utils", - "nixpkgs": "nixpkgs" + "nixpkgs": "nixpkgs", + "treefmt-nix": "treefmt-nix" } }, "rust-analyzer-src": { @@ -93,6 +94,26 @@ "repo": "default", "type": "github" } + }, + "treefmt-nix": { + "inputs": { + "nixpkgs": [ + "nixpkgs" + ] + }, + "locked": { + "lastModified": 1762938485, + "narHash": "sha256-AlEObg0syDl+Spi4LsZIBrjw+snSVU4T8MOeuZJUJjM=", + "owner": "numtide", + "repo": "treefmt-nix", + "rev": "5b4ee75aeefd1e2d5a1cc43cf6ba65eba75e83e4", + "type": "github" + }, + "original": { + "owner": "numtide", + "repo": "treefmt-nix", + "type": "github" + } } }, "root": "root", diff --git a/flake.nix b/flake.nix index 45c78e93..523eac5e 100644 --- a/flake.nix +++ b/flake.nix @@ -9,6 +9,11 @@ url = "github:nix-community/fenix"; inputs.nixpkgs.follows = "nixpkgs"; }; + # Provides formatting infrastructure: + treefmt-nix = { + url = "github:numtide/treefmt-nix"; + inputs.nixpkgs.follows = "nixpkgs"; + }; }; # TODO: figure out caching story @@ -26,6 +31,7 @@ "aarch64-darwin" "aarch64-linux" ]; + fenixToolchain = system: inputs.fenix.packages.${system}.complete; in inputs.flake-utils.lib.eachSystem systems ( system: @@ -34,8 +40,19 @@ inherit system; overlays = [ inputs.fenix.overlays.default ]; }; + treefmtEval = inputs.treefmt-nix.lib.evalModule pkgs { + projectRootFile = "flake.nix"; + programs.ruff-format.enable = true; + programs.ruff-format.excludes = [ "rust/exo_pyo3_bindings/exo_pyo3_bindings.pyi" ]; + programs.rustfmt.enable = true; + programs.rustfmt.package = (fenixToolchain system).rustfmt; + programs.nixpkgs-fmt.enable = true; + }; in { + formatter = treefmtEval.config.build.wrapper; + checks.formatting = treefmtEval.config.build.check inputs.self; + devShells.default = pkgs.mkShell { packages = with pkgs; @@ -47,7 +64,7 @@ basedpyright # RUST - (fenix.complete.withComponents [ + ((fenixToolchain system).withComponents [ "cargo" "rustc" "clippy" diff --git a/justfile b/justfile index 44971f17..47cd4441 100644 --- a/justfile +++ b/justfile @@ -1,5 +1,5 @@ fmt: - uv run ruff format src .mlx_typings + nix fmt lint: uv run ruff check --fix src From e8566a3f957aca2c1bd7bbb770ee303e2b6d8881 Mon Sep 17 00:00:00 2001 From: Jake Hillion Date: Fri, 5 Dec 2025 17:23:22 +0000 Subject: [PATCH 218/224] placement: pass different ibv_coordinator per node --- src/exo/master/placement.py | 7 +- src/exo/master/placement_utils.py | 31 ++-- src/exo/master/tests/test_master.py | 42 +++--- src/exo/master/tests/test_placement.py | 18 ++- src/exo/master/tests/test_placement_utils.py | 134 ++++++++++++++++++ src/exo/routing/tests/test_event_buffer.py | 2 +- src/exo/shared/election.py | 9 +- src/exo/shared/tests/test_election.py | 1 + src/exo/shared/types/worker/instances.py | 5 +- src/exo/worker/engines/mlx/utils_mlx.py | 6 +- src/exo/worker/plan.py | 4 +- .../test_plan/test_download_and_loading.py | 16 ++- .../test_plan/test_runner_lifecycle.py | 12 +- .../test_plan/test_task_forwarding.py | 20 ++- .../tests/unittests/test_plan/test_warmup.py | 16 ++- 15 files changed, 263 insertions(+), 60 deletions(-) diff --git a/src/exo/master/placement.py b/src/exo/master/placement.py index 98742924..c0862c10 100644 --- a/src/exo/master/placement.py +++ b/src/exo/master/placement.py @@ -8,7 +8,7 @@ from loguru import logger from exo.master.placement_utils import ( filter_cycles_by_memory, get_hosts_from_subgraph, - get_mlx_ibv_coordinator, + get_mlx_ibv_coordinators, get_mlx_ibv_devices_matrix, get_shard_assignments, get_smallest_cycles, @@ -110,15 +110,16 @@ def get_instance_placements_after_create( selected_cycle, cycle_digraph, ) - mlx_ibv_coordinator = get_mlx_ibv_coordinator( + mlx_ibv_coordinators = get_mlx_ibv_coordinators( selected_cycle, coordinator_port=random_ephemeral_port(), + cycle_digraph=cycle_digraph, ) target_instances[instance_id] = MlxJacclInstance( instance_id=instance_id, shard_assignments=shard_assignments, ibv_devices=mlx_ibv_devices, - ibv_coordinator=mlx_ibv_coordinator, + ibv_coordinators=mlx_ibv_coordinators, ) case InstanceMeta.MlxRing: hosts: list[Host] = get_hosts_from_subgraph(cycle_digraph) diff --git a/src/exo/master/placement_utils.py b/src/exo/master/placement_utils.py index 8cb81adb..24461b42 100644 --- a/src/exo/master/placement_utils.py +++ b/src/exo/master/placement_utils.py @@ -269,20 +269,31 @@ def _find_interface_name_for_ip( return None -def get_mlx_ibv_coordinator( +def get_mlx_ibv_coordinators( selected_cycle: list[NodeInfo], coordinator_port: int, -) -> str: - """Get the coordinator address for MLX IBV (rank 0 device). + cycle_digraph: Topology, +) -> dict[NodeId, str]: + """Get the coordinator addresses for MLX IBV (rank 0 device). - Selects a non-thunderbolt IP address from rank 0 node as a heuristic for - ethernet accessibility. Returns address in format "X.X.X.X:PORT". + Select an IP address that each node can reach for the rank 0 node. Returns + address in format "X.X.X.X:PORT" per node. """ rank_0_node = selected_cycle[0] logger.info(f"Selecting coordinator from rank 0 node: {rank_0_node.node_id}") - assert rank_0_node.node_profile is not None - for iface in rank_0_node.node_profile.network_interfaces: - if iface.name == "en0" and "." in iface.ip_address: - return f"{iface.ip_address}:{coordinator_port}" - raise ValueError("No en0 iface found for device") + def get_ip_for_node(n: NodeInfo) -> str: + if n.node_id == rank_0_node.node_id: + return "0.0.0.0" + + for ip in _find_connection_ip(n, rank_0_node, cycle_digraph): + return ip + + logger.warning( + f"Failed to find directly connected ip between {n.node_id} and {rank_0_node.node_id}" + ) + raise ValueError("Current ibv backend requires all-to-all rdma connections") + + return { + n.node_id: f"{get_ip_for_node(n)}:{coordinator_port}" for n in selected_cycle + } diff --git a/src/exo/master/tests/test_master.py b/src/exo/master/tests/test_master.py index 90c55c5b..a87abc34 100644 --- a/src/exo/master/tests/test_master.py +++ b/src/exo/master/tests/test_master.py @@ -166,28 +166,28 @@ async def test_master(): events[1].event.instance.shard_assignments.runner_to_shard.keys() )[0] assert events[1].event.instance == MlxRingInstance( - instance_id=events[1].event.instance.instance_id, - shard_assignments=ShardAssignments( - model_id=ModelId("llama-3.2-1b"), - runner_to_shard={ - (runner_id): PipelineShardMetadata( - start_layer=0, - end_layer=16, + instance_id=events[1].event.instance.instance_id, + shard_assignments=ShardAssignments( + model_id=ModelId("llama-3.2-1b"), + runner_to_shard={ + (runner_id): PipelineShardMetadata( + start_layer=0, + end_layer=16, + n_layers=16, + model_meta=ModelMetadata( + model_id=ModelId("llama-3.2-1b"), + pretty_name="Llama 3.2 1B", n_layers=16, - model_meta=ModelMetadata( - model_id=ModelId("llama-3.2-1b"), - pretty_name="Llama 3.2 1B", - n_layers=16, - storage_size=Memory.from_bytes(678948), - ), - device_rank=0, - world_size=1, - ) - }, - node_to_runner={node_id: runner_id}, - ), - hosts=[], - ) + storage_size=Memory.from_bytes(678948), + ), + device_rank=0, + world_size=1, + ) + }, + node_to_runner={node_id: runner_id}, + ), + hosts=[], + ) assert isinstance(events[2].event, TaskCreated) assert events[2].event.task.task_status == TaskStatus.Pending assert isinstance(events[2].event.task, ChatCompletionTask) diff --git a/src/exo/master/tests/test_placement.py b/src/exo/master/tests/test_placement.py index 95cb33bc..1bfdf4e2 100644 --- a/src/exo/master/tests/test_placement.py +++ b/src/exo/master/tests/test_placement.py @@ -437,7 +437,7 @@ def test_tensor_rdma_backend_connectivity_matrix( assert isinstance(instance, MlxJacclInstance) assert instance.ibv_devices is not None - assert instance.ibv_coordinator is not None + assert instance.ibv_coordinators is not None matrix = instance.ibv_devices assert len(matrix) == 3 @@ -458,5 +458,17 @@ def test_tensor_rdma_backend_connectivity_matrix( assert matrix[idx_b][idx_c] == "rdma_en3" assert matrix[idx_c][idx_a] == "rdma_en3" - assert ":" in instance.ibv_coordinator - assert not instance.ibv_coordinator.startswith("169.254") + # Verify coordinators are set for all nodes + assert len(instance.ibv_coordinators) == 3 + for node_id in assigned_nodes: + assert node_id in instance.ibv_coordinators + coordinator = instance.ibv_coordinators[node_id] + assert ":" in coordinator + # Rank 0 node should use 0.0.0.0, others should use connection-specific IPs + if node_id == assigned_nodes[0]: + assert coordinator.startswith("0.0.0.0:") + else: + # Non-rank-0 nodes should have valid IP addresses (can be link-local) + ip_part = coordinator.split(":")[0] + # Just verify it's a valid IP format + assert len(ip_part.split(".")) == 4 diff --git a/src/exo/master/tests/test_placement_utils.py b/src/exo/master/tests/test_placement_utils.py index eb1d4e10..ff6de72c 100644 --- a/src/exo/master/tests/test_placement_utils.py +++ b/src/exo/master/tests/test_placement_utils.py @@ -5,6 +5,7 @@ import pytest from exo.master.placement_utils import ( filter_cycles_by_memory, get_hosts_from_subgraph, + get_mlx_ibv_coordinators, get_shard_assignments, get_smallest_cycles, ) @@ -12,6 +13,7 @@ from exo.shared.topology import Topology from exo.shared.types.common import Host, NodeId from exo.shared.types.memory import Memory from exo.shared.types.models import ModelId, ModelMetadata +from exo.shared.types.profiling import NetworkInterfaceInfo, NodePerformanceProfile from exo.shared.types.topology import Connection, NodeInfo from exo.shared.types.worker.shards import Sharding @@ -261,3 +263,135 @@ def test_get_hosts_from_subgraph( ] for expected_host in expected_hosts: assert expected_host in hosts + + +def test_get_mlx_ibv_coordinators( + topology: Topology, + create_node: Callable[[int, NodeId | None], NodeInfo], + create_connection: Callable[[NodeId, NodeId, int | None], Connection], +): + # arrange + node_a_id = NodeId() + node_b_id = NodeId() + node_c_id = NodeId() + + node_a = create_node(500 * 1024, node_a_id) + node_b = create_node(500 * 1024, node_b_id) + node_c = create_node(1000 * 1024, node_c_id) + + conn_a_b = create_connection(node_a_id, node_b_id, 5001) + conn_b_a = create_connection(node_b_id, node_a_id, 5002) + conn_b_c = create_connection(node_b_id, node_c_id, 5003) + conn_c_b = create_connection(node_c_id, node_b_id, 5004) + conn_c_a = create_connection(node_c_id, node_a_id, 5005) + conn_a_c = create_connection(node_a_id, node_c_id, 5006) + + # Update node profiles with network interfaces before adding to topology + assert node_a.node_profile is not None + assert node_b.node_profile is not None + assert node_c.node_profile is not None + + node_a.node_profile = NodePerformanceProfile( + model_id="test", + chip_id="test", + friendly_name="test", + memory=node_a.node_profile.memory, + network_interfaces=[ + NetworkInterfaceInfo( + name="en3", + ip_address=conn_a_b.send_back_multiaddr.ip_address, + ), + NetworkInterfaceInfo( + name="en4", + ip_address=conn_a_c.send_back_multiaddr.ip_address, + ), + ], + system=node_a.node_profile.system, + ) + node_b.node_profile = NodePerformanceProfile( + model_id="test", + chip_id="test", + friendly_name="test", + memory=node_b.node_profile.memory, + network_interfaces=[ + NetworkInterfaceInfo( + name="en3", + ip_address=conn_b_a.send_back_multiaddr.ip_address, + ), + NetworkInterfaceInfo( + name="en4", + ip_address=conn_b_c.send_back_multiaddr.ip_address, + ), + ], + system=node_b.node_profile.system, + ) + node_c.node_profile = NodePerformanceProfile( + model_id="test", + chip_id="test", + friendly_name="test", + memory=node_c.node_profile.memory, + network_interfaces=[ + NetworkInterfaceInfo( + name="en3", + ip_address=conn_c_b.send_back_multiaddr.ip_address, + ), + NetworkInterfaceInfo( + name="en4", + ip_address=conn_c_a.send_back_multiaddr.ip_address, + ), + ], + system=node_c.node_profile.system, + ) + + topology.add_node(node_a) + topology.add_node(node_b) + topology.add_node(node_c) + + topology.add_connection(conn_a_b) + topology.add_connection(conn_b_a) + topology.add_connection(conn_b_c) + topology.add_connection(conn_c_b) + topology.add_connection(conn_c_a) + topology.add_connection(conn_a_c) + + cycle = [node_a, node_b, node_c] + + # act + coordinators = get_mlx_ibv_coordinators( + cycle, coordinator_port=5000, cycle_digraph=topology + ) + + # assert + assert len(coordinators) == 3 + assert node_a_id in coordinators + assert node_b_id in coordinators + assert node_c_id in coordinators + + # All coordinators should have IP:PORT format + for node_id, coordinator in coordinators.items(): + assert ":" in coordinator, ( + f"Coordinator for {node_id} should have ':' separator" + ) + + # Verify port is correct + for node_id, coordinator in coordinators.items(): + assert coordinator.endswith(":5000"), ( + f"Coordinator for {node_id} should use port 5000" + ) + + # Rank 0 (node_a) treats this as the listen socket so should listen on all + # IPs + assert coordinators[node_a_id].startswith("0.0.0.0:"), ( + "Rank 0 node should use localhost as coordinator" + ) + + # Non-rank-0 nodes should use the specific IP from their connection to rank 0 + # node_b uses the IP from conn_b_a (node_b -> node_a) + assert coordinators[node_b_id] == ( + f"{conn_b_a.send_back_multiaddr.ip_address}:5000" + ), "node_b should use the IP from conn_b_a" + + # node_c uses the IP from conn_c_a (node_c -> node_a) + assert coordinators[node_c_id] == ( + f"{conn_c_a.send_back_multiaddr.ip_address}:5000" + ), "node_c should use the IP from conn_c_a" diff --git a/src/exo/routing/tests/test_event_buffer.py b/src/exo/routing/tests/test_event_buffer.py index 0e3e458c..215f53e2 100644 --- a/src/exo/routing/tests/test_event_buffer.py +++ b/src/exo/routing/tests/test_event_buffer.py @@ -95,7 +95,7 @@ async def test_ingest_drops_duplicate_indices(buffer: OrderedBuffer[Event]): buffer.ingest(*make_indexed_event(0)) buffer.ingest(*event2_first) - + with pytest.raises(AssertionError): buffer.ingest(*event2_second) # This duplicate should be ignored diff --git a/src/exo/shared/election.py b/src/exo/shared/election.py index ccbbee52..b4dc36b6 100644 --- a/src/exo/shared/election.py +++ b/src/exo/shared/election.py @@ -18,6 +18,7 @@ from exo.utils.pydantic_ext import CamelCaseModel DEFAULT_ELECTION_TIMEOUT = 3.0 + class ElectionMessage(CamelCaseModel): clock: int seniority: int @@ -152,7 +153,9 @@ class Election: self._candidates = candidates logger.debug(f"New candidates: {self._candidates}") logger.debug("Starting new campaign") - self._tg.start_soon(self._campaign, candidates, DEFAULT_ELECTION_TIMEOUT) + self._tg.start_soon( + self._campaign, candidates, DEFAULT_ELECTION_TIMEOUT + ) logger.debug("Campaign started") continue # Dismiss old messages @@ -181,7 +184,9 @@ class Election: candidates: list[ElectionMessage] = [] self._candidates = candidates logger.debug("Starting new campaign") - self._tg.start_soon(self._campaign, candidates, DEFAULT_ELECTION_TIMEOUT) + self._tg.start_soon( + self._campaign, candidates, DEFAULT_ELECTION_TIMEOUT + ) logger.debug("Campaign started") self._connection_messages.append(first) self._connection_messages.extend(rest) diff --git a/src/exo/shared/tests/test_election.py b/src/exo/shared/tests/test_election.py index 525b35a2..77686a0c 100644 --- a/src/exo/shared/tests/test_election.py +++ b/src/exo/shared/tests/test_election.py @@ -40,6 +40,7 @@ def em( # TESTS # # ======================================= # + @pytest.fixture(autouse=True) def fast_election_timeout(monkeypatch: pytest.MonkeyPatch): monkeypatch.setattr("exo.shared.election.DEFAULT_ELECTION_TIMEOUT", 0.1) diff --git a/src/exo/shared/types/worker/instances.py b/src/exo/shared/types/worker/instances.py index e36c4fb0..ea8e7887 100644 --- a/src/exo/shared/types/worker/instances.py +++ b/src/exo/shared/types/worker/instances.py @@ -2,7 +2,7 @@ from enum import Enum from pydantic import model_validator -from exo.shared.types.common import Host, Id +from exo.shared.types.common import Host, Id, NodeId from exo.shared.types.worker.runners import RunnerId, ShardAssignments, ShardMetadata from exo.utils.pydantic_ext import CamelCaseModel, TaggedModel @@ -30,7 +30,7 @@ class MlxRingInstance(BaseInstance): class MlxJacclInstance(BaseInstance): ibv_devices: list[list[str | None]] - ibv_coordinator: str + ibv_coordinators: dict[NodeId, str] # TODO: Single node instance @@ -40,6 +40,7 @@ Instance = MlxRingInstance | MlxJacclInstance class BoundInstance(CamelCaseModel): instance: Instance bound_runner_id: RunnerId + bound_node_id: NodeId @property def bound_shard(self) -> ShardMetadata: diff --git a/src/exo/worker/engines/mlx/utils_mlx.py b/src/exo/worker/engines/mlx/utils_mlx.py index dc6d1e45..3606b90b 100644 --- a/src/exo/worker/engines/mlx/utils_mlx.py +++ b/src/exo/worker/engines/mlx/utils_mlx.py @@ -128,7 +128,9 @@ def mlx_distributed_init( os.environ["MLX_RING_VERBOSE"] = "1" group = mx.distributed.init(backend="ring", strict=True) - case MlxJacclInstance(ibv_devices=ibv_devices, ibv_coordinator=ibv_coordinator): + case MlxJacclInstance( + ibv_devices=ibv_devices, ibv_coordinators=ibv_coordinators + ): # Use RDMA connectivity matrix devices_file = f"./hosts_{rank}.json" ibv_devices_json = json.dumps(ibv_devices) @@ -136,6 +138,8 @@ def mlx_distributed_init( with open(devices_file, "w") as f: _ = f.write(ibv_devices_json) + ibv_coordinator = ibv_coordinators[bound_instance.bound_node_id] + logger.info(f"rank {rank} MLX_IBV_DEVICES: {ibv_devices_json}") logger.info(f"rank {rank} MLX_IBV_COORDINATOR: {ibv_coordinator}") os.environ["MLX_IBV_DEVICES"] = devices_file diff --git a/src/exo/worker/plan.py b/src/exo/worker/plan.py index 9d1806ad..01106d24 100644 --- a/src/exo/worker/plan.py +++ b/src/exo/worker/plan.py @@ -95,7 +95,9 @@ def _create_runner( return CreateRunner( instance_id=instance.instance_id, - bound_instance=BoundInstance(instance=instance, bound_runner_id=runner_id), + bound_instance=BoundInstance( + instance=instance, bound_runner_id=runner_id, bound_node_id=node_id + ), ) diff --git a/src/exo/worker/tests/unittests/test_plan/test_download_and_loading.py b/src/exo/worker/tests/unittests/test_plan/test_download_and_loading.py index d64df456..5d6e4e2c 100644 --- a/src/exo/worker/tests/unittests/test_plan/test_download_and_loading.py +++ b/src/exo/worker/tests/unittests/test_plan/test_download_and_loading.py @@ -35,7 +35,9 @@ def test_plan_requests_download_when_waiting_and_shard_not_downloaded(): node_to_runner={NODE_A: RUNNER_1_ID}, runner_to_shard={RUNNER_1_ID: shard}, ) - bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + bound_instance = BoundInstance( + instance=instance, bound_runner_id=RUNNER_1_ID, bound_node_id=NODE_A + ) runner = FakeRunnerSupervisor( bound_instance=bound_instance, status=RunnerWaitingForModel() ) @@ -76,7 +78,9 @@ def test_plan_loads_model_when_all_shards_downloaded_and_waiting(): node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, runner_to_shard={RUNNER_1_ID: shard1, RUNNER_2_ID: shard2}, ) - bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + bound_instance = BoundInstance( + instance=instance, bound_runner_id=RUNNER_1_ID, bound_node_id=NODE_A + ) local_runner = FakeRunnerSupervisor( bound_instance=bound_instance, status=RunnerWaitingForModel() ) @@ -126,7 +130,9 @@ def test_plan_does_not_request_download_when_shard_already_downloaded(): node_to_runner={NODE_A: RUNNER_1_ID}, runner_to_shard={RUNNER_1_ID: shard}, ) - bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + bound_instance = BoundInstance( + instance=instance, bound_runner_id=RUNNER_1_ID, bound_node_id=NODE_A + ) runner = FakeRunnerSupervisor( bound_instance=bound_instance, status=RunnerWaitingForModel() ) @@ -173,7 +179,9 @@ def test_plan_does_not_load_model_until_all_shards_downloaded_globally(): runner_to_shard={RUNNER_1_ID: shard1, RUNNER_2_ID: shard2}, ) - bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + bound_instance = BoundInstance( + instance=instance, bound_runner_id=RUNNER_1_ID, bound_node_id=NODE_A + ) local_runner = FakeRunnerSupervisor( bound_instance=bound_instance, status=RunnerWaitingForModel() ) diff --git a/src/exo/worker/tests/unittests/test_plan/test_runner_lifecycle.py b/src/exo/worker/tests/unittests/test_plan/test_runner_lifecycle.py index 056de505..944cb6db 100644 --- a/src/exo/worker/tests/unittests/test_plan/test_runner_lifecycle.py +++ b/src/exo/worker/tests/unittests/test_plan/test_runner_lifecycle.py @@ -36,7 +36,9 @@ def test_plan_kills_runner_when_instance_missing(): node_to_runner={NODE_A: RUNNER_1_ID}, runner_to_shard={RUNNER_1_ID: shard}, ) - bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + bound_instance = BoundInstance( + instance=instance, bound_runner_id=RUNNER_1_ID, bound_node_id=NODE_A + ) runner = FakeRunnerSupervisor(bound_instance=bound_instance, status=RunnerReady()) runners = {RUNNER_1_ID: runner} @@ -71,7 +73,9 @@ def test_plan_kills_runner_when_sibling_failed(): node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, runner_to_shard={RUNNER_1_ID: shard1, RUNNER_2_ID: shard2}, ) - bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + bound_instance = BoundInstance( + instance=instance, bound_runner_id=RUNNER_1_ID, bound_node_id=NODE_A + ) runner = FakeRunnerSupervisor(bound_instance=bound_instance, status=RunnerReady()) runners = {RUNNER_1_ID: runner} @@ -143,7 +147,9 @@ def test_plan_does_not_create_runner_when_supervisor_already_present(): node_to_runner={NODE_A: RUNNER_1_ID}, runner_to_shard={RUNNER_1_ID: shard}, ) - bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + bound_instance = BoundInstance( + instance=instance, bound_runner_id=RUNNER_1_ID, bound_node_id=NODE_A + ) runner = FakeRunnerSupervisor(bound_instance=bound_instance, status=RunnerReady()) runners = {RUNNER_1_ID: runner} diff --git a/src/exo/worker/tests/unittests/test_plan/test_task_forwarding.py b/src/exo/worker/tests/unittests/test_plan/test_task_forwarding.py index b1500e74..1bf985ac 100644 --- a/src/exo/worker/tests/unittests/test_plan/test_task_forwarding.py +++ b/src/exo/worker/tests/unittests/test_plan/test_task_forwarding.py @@ -40,7 +40,9 @@ def test_plan_forwards_pending_chat_completion_when_runner_ready(): node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, runner_to_shard={RUNNER_1_ID: shard0, RUNNER_2_ID: shard1}, ) - bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + bound_instance = BoundInstance( + instance=instance, bound_runner_id=RUNNER_1_ID, bound_node_id=NODE_A + ) local_runner = FakeRunnerSupervisor( bound_instance=bound_instance, status=RunnerReady() ) @@ -86,7 +88,9 @@ def test_plan_does_not_forward_chat_completion_if_any_runner_not_ready(): node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, runner_to_shard={RUNNER_1_ID: shard1, RUNNER_2_ID: shard2}, ) - bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + bound_instance = BoundInstance( + instance=instance, bound_runner_id=RUNNER_1_ID, bound_node_id=NODE_A + ) local_runner = FakeRunnerSupervisor( bound_instance=bound_instance, status=RunnerReady() ) @@ -131,7 +135,9 @@ def test_plan_does_not_forward_tasks_for_other_instances(): node_to_runner={NODE_A: RUNNER_1_ID}, runner_to_shard={RUNNER_1_ID: shard}, ) - bound_instance = BoundInstance(instance=local_instance, bound_runner_id=RUNNER_1_ID) + bound_instance = BoundInstance( + instance=local_instance, bound_runner_id=RUNNER_1_ID, bound_node_id=NODE_A + ) local_runner = FakeRunnerSupervisor( bound_instance=bound_instance, status=RunnerReady() ) @@ -175,7 +181,9 @@ def test_plan_ignores_non_pending_or_non_chat_tasks(): node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, runner_to_shard={RUNNER_1_ID: shard0, RUNNER_2_ID: shard1}, ) - bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + bound_instance = BoundInstance( + instance=instance, bound_runner_id=RUNNER_1_ID, bound_node_id=NODE_A + ) local_runner = FakeRunnerSupervisor( bound_instance=bound_instance, status=RunnerReady() @@ -236,7 +244,9 @@ def test_plan_returns_none_when_nothing_to_do(): node_to_runner={NODE_A: RUNNER_1_ID, NODE_B: RUNNER_2_ID}, runner_to_shard={RUNNER_1_ID: shard0, RUNNER_2_ID: shard1}, ) - bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + bound_instance = BoundInstance( + instance=instance, bound_runner_id=RUNNER_1_ID, bound_node_id=NODE_A + ) local_runner = FakeRunnerSupervisor( bound_instance=bound_instance, status=RunnerRunning() ) diff --git a/src/exo/worker/tests/unittests/test_plan/test_warmup.py b/src/exo/worker/tests/unittests/test_plan/test_warmup.py index ed0f0d2b..f47d24c9 100644 --- a/src/exo/worker/tests/unittests/test_plan/test_warmup.py +++ b/src/exo/worker/tests/unittests/test_plan/test_warmup.py @@ -35,7 +35,9 @@ def test_plan_starts_warmup_for_non_zero_rank_when_all_loaded_or_warming(): runner_to_shard={RUNNER_1_ID: shard0, RUNNER_2_ID: shard1}, ) - bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_2_ID) + bound_instance = BoundInstance( + instance=instance, bound_runner_id=RUNNER_2_ID, bound_node_id=NODE_B + ) local_runner = FakeRunnerSupervisor( bound_instance=bound_instance, status=RunnerLoaded() ) @@ -75,7 +77,9 @@ def test_plan_starts_warmup_for_rank_zero_after_others_warming(): runner_to_shard={RUNNER_1_ID: shard0, RUNNER_2_ID: shard1}, ) - bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + bound_instance = BoundInstance( + instance=instance, bound_runner_id=RUNNER_1_ID, bound_node_id=NODE_A + ) local_runner = FakeRunnerSupervisor( bound_instance=bound_instance, status=RunnerLoaded() ) @@ -114,7 +118,9 @@ def test_plan_does_not_start_warmup_for_non_zero_rank_until_all_loaded_or_warmin runner_to_shard={RUNNER_1_ID: shard0, RUNNER_2_ID: shard1}, ) - bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_2_ID) + bound_instance = BoundInstance( + instance=instance, bound_runner_id=RUNNER_2_ID, bound_node_id=NODE_B + ) local_runner = FakeRunnerSupervisor( bound_instance=bound_instance, status=RunnerLoaded() ) @@ -153,7 +159,9 @@ def test_plan_does_not_start_warmup_for_rank_zero_until_others_warming(): runner_to_shard={RUNNER_1_ID: shard0, RUNNER_2_ID: shard1}, ) - bound_instance = BoundInstance(instance=instance, bound_runner_id=RUNNER_1_ID) + bound_instance = BoundInstance( + instance=instance, bound_runner_id=RUNNER_1_ID, bound_node_id=NODE_A + ) local_runner = FakeRunnerSupervisor( bound_instance=bound_instance, status=RunnerLoaded() ) From c9e2062f6e9182bca64d962bc051866ea1917f7d Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Fri, 5 Dec 2025 17:29:06 +0000 Subject: [PATCH 219/224] switch from uvicorn to hypercorn --- TODO.md | 2 + pyproject.toml | 3 +- src/exo/main.py | 3 +- src/exo/master/api.py | 113 +++++++++--------- src/exo/shared/constants.py | 17 --- src/exo/shared/logging.py | 53 ++++++++ src/exo/shared/tests/conftest.py | 15 +++ .../shared/tests/test_node_id_persistence.py | 33 ++--- src/exo/utils/banner.py | 10 +- src/exo/utils/channels.py | 11 +- .../worker/download/impl_shard_downloader.py | 10 +- src/exo/worker/engines/mlx/constants.py | 2 - uv.lock | 85 +++++++++---- 13 files changed, 213 insertions(+), 144 deletions(-) diff --git a/TODO.md b/TODO.md index fb5ef0d9..89d7a525 100644 --- a/TODO.md +++ b/TODO.md @@ -17,6 +17,8 @@ 23. Do we need cache_limit? We went back and forth on that a lot because we thought it might be causing issues. One problem is it sets it relative to model size. So if you have multiple models loaded in it will take the most recent model size for the cache_limit. This is problematic if you launch DeepSeek -> Llama for example. 24. further openai/lmstudio api compatibility 25. Rethink retry logic +26. Task cancellation. When API http request gets cancelled, it should cancel corresponding task. +27. Log cleanup - per-module log filters and default to DEBUG log levels Potential refactors: diff --git a/pyproject.toml b/pyproject.toml index 83cafc67..b0c3e18b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -13,7 +13,6 @@ dependencies = [ "base58>=2.1.1", "cryptography>=45.0.5", "fastapi>=0.116.1", - "uvicorn>=0.35.0", "filelock>=3.18.0", "aiosqlite>=0.21.0", "networkx>=3.5", @@ -26,7 +25,6 @@ dependencies = [ "greenlet>=3.2.4", "huggingface-hub>=0.33.4", "psutil>=7.0.0", - "cobs>=1.2.2", "loguru>=0.7.3", "textual>=5.3.0", "exo_pyo3_bindings", # rust bindings @@ -35,6 +33,7 @@ dependencies = [ "mlx>=0.29.3", "mlx-lm>=0.28.3", "tiktoken>=0.12.0", # required for kimi k2 tokenizer + "hypercorn>=0.18.0", ] [project.scripts] diff --git a/src/exo/main.py b/src/exo/main.py index 382b957a..0f16d6c2 100644 --- a/src/exo/main.py +++ b/src/exo/main.py @@ -6,6 +6,7 @@ from typing import Self import anyio from anyio.abc import TaskGroup +from loguru import logger from pydantic import PositiveInt import exo.routing.topics as topics @@ -14,7 +15,7 @@ from exo.master.main import Master from exo.routing.router import Router, get_node_id_keypair from exo.shared.constants import EXO_LOG from exo.shared.election import Election, ElectionResult -from exo.shared.logging import logger, logger_cleanup, logger_setup +from exo.shared.logging import logger_cleanup, logger_setup from exo.shared.types.commands import KillCommand from exo.shared.types.common import NodeId, SessionId from exo.utils.channels import Receiver, channel diff --git a/src/exo/master/api.py b/src/exo/master/api.py index f0ed302b..9d65c7c1 100644 --- a/src/exo/master/api.py +++ b/src/exo/master/api.py @@ -1,21 +1,23 @@ -import asyncio import os import time from collections.abc import AsyncGenerator -from typing import final +from typing import cast -import uvicorn -from anyio import Event as AsyncTaskEvent +import anyio from anyio import create_task_group from anyio.abc import TaskGroup from fastapi import FastAPI, HTTPException from fastapi.middleware.cors import CORSMiddleware from fastapi.responses import StreamingResponse from fastapi.staticfiles import StaticFiles +from hypercorn.asyncio import serve # pyright: ignore[reportUnknownVariableType] +from hypercorn.config import Config +from hypercorn.typing import ASGIFramework from loguru import logger from exo.shared.apply import apply from exo.shared.election import ElectionMessage +from exo.shared.logging import InterceptLogger from exo.shared.models.model_cards import MODEL_CARDS from exo.shared.models.model_meta import get_model_meta from exo.shared.types.api import ( @@ -46,9 +48,10 @@ from exo.shared.types.state import State from exo.shared.types.tasks import ChatCompletionTaskParams from exo.shared.types.worker.instances import Instance, InstanceId from exo.utils.banner import print_startup_banner -from exo.utils.channels import Receiver, Sender +from exo.utils.channels import Receiver, Sender, channel from exo.utils.event_buffer import OrderedBuffer -from exo.worker.engines.mlx.constants import HIDE_THINKING + +HIDE_THINKING = False def chunk_to_response( @@ -76,7 +79,6 @@ async def resolve_model_meta(model_id: str) -> ModelMetadata: return await get_model_meta(model_id) -@final class API: def __init__( self, @@ -101,7 +103,7 @@ class API: self.port = port self.paused: bool = False - self.paused_ev: AsyncTaskEvent = AsyncTaskEvent() + self.paused_ev: anyio.Event = anyio.Event() self.app = FastAPI() self._setup_cors() @@ -121,7 +123,7 @@ class API: name="dashboard", ) - self._chat_completion_queues: dict[CommandId, asyncio.Queue[TokenChunk]] = {} + self._chat_completion_queues: dict[CommandId, Sender[TokenChunk]] = {} self._tg: TaskGroup | None = None def reset(self, new_session_id: SessionId, result_clock: int): @@ -135,7 +137,7 @@ class API: self.last_completed_election = result_clock self.paused = False self.paused_ev.set() - self.paused_ev = AsyncTaskEvent() + self.paused_ev = anyio.Event() def _setup_cors(self) -> None: self.app.add_middleware( @@ -210,37 +212,40 @@ class API: ) -> AsyncGenerator[str, None]: """Generate chat completion stream as JSON strings.""" - self._chat_completion_queues[command_id] = asyncio.Queue() + try: + self._chat_completion_queues[command_id], recv = channel[TokenChunk]() - finished = False - is_thinking = False - while not finished: - # TODO: how long should this timeout be? - chunk = await asyncio.wait_for( - self._chat_completion_queues[command_id].get(), timeout=600 + is_thinking = False + with recv as token_chunks: + async for chunk in token_chunks: + if HIDE_THINKING: + if chunk.text == "": + is_thinking = True + if chunk.text == "": + is_thinking = False + chunk_response: ChatCompletionResponse = chunk_to_response( + chunk, command_id + ) + if not (is_thinking and HIDE_THINKING): + logger.debug(f"chunk_response: {chunk_response}") + yield f"data: {chunk_response.model_dump_json()}\n\n" + + if chunk.finish_reason is not None: + yield "data: [DONE]\n\n" + break + + except anyio.get_cancelled_exc_class(): + # TODO: TaskCancelled + """ + self.command_sender.send_nowait( + ForwarderCommand(origin=self.node_id, command=command) ) - assert isinstance(chunk, TokenChunk) - # TODO: Do we want this? - if HIDE_THINKING: - if chunk.text == "": - chunk.text = "\n" - if chunk.text == "": - chunk.text = "\n" - chunk_response: ChatCompletionResponse = chunk_to_response( - chunk, command_id - ) - logger.debug(f"chunk_response: {chunk_response}") - - if not HIDE_THINKING or not is_thinking: - yield f"data: {chunk_response.model_dump_json()}\n\n" - - if chunk.finish_reason is not None: - yield "data: [DONE]\n\n" - finished = True - - command = TaskFinished(finished_command_id=command_id) - await self._send(command) - del self._chat_completion_queues[command_id] + """ + raise + finally: + command = TaskFinished(finished_command_id=command_id) + await self._send(command) + del self._chat_completion_queues[command_id] async def _trigger_notify_user_to_download_model(self, model_id: str) -> None: logger.warning( @@ -298,30 +303,28 @@ class API: ) async def run(self): - uvicorn_config = uvicorn.Config( - self.app, host="0.0.0.0", port=self.port, access_log=False - ) - uvicorn_server = uvicorn.Server(uvicorn_config) + cfg = Config() + cfg.bind = f"0.0.0.0:{self.port}" + # nb: shared.logging needs updating if any of this changes + cfg.accesslog = None + cfg.errorlog = "-" + cfg.logger_class = InterceptLogger async with create_task_group() as tg: self._tg = tg logger.info("Starting API") - tg.start_soon(uvicorn_server.serve) tg.start_soon(self._apply_state) tg.start_soon(self._pause_on_new_election) - tg.start_soon(self._print_banner_when_ready, uvicorn_server) + print_startup_banner(self.port) + await serve( + cast(ASGIFramework, self.app), + cfg, + shutdown_trigger=lambda: anyio.sleep_forever(), + ) + self.command_sender.close() self.global_event_receiver.close() - async def _print_banner_when_ready(self, uvicorn_server: uvicorn.Server): - """Wait for the uvicorn server to be ready, then print the startup banner.""" - # TODO: Is this the best condition to check for? - # The point is this should log when exo is ready. - while not uvicorn_server.started: - await asyncio.sleep(0.1) - - print_startup_banner(self.port) - async def _apply_state(self): with self.global_event_receiver as events: async for f_event in events: @@ -333,7 +336,7 @@ class API: and event.command_id in self._chat_completion_queues ): assert isinstance(event.chunk, TokenChunk) - self._chat_completion_queues[event.command_id].put_nowait( + await self._chat_completion_queues[event.command_id].send( event.chunk ) diff --git a/src/exo/shared/constants.py b/src/exo/shared/constants.py index 489b871a..63ff8526 100644 --- a/src/exo/shared/constants.py +++ b/src/exo/shared/constants.py @@ -1,4 +1,3 @@ -import inspect import os from pathlib import Path @@ -34,19 +33,3 @@ LIBP2P_COMMANDS_TOPIC = "commands" LB_TFLOPS = 2.3 LB_MEMBW_GBPS = 68 LB_DISK_GBPS = 1.5 - - -# little helper function to get the name of the module that raised the error -def get_caller_module_name() -> str: - frm = inspect.stack()[1] - mod = inspect.getmodule(frm[0]) - if mod is None: - return "UNKNOWN MODULE" - return mod.__name__ - - -def get_error_reporting_message() -> str: - return ( - f"THIS IS A BUG IN THE EXO SOFTWARE, PLEASE REPORT IT AT https://github.com/exo-explore/exo/\n" - f"The module that raised the error was: {get_caller_module_name()}" - ) diff --git a/src/exo/shared/logging.py b/src/exo/shared/logging.py index 66ba1700..75040cfd 100644 --- a/src/exo/shared/logging.py +++ b/src/exo/shared/logging.py @@ -1,12 +1,39 @@ +import logging import sys from pathlib import Path +from hypercorn import Config +from hypercorn.logging import Logger as HypercornLogger from loguru import logger +class InterceptLogger(HypercornLogger): + def __init__(self, config: Config): + super().__init__(config) + assert self.error_logger + # TODO: Decide if we want to provide access logs + # assert self.access_logger + # self.access_logger.handlers = [_InterceptHandler()] + self.error_logger.handlers = [_InterceptHandler()] + + +class _InterceptHandler(logging.Handler): + def emit(self, record: logging.LogRecord): + try: + level = logger.level(record.levelname).name + except ValueError: + level = record.levelno + + logger.opt(depth=3, exception=record.exc_info).log(level, record.getMessage()) + + def logger_setup(log_file: Path | None, verbosity: int = 0): """Set up logging for this process - formatting, file handles, verbosity and output""" logger.remove() + + # replace all stdlib loggers with _InterceptHandlers that log to loguru + logging.basicConfig(handlers=[_InterceptHandler()], level=0) + if verbosity == 0: logger.add( sys.__stderr__, # type: ignore @@ -37,3 +64,29 @@ def logger_setup(log_file: Path | None, verbosity: int = 0): def logger_cleanup(): """Flush all queues before shutting down so any in-flight logs are written to disk""" logger.complete() + + +""" --- TODO: Capture MLX Log output: +import contextlib +import sys +from loguru import logger + +class StreamToLogger: + + def __init__(self, level="INFO"): + self._level = level + + def write(self, buffer): + for line in buffer.rstrip().splitlines(): + logger.opt(depth=1).log(self._level, line.rstrip()) + + def flush(self): + pass + +logger.remove() +logger.add(sys.__stdout__) + +stream = StreamToLogger() +with contextlib.redirect_stdout(stream): + print("Standard output is sent to added handlers.") +""" diff --git a/src/exo/shared/tests/conftest.py b/src/exo/shared/tests/conftest.py index 4b982c42..1a6092f1 100644 --- a/src/exo/shared/tests/conftest.py +++ b/src/exo/shared/tests/conftest.py @@ -4,6 +4,8 @@ import asyncio from typing import Generator import pytest +from _pytest.logging import LogCaptureFixture +from loguru import logger from exo.shared.types.memory import Memory from exo.shared.types.models import ModelId, ModelMetadata @@ -41,3 +43,16 @@ def get_pipeline_shard_metadata( end_layer=32, n_layers=32, ) + + +@pytest.fixture +def caplog(caplog: LogCaptureFixture): + handler_id = logger.add( + caplog.handler, + format="{message}", + level=0, + filter=lambda record: record["level"].no >= caplog.handler.level, + enqueue=True, # Set to 'True' if your test is spawning child processes. + ) + yield caplog + logger.remove(handler_id) diff --git a/src/exo/shared/tests/test_node_id_persistence.py b/src/exo/shared/tests/test_node_id_persistence.py index cdcf19ca..8b241aa5 100644 --- a/src/exo/shared/tests/test_node_id_persistence.py +++ b/src/exo/shared/tests/test_node_id_persistence.py @@ -1,5 +1,4 @@ import contextlib -import logging import multiprocessing import os from multiprocessing import Event, Queue, Semaphore @@ -8,6 +7,7 @@ from multiprocessing.queues import Queue as QueueT from multiprocessing.synchronize import Event as EventT from multiprocessing.synchronize import Semaphore as SemaphoreT +from loguru import logger from pytest import LogCaptureFixture from exo.routing.router import get_node_id_keypair @@ -17,20 +17,13 @@ NUM_CONCURRENT_PROCS = 10 def _get_keypair_concurrent_subprocess_task( - pid: int, sem: SemaphoreT, ev: EventT, queue: QueueT[bytes] + sem: SemaphoreT, ev: EventT, queue: QueueT[bytes] ) -> None: - try: - # synchronise with parent process - logging.info(msg=f"SUBPROCESS {pid}: Started") - sem.release() - - # wait to be told to begin simultaneous read - ev.wait() - logging.info(msg=f"SUBPROCESS {pid}: Reading start") - queue.put(get_node_id_keypair().to_protobuf_encoding()) - logging.info(msg=f"SUBPROCESS {pid}: Reading end") - except Exception as e: - logging.error(msg=f"SUBPROCESS {pid}: Error encountered: {e}") + # synchronise with parent process + sem.release() + # wait to be told to begin simultaneous read + ev.wait() + queue.put(get_node_id_keypair().to_protobuf_encoding()) def _get_keypair_concurrent(num_procs: int) -> bytes: @@ -41,11 +34,11 @@ def _get_keypair_concurrent(num_procs: int) -> bytes: queue: QueueT[bytes] = Queue(maxsize=num_procs) # make parent process wait for all subprocesses to start - logging.info(msg=f"PARENT: Starting {num_procs} subprocesses") + logger.info(f"PARENT: Starting {num_procs} subprocesses") ps: list[BaseProcess] = [] - for i in range(num_procs): + for _ in range(num_procs): p = multiprocessing.get_context("fork").Process( - target=_get_keypair_concurrent_subprocess_task, args=(i + 1, sem, ev, queue) + target=_get_keypair_concurrent_subprocess_task, args=(sem, ev, queue) ) ps.append(p) p.start() @@ -53,7 +46,7 @@ def _get_keypair_concurrent(num_procs: int) -> bytes: sem.acquire() # start all the sub processes simultaneously - logging.info(msg="PARENT: Beginning read") + logger.info("PARENT: Beginning read") ev.set() # wait until all subprocesses are done & read results @@ -62,7 +55,7 @@ def _get_keypair_concurrent(num_procs: int) -> bytes: # check that the input/output order match, and that # all subprocesses end up reading the same file - logging.info(msg="PARENT: Checking consistency") + logger.info("PARENT: Checking consistency") keypair: bytes | None = None qsize = 0 # cannot use Queue.qsize due to MacOS incompatibility :( while not queue.empty(): @@ -88,7 +81,7 @@ def test_node_id_fetching(caplog: LogCaptureFixture): _delete_if_exists(EXO_NODE_ID_KEYPAIR) kp = _get_keypair_concurrent(NUM_CONCURRENT_PROCS) - with caplog.at_level(logging.CRITICAL): # supress logs + with caplog.at_level(101): # supress logs # make sure that continuous fetches return the same value for _ in range(reps): assert kp == _get_keypair_concurrent(NUM_CONCURRENT_PROCS) diff --git a/src/exo/utils/banner.py b/src/exo/utils/banner.py index cae6eac3..eb6d7b08 100644 --- a/src/exo/utils/banner.py +++ b/src/exo/utils/banner.py @@ -1,6 +1,7 @@ def print_startup_banner(port: int) -> None: """Print a prominent startup banner with API endpoint information.""" - banner = """ + dashboard_url = f"http://localhost:{port}" + banner = f""" ╔═══════════════════════════════════════════════════════════════════════╗ ║ ║ ║ ███████╗██╗ ██╗ ██████╗ ║ @@ -13,11 +14,7 @@ def print_startup_banner(port: int) -> None: ║ Distributed AI Inference Cluster ║ ║ ║ ╚═══════════════════════════════════════════════════════════════════════╝ -""" - dashboard_url = f"http://localhost:{port}" - - api_info = f""" ╔═══════════════════════════════════════════════════════════════════════╗ ║ ║ ║ 🌐 Dashboard & API Ready ║ @@ -27,8 +24,7 @@ def print_startup_banner(port: int) -> None: ║ Click the URL above to open the dashboard in your browser ║ ║ ║ ╚═══════════════════════════════════════════════════════════════════════╝ + """ print(banner) - print(api_info) - print() diff --git a/src/exo/utils/channels.py b/src/exo/utils/channels.py index 72caa7ea..3db08d6b 100644 --- a/src/exo/utils/channels.py +++ b/src/exo/utils/channels.py @@ -77,9 +77,6 @@ class _MpEndOfStream: pass -MP_END_OF_STREAM = _MpEndOfStream() - - class MpState[T]: def __init__(self, max_buffer_size: float): if max_buffer_size == inf: @@ -133,7 +130,7 @@ class MpSender[T]: def close(self) -> None: if not self._state.closed.is_set(): self._state.closed.set() - self._state.buffer.put(MP_END_OF_STREAM) + self._state.buffer.put(_MpEndOfStream()) self._state.buffer.close() # == unique to Mp channels == @@ -177,10 +174,9 @@ class MpReceiver[T]: try: item = self._state.buffer.get(block=False) - if item == MP_END_OF_STREAM: + if isinstance(item, _MpEndOfStream): self.close() raise EndOfStream - assert not isinstance(item, _MpEndOfStream) return item except Empty: raise WouldBlock from None @@ -193,10 +189,9 @@ class MpReceiver[T]: return self.receive_nowait() except WouldBlock: item = self._state.buffer.get() - if item == MP_END_OF_STREAM: + if isinstance(item, _MpEndOfStream): self.close() raise EndOfStream from None - assert not isinstance(item, _MpEndOfStream) return item # nb: this function will not cancel particularly well diff --git a/src/exo/worker/download/impl_shard_downloader.py b/src/exo/worker/download/impl_shard_downloader.py index d6c59a80..46f55ff9 100644 --- a/src/exo/worker/download/impl_shard_downloader.py +++ b/src/exo/worker/download/impl_shard_downloader.py @@ -20,7 +20,6 @@ def exo_shard_downloader(max_parallel_downloads: int = 8) -> ShardDownloader: async def build_base_shard(model_id: str) -> ShardMetadata: model_meta = await get_model_meta(model_id) - # print(f"build_base_shard {model_id=} {model_meta=}") return PipelineShardMetadata( model_meta=model_meta, device_rank=0, @@ -92,10 +91,8 @@ class CachedShardDownloader(ShardDownloader): self, shard: ShardMetadata, config_only: bool = False ) -> Path: if (shard.model_meta.model_id, shard) in self.cache: - # print(f"ensure_shard cache hit {shard=}") return self.cache[(shard.model_meta.model_id, shard)] - # print(f"ensure_shard cache miss {shard=}") target_dir = await self.shard_downloader.ensure_shard(shard, config_only) self.cache[(shard.model_meta.model_id, shard)] = target_dir return target_dir @@ -135,7 +132,6 @@ class ResumableShardDownloader(ShardDownloader): ) -> Path: allow_patterns = ["config.json"] if config_only else None - # print(f"ensure_shard {shard=} {config_only=} {allow_patterns=}") target_dir, _ = await download_shard( shard, self.on_progress_wrapper, @@ -147,7 +143,6 @@ class ResumableShardDownloader(ShardDownloader): async def get_shard_download_status( self, ) -> AsyncIterator[tuple[Path, RepoDownloadProgress]]: - # print("get_shard_download_status") async def _status_for_model( model_id: str, ) -> tuple[Path, RepoDownloadProgress]: @@ -165,9 +160,8 @@ class ResumableShardDownloader(ShardDownloader): for task in asyncio.as_completed(tasks): try: - result = await task - path, progress = result - yield (path, progress) + yield await task + # TODO: except Exception except Exception as e: print("Error downloading shard:", e) diff --git a/src/exo/worker/engines/mlx/constants.py b/src/exo/worker/engines/mlx/constants.py index 91c20de4..9b5db542 100644 --- a/src/exo/worker/engines/mlx/constants.py +++ b/src/exo/worker/engines/mlx/constants.py @@ -14,5 +14,3 @@ TEMPERATURE: float = 1.0 # TODO: We should really make this opt-in, but Kimi requires trust_remote_code=True TRUST_REMOTE_CODE: bool = True -# TODO: Do we really want this? -HIDE_THINKING: bool = False diff --git a/uv.lock b/uv.lock index 1b4e594a..d162d6b5 100644 --- a/uv.lock +++ b/uv.lock @@ -258,21 +258,6 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/0a/4c/925909008ed5a988ccbb72dcc897407e5d6d3bd72410d69e051fc0c14647/charset_normalizer-3.4.4-py3-none-any.whl", hash = "sha256:7a32c560861a02ff789ad905a2fe94e3f840803362c84fecf1851cb4cf3dc37f", size = 53402, upload-time = "2025-10-14T04:42:31.76Z" }, ] -[[package]] -name = "click" -version = "8.3.0" -source = { registry = "https://pypi.org/simple" } -sdist = { url = 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sys_platform == 'linux'" }, { name = "loguru", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "mlx", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "mlx-lm", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, @@ -354,7 +339,6 @@ dependencies = [ { name = "tiktoken", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "typeguard", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "types-aiofiles", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, - { name = "uvicorn", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] [package.dev-dependencies] @@ -373,13 +357,13 @@ requires-dist = [ { name = "anyio", specifier = "==4.11.0" }, { name = "base58", specifier = ">=2.1.1" }, { name = "bidict", specifier = ">=0.23.1" }, - { name = "cobs", specifier = ">=1.2.2" }, { name = "cryptography", specifier = ">=45.0.5" }, { name = "exo-pyo3-bindings", 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upload-time = "2021-06-27T10:15:05.487Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/5e/5f/82c8074f7e84978129347c2c6ec8b6c59f3584ff1a20bc3c940a3e061790/priority-2.0.0-py3-none-any.whl", hash = "sha256:6f8eefce5f3ad59baf2c080a664037bb4725cd0a790d53d59ab4059288faf6aa", size = 8946, upload-time = "2021-06-27T10:15:03.856Z" }, +] + [[package]] name = "propcache" version = "0.4.1" @@ -1524,16 +1562,15 @@ wheels = [ ] [[package]] -name = "uvicorn" -version = "0.38.0" +name = "wsproto" +version = "1.3.2" source = { registry = "https://pypi.org/simple" } dependencies = [ - { name = "click", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, { name = "h11", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" }, ] -sdist = { url = "https://files.pythonhosted.org/packages/cb/ce/f06b84e2697fef4688ca63bdb2fdf113ca0a3be33f94488f2cadb690b0cf/uvicorn-0.38.0.tar.gz", hash = "sha256:fd97093bdd120a2609fc0d3afe931d4d4ad688b6e75f0f929fde1bc36fe0e91d", size = 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00:00:00 2001 From: rltakashige Date: Tue, 9 Dec 2025 11:43:54 +0000 Subject: [PATCH 220/224] Reduce RequestEventLog spam --- src/exo/shared/tests/test_election.py | 2 +- src/exo/worker/main.py | 25 ++++++++++++++++++------- 2 files changed, 19 insertions(+), 8 deletions(-) diff --git a/src/exo/shared/tests/test_election.py b/src/exo/shared/tests/test_election.py index 77686a0c..49550601 100644 --- a/src/exo/shared/tests/test_election.py +++ b/src/exo/shared/tests/test_election.py @@ -2,10 +2,10 @@ import pytest from anyio import create_task_group, fail_after, move_on_after from exo.routing.connection_message import ConnectionMessage, ConnectionMessageType +from exo.shared.election import Election, ElectionMessage, ElectionResult from exo.shared.types.commands import ForwarderCommand, TestCommand from exo.shared.types.common import NodeId, SessionId from exo.utils.channels import channel -from exo.shared.election import Election, ElectionMessage, ElectionResult # ======= # # Helpers # diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 8629ee55..d31e7fa4 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -87,7 +87,11 @@ class Worker: self.download_status: dict[ShardMetadata, DownloadProgress] = {} self.runners: dict[RunnerId, RunnerSupervisor] = {} self._tg: TaskGroup | None = None + self._nack_cancel_scope: CancelScope | None = None + self._nack_attempts: int = 0 + self._nack_base_seconds: float = 0.5 + self._nack_cap_seconds: float = 10.0 self.event_sender, self.event_receiver = channel[Event]() @@ -147,12 +151,18 @@ class Worker: # 2. for each event, apply it to the state indexed_events = self.event_buffer.drain_indexed() + if indexed_events: + self._nack_attempts = 0 + if not indexed_events and ( self._nack_cancel_scope is None or self._nack_cancel_scope.cancel_called ): assert self._tg - self._tg.start_soon(self._nack_request) + self._tg.start_soon( + self._nack_request, self.state.last_event_applied_idx + ) + continue elif indexed_events and self._nack_cancel_scope: self._nack_cancel_scope.cancel() @@ -164,7 +174,6 @@ class Worker: # 3. If we've found a "relevant" event, run a plan -> op -> execute cycle. if flag: - # await self.plan_step() pass async def plan_step(self): @@ -282,19 +291,21 @@ class Worker: ) ) - async def _nack_request(self) -> None: + async def _nack_request(self, since_idx: int) -> None: + # We request all events after (and including) the missing index. # This function is started whenever we receive an event that is out of sequence. # It is cancelled as soon as we receiver an event that is in sequence. - # Thus, if we don't make any progress within 1 + random() seconds, we request a copy of the event log - # This can be MASSIVELY tightened - just requesting a single event should be sufficient. with CancelScope() as scope: self._nack_cancel_scope = scope + delay: float = self._nack_base_seconds * (2.0**self._nack_attempts) + delay = min(self._nack_cap_seconds, delay) + self._nack_attempts += 1 try: - await anyio.sleep(1 + random()) + await anyio.sleep(delay) await self.command_sender.send( ForwarderCommand( origin=self.node_id, - command=RequestEventLog(since_idx=0), + command=RequestEventLog(since_idx=since_idx), ) ) finally: From ac3a0a6b472de275e4ca1fbdbf1a7c89aec1cb2a Mon Sep 17 00:00:00 2001 From: Jake Hillion Date: Tue, 9 Dec 2025 12:26:56 +0000 Subject: [PATCH 221/224] ci: enable `ruff check` in CI through nix --- .github/scripts/bench.py | 21 ++++++++++----------- .github/scripts/build_matrix.py | 1 + flake.nix | 5 +++++ justfile | 2 +- pyproject.toml | 2 +- 5 files changed, 18 insertions(+), 13 deletions(-) diff --git a/.github/scripts/bench.py b/.github/scripts/bench.py index 6b4b3ab1..0ba73d58 100644 --- a/.github/scripts/bench.py +++ b/.github/scripts/bench.py @@ -15,6 +15,7 @@ from __future__ import annotations import argparse import asyncio +import contextlib import json import sys import time @@ -193,7 +194,7 @@ def collect_metrics_snapshot(state: Mapping[str, Any]) -> MetricsSnapshot: # Count tasks per instance (only Pending and Running exist in state; completed tasks are deleted) instance_task_counts: dict[str, dict[str, int]] = {} - for instance_id in instances.keys(): + for instance_id in instances: instance_task_counts[instance_id] = { "Pending": 0, "Running": 0, @@ -492,7 +493,7 @@ async def wait_for_tasks_drained(api_base: str, timeout_s: int = 600) -> None: pending or running tasks remaining. """ print(f"\n{'=' * 80}") - print(f"⏳ WAITING FOR ALL TASKS TO DRAIN") + print("⏳ WAITING FOR ALL TASKS TO DRAIN") print(f"{'=' * 80}") start = time.monotonic() @@ -821,10 +822,8 @@ async def monitor_metrics( traceback.print_exc() # Wait for interval or until stopped - try: + with contextlib.suppress(asyncio.TimeoutError): await asyncio.wait_for(stop_event.wait(), timeout=interval_seconds) - except asyncio.TimeoutError: - pass async def run_stage( @@ -883,7 +882,7 @@ async def run_stage( results = list(await asyncio.gather(*tasks)) # Wait for all tasks in the cluster to be drained - print(f"\nHTTP requests completed. Now waiting for cluster tasks to drain...") + print("\nHTTP requests completed. Now waiting for cluster tasks to drain...") await wait_for_tasks_drained(api_base, timeout_s=600) stage_completed_at = time.time() @@ -1026,7 +1025,7 @@ async def run_benchmark( # Add 30 second delay to allow topology to stabilize before creating instances print( - f"\nWaiting 30 seconds for topology to stabilize before creating instances..." + "\nWaiting 30 seconds for topology to stabilize before creating instances..." ) await asyncio.sleep(30) print("Proceeding with instance creation\n") @@ -1036,7 +1035,7 @@ async def run_benchmark( model_counts = Counter(model_ids) - print(f"\nTarget instance counts by model:") + print("\nTarget instance counts by model:") for model_id, count in model_counts.items(): print(f" {model_id}: {count} instance(s)") print() @@ -1088,7 +1087,7 @@ async def run_benchmark( # Collect all instance IDs for all models state = fetch_state(api_base) - for model_id in model_counts.keys(): + for model_id in model_counts: ids = get_all_instance_ids_for_model(state, model_id) all_instance_ids.extend(ids) @@ -1317,7 +1316,7 @@ async def run_benchmark( print(f"Saving results to: {results_output_path}") with open(results_output_path, "w") as f: json.dump(results_doc, f, indent=2) - print(f"Results saved successfully") + print("Results saved successfully") # Cleanup all instances for instance_id in all_instance_ids: @@ -1331,7 +1330,7 @@ async def run_benchmark( "[SECONDARY] Waiting with cluster (primary handles benchmark execution)" ) # Secondary nodes wait until all instances of all models are deleted - for model_id in model_counts.keys(): + for model_id in model_counts: await wait_for_all_instances_deleted(api_base, model_id) return 0 diff --git a/.github/scripts/build_matrix.py b/.github/scripts/build_matrix.py index a54cbf7b..2f139350 100644 --- a/.github/scripts/build_matrix.py +++ b/.github/scripts/build_matrix.py @@ -2,6 +2,7 @@ import json import os from typing import NotRequired, TypedDict, cast + import yaml diff --git a/flake.nix b/flake.nix index 523eac5e..c6141754 100644 --- a/flake.nix +++ b/flake.nix @@ -52,6 +52,11 @@ { formatter = treefmtEval.config.build.wrapper; checks.formatting = treefmtEval.config.build.check inputs.self; + checks.lint = pkgs.runCommand "lint-check" { } '' + export RUFF_CACHE_DIR="$TMPDIR/ruff-cache" + ${pkgs.ruff}/bin/ruff check ${inputs.self}/ + touch $out + ''; devShells.default = pkgs.mkShell { packages = diff --git a/justfile b/justfile index 47cd4441..6f4e67e9 100644 --- a/justfile +++ b/justfile @@ -2,7 +2,7 @@ fmt: nix fmt lint: - uv run ruff check --fix src + uv run ruff check --fix test: uv run pytest src diff --git a/pyproject.toml b/pyproject.toml index b0c3e18b..d9c4715e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -118,7 +118,7 @@ environments = [ ### [tool.ruff] -extend-exclude = ["shared/protobufs/**"] +extend-exclude = ["shared/protobufs/**", "*mlx_typings/**", "rust/exo_pyo3_bindings/**"] [tool.ruff.lint] extend-select = ["I", "N", "B", "A", "PIE", "SIM"] From 70298ce0a9bcf68c978b3157de402de8a148fdec Mon Sep 17 00:00:00 2001 From: rltakashige Date: Tue, 9 Dec 2025 15:57:28 +0000 Subject: [PATCH 222/224] Negative index nack request --- src/exo/worker/main.py | 11 ++++++++++- 1 file changed, 10 insertions(+), 1 deletion(-) diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index d31e7fa4..6028c2b4 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -159,8 +159,9 @@ class Worker: or self._nack_cancel_scope.cancel_called ): assert self._tg + # Request the next index. self._tg.start_soon( - self._nack_request, self.state.last_event_applied_idx + self._nack_request, self.state.last_event_applied_idx + 1 ) continue elif indexed_events and self._nack_cancel_scope: @@ -295,6 +296,11 @@ class Worker: # We request all events after (and including) the missing index. # This function is started whenever we receive an event that is out of sequence. # It is cancelled as soon as we receiver an event that is in sequence. + + if since_idx < 0: + logger.warning(f"Negative value encountered for nack request {since_idx=}") + since_idx = 0 + with CancelScope() as scope: self._nack_cancel_scope = scope delay: float = self._nack_base_seconds * (2.0**self._nack_attempts) @@ -302,6 +308,9 @@ class Worker: self._nack_attempts += 1 try: await anyio.sleep(delay) + logger.info( + f"Nack attempt {self._nack_attempts}: Requesting Event Log from {since_idx}" + ) await self.command_sender.send( ForwarderCommand( origin=self.node_id, From 880a18d205694256671efe7069e821380d378a07 Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Mon, 15 Dec 2025 15:23:13 +0000 Subject: [PATCH 223/224] fix disconnects Co-authored-by: Ryuichi Leo Takashige --- src/exo/main.py | 23 ++---------- src/exo/master/api.py | 28 +++++++------- src/exo/master/main.py | 58 ++++++++++++++++------------- src/exo/master/tests/test_master.py | 2 + src/exo/routing/router.py | 19 +++------- src/exo/shared/apply.py | 48 ++++++++++++++++++++++-- src/exo/shared/election.py | 5 --- src/exo/shared/topology.py | 28 ++++++++++++++ src/exo/shared/types/commands.py | 5 --- src/exo/shared/types/events.py | 17 ++++++--- src/exo/shared/types/state.py | 4 +- src/exo/worker/main.py | 55 ++++++++++++++------------- src/exo/worker/utils/net_profile.py | 2 +- 13 files changed, 174 insertions(+), 120 deletions(-) diff --git a/src/exo/main.py b/src/exo/main.py index 0f16d6c2..b859d2ce 100644 --- a/src/exo/main.py +++ b/src/exo/main.py @@ -1,7 +1,7 @@ import argparse import multiprocessing as mp import signal -from dataclasses import dataclass +from dataclasses import dataclass, field from typing import Self import anyio @@ -16,7 +16,6 @@ from exo.routing.router import Router, get_node_id_keypair from exo.shared.constants import EXO_LOG from exo.shared.election import Election, ElectionResult from exo.shared.logging import logger_cleanup, logger_setup -from exo.shared.types.commands import KillCommand from exo.shared.types.common import NodeId, SessionId from exo.utils.channels import Receiver, channel from exo.utils.pydantic_ext import CamelCaseModel @@ -35,7 +34,7 @@ class Node: api: API | None node_id: NodeId - _tg: TaskGroup | None = None + _tg: TaskGroup = field(init=False, default_factory=anyio.create_task_group) @classmethod async def create(cls, args: "Args") -> "Self": @@ -66,7 +65,6 @@ class Node: node_id, session_id, exo_shard_downloader(), - initial_connection_messages=[], connection_message_receiver=router.receiver(topics.CONNECTION_MESSAGES), global_event_receiver=router.receiver(topics.GLOBAL_EVENTS), local_event_sender=router.sender(topics.LOCAL_EVENTS), @@ -99,9 +97,8 @@ class Node: return cls(router, worker, election, er_recv, master, api, node_id) async def run(self): - async with anyio.create_task_group() as tg: + async with self._tg as tg: signal.signal(signal.SIGINT, lambda _, __: self.shutdown()) - self._tg = tg tg.start_soon(self.router.run) tg.start_soon(self.worker.run) tg.start_soon(self.election.run) @@ -110,10 +107,8 @@ class Node: if self.api: tg.start_soon(self.api.run) tg.start_soon(self._elect_loop) - tg.start_soon(self._listen_for_kill_command) def shutdown(self): - assert self._tg # if this is our second call to shutdown, just sys.exit if self._tg.cancel_scope.cancel_called: import sys @@ -121,18 +116,7 @@ class Node: sys.exit(1) self._tg.cancel_scope.cancel() - async def _listen_for_kill_command(self): - assert self._tg - with self.router.receiver(topics.COMMANDS) as commands: - async for command in commands: - match command.command: - case KillCommand(): - self.shutdown() - case _: - pass - async def _elect_loop(self): - assert self._tg with self.election_result_receiver as results: async for result in results: # This function continues to have a lot of very specific entangled logic @@ -187,7 +171,6 @@ class Node: self.node_id, result.session_id, exo_shard_downloader(), - initial_connection_messages=result.historic_messages, connection_message_receiver=self.router.receiver( topics.CONNECTION_MESSAGES ), diff --git a/src/exo/master/api.py b/src/exo/master/api.py index 9d65c7c1..172ae5c1 100644 --- a/src/exo/master/api.py +++ b/src/exo/master/api.py @@ -37,7 +37,6 @@ from exo.shared.types.commands import ( CreateInstance, DeleteInstance, ForwarderCommand, - KillCommand, TaskFinished, ) from exo.shared.types.common import CommandId, NodeId, SessionId @@ -92,7 +91,7 @@ class API: # This lets us pause the API if an election is running election_receiver: Receiver[ElectionMessage], ) -> None: - self.state = State() + self._state = State() self.command_sender = command_sender self.global_event_receiver = global_event_receiver self.election_receiver = election_receiver @@ -127,13 +126,15 @@ class API: self._tg: TaskGroup | None = None def reset(self, new_session_id: SessionId, result_clock: int): - self.state = State() + logger.info("Resetting API State") + self._state = State() self.session_id = new_session_id self.event_buffer = OrderedBuffer[Event]() self._chat_completion_queues = {} self.unpause(result_clock) def unpause(self, result_clock: int): + logger.info("Unpausing API") self.last_completed_election = result_clock self.paused = False self.paused_ev.set() @@ -155,11 +156,10 @@ class API: self.app.get("/models")(self.get_models) self.app.get("/v1/models")(self.get_models) self.app.post("/v1/chat/completions")(self.chat_completions) - self.app.get("/state")(lambda: self.state) - self.app.delete("/kill")(self.kill_exo) + self.app.get("/state")(self.state) - async def kill_exo(self): - await self._send(KillCommand()) + async def state(self) -> State: + return self._state async def create_instance( self, payload: CreateInstanceTaskParams @@ -189,12 +189,12 @@ class API: ) def get_instance(self, instance_id: InstanceId) -> Instance: - if instance_id not in self.state.instances: + if instance_id not in self._state.instances: raise HTTPException(status_code=404, detail="Instance not found") - return self.state.instances[instance_id] + return self._state.instances[instance_id] async def delete_instance(self, instance_id: InstanceId) -> DeleteInstanceResponse: - if instance_id not in self.state.instances: + if instance_id not in self._state.instances: raise HTTPException(status_code=404, detail="Instance not found") command = DeleteInstance( @@ -261,7 +261,7 @@ class API: if not any( instance.shard_assignments.model_id == payload.model - for instance in self.state.instances.values() + for instance in self._state.instances.values() ): await self._trigger_notify_user_to_download_model(payload.model) raise HTTPException( @@ -281,7 +281,7 @@ class API: """Calculate total available memory across all nodes in bytes.""" total_available = Memory() - for node in self.state.topology.list_nodes(): + for node in self._state.topology.list_nodes(): if node.node_profile is not None: total_available += node.node_profile.memory.ram_available @@ -328,9 +328,11 @@ class API: async def _apply_state(self): with self.global_event_receiver as events: async for f_event in events: + if f_event.origin != self.session_id.master_node_id: + continue self.event_buffer.ingest(f_event.origin_idx, f_event.event) for idx, event in self.event_buffer.drain_indexed(): - self.state = apply(self.state, IndexedEvent(event=event, idx=idx)) + self._state = apply(self._state, IndexedEvent(event=event, idx=idx)) if ( isinstance(event, ChunkGenerated) and event.command_id in self._chat_completion_queues diff --git a/src/exo/master/main.py b/src/exo/master/main.py index 5dadb5c3..149bfbd2 100644 --- a/src/exo/master/main.py +++ b/src/exo/master/main.py @@ -1,6 +1,6 @@ -from datetime import datetime, timezone +from datetime import datetime, timedelta, timezone -from anyio import create_task_group +import anyio from anyio.abc import TaskGroup from loguru import logger @@ -15,7 +15,6 @@ from exo.shared.types.commands import ( CreateInstance, DeleteInstance, ForwarderCommand, - KillCommand, RequestEventLog, TaskFinished, TestCommand, @@ -26,9 +25,9 @@ from exo.shared.types.events import ( ForwarderEvent, IndexedEvent, InstanceDeleted, + NodeTimedOut, TaskCreated, TaskDeleted, - TopologyEdgeDeleted, ) from exo.shared.types.state import State from exo.shared.types.tasks import ( @@ -59,7 +58,7 @@ class Master: tb_only: bool = False, ): self.state = State() - self._tg: TaskGroup | None = None + self._tg: TaskGroup = anyio.create_task_group() self.node_id = node_id self.session_id = session_id self.command_task_mapping: dict[CommandId, TaskId] = {} @@ -80,11 +79,11 @@ class Master: async def run(self): logger.info("Starting Master") - async with create_task_group() as tg: - self._tg = tg + async with self._tg as tg: tg.start_soon(self._event_processor) tg.start_soon(self._command_processor) tg.start_soon(self._loopback_processor) + tg.start_soon(self._plan) self.global_event_sender.close() self.local_event_receiver.close() self.command_receiver.close() @@ -92,9 +91,8 @@ class Master: self._loopback_event_receiver.close() async def shutdown(self): - if self._tg: - logger.info("Stopping Master") - self._tg.cancel_scope.cancel() + logger.info("Stopping Master") + self._tg.cancel_scope.cancel() async def _command_processor(self) -> None: with self.command_receiver as commands: @@ -104,7 +102,7 @@ class Master: generated_events: list[Event] = [] command = forwarder_command.command match command: - case TestCommand() | KillCommand(): + case TestCommand(): pass case ChatCompletion(): instance_task_counts: dict[InstanceId, int] = {} @@ -191,6 +189,30 @@ class Master: except ValueError as e: logger.opt(exception=e).warning("Error in command processor") + # These plan loops are the cracks showing in our event sourcing architecture - more things could be commands + async def _plan(self) -> None: + while True: + # kill broken instances + connected_node_ids = set( + [x.node_id for x in self.state.topology.list_nodes()] + ) + for instance_id, instance in self.state.instances.items(): + for node_id in instance.shard_assignments.node_to_runner: + if node_id not in connected_node_ids: + await self.event_sender.send( + InstanceDeleted(instance_id=instance_id) + ) + break + + # time out dead nodes + for node_id, time in self.state.last_seen.items(): + now = datetime.now(tz=timezone.utc) + if now - time > timedelta(seconds=30): + logger.info(f"Manually removing node {node_id} due to inactivity") + await self.event_sender.send(NodeTimedOut(node_id=node_id)) + + await anyio.sleep(10) + async def _event_processor(self) -> None: with self.local_event_receiver as local_events: async for local_event in local_events: @@ -209,23 +231,9 @@ class Master: event._master_time_stamp = datetime.now(tz=timezone.utc) # pyright: ignore[reportPrivateUsage] - # TODO: SQL <- What does this mean? self._event_log.append(event) await self._send_event(indexed) - # TODO: This can be done in a better place. But for now, we use this to check if any running instances have been broken. - if isinstance(event, TopologyEdgeDeleted): - connected_node_ids = set( - [x.node_id for x in self.state.topology.list_nodes()] - ) - for instance_id, instance in self.state.instances.items(): - for node_id in instance.shard_assignments.node_to_runner: - if node_id not in connected_node_ids: - await self.event_sender.send( - InstanceDeleted(instance_id=instance_id) - ) - break - async def _loopback_processor(self) -> None: # this would ideally not be necessary. # this is WAY less hacky than how I was working around this before diff --git a/src/exo/master/tests/test_master.py b/src/exo/master/tests/test_master.py index a87abc34..948bcb1f 100644 --- a/src/exo/master/tests/test_master.py +++ b/src/exo/master/tests/test_master.py @@ -1,3 +1,4 @@ +from datetime import datetime, timezone from typing import Sequence import anyio @@ -84,6 +85,7 @@ async def test_master(): session=session_id, event=( NodePerformanceMeasured( + when=str(datetime.now(tz=timezone.utc)), node_id=node_id, node_profile=NodePerformanceProfile( model_id="maccy", diff --git a/src/exo/routing/router.py b/src/exo/routing/router.py index 21aece29..ac6073af 100644 --- a/src/exo/routing/router.py +++ b/src/exo/routing/router.py @@ -44,7 +44,7 @@ class TopicRouter[T: CamelCaseModel]: self.senders: set[Sender[T]] = set() send, recv = channel[T]() self.receiver: Receiver[T] = recv - self.temp_sender: Sender[T] | None = send + self._sender: Sender[T] = send self.networking_sender: Sender[tuple[str, bytes]] = networking_sender async def run(self): @@ -68,8 +68,7 @@ class TopicRouter[T: CamelCaseModel]: # Close all the things! for sender in self.senders: sender.close() - if self.temp_sender: - self.temp_sender.close() + self._sender.close() self.receiver.close() async def publish(self, item: T): @@ -89,6 +88,9 @@ class TopicRouter[T: CamelCaseModel]: async def publish_bytes(self, data: bytes): await self.publish(self.topic.deserialize(data)) + def new_sender(self) -> Sender[T]: + return self._sender.clone() + async def _send_out(self, item: T): logger.trace(f"TopicRouter {self.topic.topic} sending {item}") await self.networking_sender.send( @@ -126,16 +128,7 @@ class Router: # There's gotta be a way to do this without THIS many asserts assert router is not None assert router.topic == topic - send: Sender[T] | None = cast(Sender[T] | None, router.temp_sender) - if send: - router.temp_sender = None - return send - try: - sender = cast(Receiver[T], router.receiver).clone_sender() - except ClosedResourceError: - sender, router.receiver = cast( - tuple[Sender[T], Receiver[CamelCaseModel]], channel[T]() - ) + sender = cast(TopicRouter[T], router).new_sender() return sender def receiver[T: CamelCaseModel](self, topic: TypedTopic[T]) -> Receiver[T]: diff --git a/src/exo/shared/apply.py b/src/exo/shared/apply.py index 178d2c5f..9bb597cb 100644 --- a/src/exo/shared/apply.py +++ b/src/exo/shared/apply.py @@ -1,5 +1,6 @@ import copy from collections.abc import Mapping, Sequence +from datetime import datetime from loguru import logger @@ -14,6 +15,7 @@ from exo.shared.types.events import ( NodeDownloadProgress, NodeMemoryMeasured, NodePerformanceMeasured, + NodeTimedOut, RunnerDeleted, RunnerStatusUpdated, TaskAcknowledged, @@ -45,6 +47,10 @@ def event_apply(event: Event, state: State) -> State: return apply_instance_created(event, state) case InstanceDeleted(): return apply_instance_deleted(event, state) + case NodeCreated(): + return apply_topology_node_created(event, state) + case NodeTimedOut(): + return apply_node_timed_out(event, state) case NodePerformanceMeasured(): return apply_node_performance_measured(event, state) case NodeDownloadProgress(): @@ -63,8 +69,6 @@ def event_apply(event: Event, state: State) -> State: return apply_task_failed(event, state) case TaskStatusUpdated(): return apply_task_status_updated(event, state) - case NodeCreated(): - return apply_topology_node_created(event, state) case TopologyEdgeCreated(): return apply_topology_edge_created(event, state) case TopologyEdgeDeleted(): @@ -183,6 +187,24 @@ def apply_runner_deleted(event: RunnerDeleted, state: State) -> State: return state.model_copy(update={"runners": new_runners}) +def apply_node_timed_out(event: NodeTimedOut, state: State) -> State: + topology = copy.copy(state.topology) + state.topology.remove_node(event.node_id) + node_profiles = { + key: value for key, value in state.node_profiles.items() if key != event.node_id + } + last_seen = { + key: value for key, value in state.last_seen.items() if key != event.node_id + } + return state.model_copy( + update={ + "topology": topology, + "node_profiles": node_profiles, + "last_seen": last_seen, + } + ) + + def apply_node_performance_measured( event: NodePerformanceMeasured, state: State ) -> State: @@ -190,13 +212,23 @@ def apply_node_performance_measured( **state.node_profiles, event.node_id: event.node_profile, } + last_seen: Mapping[NodeId, datetime] = { + **state.last_seen, + event.node_id: datetime.fromisoformat(event.when), + } state = state.model_copy(update={"node_profiles": new_profiles}) topology = copy.copy(state.topology) # TODO: NodeCreated if not topology.contains_node(event.node_id): topology.add_node(NodeInfo(node_id=event.node_id)) topology.update_node_profile(event.node_id, event.node_profile) - return state.model_copy(update={"topology": topology}) + return state.model_copy( + update={ + "node_profiles": new_profiles, + "topology": topology, + "last_seen": last_seen, + } + ) def apply_node_memory_measured(event: NodeMemoryMeasured, state: State) -> State: @@ -224,12 +256,20 @@ def apply_node_memory_measured(event: NodeMemoryMeasured, state: State) -> State **state.node_profiles, event.node_id: created, } + last_seen: Mapping[NodeId, datetime] = { + **state.last_seen, + event.node_id: datetime.fromisoformat(event.when), + } if not topology.contains_node(event.node_id): topology.add_node(NodeInfo(node_id=event.node_id)) # TODO: NodeCreated topology.update_node_profile(event.node_id, created) return state.model_copy( - update={"node_profiles": created_profiles, "topology": topology} + update={ + "node_profiles": created_profiles, + "topology": topology, + "last_seen": last_seen, + } ) updated = existing.model_copy(update={"memory": event.memory}) diff --git a/src/exo/shared/election.py b/src/exo/shared/election.py index b4dc36b6..9d030d5e 100644 --- a/src/exo/shared/election.py +++ b/src/exo/shared/election.py @@ -44,7 +44,6 @@ class ElectionResult(CamelCaseModel): session_id: SessionId won_clock: int is_new_master: bool - historic_messages: list[ConnectionMessage] class Election: @@ -84,7 +83,6 @@ class Election: self._campaign_cancel_scope: CancelScope | None = None self._campaign_done: Event | None = None self._tg: TaskGroup | None = None - self._connection_messages: list[ConnectionMessage] = [] async def run(self): logger.info("Starting Election") @@ -121,7 +119,6 @@ class Election: won_clock=em.clock, session_id=em.proposed_session, is_new_master=is_new_master, - historic_messages=self._connection_messages, ) ) @@ -188,8 +185,6 @@ class Election: self._campaign, candidates, DEFAULT_ELECTION_TIMEOUT ) logger.debug("Campaign started") - self._connection_messages.append(first) - self._connection_messages.extend(rest) logger.debug("Connection message added") async def _command_counter(self) -> None: diff --git a/src/exo/shared/topology.py b/src/exo/shared/topology.py index 7413161f..46419d72 100644 --- a/src/exo/shared/topology.py +++ b/src/exo/shared/topology.py @@ -55,6 +55,22 @@ class Topology: and len(self._graph.neighbors(self._node_id_to_rx_id_map[node_id])) == 1 ) + def neighbours(self, node_id: NodeId) -> list[NodeId]: + return [ + self._rx_id_to_node_id_map[rx_id] + for rx_id in self._graph.neighbors(self._node_id_to_rx_id_map[node_id]) + ] + + def out_edges(self, node_id: NodeId) -> list[tuple[NodeId, Connection]]: + if node_id not in self._node_id_to_rx_id_map: + return [] + return [ + (self._rx_id_to_node_id_map[nid], conn) + for _, nid, conn in self._graph.out_edges( + self._node_id_to_rx_id_map[node_id] + ) + ] + def contains_node(self, node_id: NodeId) -> bool: return node_id in self._node_id_to_rx_id_map @@ -112,6 +128,16 @@ class Topology: return None def remove_node(self, node_id: NodeId) -> None: + if node_id not in self._node_id_to_rx_id_map: + return + + for connection in self.list_connections(): + if ( + connection.local_node_id == node_id + or connection.send_back_node_id == node_id + ): + self.remove_connection(connection) + rx_idx = self._node_id_to_rx_id_map[node_id] self._graph.remove_node(rx_idx) @@ -119,6 +145,8 @@ class Topology: del self._rx_id_to_node_id_map[rx_idx] def remove_connection(self, connection: Connection) -> None: + if connection not in self._edge_id_to_rx_id_map: + return rx_idx = self._edge_id_to_rx_id_map[connection] self._graph.remove_edge_from_index(rx_idx) del self._edge_id_to_rx_id_map[connection] diff --git a/src/exo/shared/types/commands.py b/src/exo/shared/types/commands.py index 1ea4027a..0a584ff5 100644 --- a/src/exo/shared/types/commands.py +++ b/src/exo/shared/types/commands.py @@ -16,10 +16,6 @@ class TestCommand(BaseCommand): __test__ = False -class KillCommand(BaseCommand): - pass - - class ChatCompletion(BaseCommand): request_params: ChatCompletionTaskParams @@ -45,7 +41,6 @@ class RequestEventLog(BaseCommand): Command = ( TestCommand - | KillCommand | RequestEventLog | ChatCompletion | CreateInstance diff --git a/src/exo/shared/types/events.py b/src/exo/shared/types/events.py index 7ad465d4..29b750ef 100644 --- a/src/exo/shared/types/events.py +++ b/src/exo/shared/types/events.py @@ -81,20 +81,26 @@ class NodeCreated(BaseEvent): node_id: NodeId +class NodeTimedOut(BaseEvent): + node_id: NodeId + + class NodePerformanceMeasured(BaseEvent): node_id: NodeId + when: str # this is a manually cast datetime overrode by the master when the event is indexed, rather than the local time on the device node_profile: NodePerformanceProfile -class NodeDownloadProgress(BaseEvent): - download_progress: DownloadProgress - - class NodeMemoryMeasured(BaseEvent): node_id: NodeId + when: str # this is a manually cast datetime overrode by the master when the event is indexed, rather than the local time on the device memory: MemoryPerformanceProfile +class NodeDownloadProgress(BaseEvent): + download_progress: DownloadProgress + + class ChunkGenerated(BaseEvent): command_id: CommandId chunk: GenerationChunk @@ -119,11 +125,12 @@ Event = ( | InstanceDeleted | RunnerStatusUpdated | RunnerDeleted + | NodeCreated + | NodeTimedOut | NodePerformanceMeasured | NodeMemoryMeasured | NodeDownloadProgress | ChunkGenerated - | NodeCreated | TopologyEdgeCreated | TopologyEdgeDeleted ) diff --git a/src/exo/shared/types/state.py b/src/exo/shared/types/state.py index efdb5bcb..58b14d2e 100644 --- a/src/exo/shared/types/state.py +++ b/src/exo/shared/types/state.py @@ -1,4 +1,5 @@ from collections.abc import Mapping, Sequence +from datetime import datetime from typing import Any, cast from pydantic import ConfigDict, Field, field_serializer, field_validator @@ -35,7 +36,8 @@ class State(CamelCaseModel): downloads: Mapping[NodeId, Sequence[DownloadProgress]] = {} tasks: Mapping[TaskId, Task] = {} node_profiles: Mapping[NodeId, NodePerformanceProfile] = {} - topology: Topology = Topology() + last_seen: Mapping[NodeId, datetime] = {} + topology: Topology = Field(default_factory=Topology) last_event_applied_idx: int = Field(default=-1, ge=-1) @field_serializer("topology", mode="plain") diff --git a/src/exo/worker/main.py b/src/exo/worker/main.py index 6028c2b4..a5c049dc 100644 --- a/src/exo/worker/main.py +++ b/src/exo/worker/main.py @@ -1,3 +1,4 @@ +from datetime import datetime, timezone from random import random import anyio @@ -50,7 +51,7 @@ from exo.worker.download.shard_downloader import RepoDownloadProgress, ShardDown from exo.worker.plan import plan from exo.worker.runner.runner_supervisor import RunnerSupervisor from exo.worker.utils import start_polling_memory_metrics, start_polling_node_metrics -from exo.worker.utils.net_profile import connect_all +from exo.worker.utils.net_profile import check_reachable class Worker: @@ -60,7 +61,6 @@ class Worker: session_id: SessionId, shard_downloader: ShardDownloader, *, - initial_connection_messages: list[ConnectionMessage], connection_message_receiver: Receiver[ConnectionMessage], global_event_receiver: Receiver[ForwarderEvent], local_event_sender: Sender[ForwarderEvent], @@ -80,7 +80,6 @@ class Worker: self.command_sender = command_sender self.connection_message_receiver = connection_message_receiver self.event_buffer = OrderedBuffer[Event]() - self._initial_connection_messages = initial_connection_messages self.out_for_delivery: dict[EventId, ForwarderEvent] = {} self.state: State = State() @@ -104,7 +103,9 @@ class Worker: ) -> None: await self.event_sender.send( NodePerformanceMeasured( - node_id=self.node_id, node_profile=node_performance_profile + node_id=self.node_id, + node_profile=node_performance_profile, + when=str(datetime.now(tz=timezone.utc)), ), ) @@ -112,7 +113,11 @@ class Worker: memory_profile: MemoryPerformanceProfile, ) -> None: await self.event_sender.send( - NodeMemoryMeasured(node_id=self.node_id, memory=memory_profile) + NodeMemoryMeasured( + node_id=self.node_id, + memory=memory_profile, + when=str(datetime.now(tz=timezone.utc)), + ) ) # END CLEANUP @@ -128,12 +133,6 @@ class Worker: tg.start_soon(self._event_applier) tg.start_soon(self._forward_events) tg.start_soon(self._poll_connection_updates) - # TODO: This is a little gross, but not too bad - for msg in self._initial_connection_messages: - await self.event_sender.send( - self._convert_connection_message_to_event(msg) - ) - self._initial_connection_messages = [] # Actual shutdown code - waits for all tasks to complete before executing. self.local_event_sender.close() @@ -143,9 +142,11 @@ class Worker: async def _event_applier(self): with self.global_event_receiver as events: - async for event in events: - self.event_buffer.ingest(event.origin_idx, event.event) - event_id = event.event.event_id + async for f_event in events: + if f_event.origin != self.session_id.master_node_id: + continue + self.event_buffer.ingest(f_event.origin_idx, f_event.event) + event_id = f_event.event.event_id if event_id in self.out_for_delivery: del self.out_for_delivery[event_id] @@ -167,15 +168,8 @@ class Worker: elif indexed_events and self._nack_cancel_scope: self._nack_cancel_scope.cancel() - flag = False for idx, event in indexed_events: self.state = apply(self.state, IndexedEvent(idx=idx, event=event)) - if event_relevant_to_worker(event, self): - flag = True - - # 3. If we've found a "relevant" event, run a plan -> op -> execute cycle. - if flag: - pass async def plan_step(self): while True: @@ -420,23 +414,28 @@ class Worker: while True: # TODO: EdgeDeleted edges = set(self.state.topology.list_connections()) - conns = await connect_all(self.state.topology) + conns = await check_reachable(self.state.topology) for nid in conns: for ip in conns[nid]: edge = Connection( local_node_id=self.node_id, send_back_node_id=nid, + # nonsense multiaddr send_back_multiaddr=Multiaddr(address=f"/ip4/{ip}/tcp/8000") if "." in ip + # nonsense multiaddr else Multiaddr(address=f"/ip6/{ip}/tcp/8000"), ) if edge not in edges: - logger.debug(f"manually discovered {edge=}") + logger.debug(f"ping discovered {edge=}") await self.event_sender.send(TopologyEdgeCreated(edge=edge)) + for nid, conn in self.state.topology.out_edges(self.node_id): + if ( + nid not in conns + or conn.send_back_multiaddr.ip_address not in conns.get(nid, set()) + ): + logger.debug(f"ping failed to discover {conn=}") + await self.event_sender.send(TopologyEdgeDeleted(edge=conn)) + await anyio.sleep(10) - - -def event_relevant_to_worker(event: Event, worker: Worker): - # TODO - return True diff --git a/src/exo/worker/utils/net_profile.py b/src/exo/worker/utils/net_profile.py index 923048b0..1c8c5fe4 100644 --- a/src/exo/worker/utils/net_profile.py +++ b/src/exo/worker/utils/net_profile.py @@ -27,7 +27,7 @@ async def check_reachability( out[target_node_id].add(target_ip) -async def connect_all(topology: Topology) -> dict[NodeId, set[str]]: +async def check_reachable(topology: Topology) -> dict[NodeId, set[str]]: reachable: dict[NodeId, set[str]] = {} async with create_task_group() as tg: for node in topology.list_nodes(): From 09593c5e85595af72ab10e76b105899cdaf7c8e1 Mon Sep 17 00:00:00 2001 From: Evan Quiney Date: Wed, 17 Dec 2025 12:22:22 +0000 Subject: [PATCH 224/224] backport the dashboard to staging --- .gitignore | 43 +- dashboard/index.html | 3343 ----------------- dashboard/package-lock.json | 3058 +++++++++++++++ dashboard/package.json | 33 + dashboard/src/app.css | 322 ++ dashboard/src/app.d.ts | 14 + dashboard/src/app.html | 14 + .../src/lib/components/ChatAttachments.svelte | 75 + dashboard/src/lib/components/ChatForm.svelte | 398 ++ .../src/lib/components/ChatMessages.svelte | 462 +++ .../src/lib/components/ChatSidebar.svelte | 430 +++ dashboard/src/lib/components/HeaderNav.svelte | 57 + dashboard/src/lib/components/ModelCard.svelte | 660 ++++ .../src/lib/components/TopologyGraph.svelte | 971 +++++ dashboard/src/lib/components/index.ts | 7 + dashboard/src/lib/stores/app.svelte.ts | 1395 +++++++ dashboard/src/lib/types/files.ts | 169 + dashboard/src/routes/+layout.svelte | 15 + dashboard/src/routes/+page.svelte | 1840 +++++++++ dashboard/src/routes/downloads/+page.svelte | 441 +++ dashboard/static/exo-logo.png | Bin 0 -> 1655 bytes dashboard/static/favicon.ico | Bin 0 -> 4286 bytes dashboard/svelte.config.js | 28 + dashboard/tsconfig.json | 15 + dashboard/vite.config.ts | 16 + flake.nix | 4 +- justfile | 12 + src/exo/master/api.py | 228 +- src/exo/master/main.py | 21 +- src/exo/master/placement.py | 21 +- src/exo/master/tests/test_master.py | 4 +- src/exo/master/tests/test_placement.py | 32 +- src/exo/shared/models/model_cards.py | 303 +- src/exo/shared/types/api.py | 38 +- src/exo/shared/types/commands.py | 9 +- src/exo/shared/types/memory.py | 5 + src/exo/utils/dashboard_path.py | 45 + 37 files changed, 10984 insertions(+), 3544 deletions(-) delete mode 100644 dashboard/index.html create mode 100644 dashboard/package-lock.json create mode 100644 dashboard/package.json create mode 100644 dashboard/src/app.css create mode 100644 dashboard/src/app.d.ts create mode 100644 dashboard/src/app.html create mode 100644 dashboard/src/lib/components/ChatAttachments.svelte create mode 100644 dashboard/src/lib/components/ChatForm.svelte create mode 100644 dashboard/src/lib/components/ChatMessages.svelte create mode 100644 dashboard/src/lib/components/ChatSidebar.svelte create mode 100644 dashboard/src/lib/components/HeaderNav.svelte create mode 100644 dashboard/src/lib/components/ModelCard.svelte create mode 100644 dashboard/src/lib/components/TopologyGraph.svelte create mode 100644 dashboard/src/lib/components/index.ts create mode 100644 dashboard/src/lib/stores/app.svelte.ts create mode 100644 dashboard/src/lib/types/files.ts create mode 100644 dashboard/src/routes/+layout.svelte create mode 100644 dashboard/src/routes/+page.svelte create mode 100644 dashboard/src/routes/downloads/+page.svelte create mode 100644 dashboard/static/exo-logo.png create mode 100644 dashboard/static/favicon.ico create mode 100644 dashboard/svelte.config.js create mode 100644 dashboard/tsconfig.json create mode 100644 dashboard/vite.config.ts create mode 100644 src/exo/utils/dashboard_path.py diff --git a/.gitignore b/.gitignore index feae4364..befc8b3b 100644 --- a/.gitignore +++ b/.gitignore @@ -1,31 +1,24 @@ -*/__pycache__ -__pycache__ -*.so - -hosts.json -hosts*.json -nodes.json - -# hide direnv stuff -.direnv/ - -build/ -dist/ - -*.xcuserstate -.DS_Store -*/.DS_Store - -# for the gitingest enthusiasts +# gitingest digest.txt -# Rust +# python +**/__pycache__ + +# nix +.direnv/ + + +# xcode / macos +*.xcuserstate +**/.DS_Store + + +# rust target/ -## These are backup files generated by rustfmt **/*.rs.bk -## MSVC Windows builds of rustc generate these, which store debugging information *.pdb -## Generated by cargo mutants -## Contains mutation testing data -**/mutants.out*/ +# svelte +dashboard/build/ +dashboard/node_modules/ +dashboard/.svelte-kit/ diff --git a/dashboard/index.html b/dashboard/index.html deleted file mode 100644 index 896b79a9..00000000 --- a/dashboard/index.html +++ /dev/null @@ -1,3343 +0,0 @@ - - - - - - EXO - - - - - - - - - -
-
- -
-
-

EXO logo

-

Fetching data...

-
-
- -
-
- - - - -
- × -

Node Details

-
-
- -
-
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+ "preview": "vite preview", + "prepare": "svelte-kit sync || echo ''", + "check": "svelte-kit sync && svelte-check --tsconfig ./tsconfig.json" + }, + "devDependencies": { + "@sveltejs/adapter-static": "^3.0.10", + "@sveltejs/kit": "^2.48.4", + "@sveltejs/vite-plugin-svelte": "^5.0.0", + "@tailwindcss/vite": "^4.0.0", + "@types/d3": "^7.4.3", + "@types/node": "^22", + "d3": "^7.9.0", + "svelte": "^5.0.0", + "svelte-check": "^4.0.0", + "tailwindcss": "^4.0.0", + "tw-animate-css": "^1.3.5", + "typescript": "^5.0.0", + "vite": "^6.0.0" + }, + "dependencies": { + "highlight.js": "^11.11.1", + "mode-watcher": "^1.1.0" + } +} + diff --git a/dashboard/src/app.css b/dashboard/src/app.css new file mode 100644 index 00000000..fc532578 --- /dev/null +++ b/dashboard/src/app.css @@ -0,0 +1,322 @@ +@import 'tailwindcss'; +@import 'tw-animate-css'; + +@custom-variant dark (&:is(.dark *)); + +:root { + /* EXO Brand Colors - Command Center Theme (neutral dark greys) */ + --exo-black: oklch(0.12 0 0); + --exo-dark-gray: oklch(0.16 0 0); + --exo-medium-gray: oklch(0.22 0 0); + --exo-light-gray: oklch(0.6 0 0); + --exo-yellow: oklch(0.85 0.18 85); + --exo-yellow-darker: oklch(0.7 0.16 85); + --exo-yellow-glow: oklch(0.9 0.2 85); + + /* Gotham-inspired accent colors */ + --exo-grid: oklch(0.25 0 0); + --exo-scanline: oklch(0.15 0 0); + --exo-glow-yellow: 0 0 20px oklch(0.85 0.18 85 / 0.3); + --exo-glow-yellow-strong: 0 0 40px oklch(0.85 0.18 85 / 0.5); + + /* Theme Variables */ + --radius: 0.375rem; + --background: var(--exo-black); + --foreground: oklch(0.9 0 0); + --card: var(--exo-dark-gray); + --card-foreground: oklch(0.9 0 0); + --popover: var(--exo-dark-gray); + --popover-foreground: oklch(0.9 0 0); + --primary: var(--exo-yellow); + --primary-foreground: var(--exo-black); + --secondary: var(--exo-medium-gray); + --secondary-foreground: oklch(0.9 0 0); + --muted: var(--exo-medium-gray); + --muted-foreground: var(--exo-light-gray); + --accent: var(--exo-medium-gray); + --accent-foreground: oklch(0.9 0 0); + --destructive: oklch(0.6 0.25 25); + --border: oklch(0.22 0 0); + --input: oklch(0.22 0 0); + --ring: var(--exo-yellow); +} + +@theme inline { + --radius-sm: calc(var(--radius) - 2px); + --radius-md: var(--radius); + --radius-lg: calc(var(--radius) + 2px); + --radius-xl: calc(var(--radius) + 4px); + --color-background: var(--background); + --color-foreground: var(--foreground); + --color-card: var(--card); + --color-card-foreground: var(--card-foreground); + --color-popover: var(--popover); + --color-popover-foreground: var(--popover-foreground); + --color-primary: var(--primary); + --color-primary-foreground: var(--primary-foreground); + --color-secondary: var(--secondary); + --color-secondary-foreground: var(--secondary-foreground); + --color-muted: var(--muted); + --color-muted-foreground: var(--muted-foreground); + --color-accent: var(--accent); + --color-accent-foreground: var(--accent-foreground); + --color-destructive: var(--destructive); + --color-border: var(--border); + --color-input: var(--input); + --color-ring: var(--ring); + + /* Custom EXO colors */ + --color-exo-yellow: var(--exo-yellow); + --color-exo-yellow-darker: var(--exo-yellow-darker); + --color-exo-black: var(--exo-black); + --color-exo-dark-gray: var(--exo-dark-gray); + --color-exo-medium-gray: var(--exo-medium-gray); + --color-exo-light-gray: var(--exo-light-gray); +} + +@layer base { + * { + @apply border-border outline-ring/50; + } + html, body { + @apply bg-background text-foreground; + font-family: 'SF Mono', 'Fira Code', 'Monaco', 'Consolas', 'Liberation Mono', monospace; + letter-spacing: 0.02em; + } +} + +@layer utilities { + .scrollbar-hide { + &::-webkit-scrollbar { + display: none; + } + -ms-overflow-style: none; + scrollbar-width: none; + } + + /* CRT Scanline effect */ + .scanlines { + position: relative; + &::before { + content: ''; + position: absolute; + inset: 0; + background: repeating-linear-gradient( + 0deg, + transparent, + transparent 2px, + oklch(0 0 0 / 0.03) 2px, + oklch(0 0 0 / 0.03) 4px + ); + pointer-events: none; + z-index: 100; + } + } + + /* Command panel styling */ + .command-panel { + background: linear-gradient( + 180deg, + oklch(0.16 0 0 / 0.95) 0%, + oklch(0.12 0 0 / 0.98) 100% + ); + border: 1px solid oklch(0.25 0 0); + box-shadow: + inset 0 1px 0 oklch(1 0 0 / 0.03), + 0 4px 20px oklch(0 0 0 / 0.5); + } + + /* Glow text */ + .glow-text { + text-shadow: + 0 0 10px oklch(0.85 0.18 85 / 0.5), + 0 0 20px oklch(0.85 0.18 85 / 0.3), + 0 0 40px oklch(0.85 0.18 85 / 0.1); + } + + /* Status indicator pulse */ + .status-pulse { + animation: statusPulse 2s ease-in-out infinite; + } + + /* Grid background */ + .grid-bg { + background-image: + linear-gradient(oklch(0.2 0 0 / 0.3) 1px, transparent 1px), + linear-gradient(90deg, oklch(0.2 0 0 / 0.3) 1px, transparent 1px); + background-size: 40px 40px; + } +} + +/* Animations */ +@keyframes flowAnimation { + from { + stroke-dashoffset: 0; + } + to { + stroke-dashoffset: -16; + } +} + +@keyframes statusPulse { + 0%, 100% { + opacity: 1; + } + 50% { + opacity: 0.5; + } +} + +@keyframes radarSweep { + from { + transform: rotate(0deg); + } + to { + transform: rotate(360deg); + } +} + +@keyframes glowPulse { + 0%, 100% { + box-shadow: 0 0 5px oklch(0.85 0.18 85 / 0.3), 0 0 10px oklch(0.85 0.18 85 / 0.1); + } + 50% { + box-shadow: 0 0 15px oklch(0.85 0.18 85 / 0.5), 0 0 30px oklch(0.85 0.18 85 / 0.2); + } +} + +@keyframes dataPulse { + 0%, 100% { + opacity: 0.6; + } + 50% { + opacity: 1; + } +} + +.graph-link { + stroke: oklch(0.85 0.18 85 / 0.4); + stroke-width: 1.5px; + stroke-dasharray: 8, 8; + animation: flowAnimation 1s linear infinite; + filter: drop-shadow(0 0 3px oklch(0.85 0.18 85 / 0.5)); +} + +.graph-link-active { + stroke: oklch(0.85 0.18 85 / 0.8); + stroke-width: 2px; + filter: drop-shadow(0 0 6px oklch(0.85 0.18 85 / 0.8)); +} + +/* CRT Screen effect for topology */ +.crt-screen { + position: relative; + border-radius: 50%; + background: radial-gradient( + ellipse at center, + oklch(0.16 0 0) 0%, + oklch(0.12 0 0) 50%, + oklch(0.09 0 0) 100% + ); + box-shadow: + inset 0 0 100px oklch(0 0 0 / 0.5), + 0 0 50px oklch(0.85 0.18 85 / 0.1); +} + +/* Data readout styling */ +.data-readout { + font-family: 'SF Mono', 'Fira Code', monospace; + font-size: 11px; + letter-spacing: 0.05em; + text-transform: uppercase; +} + +/* Terminal cursor blink */ +.cursor-blink { + animation: cursorBlink 1s step-end infinite; +} + +@keyframes cursorBlink { + 0%, 100% { opacity: 1; } + 50% { opacity: 0; } +} + +/* Custom scrollbar for command center */ +::-webkit-scrollbar { + width: 6px; + height: 6px; +} + +::-webkit-scrollbar-track { + background: oklch(0.1 0 0); +} + +::-webkit-scrollbar-thumb { + background: oklch(0.3 0 0); + border-radius: 3px; +} + +::-webkit-scrollbar-thumb:hover { + background: oklch(0.85 0.18 85 / 0.5); +} + +/* Remove focus outline/border for inputs */ +input:focus, textarea:focus { + outline: none; + box-shadow: none; +} + +/* Shooting Stars Animation */ +.shooting-stars { + position: fixed; + inset: 0; + overflow: hidden; + pointer-events: none; + z-index: 0; +} + +.shooting-star { + position: absolute; + width: 3px; + height: 3px; + background: oklch(0.85 0.18 85 / 1); + border-radius: 50%; + box-shadow: 0 0 6px oklch(0.85 0.18 85 / 0.8); + animation: shootingStar var(--duration, 3s) linear infinite; + animation-delay: var(--delay, 0s); + opacity: 0; +} + +.shooting-star::before { + content: ''; + position: absolute; + width: 80px; + height: 2px; + background: linear-gradient(90deg, oklch(0.85 0.18 85 / 0), oklch(0.85 0.18 85 / 0.6)); + transform: rotate(45deg); + transform-origin: right center; + top: 0; + right: 2px; +} + +@keyframes shootingStar { + 0% { + opacity: 0; + transform: translate(0, 0); + } + 0.5% { + opacity: 1; + } + 2.5% { + opacity: 0.8; + transform: translate(300px, 300px); + } + 3.5% { + opacity: 0; + transform: translate(400px, 400px); + } + 100% { + opacity: 0; + transform: translate(400px, 400px); + } +} diff --git a/dashboard/src/app.d.ts b/dashboard/src/app.d.ts new file mode 100644 index 00000000..b111beb0 --- /dev/null +++ b/dashboard/src/app.d.ts @@ -0,0 +1,14 @@ +// See https://svelte.dev/docs/kit/types#app.d.ts +// for information about these interfaces +declare global { + namespace App { + // interface Error {} + // interface Locals {} + // interface PageData {} + // interface PageState {} + // interface Platform {} + } +} + +export {}; + diff --git a/dashboard/src/app.html b/dashboard/src/app.html new file mode 100644 index 00000000..a974a968 --- /dev/null +++ b/dashboard/src/app.html @@ -0,0 +1,14 @@ + + + + + + + EXO + %sveltekit.head% + + +
%sveltekit.body%
+ + + diff --git a/dashboard/src/lib/components/ChatAttachments.svelte b/dashboard/src/lib/components/ChatAttachments.svelte new file mode 100644 index 00000000..f56e23e3 --- /dev/null +++ b/dashboard/src/lib/components/ChatAttachments.svelte @@ -0,0 +1,75 @@ + + +{#if files.length > 0} +
+ {#each files as file (file.id)} +
+ + {#if file.preview && getFileCategory(file.type, file.name) === 'image'} + {file.name} + {:else} + {getFileIcon(file)} + {/if} + + +
+ + {truncateName(file.name)} + + + {formatFileSize(file.size)} + +
+ + + {#if !readonly && onRemove} + + {/if} +
+ {/each} +
+{/if} + diff --git a/dashboard/src/lib/components/ChatForm.svelte b/dashboard/src/lib/components/ChatForm.svelte new file mode 100644 index 00000000..95d023c3 --- /dev/null +++ b/dashboard/src/lib/components/ChatForm.svelte @@ -0,0 +1,398 @@ + + + + + +
{ e.preventDefault(); handleSubmit(); }} + class="w-full {className}" + ondragover={handleDragOver} + ondragleave={handleDragLeave} + ondrop={handleDrop} +> +
+ +
+ + + {#if isDragOver} +
+
+ DROP FILES HERE +
+
+ {/if} + + + {#if showModelSelector && availableModels().length > 0} +
+
+ MODEL: + +
+ +
+ + + +
+
+ + {#if isModelDropdownOpen} + + + + +
+
+ {#each availableModels() as model} + + {/each} +
+
+ {/if} +
+ + {#if currentTtft !== null || currentTps !== null} +
+ {#if currentTtft !== null} + + TTFT {currentTtft.toFixed(1)}ms + + {/if} + {#if currentTps !== null} + + TPS {currentTps.toFixed(1)} tok/s + ({(1000 / currentTps).toFixed(1)} ms/tok) + + {/if} +
+ {/if} +
+ {/if} + + + {#if uploadedFiles.length > 0} +
+ +
+ {/if} + + +
+ + + + + ▶ + + + + +
+ + +
+
+ + {#if showHelperText} +

+ ENTER + TO SEND + | + SHIFT+ENTER + NEW LINE + | + DRAG & DROP OR PASTE FILES +

+ {/if} +
diff --git a/dashboard/src/lib/components/ChatMessages.svelte b/dashboard/src/lib/components/ChatMessages.svelte new file mode 100644 index 00000000..baaf43f7 --- /dev/null +++ b/dashboard/src/lib/components/ChatMessages.svelte @@ -0,0 +1,462 @@ + + +
+ {#each messageList as message (message.id)} +
+
+ {#if message.role === 'assistant'} + +
+
+ EXO + {formatTimestamp(message.timestamp)} + {#if message.ttftMs || message.tps} + + {#if message.ttftMs}TTFT {message.ttftMs.toFixed(0)}ms{/if}{#if message.ttftMs && message.tps}•{/if}{#if message.tps}{message.tps.toFixed(1)} tok/s{/if} + + {/if} +
+ {:else} + +
+ {formatTimestamp(message.timestamp)} + QUERY +
+
+ {/if} + + {#if deleteConfirmId === message.id} + +
+

Delete this message{message.role === 'user' ? ' and all responses after it' : ''}?

+
+ + +
+
+ {:else if editingMessageId === message.id} + +
+ +
+ + +
+
+ {:else} +
+ + {#if message.role === 'user'} + +
+ + {#if message.attachments && message.attachments.length > 0} +
+ {#each message.attachments as attachment} +
+ {#if attachment.type === 'image' && attachment.preview} + {attachment.name} + {:else} + {getAttachmentIcon(attachment)} + {/if} + {truncateName(attachment.name)} +
+ {/each} +
+ {/if} + + {#if message.content} +
+ {message.content} +
+ {/if} +
+ {:else} + +
+ {#if message.thinking && message.thinking.trim().length > 0} +
+ + {#if isThinkingExpanded(message.id)} +
+ {message.thinking.trim()} +
+ {/if} +
+ {/if} +
+ {message.content || (loading ? response : '')} + {#if loading && !message.content} + + {/if} +
+
+ {/if} +
+ + +
+ + + + + {#if message.role === 'user'} + + {/if} + + + {#if message.role === 'assistant' && isLastAssistantMessage(message.id) && !loading} + + {/if} + + + +
+ {/if} +
+
+ {/each} + + {#if messageList.length === 0} +
+
+
+
+
+
+

AWAITING INPUT

+

ENTER A QUERY TO BEGIN

+
+ {/if} + + +
+
diff --git a/dashboard/src/lib/components/ChatSidebar.svelte b/dashboard/src/lib/components/ChatSidebar.svelte new file mode 100644 index 00000000..87e06059 --- /dev/null +++ b/dashboard/src/lib/components/ChatSidebar.svelte @@ -0,0 +1,430 @@ + + + + diff --git a/dashboard/src/lib/components/HeaderNav.svelte b/dashboard/src/lib/components/HeaderNav.svelte new file mode 100644 index 00000000..4ec770d6 --- /dev/null +++ b/dashboard/src/lib/components/HeaderNav.svelte @@ -0,0 +1,57 @@ + + +
+ + + + +
+ {#if showHome} + + {/if} + + + + + + + Downloads + +
+
diff --git a/dashboard/src/lib/components/ModelCard.svelte b/dashboard/src/lib/components/ModelCard.svelte new file mode 100644 index 00000000..ee5f07ab --- /dev/null +++ b/dashboard/src/lib/components/ModelCard.svelte @@ -0,0 +1,660 @@ + + +
+ +
+
+
+
+ +
+ +
+
+
+
+ {model.name || model.id} +
+ {#if huggingFaceModelId} + + + + + + + + {/if} + {#if tags.length > 0} +
+ {#each tags as tag} + + {tag} + + {/each} +
+ {/if} +
+ {#if model.name && model.name !== model.id} +
+ {model.id} +
+ {/if} +
+
+
+ {estimatedMemory}GB +
+
+
+ + +
+ + {sharding} + + + {runtime === 'MlxRing' ? 'MLX Ring' : runtime === 'MlxIbv' || runtime === 'MlxJaccl' ? 'MLX RDMA' : runtime} + +
+ + + {#if placementPreview().nodes.length > 0} + {@const preview = placementPreview()} +
+ +
+ + + + + + + + + + + + + + + + + + + + + {#if preview.nodes.length > 1} + {#each preview.nodes as node, i} + {#each preview.nodes.slice(i + 1) as node2} + + {/each} + {/each} + {/if} + + {#each preview.nodes as node} + + + {#if node.deviceType === 'macbook'} + + + + + + + + + + {#if node.modelUsageGB > 0 && node.isUsed} + + {/if} + + + + {:else if node.deviceType === 'studio'} + + + + + + + + + {#if node.modelUsageGB > 0 && node.isUsed} + + {/if} + + {:else if node.deviceType === 'mini'} + + + + + + + + + {#if node.modelUsageGB > 0 && node.isUsed} + + {/if} + + {:else} + + + + + {/if} + + + 90 ? '#f87171' : '#FFD700') : '#4B5563'} + > + {node.newPercent.toFixed(0)}% + + + {/each} + +
+ {/if} + + + +
+
+ + diff --git a/dashboard/src/lib/components/TopologyGraph.svelte b/dashboard/src/lib/components/TopologyGraph.svelte new file mode 100644 index 00000000..e45ca080 --- /dev/null +++ b/dashboard/src/lib/components/TopologyGraph.svelte @@ -0,0 +1,971 @@ + + + + + diff --git a/dashboard/src/lib/components/index.ts b/dashboard/src/lib/components/index.ts new file mode 100644 index 00000000..bd750839 --- /dev/null +++ b/dashboard/src/lib/components/index.ts @@ -0,0 +1,7 @@ +export { default as TopologyGraph } from './TopologyGraph.svelte'; +export { default as ChatForm } from './ChatForm.svelte'; +export { default as ChatMessages } from './ChatMessages.svelte'; +export { default as ChatAttachments } from './ChatAttachments.svelte'; +export { default as ChatSidebar } from './ChatSidebar.svelte'; +export { default as ModelCard } from './ModelCard.svelte'; + diff --git a/dashboard/src/lib/stores/app.svelte.ts b/dashboard/src/lib/stores/app.svelte.ts new file mode 100644 index 00000000..ffeb1aa1 --- /dev/null +++ b/dashboard/src/lib/stores/app.svelte.ts @@ -0,0 +1,1395 @@ +/** + * AppStore - Central state management for the EXO dashboard + * + * Manages: + * - Chat state (whether a conversation has started) + * - Topology data from the EXO server + * - UI state for the topology/chat transition + */ + +import { browser } from '$app/environment'; + +// UUID generation fallback for browsers without crypto.randomUUID +function generateUUID(): string { + if (typeof crypto !== 'undefined' && typeof crypto.randomUUID === 'function') { + return crypto.randomUUID(); + } + // Fallback implementation + return 'xxxxxxxx-xxxx-4xxx-yxxx-xxxxxxxxxxxx'.replace(/[xy]/g, (c) => { + const r = Math.random() * 16 | 0; + const v = c === 'x' ? r : (r & 0x3 | 0x8); + return v.toString(16); + }); +} + +export interface NodeInfo { + system_info?: { + model_id?: string; + chip?: string; + memory?: number; + }; + network_interfaces?: Array<{ + name?: string; + addresses?: string[]; + }>; + ip_to_interface?: Record; + macmon_info?: { + memory?: { + ram_usage: number; + ram_total: number; + }; + temp?: { + gpu_temp_avg: number; + }; + gpu_usage?: [number, number]; + sys_power?: number; + }; + last_macmon_update: number; + friendly_name?: string; +} + +export interface TopologyEdge { + source: string; + target: string; + sendBackIp?: string; + sendBackInterface?: string; +} + +export interface TopologyData { + nodes: Record; + edges: TopologyEdge[]; +} + +export interface Instance { + shardAssignments?: { + modelId?: string; + runnerToShard?: Record; + nodeToRunner?: Record; + }; +} + +interface RawNodeProfile { + modelId?: string; + chipId?: string; + friendlyName?: string; + networkInterfaces?: Array<{ + name?: string; + ipAddress?: string; + addresses?: Array<{ address?: string } | string>; + ipv4?: string; + ipv6?: string; + ipAddresses?: string[]; + ips?: string[]; + }>; + memory?: { + ramTotal?: { inBytes: number }; + ramAvailable?: { inBytes: number }; + swapTotal?: { inBytes: number }; + swapAvailable?: { inBytes: number }; + }; + system?: { + gpuUsage?: number; + temp?: number; + sysPower?: number; + }; +} + +interface RawTopologyNode { + nodeId: string; + nodeProfile: RawNodeProfile; +} + +interface RawTopologyConnection { + localNodeId: string; + sendBackNodeId: string; + sendBackMultiaddr?: { multiaddr?: string; address?: string; ip_address?: string } | string; +} + +interface RawTopology { + nodes: RawTopologyNode[]; + connections?: RawTopologyConnection[]; +} + +type RawNodeProfiles = Record; + +export interface DownloadProgress { + totalBytes: number; + downloadedBytes: number; + speed: number; + etaMs: number; + percentage: number; + completedFiles: number; + totalFiles: number; + files: Array<{ + name: string; + totalBytes: number; + downloadedBytes: number; + speed: number; + etaMs: number; + percentage: number; + }>; +} + +export interface ModelDownloadStatus { + isDownloading: boolean; + progress: DownloadProgress | null; + nodeDetails: Array<{ + nodeId: string; + nodeName: string; + progress: DownloadProgress; + }>; +} + +// Placement preview from the API +export interface PlacementPreview { + model_id: string; + sharding: 'Pipeline' | 'Tensor'; + instance_meta: 'MlxRing' | 'MlxIbv' | 'MlxJaccl'; + instance: unknown | null; + memory_delta_by_node: Record | null; + error: string | null; +} + +export interface PlacementPreviewResponse { + previews: PlacementPreview[]; +} + +interface RawStateResponse { + topology?: RawTopology; + instances?: Record; + runners?: Record; + downloads?: Record; + nodeProfiles?: RawNodeProfiles; +} + +export interface MessageAttachment { + type: 'image' | 'text' | 'file'; + name: string; + content?: string; + preview?: string; + mimeType?: string; +} + +export interface Message { + id: string; + role: 'user' | 'assistant' | 'system'; + content: string; + timestamp: number; + thinking?: string; + attachments?: MessageAttachment[]; + ttftMs?: number; // Time to first token in ms (for assistant messages) + tps?: number; // Tokens per second (for assistant messages) +} + +export interface Conversation { + id: string; + name: string; + messages: Message[]; + createdAt: number; + updatedAt: number; + modelId: string | null; + sharding: string | null; + instanceType: string | null; +} + +const STORAGE_KEY = 'exo-conversations'; + +function transformTopology(raw: RawTopology, profiles?: RawNodeProfiles): TopologyData { + const nodes: Record = {}; + const edges: TopologyEdge[] = []; + + for (const node of raw.nodes || []) { + const mergedProfile = profiles?.[node.nodeId]; + const profile = { ...(node.nodeProfile ?? {}), ...(mergedProfile ?? {}) }; + const ramTotal = profile?.memory?.ramTotal?.inBytes ?? 0; + const ramAvailable = profile?.memory?.ramAvailable?.inBytes ?? 0; + const ramUsage = Math.max(ramTotal - ramAvailable, 0); + + const networkInterfaces = (profile?.networkInterfaces || []).map((iface) => { + const addresses: string[] = []; + if (iface.ipAddress && typeof iface.ipAddress === 'string') { + addresses.push(iface.ipAddress); + } + if (Array.isArray(iface.addresses)) { + for (const addr of iface.addresses) { + if (typeof addr === 'string') addresses.push(addr); + else if (addr && typeof addr === 'object' && addr.address) addresses.push(addr.address); + } + } + if (Array.isArray(iface.ipAddresses)) { + addresses.push(...iface.ipAddresses.filter((a): a is string => typeof a === 'string')); + } + if (Array.isArray(iface.ips)) { + addresses.push(...iface.ips.filter((a): a is string => typeof a === 'string')); + } + if (iface.ipv4 && typeof iface.ipv4 === 'string') addresses.push(iface.ipv4); + if (iface.ipv6 && typeof iface.ipv6 === 'string') addresses.push(iface.ipv6); + + return { + name: iface.name, + addresses: Array.from(new Set(addresses)) + }; + }); + + const ipToInterface: Record = {}; + for (const iface of networkInterfaces) { + for (const addr of iface.addresses || []) { + ipToInterface[addr] = iface.name ?? ''; + } + } + + nodes[node.nodeId] = { + system_info: { + model_id: profile?.modelId ?? 'Unknown', + chip: profile?.chipId, + memory: ramTotal + }, + network_interfaces: networkInterfaces, + ip_to_interface: ipToInterface, + macmon_info: { + memory: { + ram_usage: ramUsage, + ram_total: ramTotal + }, + temp: profile?.system?.temp !== undefined ? { gpu_temp_avg: profile.system.temp } : undefined, + gpu_usage: profile?.system?.gpuUsage !== undefined ? [0, profile.system.gpuUsage] : undefined, + sys_power: profile?.system?.sysPower + }, + last_macmon_update: Date.now() / 1000, + friendly_name: profile?.friendlyName + }; + } + + for (const conn of raw.connections || []) { + if (!conn.localNodeId || !conn.sendBackNodeId) continue; + if (conn.localNodeId === conn.sendBackNodeId) continue; + if (!nodes[conn.localNodeId] || !nodes[conn.sendBackNodeId]) continue; + + let sendBackIp: string | undefined; + if (conn.sendBackMultiaddr) { + const multi = conn.sendBackMultiaddr; + if (typeof multi === 'string') { + sendBackIp = extractIpFromMultiaddr(multi); + } else { + sendBackIp = multi.ip_address || extractIpFromMultiaddr(multi.multiaddr) || extractIpFromMultiaddr(multi.address); + } + } + + edges.push({ + source: conn.localNodeId, + target: conn.sendBackNodeId, + sendBackIp + }); + } + + return { nodes, edges }; +} + +function extractIpFromMultiaddr(ma?: string): string | undefined { + if (!ma) return undefined; + const parts = ma.split('/'); + const ip4Idx = parts.indexOf('ip4'); + const ip6Idx = parts.indexOf('ip6'); + const idx = ip4Idx >= 0 ? ip4Idx : ip6Idx; + if (idx >= 0 && parts.length > idx + 1) { + return parts[idx + 1]; + } + return undefined; +} + +class AppStore { + // Conversation state + conversations = $state([]); + activeConversationId = $state(null); + + // Chat state + hasStartedChat = $state(false); + messages = $state([]); + currentResponse = $state(''); + isLoading = $state(false); + + // Performance metrics + ttftMs = $state(null); // Time to first token in ms + tps = $state(null); // Tokens per second + totalTokens = $state(0); // Total tokens in current response + + // Topology state + topologyData = $state(null); + instances = $state>({}); + runners = $state>({}); + downloads = $state>({}); + placementPreviews = $state([]); + selectedPreviewModelId = $state(null); + isLoadingPreviews = $state(false); + lastUpdate = $state(null); + + // UI state + isTopologyMinimized = $state(false); + isSidebarOpen = $state(false); // Hidden by default, shown when in chat mode + debugMode = $state(false); + + private fetchInterval: ReturnType | null = null; + private previewsInterval: ReturnType | null = null; + private lastConversationPersistTs = 0; + + constructor() { + if (browser) { + this.startPolling(); + this.loadConversationsFromStorage(); + this.loadDebugModeFromStorage(); + } + } + + /** + * Load conversations from localStorage + */ + private loadConversationsFromStorage() { + try { + const stored = localStorage.getItem(STORAGE_KEY); + if (stored) { + const parsed = JSON.parse(stored) as Array>; + this.conversations = parsed.map((conversation) => ({ + id: conversation.id ?? generateUUID(), + name: conversation.name ?? 'Chat', + messages: conversation.messages ?? [], + createdAt: conversation.createdAt ?? Date.now(), + updatedAt: conversation.updatedAt ?? Date.now(), + modelId: conversation.modelId ?? null, + sharding: conversation.sharding ?? null, + instanceType: conversation.instanceType ?? null + })); + } + } catch (error) { + console.error('Failed to load conversations:', error); + } + } + + /** + * Save conversations to localStorage + */ + private saveConversationsToStorage() { + try { + localStorage.setItem(STORAGE_KEY, JSON.stringify(this.conversations)); + } catch (error) { + console.error('Failed to save conversations:', error); + } + } + + private loadDebugModeFromStorage() { + try { + const stored = localStorage.getItem('exo-debug-mode'); + if (stored !== null) { + this.debugMode = stored === 'true'; + } + } catch (error) { + console.error('Failed to load debug mode:', error); + } + } + + private saveDebugModeToStorage() { + try { + localStorage.setItem('exo-debug-mode', this.debugMode ? 'true' : 'false'); + } catch (error) { + console.error('Failed to save debug mode:', error); + } + } + + /** + * Create a new conversation + */ + createConversation(name?: string): string { + const id = generateUUID(); + const now = Date.now(); + + // Try to derive model and strategy immediately from selected model or running instances + let derivedModelId = this.selectedChatModel || null; + let derivedInstanceType: string | null = null; + let derivedSharding: string | null = null; + + // If no selected model, fall back to the first running instance + if (!derivedModelId) { + const firstInstance = Object.values(this.instances)[0]; + if (firstInstance) { + const candidateModel = this.extractInstanceModelId(firstInstance); + derivedModelId = candidateModel ?? null; + const details = this.describeInstance(firstInstance); + derivedInstanceType = details.instanceType; + derivedSharding = details.sharding; + } + } else { + // If selected model is set, attempt to get its details from instances + for (const [, instanceWrapper] of Object.entries(this.instances)) { + const candidateModelId = this.extractInstanceModelId(instanceWrapper); + if (candidateModelId === derivedModelId) { + const details = this.describeInstance(instanceWrapper); + derivedInstanceType = details.instanceType; + derivedSharding = details.sharding; + break; + } + } + } + + const conversation: Conversation = { + id, + name: name || `Chat ${new Date(now).toLocaleString('en-US', { month: 'short', day: 'numeric', hour: '2-digit', minute: '2-digit' })}`, + messages: [], + createdAt: now, + updatedAt: now, + modelId: derivedModelId, + sharding: derivedSharding, + instanceType: derivedInstanceType + }; + + this.conversations.unshift(conversation); + this.activeConversationId = id; + this.messages = []; + this.hasStartedChat = true; + this.isTopologyMinimized = true; + this.isSidebarOpen = true; // Auto-open sidebar when chatting + + this.saveConversationsToStorage(); + return id; + } + + /** + * Load a conversation by ID + */ + loadConversation(id: string): boolean { + const conversation = this.conversations.find(c => c.id === id); + if (!conversation) return false; + + this.activeConversationId = id; + this.messages = [...conversation.messages]; + this.hasStartedChat = true; + this.isTopologyMinimized = true; + this.isSidebarOpen = true; // Auto-open sidebar when chatting + this.refreshConversationModelFromInstances(); + + return true; + } + + /** + * Delete a conversation by ID + */ + deleteConversation(id: string) { + this.conversations = this.conversations.filter(c => c.id !== id); + + if (this.activeConversationId === id) { + this.activeConversationId = null; + this.messages = []; + this.hasStartedChat = false; + this.isTopologyMinimized = false; + } + + this.saveConversationsToStorage(); + } + + /** + * Delete all conversations + */ + deleteAllConversations() { + this.conversations = []; + this.activeConversationId = null; + this.messages = []; + this.hasStartedChat = false; + this.isTopologyMinimized = false; + this.saveConversationsToStorage(); + } + + /** + * Rename a conversation + */ + renameConversation(id: string, newName: string) { + const conversation = this.conversations.find(c => c.id === id); + if (conversation) { + conversation.name = newName; + conversation.updatedAt = Date.now(); + this.saveConversationsToStorage(); + } + } + + private getTaggedValue(obj: unknown): [string | null, unknown] { + if (!obj || typeof obj !== 'object') return [null, null]; + const keys = Object.keys(obj as Record); + if (keys.length === 1) { + return [keys[0], (obj as Record)[keys[0]]]; + } + return [null, null]; + } + + private extractInstanceModelId(instanceWrapped: unknown): string | null { + const [, instance] = this.getTaggedValue(instanceWrapped); + if (!instance || typeof instance !== 'object') return null; + const inst = instance as { shardAssignments?: { modelId?: string } }; + return inst.shardAssignments?.modelId ?? null; + } + + private describeInstance(instanceWrapped: unknown): { sharding: string | null; instanceType: string | null } { + const [instanceTag, instance] = this.getTaggedValue(instanceWrapped); + if (!instance || typeof instance !== 'object') { + return { sharding: null, instanceType: null }; + } + + let instanceType: string | null = null; + if (instanceTag === 'MlxRingInstance') instanceType = 'MLX Ring'; + else if (instanceTag === 'MlxIbvInstance' || instanceTag === 'MlxJacclInstance') instanceType = 'MLX RDMA'; + + let sharding: string | null = null; + const inst = instance as { shardAssignments?: { runnerToShard?: Record } }; + const runnerToShard = inst.shardAssignments?.runnerToShard || {}; + const firstShardWrapped = Object.values(runnerToShard)[0]; + if (firstShardWrapped) { + const [shardTag] = this.getTaggedValue(firstShardWrapped); + if (shardTag === 'PipelineShardMetadata') sharding = 'Pipeline'; + else if (shardTag === 'TensorShardMetadata') sharding = 'Tensor'; + else if (shardTag === 'PrefillDecodeShardMetadata') sharding = 'Prefill/Decode'; + } + + return { sharding, instanceType }; + } + + private buildConversationModelInfo(modelId: string): { modelId: string; sharding: string | null; instanceType: string | null } { + let sharding: string | null = null; + let instanceType: string | null = null; + + for (const [, instanceWrapper] of Object.entries(this.instances)) { + const candidateModelId = this.extractInstanceModelId(instanceWrapper); + if (candidateModelId === modelId) { + const details = this.describeInstance(instanceWrapper); + sharding = details.sharding; + instanceType = details.instanceType; + break; + } + } + + return { modelId, sharding, instanceType }; + } + + private applyConversationModelInfo(info: { modelId: string; sharding: string | null; instanceType: string | null }) { + if (!this.activeConversationId) return; + const conversation = this.conversations.find(c => c.id === this.activeConversationId); + if (!conversation) return; + + // Keep the first known modelId stable; only backfill if missing + if (!conversation.modelId) { + conversation.modelId = info.modelId; + } + conversation.sharding = info.sharding; + conversation.instanceType = info.instanceType; + this.saveConversationsToStorage(); + } + + private getModelTail(modelId: string): string { + const parts = modelId.split('/'); + return (parts[parts.length - 1] || modelId).toLowerCase(); + } + + private isBetterModelId(currentId: string | null, candidateId: string | null): boolean { + if (!candidateId) return false; + if (!currentId) return true; + const currentTail = this.getModelTail(currentId); + const candidateTail = this.getModelTail(candidateId); + return candidateTail.length > currentTail.length && candidateTail.startsWith(currentTail); + } + + private refreshConversationModelFromInstances() { + if (!this.activeConversationId) return; + const conversation = this.conversations.find(c => c.id === this.activeConversationId); + if (!conversation) return; + + // Prefer stored model; do not replace it once set. Only backfill when missing. + let modelId = conversation.modelId; + + // If missing, try the selected model + if (!modelId && this.selectedChatModel) { + modelId = this.selectedChatModel; + } + + // If still missing, fall back to first instance model + if (!modelId) { + const firstInstance = Object.values(this.instances)[0]; + if (firstInstance) { + modelId = this.extractInstanceModelId(firstInstance); + } + } + + if (!modelId) return; + + // If a more specific instance modelId is available (e.g., adds "-4bit"), prefer it + let preferredModelId = modelId; + for (const [, instanceWrapper] of Object.entries(this.instances)) { + const candidate = this.extractInstanceModelId(instanceWrapper); + if (!candidate) continue; + if (candidate === preferredModelId) { + break; + } + if (this.isBetterModelId(preferredModelId, candidate)) { + preferredModelId = candidate; + } + } + + if (this.isBetterModelId(conversation.modelId, preferredModelId)) { + conversation.modelId = preferredModelId; + } + + const info = this.buildConversationModelInfo(preferredModelId); + const hasNewInfo = Boolean(info.sharding || info.instanceType || !conversation.modelId); + if (hasNewInfo) { + this.applyConversationModelInfo(info); + } + } + + getDebugMode(): boolean { + return this.debugMode; + } + + /** + * Update the active conversation with current messages + */ + private updateActiveConversation() { + if (!this.activeConversationId) return; + + const conversation = this.conversations.find(c => c.id === this.activeConversationId); + if (conversation) { + conversation.messages = [...this.messages]; + conversation.updatedAt = Date.now(); + + // Auto-generate name from first user message if still has default name + if (conversation.name.startsWith('Chat ')) { + const firstUserMsg = conversation.messages.find(m => m.role === 'user' && m.content.trim()); + if (firstUserMsg) { + // Clean up the content - remove file context markers and whitespace + let content = firstUserMsg.content + .replace(/\[File:.*?\][\s\S]*?```[\s\S]*?```/g, '') // Remove file attachments + .trim(); + + if (content) { + const preview = content.slice(0, 50); + conversation.name = preview.length < content.length ? preview + '...' : preview; + } + } + } + + this.saveConversationsToStorage(); + } + } + + private persistActiveConversation(throttleMs = 400) { + const now = Date.now(); + if (now - this.lastConversationPersistTs < throttleMs) return; + this.lastConversationPersistTs = now; + this.updateActiveConversation(); + } + + /** + * Toggle sidebar visibility + */ + toggleSidebar() { + this.isSidebarOpen = !this.isSidebarOpen; + } + + setDebugMode(enabled: boolean) { + this.debugMode = enabled; + this.saveDebugModeToStorage(); + } + + toggleDebugMode() { + this.debugMode = !this.debugMode; + this.saveDebugModeToStorage(); + } + + startPolling() { + this.fetchState(); + this.fetchInterval = setInterval(() => this.fetchState(), 1000); + } + + stopPolling() { + if (this.fetchInterval) { + clearInterval(this.fetchInterval); + this.fetchInterval = null; + } + this.stopPreviewsPolling(); + } + + async fetchState() { + try { + const response = await fetch('/state'); + if (!response.ok) { + throw new Error(`Failed to fetch state: ${response.status}`); + } + const data: RawStateResponse = await response.json(); + + if (data.topology) { + this.topologyData = transformTopology(data.topology, data.nodeProfiles); + } + if (data.instances) { + this.instances = data.instances; + this.refreshConversationModelFromInstances(); + } + if (data.runners) { + this.runners = data.runners; + } + if (data.downloads) { + this.downloads = data.downloads; + } + this.lastUpdate = Date.now(); + } catch (error) { + console.error('Error fetching state:', error); + } + } + + async fetchPlacementPreviews(modelId: string, showLoading = true) { + if (!modelId) return; + + if (showLoading) { + this.isLoadingPreviews = true; + } + this.selectedPreviewModelId = modelId; + + try { + const response = await fetch(`/instance/previews?model_id=${encodeURIComponent(modelId)}`); + if (!response.ok) { + throw new Error(`Failed to fetch placement previews: ${response.status}`); + } + const data: PlacementPreviewResponse = await response.json(); + this.placementPreviews = data.previews; + } catch (error) { + console.error('Error fetching placement previews:', error); + this.placementPreviews = []; + } finally { + if (showLoading) { + this.isLoadingPreviews = false; + } + } + } + + startPreviewsPolling(modelId: string) { + // Stop any existing preview polling + this.stopPreviewsPolling(); + + // Fetch immediately + this.fetchPlacementPreviews(modelId); + + // Then poll every 15 seconds (don't show loading spinner for subsequent fetches) + this.previewsInterval = setInterval(() => { + if (this.selectedPreviewModelId) { + this.fetchPlacementPreviews(this.selectedPreviewModelId, false); + } + }, 15000); + } + + stopPreviewsPolling() { + if (this.previewsInterval) { + clearInterval(this.previewsInterval); + this.previewsInterval = null; + } + } + + selectPreviewModel(modelId: string | null) { + if (modelId) { + this.startPreviewsPolling(modelId); + } else { + this.stopPreviewsPolling(); + this.selectedPreviewModelId = null; + this.placementPreviews = []; + } + } + + /** + * Starts a chat conversation - triggers the topology minimization animation + * Creates a new conversation if none is active + */ + startChat() { + if (!this.activeConversationId) { + this.createConversation(); + } else { + this.hasStartedChat = true; + this.isSidebarOpen = true; // Auto-open sidebar when chatting + // Small delay before minimizing for a nice visual effect + setTimeout(() => { + this.isTopologyMinimized = true; + }, 100); + } + } + + /** + * Add a message to the conversation + */ + addMessage(role: 'user' | 'assistant', content: string) { + const message: Message = { + id: generateUUID(), + role, + content, + timestamp: Date.now() + }; + this.messages.push(message); + return message; + } + + /** + * Delete a message and all subsequent messages + */ + deleteMessage(messageId: string) { + const messageIndex = this.messages.findIndex(m => m.id === messageId); + if (messageIndex === -1) return; + + // Remove this message and all subsequent messages + this.messages = this.messages.slice(0, messageIndex); + this.updateActiveConversation(); + } + + /** + * Edit a user message content (does not regenerate response) + */ + editMessage(messageId: string, newContent: string) { + const message = this.messages.find(m => m.id === messageId); + if (!message) return; + + message.content = newContent; + message.timestamp = Date.now(); + this.updateActiveConversation(); + } + + /** + * Edit a user message and regenerate the response + */ + async editAndRegenerate(messageId: string, newContent: string): Promise { + const messageIndex = this.messages.findIndex(m => m.id === messageId); + if (messageIndex === -1) return; + + const message = this.messages[messageIndex]; + if (message.role !== 'user') return; + + // Update the message content + message.content = newContent; + message.timestamp = Date.now(); + + // Remove all messages after this one (including the assistant response) + this.messages = this.messages.slice(0, messageIndex + 1); + + // Regenerate the response + await this.regenerateLastResponse(); + } + + /** + * Regenerate the last assistant response + */ + async regenerateLastResponse(): Promise { + if (this.isLoading) return; + + // Find the last user message + let lastUserIndex = -1; + for (let i = this.messages.length - 1; i >= 0; i--) { + if (this.messages[i].role === 'user') { + lastUserIndex = i; + break; + } + } + + if (lastUserIndex === -1) return; + + const lastUserMessage = this.messages[lastUserIndex]; + + // Remove any messages after the user message + this.messages = this.messages.slice(0, lastUserIndex + 1); + + // Resend the message to get a new response + this.isLoading = true; + this.currentResponse = ''; + + // Create placeholder for assistant message + const assistantMessage = this.addMessage('assistant', ''); + + try { + const systemPrompt = { + role: 'system' as const, + content: 'You are a helpful AI assistant. Respond directly and concisely. Do not show your reasoning or thought process.' + }; + + const apiMessages = [ + systemPrompt, + ...this.messages.slice(0, -1).map((m) => { + return { role: m.role, content: m.content }; + }) + ]; + + // Determine which model to use + let modelToUse = this.selectedChatModel; + if (!modelToUse) { + const firstInstanceKey = Object.keys(this.instances)[0]; + if (firstInstanceKey) { + const instance = this.instances[firstInstanceKey] as Record | undefined; + if (instance) { + const keys = Object.keys(instance); + if (keys.length === 1) { + const inst = instance[keys[0]] as { shardAssignments?: { modelId?: string } } | undefined; + modelToUse = inst?.shardAssignments?.modelId || ''; + } + } + } + } + + if (!modelToUse) { + assistantMessage.content = 'Error: No model available. Please launch an instance first.'; + this.isLoading = false; + this.updateActiveConversation(); + return; + } + + const response = await fetch('/v1/chat/completions', { + method: 'POST', + headers: { 'Content-Type': 'application/json' }, + body: JSON.stringify({ + model: modelToUse, + messages: apiMessages, + stream: true + }) + }); + + if (!response.ok) { + const errorText = await response.text(); + assistantMessage.content = `Error: ${response.status} - ${errorText}`; + this.isLoading = false; + this.updateActiveConversation(); + return; + } + + const reader = response.body?.getReader(); + if (!reader) { + assistantMessage.content = 'Error: No response stream available'; + this.isLoading = false; + this.updateActiveConversation(); + return; + } + + const decoder = new TextDecoder(); + let fullContent = ''; + let partialLine = ''; + + while (true) { + const { done, value } = await reader.read(); + if (done) break; + + const chunk = decoder.decode(value, { stream: true }); + const lines = (partialLine + chunk).split('\n'); + partialLine = lines.pop() || ''; + + for (const line of lines) { + const trimmed = line.trim(); + if (!trimmed || trimmed === 'data: [DONE]') continue; + + if (trimmed.startsWith('data: ')) { + try { + const json = JSON.parse(trimmed.slice(6)); + const delta = json.choices?.[0]?.delta?.content; + if (delta) { + fullContent += delta; + const { displayContent } = this.stripThinkingTags(fullContent); + this.currentResponse = displayContent; + assistantMessage.content = displayContent; + } + } catch { + // Skip malformed JSON + } + } + } + } + + const { displayContent } = this.stripThinkingTags(fullContent); + assistantMessage.content = displayContent; + this.currentResponse = ''; + this.updateActiveConversation(); + + } catch (error) { + assistantMessage.content = `Error: ${error instanceof Error ? error.message : 'Unknown error'}`; + this.updateActiveConversation(); + } finally { + this.isLoading = false; + } + } + + /** + * Selected model for chat (can be set by the UI) + */ + selectedChatModel = $state(''); + + /** + * Set the model to use for chat + */ + setSelectedModel(modelId: string) { + this.selectedChatModel = modelId; + // Clear stats when model changes + this.ttftMs = null; + this.tps = null; + } + + /** + * Strip thinking tags from content for display. + * Handles both complete ... blocks and in-progress ... blocks during streaming. + */ + private stripThinkingTags(content: string): { displayContent: string; thinkingContent: string } { + const extracted: string[] = []; + let displayContent = content; + + // Extract complete ... blocks + const completeBlockRegex = /([\s\S]*?)<\/think>/gi; + let match: RegExpExecArray | null; + while ((match = completeBlockRegex.exec(content)) !== null) { + const inner = match[1]?.trim(); + if (inner) extracted.push(inner); + } + displayContent = displayContent.replace(completeBlockRegex, ''); + + // Handle in-progress thinking block (has but no closing yet) + const openTagIndex = displayContent.lastIndexOf(''); + if (openTagIndex !== -1) { + const inProgressThinking = displayContent.slice(openTagIndex + 7).trim(); + if (inProgressThinking) { + extracted.push(inProgressThinking); + } + displayContent = displayContent.slice(0, openTagIndex); + } + + return { displayContent: displayContent.trim(), thinkingContent: extracted.join('\n\n') }; + } + + /** + * Send a message to the LLM and stream the response + */ + async sendMessage(content: string, files?: { id: string; name: string; type: string; textContent?: string; preview?: string }[]): Promise { + if ((!content.trim() && (!files || files.length === 0)) || this.isLoading) return; + + if (!this.hasStartedChat) { + this.startChat(); + } + + this.isLoading = true; + this.currentResponse = ''; + this.ttftMs = null; + this.tps = null; + this.totalTokens = 0; + + // Build attachments from files + const attachments: MessageAttachment[] = []; + let fileContext = ''; + + if (files && files.length > 0) { + for (const file of files) { + const isImage = file.type.startsWith('image/'); + + if (isImage && file.preview) { + attachments.push({ + type: 'image', + name: file.name, + preview: file.preview, + mimeType: file.type + }); + } else if (file.textContent) { + attachments.push({ + type: 'text', + name: file.name, + content: file.textContent, + mimeType: file.type + }); + // Add text file content to the message context + fileContext += `\n\n[File: ${file.name}]\n\`\`\`\n${file.textContent}\n\`\`\``; + } else { + attachments.push({ + type: 'file', + name: file.name, + mimeType: file.type + }); + } + } + } + + // Combine content with file context + const fullContent = content + fileContext; + + // Add user message with attachments + const userMessage: Message = { + id: generateUUID(), + role: 'user', + content: content, // Store original content for display + timestamp: Date.now(), + attachments: attachments.length > 0 ? attachments : undefined + }; + this.messages.push(userMessage); + + // Create placeholder for assistant message + const assistantMessage = this.addMessage('assistant', ''); + this.updateActiveConversation(); + + try { + // Build the messages array for the API with system prompt + const systemPrompt = { + role: 'system' as const, + content: 'You are a helpful AI assistant. Respond directly and concisely. Do not show your reasoning or thought process. When files are shared with you, analyze them and respond helpfully.' + }; + + // Build API messages - include file content for text files + const apiMessages = [ + systemPrompt, + ...this.messages.slice(0, -1).map((m) => { + // Build content including any text file attachments + let msgContent = m.content; + + // Add text attachments as context + if (m.attachments) { + for (const attachment of m.attachments) { + if (attachment.type === 'text' && attachment.content) { + msgContent += `\n\n[File: ${attachment.name}]\n\`\`\`\n${attachment.content}\n\`\`\``; + } + } + } + + return { + role: m.role, + content: msgContent + }; + }) + ]; + + // Determine the model to use - prefer selectedChatModel, otherwise try to get from instances + let modelToUse = this.selectedChatModel; + if (!modelToUse) { + // Try to get model from first running instance + for (const [, instanceWrapper] of Object.entries(this.instances)) { + if (instanceWrapper && typeof instanceWrapper === 'object') { + const keys = Object.keys(instanceWrapper as Record); + if (keys.length === 1) { + const instance = (instanceWrapper as Record)[keys[0]] as { shardAssignments?: { modelId?: string } }; + if (instance?.shardAssignments?.modelId) { + modelToUse = instance.shardAssignments.modelId; + break; + } + } + } + } + } + + if (!modelToUse) { + throw new Error('No model selected and no running instances available. Please launch an instance first.'); + } + + const conversationModelInfo = this.buildConversationModelInfo(modelToUse); + this.applyConversationModelInfo(conversationModelInfo); + + // Start timing for TTFT measurement + const requestStartTime = performance.now(); + let firstTokenTime: number | null = null; + let tokenCount = 0; + + const response = await fetch('/v1/chat/completions', { + method: 'POST', + headers: { + 'Content-Type': 'application/json' + }, + body: JSON.stringify({ + model: modelToUse, + messages: apiMessages, + temperature: 0.7, + stream: true + }) + }); + + if (!response.ok) { + const errorText = await response.text(); + throw new Error(`API error: ${response.status} - ${errorText}`); + } + + const reader = response.body?.getReader(); + if (!reader) { + throw new Error('No response body'); + } + + const decoder = new TextDecoder(); + let fullContent = ''; + let buffer = ''; + + while (true) { + const { done, value } = await reader.read(); + if (done) break; + + buffer += decoder.decode(value, { stream: true }); + + // Process complete lines + const lines = buffer.split('\n'); + buffer = lines.pop() || ''; // Keep incomplete line in buffer + + for (const line of lines) { + const trimmed = line.trim(); + if (!trimmed) continue; + + if (trimmed.startsWith('data: ')) { + const data = trimmed.slice(6); + if (data === '[DONE]') continue; + + try { + const parsed = JSON.parse(data); + const tokenContent = parsed.choices?.[0]?.delta?.content; + if (tokenContent) { + // Track first token for TTFT + if (firstTokenTime === null) { + firstTokenTime = performance.now(); + this.ttftMs = firstTokenTime - requestStartTime; + } + + // Count tokens (each SSE chunk is typically one token) + tokenCount += 1; + this.totalTokens = tokenCount; + + // Update real-time TPS during streaming + if (firstTokenTime !== null && tokenCount > 1) { + const elapsed = performance.now() - firstTokenTime; + this.tps = (tokenCount / elapsed) * 1000; + } + + fullContent += tokenContent; + + // Strip thinking tags for display and extract thinking content + const { displayContent, thinkingContent } = this.stripThinkingTags(fullContent); + this.currentResponse = displayContent; + + // Update the assistant message in place + const idx = this.messages.findIndex(m => m.id === assistantMessage.id); + if (idx !== -1) { + this.messages[idx].content = displayContent; + this.messages[idx].thinking = thinkingContent || undefined; + } + this.persistActiveConversation(); + } + } catch { + // Skip invalid JSON lines + } + } + } + } + + // Process any remaining buffer + if (buffer.trim()) { + const trimmed = buffer.trim(); + if (trimmed.startsWith('data: ') && trimmed.slice(6) !== '[DONE]') { + try { + const parsed = JSON.parse(trimmed.slice(6)); + const tokenContent = parsed.choices?.[0]?.delta?.content; + if (tokenContent) { + fullContent += tokenContent; + this.persistActiveConversation(); + } + } catch { + // Skip + } + } + } + + // Calculate final TPS + if (firstTokenTime !== null && tokenCount > 1) { + const totalGenerationTime = performance.now() - firstTokenTime; + this.tps = (tokenCount / totalGenerationTime) * 1000; // tokens per second + } + + // Final cleanup of the message + const { displayContent, thinkingContent } = this.stripThinkingTags(fullContent); + const idx = this.messages.findIndex(m => m.id === assistantMessage.id); + if (idx !== -1) { + this.messages[idx].content = displayContent; + this.messages[idx].thinking = thinkingContent || undefined; + // Store performance metrics on the message + if (this.ttftMs !== null) { + this.messages[idx].ttftMs = this.ttftMs; + } + if (this.tps !== null) { + this.messages[idx].tps = this.tps; + } + } + this.persistActiveConversation(); + + } catch (error) { + console.error('Error sending message:', error); + // Update the assistant message with error + const idx = this.messages.findIndex(m => m.id === assistantMessage.id); + if (idx !== -1) { + this.messages[idx].content = `Error: ${error instanceof Error ? error.message : 'Failed to get response'}`; + } + this.persistActiveConversation(); + } finally { + this.isLoading = false; + this.currentResponse = ''; + this.updateActiveConversation(); + } + } + + /** + * Clear current chat and go back to welcome state + */ + clearChat() { + this.activeConversationId = null; + this.messages = []; + this.hasStartedChat = false; + this.isTopologyMinimized = false; + this.currentResponse = ''; + // Clear performance stats + this.ttftMs = null; + this.tps = null; + } + + /** + * Get the active conversation + */ + getActiveConversation(): Conversation | null { + if (!this.activeConversationId) return null; + return this.conversations.find(c => c.id === this.activeConversationId) || null; + } +} + +export const appStore = new AppStore(); + +// Reactive exports +export const hasStartedChat = () => appStore.hasStartedChat; +export const messages = () => appStore.messages; +export const currentResponse = () => appStore.currentResponse; +export const isLoading = () => appStore.isLoading; +export const ttftMs = () => appStore.ttftMs; +export const tps = () => appStore.tps; +export const totalTokens = () => appStore.totalTokens; +export const topologyData = () => appStore.topologyData; +export const instances = () => appStore.instances; +export const runners = () => appStore.runners; +export const downloads = () => appStore.downloads; +export const placementPreviews = () => appStore.placementPreviews; +export const selectedPreviewModelId = () => appStore.selectedPreviewModelId; +export const isLoadingPreviews = () => appStore.isLoadingPreviews; +export const lastUpdate = () => appStore.lastUpdate; +export const isTopologyMinimized = () => appStore.isTopologyMinimized; +export const selectedChatModel = () => appStore.selectedChatModel; +export const debugMode = () => appStore.getDebugMode(); + +// Actions +export const startChat = () => appStore.startChat(); +export const sendMessage = (content: string, files?: { id: string; name: string; type: string; textContent?: string; preview?: string }[]) => appStore.sendMessage(content, files); +export const clearChat = () => appStore.clearChat(); +export const setSelectedChatModel = (modelId: string) => appStore.setSelectedModel(modelId); +export const selectPreviewModel = (modelId: string | null) => appStore.selectPreviewModel(modelId); +export const deleteMessage = (messageId: string) => appStore.deleteMessage(messageId); +export const editMessage = (messageId: string, newContent: string) => appStore.editMessage(messageId, newContent); +export const editAndRegenerate = (messageId: string, newContent: string) => appStore.editAndRegenerate(messageId, newContent); +export const regenerateLastResponse = () => appStore.regenerateLastResponse(); + +// Conversation actions +export const conversations = () => appStore.conversations; +export const activeConversationId = () => appStore.activeConversationId; +export const createConversation = (name?: string) => appStore.createConversation(name); +export const loadConversation = (id: string) => appStore.loadConversation(id); +export const deleteConversation = (id: string) => appStore.deleteConversation(id); +export const deleteAllConversations = () => appStore.deleteAllConversations(); +export const renameConversation = (id: string, name: string) => appStore.renameConversation(id, name); +export const getActiveConversation = () => appStore.getActiveConversation(); + +// Sidebar actions +export const isSidebarOpen = () => appStore.isSidebarOpen; +export const toggleSidebar = () => appStore.toggleSidebar(); +export const toggleDebugMode = () => appStore.toggleDebugMode(); +export const setDebugMode = (enabled: boolean) => appStore.setDebugMode(enabled); +export const refreshState = () => appStore.fetchState(); + diff --git a/dashboard/src/lib/types/files.ts b/dashboard/src/lib/types/files.ts new file mode 100644 index 00000000..b92e269e --- /dev/null +++ b/dashboard/src/lib/types/files.ts @@ -0,0 +1,169 @@ +/** + * File attachment types for the chat interface + */ + +export interface ChatUploadedFile { + id: string; + name: string; + size: number; + type: string; + file: File; + preview?: string; + textContent?: string; +} + +export interface ChatAttachment { + type: 'image' | 'text' | 'pdf' | 'audio'; + name: string; + content?: string; + base64Url?: string; + mimeType?: string; +} + +export type FileCategory = 'image' | 'text' | 'pdf' | 'audio' | 'unknown'; + +export const IMAGE_EXTENSIONS = ['.jpg', '.jpeg', '.png', '.gif', '.webp', '.svg']; +export const IMAGE_MIME_TYPES = ['image/jpeg', 'image/png', 'image/gif', 'image/webp', 'image/svg+xml']; + +export const TEXT_EXTENSIONS = [ + '.txt', '.md', '.json', '.xml', '.yaml', '.yml', '.csv', '.log', + '.js', '.ts', '.jsx', '.tsx', '.py', '.java', '.cpp', '.c', '.h', + '.css', '.html', '.htm', '.sql', '.sh', '.bat', '.rs', '.go', + '.rb', '.php', '.swift', '.kt', '.scala', '.r', '.dart', '.vue', '.svelte' +]; +export const TEXT_MIME_TYPES = [ + 'text/plain', 'text/markdown', 'text/csv', 'text/html', 'text/css', + 'application/json', 'application/xml', 'text/xml', 'application/javascript', + 'text/javascript', 'application/typescript' +]; + +export const PDF_EXTENSIONS = ['.pdf']; +export const PDF_MIME_TYPES = ['application/pdf']; + +export const AUDIO_EXTENSIONS = ['.mp3', '.wav', '.ogg', '.m4a']; +export const AUDIO_MIME_TYPES = ['audio/mpeg', 'audio/wav', 'audio/ogg', 'audio/mp4']; + +/** + * Get file category based on MIME type and extension + */ +export function getFileCategory(mimeType: string, fileName: string): FileCategory { + const extension = fileName.toLowerCase().slice(fileName.lastIndexOf('.')); + + if (IMAGE_MIME_TYPES.includes(mimeType) || IMAGE_EXTENSIONS.includes(extension)) { + return 'image'; + } + if (PDF_MIME_TYPES.includes(mimeType) || PDF_EXTENSIONS.includes(extension)) { + return 'pdf'; + } + if (AUDIO_MIME_TYPES.includes(mimeType) || AUDIO_EXTENSIONS.includes(extension)) { + return 'audio'; + } + if (TEXT_MIME_TYPES.includes(mimeType) || TEXT_EXTENSIONS.includes(extension) || mimeType.startsWith('text/')) { + return 'text'; + } + return 'unknown'; +} + +/** + * Get accept string for file input based on categories + */ +export function getAcceptString(categories: FileCategory[]): string { + const accepts: string[] = []; + + for (const category of categories) { + switch (category) { + case 'image': + accepts.push(...IMAGE_EXTENSIONS, ...IMAGE_MIME_TYPES); + break; + case 'text': + accepts.push(...TEXT_EXTENSIONS, ...TEXT_MIME_TYPES); + break; + case 'pdf': + accepts.push(...PDF_EXTENSIONS, ...PDF_MIME_TYPES); + break; + case 'audio': + accepts.push(...AUDIO_EXTENSIONS, ...AUDIO_MIME_TYPES); + break; + } + } + + return accepts.join(','); +} + +/** + * Format file size for display + */ +export function formatFileSize(bytes: number): string { + if (bytes === 0) return '0 B'; + const k = 1024; + const sizes = ['B', 'KB', 'MB', 'GB']; + const i = Math.floor(Math.log(bytes) / Math.log(k)); + return parseFloat((bytes / Math.pow(k, i)).toFixed(1)) + ' ' + sizes[i]; +} + +/** + * Read file as data URL (base64) + */ +export function readFileAsDataURL(file: File): Promise { + return new Promise((resolve, reject) => { + const reader = new FileReader(); + reader.onload = () => resolve(reader.result as string); + reader.onerror = () => reject(reader.error); + reader.readAsDataURL(file); + }); +} + +/** + * Read file as text + */ +export function readFileAsText(file: File): Promise { + return new Promise((resolve, reject) => { + const reader = new FileReader(); + reader.onload = () => resolve(reader.result as string); + reader.onerror = () => reject(reader.error); + reader.readAsText(file); + }); +} + +/** + * Process uploaded files into ChatUploadedFile format + */ +export async function processUploadedFiles(files: File[]): Promise { + const results: ChatUploadedFile[] = []; + + for (const file of files) { + const id = Date.now().toString() + Math.random().toString(36).substring(2, 9); + const category = getFileCategory(file.type, file.name); + + const base: ChatUploadedFile = { + id, + name: file.name, + size: file.size, + type: file.type, + file + }; + + try { + if (category === 'image') { + const preview = await readFileAsDataURL(file); + results.push({ ...base, preview }); + } else if (category === 'text' || category === 'unknown') { + const textContent = await readFileAsText(file); + results.push({ ...base, textContent }); + } else if (category === 'pdf') { + results.push(base); + } else if (category === 'audio') { + const preview = await readFileAsDataURL(file); + results.push({ ...base, preview }); + } else { + results.push(base); + } + } catch (error) { + console.error('Error processing file:', file.name, error); + results.push(base); + } + } + + return results; +} + diff --git a/dashboard/src/routes/+layout.svelte b/dashboard/src/routes/+layout.svelte new file mode 100644 index 00000000..7e75b676 --- /dev/null +++ b/dashboard/src/routes/+layout.svelte @@ -0,0 +1,15 @@ + + + + EXO + + + +
+ {@render children?.()} +
+ diff --git a/dashboard/src/routes/+page.svelte b/dashboard/src/routes/+page.svelte new file mode 100644 index 00000000..082d1138 --- /dev/null +++ b/dashboard/src/routes/+page.svelte @@ -0,0 +1,1840 @@ + + + + + +
+ +
+ + +
+
+
+
+
+ + + + +
+ +
+ +
+ + {#if !chatStarted} + +
+ + +
+ + +
+ + + +
+ + +
+
+ +
+
+
+ + + + +
+ {:else} + +
+ +
+
+
+ +
+
+ +
+
+ +
+
+
+ + + {#if minimized} + + {/if} +
+ {/if} +
+ +
diff --git a/dashboard/src/routes/downloads/+page.svelte b/dashboard/src/routes/downloads/+page.svelte new file mode 100644 index 00000000..81e29ed9 --- /dev/null +++ b/dashboard/src/routes/downloads/+page.svelte @@ -0,0 +1,441 @@ + + +
+ +
+
+
+

Downloads

+

Overview of models on each node

+
+
+ +
+ Last update: {lastUpdateTs ? new Date(lastUpdateTs).toLocaleTimeString() : 'n/a'} +
+
+
+ + {#if !hasDownloads} +
+
No downloads found. Start a model download to see progress here.
+
+ Download keys detected: {downloadKeys.length === 0 ? 'none' : downloadKeys.join(', ')} +
+
+ {:else} +
+ {#each downloadOverview as node} +
+
+
+
{node.nodeName}
+
{node.nodeId}
+
+
+ {node.models.filter(m => m.status === 'completed').length} /{node.models.length} models +
+
+ + {#each node.models as model} + {@const key = `${node.nodeId}|${model.modelId}`} + {@const pct = clampPercent(model.percentage)} + {@const gradient = getBarGradient(pct)} + {@const isExpanded = expanded.has(key)} +
+
+
+
{model.prettyName ?? model.modelId}
+
+ {model.modelId} +
+
+ {formatBytes(model.downloadedBytes)} / {formatBytes(model.totalBytes)} +
+
+
+ + {pct.toFixed(1)}% + + +
+
+ +
+
+
+ +
+ {model.status === 'completed' ? 'Completed' : `${formatSpeed(model.speed)} • ETA ${formatEta(model.etaMs)}`} + {#if model.status !== 'completed'} + {model.files.length} file{model.files.length === 1 ? '' : 's'} + {/if} +
+ + {#if isExpanded} +
+ {#if model.files.length === 0} +
No file details reported.
+ {:else} + {#each model.files as f} + {@const fpct = clampPercent(f.percentage)} + {@const fgradient = getBarGradient(fpct)} +
+
+ {f.name} + {fpct.toFixed(1)}% +
+
+
+
+
+ {formatBytes(f.downloadedBytes)} / {formatBytes(f.totalBytes)} + {formatSpeed(f.speed)} • ETA {formatEta(f.etaMs)} +
+
+ {/each} + {/if} +
+ {/if} +
+ {/each} +
+ {/each} +
+ {/if} + +
+
+ + diff --git a/dashboard/static/exo-logo.png b/dashboard/static/exo-logo.png new file mode 100644 index 0000000000000000000000000000000000000000..199bcfdd285fdc6eb4317fc3503e53dcc24be871 GIT binary patch literal 1655 zcmeAS@N?(olHy`uVBq!ia0y~y-~ck292l8_l(M5pAdq4#4sv&5ym?Zm9?0P=@Q5sC zVBi)8VMc~ob0mO*YymzYu0Z<#Jq8w+)XhK^Q%R6tFvI`oiAq};7+C*!x;TbZ%z1nF z;zZTuLM#DmSttDudlmWN%kCVPiz>XaL2pjlFUnUtQ?%$brF)#Sdc$e|Q z--dS#FX|l18A|LISTpRBzaYzSm;VJ{!#nm8b_a5l{o(rX{Qk>B|Nm*(O$m-SIrYbi z^}&xvpG6oLzDuVvFi4zd=+n3JXJjbYAIQeg@R4V@NjB6=ANapoe)|8$rwNPCh)@3y zjI0A6k8TKLJHS326zRi(^QL;+p^>bP0 Hl+XkKi;r?? literal 0 HcmV?d00001 diff --git a/dashboard/static/favicon.ico b/dashboard/static/favicon.ico new file mode 100644 index 0000000000000000000000000000000000000000..c0ae2099f3a209df0a55e53d7f68cadb0b977b78 GIT binary patch literal 4286 zcmeHHJ7`o<5S`gw5m7`e0)oYsb~a*VA!s86D+NnQ5j#JiX(ffFA4n8Yv4|r1_(PHi zsT356K@u&}_$h)ClSl#s?0KeBh*6j9=qvMU9LWc9a#2Tav)A<-pi}eEm!F|? zYtY%%kXI|vx8I>R#>4K?9mxDQDDmzi85j4&TzBDC8{gi9K3{-LFJ^v)9ON=i=ia#+ zdh|Ht6Ch9DLkCBp*B?QzJ%nDp4;`9bgMY!!8TT*z' to get started" diff --git a/justfile b/justfile index 6f4e67e9..0a82d616 100644 --- a/justfile +++ b/justfile @@ -20,7 +20,19 @@ rust-rebuild: cargo run --bin stub_gen just sync-clean +build-dashboard: + #!/usr/bin/env bash + cd dashboard + npm install + npm run build + +package: + uv run pyinstaller packaging/pyinstaller/exo.spec + clean: rm -rf **/__pycache__ rm -rf target/ rm -rf .venv + rm -rf dashboard/node_modules + rm -rf dashboard/.svelte-kit + rm -rf dashboard/build diff --git a/src/exo/master/api.py b/src/exo/master/api.py index 172ae5c1..ffbf3fde 100644 --- a/src/exo/master/api.py +++ b/src/exo/master/api.py @@ -1,4 +1,3 @@ -import os import time from collections.abc import AsyncGenerator from typing import cast @@ -15,6 +14,7 @@ from hypercorn.config import Config from hypercorn.typing import ASGIFramework from loguru import logger +from exo.master.placement import place_instance as get_instance_placements from exo.shared.apply import apply from exo.shared.election import ElectionMessage from exo.shared.logging import InterceptLogger @@ -23,11 +23,14 @@ from exo.shared.models.model_meta import get_model_meta from exo.shared.types.api import ( ChatCompletionMessage, ChatCompletionResponse, + CreateInstanceParams, CreateInstanceResponse, - CreateInstanceTaskParams, DeleteInstanceResponse, ModelList, ModelListModel, + PlaceInstanceParams, + PlacementPreview, + PlacementPreviewResponse, StreamingChoiceResponse, ) from exo.shared.types.chunks import TokenChunk @@ -37,17 +40,20 @@ from exo.shared.types.commands import ( CreateInstance, DeleteInstance, ForwarderCommand, + PlaceInstance, TaskFinished, ) from exo.shared.types.common import CommandId, NodeId, SessionId from exo.shared.types.events import ChunkGenerated, Event, ForwarderEvent, IndexedEvent from exo.shared.types.memory import Memory -from exo.shared.types.models import ModelMetadata +from exo.shared.types.models import ModelId, ModelMetadata from exo.shared.types.state import State from exo.shared.types.tasks import ChatCompletionTaskParams -from exo.shared.types.worker.instances import Instance, InstanceId +from exo.shared.types.worker.instances import Instance, InstanceId, InstanceMeta +from exo.shared.types.worker.shards import Sharding from exo.utils.banner import print_startup_banner from exo.utils.channels import Receiver, Sender, channel +from exo.utils.dashboard_path import find_dashboard from exo.utils.event_buffer import OrderedBuffer HIDE_THINKING = False @@ -91,7 +97,8 @@ class API: # This lets us pause the API if an election is running election_receiver: Receiver[ElectionMessage], ) -> None: - self._state = State() + self.state = State() + self._event_log: list[Event] = [] self.command_sender = command_sender self.global_event_receiver = global_event_receiver self.election_receiver = election_receiver @@ -111,12 +118,7 @@ class API: self.app.mount( "/", StaticFiles( - directory=os.environ.get( - "DASHBOARD_DIR", - os.path.abspath( - os.path.join(os.path.dirname(__file__), "../../../dashboard") - ), - ), + directory=find_dashboard(), html=True, ), name="dashboard", @@ -127,7 +129,7 @@ class API: def reset(self, new_session_id: SessionId, result_clock: int): logger.info("Resetting API State") - self._state = State() + self.state = State() self.session_id = new_session_id self.event_buffer = OrderedBuffer[Event]() self._chat_completion_queues = {} @@ -150,51 +152,194 @@ class API: ) def _setup_routes(self) -> None: + self.app.get("/node_id")(lambda: self.node_id) self.app.post("/instance")(self.create_instance) + self.app.post("/place_instance")(self.place_instance) + self.app.get("/instance/placement")(self.get_placement) + self.app.get("/instance/previews")(self.get_placement_previews) self.app.get("/instance/{instance_id}")(self.get_instance) self.app.delete("/instance/{instance_id}")(self.delete_instance) self.app.get("/models")(self.get_models) self.app.get("/v1/models")(self.get_models) self.app.post("/v1/chat/completions")(self.chat_completions) - self.app.get("/state")(self.state) + self.app.get("/state")(lambda: self.state) + self.app.get("/events")(lambda: self._event_log) - async def state(self) -> State: - return self._state - - async def create_instance( - self, payload: CreateInstanceTaskParams - ) -> CreateInstanceResponse: - model_meta = await resolve_model_meta(payload.model_id) - required_memory = model_meta.storage_size - available_memory = self._calculate_total_available_memory() - - if required_memory > available_memory: - raise HTTPException( - status_code=400, - detail=f"Insufficient memory to create instance. Required: {required_memory.in_gb:.1f}GB, Available: {available_memory.in_gb:.1f}GB", - ) - - command = CreateInstance( - model_meta=model_meta, + async def place_instance(self, payload: PlaceInstanceParams): + command = PlaceInstance( + model_meta=await resolve_model_meta(payload.model_id), + sharding=payload.sharding, instance_meta=payload.instance_meta, min_nodes=payload.min_nodes, - sharding=payload.sharding, ) await self._send(command) return CreateInstanceResponse( message="Command received.", command_id=command.command_id, - model_meta=model_meta, ) + async def create_instance( + self, payload: CreateInstanceParams + ) -> CreateInstanceResponse: + command = CreateInstance(instance=payload.instance) + await self._send(command) + + return CreateInstanceResponse( + message="Command received.", + command_id=command.command_id, + ) + + async def get_placement( + self, + model_id: str, + sharding: Sharding = Sharding.Pipeline, + instance_meta: InstanceMeta = InstanceMeta.MlxRing, + min_nodes: int = 1, + ) -> Instance: + model_meta = await resolve_model_meta(model_id) + + try: + placements = get_instance_placements( + PlaceInstance( + model_meta=model_meta, + sharding=sharding, + instance_meta=instance_meta, + min_nodes=min_nodes, + ), + topology=self.state.topology, + current_instances=self.state.instances, + ) + except ValueError as exc: + raise HTTPException(status_code=400, detail=str(exc)) from exc + + current_ids = set(self.state.instances.keys()) + new_ids = [ + instance_id for instance_id in placements if instance_id not in current_ids + ] + if len(new_ids) != 1: + raise HTTPException( + status_code=500, + detail="Expected exactly one new instance from placement", + ) + + return placements[new_ids[0]] + + async def get_placement_previews( + self, model_id: ModelId + ) -> PlacementPreviewResponse: + seen: set[tuple[ModelId, Sharding, InstanceMeta, int]] = set() + previews: list[PlacementPreview] = [] + if len(list(self.state.topology.list_nodes())) == 0: + return PlacementPreviewResponse(previews=[]) + + cards = [card for card in MODEL_CARDS.values() if card.short_id == model_id] + if not cards: + raise HTTPException(status_code=404, detail=f"Model {model_id} not found") + + instance_combinations: list[tuple[Sharding, InstanceMeta, int]] = [] + for sharding in (Sharding.Pipeline, Sharding.Tensor): + for instance_meta in (InstanceMeta.MlxRing, InstanceMeta.MlxJaccl): + instance_combinations.extend( + [ + (sharding, instance_meta, i) + for i in range( + 1, len(list(self.state.topology.list_nodes())) + 1 + ) + ] + ) + # TODO: PDD + # instance_combinations.append((Sharding.PrefillDecodeDisaggregation, InstanceMeta.MlxRing, 1)) + + for card in cards: + model_meta = card.metadata + for sharding, instance_meta, min_nodes in instance_combinations: + try: + placements = get_instance_placements( + PlaceInstance( + model_meta=model_meta, + sharding=sharding, + instance_meta=instance_meta, + min_nodes=min_nodes, + ), + topology=self.state.topology, + current_instances=self.state.instances, + ) + except ValueError as exc: + if (card.model_id, sharding, instance_meta, 0) not in seen: + previews.append( + PlacementPreview( + model_id=card.model_id, + sharding=sharding, + instance_meta=instance_meta, + instance=None, + error=str(exc), + ) + ) + seen.add((card.model_id, sharding, instance_meta, 0)) + continue + + current_ids = set(self.state.instances.keys()) + new_instances = [ + instance + for instance_id, instance in placements.items() + if instance_id not in current_ids + ] + + if len(new_instances) != 1: + if (card.model_id, sharding, instance_meta, 0) not in seen: + previews.append( + PlacementPreview( + model_id=card.model_id, + sharding=sharding, + instance_meta=instance_meta, + instance=None, + error="Expected exactly one new instance from placement", + ) + ) + seen.add((card.model_id, sharding, instance_meta, 0)) + continue + + instance = new_instances[0] + shard_assignments = instance.shard_assignments + node_ids = list(shard_assignments.node_to_runner.keys()) + + memory_delta_by_node: dict[str, int] = {} + if node_ids: + total_bytes = model_meta.storage_size.in_bytes + per_node = total_bytes // len(node_ids) + remainder = total_bytes % len(node_ids) + for index, node_id in enumerate(sorted(node_ids, key=str)): + extra = 1 if index < remainder else 0 + memory_delta_by_node[str(node_id)] = per_node + extra + + if ( + card.model_id, + sharding, + instance_meta, + len(node_ids), + ) not in seen: + previews.append( + PlacementPreview( + model_id=card.model_id, + sharding=sharding, + instance_meta=instance_meta, + instance=instance, + memory_delta_by_node=memory_delta_by_node or None, + error=None, + ) + ) + seen.add((card.model_id, sharding, instance_meta, len(node_ids))) + + return PlacementPreviewResponse(previews=previews) + def get_instance(self, instance_id: InstanceId) -> Instance: - if instance_id not in self._state.instances: + if instance_id not in self.state.instances: raise HTTPException(status_code=404, detail="Instance not found") - return self._state.instances[instance_id] + return self.state.instances[instance_id] async def delete_instance(self, instance_id: InstanceId) -> DeleteInstanceResponse: - if instance_id not in self._state.instances: + if instance_id not in self.state.instances: raise HTTPException(status_code=404, detail="Instance not found") command = DeleteInstance( @@ -261,7 +406,7 @@ class API: if not any( instance.shard_assignments.model_id == payload.model - for instance in self._state.instances.values() + for instance in self.state.instances.values() ): await self._trigger_notify_user_to_download_model(payload.model) raise HTTPException( @@ -281,7 +426,7 @@ class API: """Calculate total available memory across all nodes in bytes.""" total_available = Memory() - for node in self._state.topology.list_nodes(): + for node in self.state.topology.list_nodes(): if node.node_profile is not None: total_available += node.node_profile.memory.ram_available @@ -313,7 +458,7 @@ class API: async with create_task_group() as tg: self._tg = tg logger.info("Starting API") - tg.start_soon(self._apply_state) + tg.start_soon(self._applystate) tg.start_soon(self._pause_on_new_election) print_startup_banner(self.port) await serve( @@ -325,14 +470,15 @@ class API: self.command_sender.close() self.global_event_receiver.close() - async def _apply_state(self): + async def _applystate(self): with self.global_event_receiver as events: async for f_event in events: if f_event.origin != self.session_id.master_node_id: continue self.event_buffer.ingest(f_event.origin_idx, f_event.event) for idx, event in self.event_buffer.drain_indexed(): - self._state = apply(self._state, IndexedEvent(event=event, idx=idx)) + self._event_log.append(event) + self.state = apply(self.state, IndexedEvent(event=event, idx=idx)) if ( isinstance(event, ChunkGenerated) and event.command_id in self._chat_completion_queues diff --git a/src/exo/master/main.py b/src/exo/master/main.py index 149bfbd2..55b72d7d 100644 --- a/src/exo/master/main.py +++ b/src/exo/master/main.py @@ -5,9 +5,10 @@ from anyio.abc import TaskGroup from loguru import logger from exo.master.placement import ( - get_instance_placements_after_create, - get_instance_placements_after_delete, + add_instance_to_placements, + delete_instance, get_transition_events, + place_instance, ) from exo.shared.apply import apply from exo.shared.types.commands import ( @@ -15,6 +16,7 @@ from exo.shared.types.commands import ( CreateInstance, DeleteInstance, ForwarderCommand, + PlaceInstance, RequestEventLog, TaskFinished, TestCommand, @@ -148,19 +150,26 @@ class Master: self.command_task_mapping[command.command_id] = task_id case DeleteInstance(): - placement = get_instance_placements_after_delete( - command, self.state.instances + placement = delete_instance(command, self.state.instances) + transition_events = get_transition_events( + self.state.instances, placement + ) + generated_events.extend(transition_events) + case PlaceInstance(): + placement = place_instance( + command, + self.state.topology, + self.state.instances, ) transition_events = get_transition_events( self.state.instances, placement ) generated_events.extend(transition_events) case CreateInstance(): - placement = get_instance_placements_after_create( + placement = add_instance_to_placements( command, self.state.topology, self.state.instances, - tb_only=self.tb_only, ) transition_events = get_transition_events( self.state.instances, placement diff --git a/src/exo/master/placement.py b/src/exo/master/placement.py index c0862c10..f3856f93 100644 --- a/src/exo/master/placement.py +++ b/src/exo/master/placement.py @@ -17,6 +17,7 @@ from exo.shared.topology import Topology from exo.shared.types.commands import ( CreateInstance, DeleteInstance, + PlaceInstance, ) from exo.shared.types.common import Host from exo.shared.types.events import Event, InstanceCreated, InstanceDeleted @@ -35,12 +36,20 @@ def random_ephemeral_port() -> int: return random.randint(49152, 65535) -def get_instance_placements_after_create( +def add_instance_to_placements( command: CreateInstance, topology: Topology, current_instances: Mapping[InstanceId, Instance], - *, - tb_only: bool = False, +) -> Mapping[InstanceId, Instance]: + # TODO: validate against topology + + return {**current_instances, command.instance.instance_id: command.instance} + + +def place_instance( + command: PlaceInstance, + topology: Topology, + current_instances: Mapping[InstanceId, Instance], ) -> dict[InstanceId, Instance]: all_nodes = list(topology.list_nodes()) @@ -64,9 +73,7 @@ def get_instance_placements_after_create( if topology.get_subgraph_from_nodes(cycle).is_thunderbolt_cycle(cycle) ] - if tb_only and smallest_tb_cycles == []: - raise ValueError("No TB cycles found with sufficient memory") - elif smallest_tb_cycles != []: + if smallest_tb_cycles != []: smallest_cycles = smallest_tb_cycles cycles_with_leaf_nodes: list[list[NodeInfo]] = [ @@ -138,7 +145,7 @@ def get_instance_placements_after_create( return target_instances -def get_instance_placements_after_delete( +def delete_instance( command: DeleteInstance, current_instances: Mapping[InstanceId, Instance], ) -> dict[InstanceId, Instance]: diff --git a/src/exo/master/tests/test_master.py b/src/exo/master/tests/test_master.py index 948bcb1f..c2111baf 100644 --- a/src/exo/master/tests/test_master.py +++ b/src/exo/master/tests/test_master.py @@ -11,8 +11,8 @@ from exo.shared.types.api import ChatCompletionMessage, ChatCompletionTaskParams from exo.shared.types.commands import ( ChatCompletion, CommandId, - CreateInstance, ForwarderCommand, + PlaceInstance, ) from exo.shared.types.common import NodeId, SessionId from exo.shared.types.events import ( @@ -117,7 +117,7 @@ async def test_master(): ForwarderCommand( origin=node_id, command=( - CreateInstance( + PlaceInstance( command_id=CommandId(), model_meta=ModelMetadata( model_id=ModelId("llama-3.2-1b"), diff --git a/src/exo/master/tests/test_placement.py b/src/exo/master/tests/test_placement.py index 1bfdf4e2..c688e8ff 100644 --- a/src/exo/master/tests/test_placement.py +++ b/src/exo/master/tests/test_placement.py @@ -4,11 +4,11 @@ import pytest from loguru import logger from exo.master.placement import ( - get_instance_placements_after_create, get_transition_events, + place_instance, ) from exo.shared.topology import Topology -from exo.shared.types.commands import CreateInstance +from exo.shared.types.commands import PlaceInstance from exo.shared.types.common import CommandId, NodeId from exo.shared.types.events import InstanceCreated, InstanceDeleted from exo.shared.types.memory import Memory @@ -52,8 +52,8 @@ def model_meta() -> ModelMetadata: ) -def create_instance_command(model_meta: ModelMetadata) -> CreateInstance: - return CreateInstance( +def place_instance_command(model_meta: ModelMetadata) -> PlaceInstance: + return PlaceInstance( command_id=CommandId(), model_meta=model_meta, sharding=Sharding.Pipeline, @@ -85,7 +85,7 @@ def test_get_instance_placements_create_instance( available_memory ) # make it exactly fit across all nodes - cic = create_instance_command(model_meta) + cic = place_instance_command(model_meta) node_id_a = NodeId() node_id_b = NodeId() node_id_c = NodeId() @@ -97,7 +97,7 @@ def test_get_instance_placements_create_instance( topology.add_connection(create_connection(node_id_c, node_id_a)) # act - placements = get_instance_placements_after_create(cic, topology, {}) + placements = place_instance(cic, topology, {}) # assert assert len(placements) == 1 @@ -129,7 +129,7 @@ def test_get_instance_placements_one_node_exact_fit( topology = Topology() node_id = NodeId() topology.add_node(create_node(1000 * 1024, node_id)) - cic = create_instance_command( + cic = place_instance_command( ModelMetadata( model_id=ModelId("test-model"), storage_size=Memory.from_kb(1000), @@ -137,7 +137,7 @@ def test_get_instance_placements_one_node_exact_fit( n_layers=10, ), ) - placements = get_instance_placements_after_create(cic, topology, {}) + placements = place_instance(cic, topology, {}) assert len(placements) == 1 instance_id = list(placements.keys())[0] @@ -154,7 +154,7 @@ def test_get_instance_placements_one_node_fits_with_extra_memory( topology = Topology() node_id = NodeId() topology.add_node(create_node(1001 * 1024, node_id)) - cic = create_instance_command( + cic = place_instance_command( ModelMetadata( model_id=ModelId("test-model"), storage_size=Memory.from_kb(1000), @@ -162,7 +162,7 @@ def test_get_instance_placements_one_node_fits_with_extra_memory( n_layers=10, ), ) - placements = get_instance_placements_after_create(cic, topology, {}) + placements = place_instance(cic, topology, {}) assert len(placements) == 1 instance_id = list(placements.keys())[0] @@ -179,7 +179,7 @@ def test_get_instance_placements_one_node_not_fit( topology = Topology() node_id = NodeId() topology.add_node(create_node(1000 * 1024, node_id)) - cic = create_instance_command( + cic = place_instance_command( model_meta=ModelMetadata( model_id=ModelId("test-model"), storage_size=Memory.from_kb(1001), @@ -189,7 +189,7 @@ def test_get_instance_placements_one_node_not_fit( ) with pytest.raises(ValueError, match="No cycles found with sufficient memory"): - get_instance_placements_after_create(cic, topology, {}) + place_instance(cic, topology, {}) def test_get_transition_events_no_change(instance: Instance): @@ -292,12 +292,12 @@ def test_placement_prioritizes_leaf_cycle_with_less_memory( topology.add_connection(create_connection(node_id_e, node_id_y)) topology.add_connection(create_connection(node_id_f, node_id_z)) - cic = create_instance_command( + cic = place_instance_command( model_meta=model_meta, ) # Act - placements = get_instance_placements_after_create(cic, topology, {}) + placements = place_instance(cic, topology, {}) # Assert the chosen cycle is A-B-C (contains at least one leaf node), even though # D-E-F has more total memory. @@ -420,7 +420,7 @@ def test_tensor_rdma_backend_connectivity_matrix( topology.add_connection(conn_c_b) topology.add_connection(conn_a_c) - cic = CreateInstance( + cic = PlaceInstance( sharding=Sharding.Tensor, instance_meta=InstanceMeta.MlxJaccl, command_id=CommandId(), @@ -428,7 +428,7 @@ def test_tensor_rdma_backend_connectivity_matrix( min_nodes=1, ) - placements = get_instance_placements_after_create(cic, topology, {}) + placements = place_instance(cic, topology, {}) assert len(placements) == 1 instance_id = list(placements.keys())[0] diff --git a/src/exo/shared/models/model_cards.py b/src/exo/shared/models/model_cards.py index 6368a72d..17f00e4c 100644 --- a/src/exo/shared/models/model_cards.py +++ b/src/exo/shared/models/model_cards.py @@ -5,7 +5,7 @@ from exo.utils.pydantic_ext import CamelCaseModel class ModelCard(CamelCaseModel): short_id: str - model_id: str + model_id: ModelId name: str description: str tags: list[str] @@ -40,35 +40,63 @@ MODEL_CARDS: dict[str, ModelCard] = { # n_layers=61, # ), # ), - "deepseek-v3.1": ModelCard( - short_id="deepseek-v3.1", - model_id="mlx-community/DeepSeek-V3.1-8bit", - name="DeepSeek V3.1 (8-bit)", - description="""DeepSeek V3.1 is a large language model trained on the DeepSeek V3.1 dataset.""", - tags=[], - metadata=ModelMetadata( - model_id=ModelId("mlx-community/DeepSeek-V3.1-8bit"), - pretty_name="DeepSeek V3.1 (8-bit)", - storage_size=Memory.from_kb(754706307), - n_layers=61, - ), - ), - "deepseek-v3.1:4bit": ModelCard( - short_id="deepseek-v3.1:4bit", - model_id="mlx-community/DeepSeek-V3.1-4bit", + "deepseek-v3.1-4bit": ModelCard( + short_id="deepseek-v3.1-4bit", + model_id=ModelId("mlx-community/DeepSeek-V3.1-4bit"), name="DeepSeek V3.1 (4-bit)", description="""DeepSeek V3.1 is a large language model trained on the DeepSeek V3.1 dataset.""", tags=[], metadata=ModelMetadata( model_id=ModelId("mlx-community/DeepSeek-V3.1-4bit"), pretty_name="DeepSeek V3.1 (4-bit)", - storage_size=Memory.from_kb(754706307 // 2), # TODO !!!!! + storage_size=Memory.from_gb(378), n_layers=61, ), ), + "deepseek-v3.1-8bit": ModelCard( + short_id="deepseek-v3.1-8bit", + model_id=ModelId("mlx-community/DeepSeek-V3.1-8bit"), + name="DeepSeek V3.1 (8-bit)", + description="""DeepSeek V3.1 is a large language model trained on the DeepSeek V3.1 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id=ModelId("mlx-community/DeepSeek-V3.1-8bit"), + pretty_name="DeepSeek V3.1 (8-bit)", + storage_size=Memory.from_gb(713), + n_layers=61, + ), + ), + # "deepseek-v3.2": ModelCard( + # short_id="deepseek-v3.2", + # model_id=ModelId("mlx-community/DeepSeek-V3.2-8bit"), + # name="DeepSeek V3.2 (8-bit)", + # description="""DeepSeek V3.2 is a large language model trained on the DeepSeek V3.2 dataset.""", + # tags=[], + # metadata=ModelMetadata( + # model_id=ModelId("mlx-community/DeepSeek-V3.2-8bit"), + # pretty_name="DeepSeek V3.2 (8-bit)", + # storage_size=Memory.from_kb(754706307), + # n_layers=61, + # hidden_size=7168, + # ), + # ), + # "deepseek-v3.2-4bit": ModelCard( + # short_id="deepseek-v3.2-4bit", + # model_id=ModelId("mlx-community/DeepSeek-V3.2-4bit"), + # name="DeepSeek V3.2 (4-bit)", + # description="""DeepSeek V3.2 is a large language model trained on the DeepSeek V3.2 dataset.""", + # tags=[], + # metadata=ModelMetadata( + # model_id=ModelId("mlx-community/DeepSeek-V3.2-4bit"), + # pretty_name="DeepSeek V3.2 (4-bit)", + # storage_size=Memory.from_kb(754706307 // 2), # TODO !!!!! + # n_layers=61, + # hidden_size=7168, + # ), + # ), # deepseek r1 - # "deepseek-r1-0528:4bit": ModelCard( - # short_id="deepseek-r1-0528:4bit", + # "deepseek-r1-0528-4bit": ModelCard( + # short_id="deepseek-r1-0528-4bit", # model_id="mlx-community/DeepSeek-R1-0528-4bit", # name="DeepSeek-R1-0528 (4-bit)", # description="""DeepSeek R1 is a large language model trained on the DeepSeek R1 dataset.""", @@ -78,6 +106,7 @@ MODEL_CARDS: dict[str, ModelCard] = { # pretty_name="DeepSeek R1 671B (4-bit)", # storage_size=Memory.from_kb(409706307), # n_layers=61, + # hidden_size=7168, # ), # ), # "deepseek-r1-0528": ModelCard( @@ -91,226 +120,279 @@ MODEL_CARDS: dict[str, ModelCard] = { # pretty_name="DeepSeek R1 671B (8-bit)", # storage_size=Memory.from_bytes(754998771712), # n_layers=61, + # . hidden_size=7168, # ), # ), # kimi k2 "kimi-k2-instruct-4bit": ModelCard( short_id="kimi-k2-instruct-4bit", - model_id="mlx-community/Kimi-K2-Instruct-4bit", + model_id=ModelId("mlx-community/Kimi-K2-Instruct-4bit"), name="Kimi K2 Instruct (4-bit)", description="""Kimi K2 is a large language model trained on the Kimi K2 dataset.""", tags=[], metadata=ModelMetadata( model_id=ModelId("mlx-community/Kimi-K2-Instruct-4bit"), pretty_name="Kimi K2 Instruct (4-bit)", - storage_size=Memory.from_bytes(577597603840), + storage_size=Memory.from_gb(578), n_layers=61, ), ), "kimi-k2-thinking": ModelCard( short_id="kimi-k2-thinking", - model_id="mlx-community/Kimi-K2-Thinking", - name="Kimi K2 Thinking", + model_id=ModelId("mlx-community/Kimi-K2-Thinking"), + name="Kimi K2 Thinking (4-bit)", description="""Kimi K2 Thinking is the latest, most capable version of open-source thinking model.""", tags=[], metadata=ModelMetadata( model_id=ModelId("mlx-community/Kimi-K2-Thinking"), - pretty_name="Kimi K2 Thinking", - storage_size=Memory.from_bytes(577597603840), + pretty_name="Kimi K2 Thinking (4-bit)", + storage_size=Memory.from_gb(658), n_layers=61, ), ), # llama-3.1 "llama-3.1-8b": ModelCard( short_id="llama-3.1-8b", - model_id="mlx-community/Meta-Llama-3.1-8B-Instruct-4bit", - name="Llama 3.1 8B", + model_id=ModelId("mlx-community/Meta-Llama-3.1-8B-Instruct-4bit"), + name="Llama 3.1 8B (4-bit)", description="""Llama 3.1 is a large language model trained on the Llama 3.1 dataset.""", tags=[], metadata=ModelMetadata( model_id=ModelId("mlx-community/Meta-Llama-3.1-8B-Instruct-4bit"), - pretty_name="Llama 3.1 8B", - storage_size=Memory.from_kb(4411528), + pretty_name="Llama 3.1 8B (4-bit)", + storage_size=Memory.from_mb(4423), n_layers=32, ), ), "llama-3.1-70b": ModelCard( short_id="llama-3.1-70b", - model_id="mlx-community/Meta-Llama-3.1-70B-Instruct-4bit", - name="Llama 3.1 70B", + model_id=ModelId("mlx-community/Meta-Llama-3.1-70B-Instruct-4bit"), + name="Llama 3.1 70B (4-bit)", description="""Llama 3.1 is a large language model trained on the Llama 3.1 dataset.""", tags=[], metadata=ModelMetadata( model_id=ModelId("mlx-community/Meta-Llama-3.1-70B-Instruct-4bit"), - pretty_name="Llama 3.1 70B", - storage_size=Memory.from_kb(38758160), + pretty_name="Llama 3.1 70B (4-bit)", + storage_size=Memory.from_mb(38769), n_layers=80, ), ), # llama-3.2 "llama-3.2-1b": ModelCard( short_id="llama-3.2-1b", - model_id="mlx-community/Llama-3.2-1B-Instruct-4bit", - name="Llama 3.2 1B", + model_id=ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit"), + name="Llama 3.2 1B (4-bit)", description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", tags=[], metadata=ModelMetadata( model_id=ModelId("mlx-community/Llama-3.2-1B-Instruct-4bit"), - pretty_name="Llama 3.2 1B", - storage_size=Memory.from_kb(678948), + pretty_name="Llama 3.2 1B (4-bit)", + storage_size=Memory.from_mb(696), n_layers=16, ), ), "llama-3.2-3b": ModelCard( short_id="llama-3.2-3b", - model_id="mlx-community/Llama-3.2-3B-Instruct-4bit", - name="Llama 3.2 3B", + model_id=ModelId("mlx-community/Llama-3.2-3B-Instruct-4bit"), + name="Llama 3.2 3B (4-bit)", description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", tags=[], metadata=ModelMetadata( model_id=ModelId("mlx-community/Llama-3.2-3B-Instruct-4bit"), - pretty_name="Llama 3.2 3B", - storage_size=Memory.from_kb(1765062), + pretty_name="Llama 3.2 3B (4-bit)", + storage_size=Memory.from_mb(1777), + n_layers=28, + ), + ), + "llama-3.2-3b-8bit": ModelCard( + short_id="llama-3.2-3b-8bit", + model_id=ModelId("mlx-community/Llama-3.2-3B-Instruct-8bit"), + name="Llama 3.2 3B (8-bit)", + description="""Llama 3.2 is a large language model trained on the Llama 3.2 dataset.""", + tags=[], + metadata=ModelMetadata( + model_id=ModelId("mlx-community/Llama-3.2-3B-Instruct-8bit"), + pretty_name="Llama 3.2 3B (8-bit)", + storage_size=Memory.from_mb(3339), n_layers=28, ), ), # llama-3.3 "llama-3.3-70b": ModelCard( short_id="llama-3.3-70b", - model_id="mlx-community/Llama-3.3-70B-Instruct-4bit", + model_id=ModelId("mlx-community/Llama-3.3-70B-Instruct-4bit"), name="Llama 3.3 70B (4-bit)", description="""The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)""", tags=[], metadata=ModelMetadata( model_id=ModelId("mlx-community/Llama-3.3-70B-Instruct-4bit"), pretty_name="Llama 3.3 70B", - storage_size=Memory.from_kb(38758160), + storage_size=Memory.from_mb(38769), n_layers=80, ), ), "llama-3.3-70b-8bit": ModelCard( short_id="llama-3.3-70b-8bit", - model_id="mlx-community/Llama-3.3-70B-Instruct-8bit", + model_id=ModelId("mlx-community/Llama-3.3-70B-Instruct-8bit"), name="Llama 3.3 70B (8-bit)", description="""The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)""", tags=[], metadata=ModelMetadata( model_id=ModelId("mlx-community/Llama-3.3-70B-Instruct-8bit"), pretty_name="Llama 3.3 70B (8-bit)", - storage_size=Memory.from_kb(77516320), + storage_size=Memory.from_mb(73242), n_layers=80, ), ), "llama-3.3-70b-fp16": ModelCard( short_id="llama-3.3-70b-fp16", - model_id="mlx-community/llama-3.3-70b-instruct-fp16", + model_id=ModelId("mlx-community/llama-3.3-70b-instruct-fp16"), name="Llama 3.3 70B (FP16)", description="""The Meta Llama 3.3 multilingual large language model (LLM) is an instruction tuned generative model in 70B (text in/text out)""", tags=[], metadata=ModelMetadata( model_id=ModelId("mlx-community/llama-3.3-70b-instruct-fp16"), pretty_name="Llama 3.3 70B (FP16)", - storage_size=Memory.from_kb(155032640), + storage_size=Memory.from_mb(137695), n_layers=80, ), ), # phi-3 "phi-3-mini": ModelCard( short_id="phi-3-mini", - model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", - name="Phi 3 Mini 128k", + model_id=ModelId("mlx-community/Phi-3-mini-128k-instruct-4bit"), + name="Phi 3 Mini 128k (4-bit)", description="""Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.""", tags=[], metadata=ModelMetadata( model_id=ModelId("mlx-community/Phi-3-mini-128k-instruct-4bit"), - pretty_name="Phi 3 Mini 128k", - storage_size=Memory.from_kb(2099262), + pretty_name="Phi 3 Mini 128k (4-bit)", + storage_size=Memory.from_mb(2099), n_layers=32, ), ), - # "phi-3-mini:128k": ModelCard( - # short_id="phi-3-mini:128k", - # model_id="mlx-community/Phi-3-mini-128k-instruct-4bit", - # name="Phi 3 Mini 128k", - # description="""Phi 3 Mini is a large language model trained on the Phi 3 Mini dataset.""", - # tags=[], - # metadata=ModelMetadata( - # model_id=ModelId("mlx-community/Phi-3-mini-128k-instruct-4bit"), - # pretty_name="Phi 3 Mini 128k", - # storage_size=Memory.from_kb(2099262), - # n_layers=32, - # ), - # ), # qwen3 "qwen3-0.6b": ModelCard( short_id="qwen3-0.6b", - model_id="mlx-community/Qwen3-0.6B-4bit", - name="Qwen3 0.6B", + model_id=ModelId("mlx-community/Qwen3-0.6B-4bit"), + name="Qwen3 0.6B (4-bit)", description="""Qwen3 0.6B is a large language model trained on the Qwen3 0.6B dataset.""", tags=[], metadata=ModelMetadata( model_id=ModelId("mlx-community/Qwen3-0.6B-4bit"), - pretty_name="Qwen3 0.6B", - storage_size=Memory.from_kb(327512), + pretty_name="Qwen3 0.6B (4-bit)", + storage_size=Memory.from_mb(327), + n_layers=28, + ), + ), + "qwen3-0.6b-8bit": ModelCard( + short_id="qwen3-0.6b-8bit", + model_id=ModelId("mlx-community/Qwen3-0.6B-8bit"), + name="Qwen3 0.6B (8-bit)", + description="""Qwen3 0.6B is a large language model trained on the Qwen3 0.6B dataset.""", + tags=[], + metadata=ModelMetadata( + model_id=ModelId("mlx-community/Qwen3-0.6B-8bit"), + pretty_name="Qwen3 0.6B (8-bit)", + storage_size=Memory.from_mb(666), n_layers=28, ), ), "qwen3-30b": ModelCard( short_id="qwen3-30b", - model_id="mlx-community/Qwen3-30B-A3B-4bit", - name="Qwen3 30B (Active 3B)", + model_id=ModelId("mlx-community/Qwen3-30B-A3B-4bit"), + name="Qwen3 30B A3B (4-bit)", description="""Qwen3 30B is a large language model trained on the Qwen3 30B dataset.""", tags=[], metadata=ModelMetadata( model_id=ModelId("mlx-community/Qwen3-30B-A3B-4bit"), - pretty_name="Qwen3 30B (Active 3B)", - storage_size=Memory.from_kb(16772092), + pretty_name="Qwen3 30B A3B (4-bit)", + storage_size=Memory.from_mb(16797), n_layers=48, ), ), - # "qwen3-235b-a22b": ModelCard( - # short_id="qwen3-235b-a22b", - # model_id="mlx-community/Qwen3-235B-A22B-4bit", - # name="Qwen3 235B, Active 22B (4-bit)", - # description="""Qwen3 235B (Active 22B) is a large language model trained on the Qwen3 235B dataset.""", - # tags=[], - # metadata=ModelMetadata( - # model_id=ModelId("mlx-community/Qwen3-235B-A22B-4bit"), - # pretty_name="Qwen3 235B, Active 22B (4-bit)", - # storage_size=Memory.from_kb(123207680), - # n_layers=94, - # ), - # ), + "qwen3-30b-8bit": ModelCard( + short_id="qwen3-30b-8bit", + model_id=ModelId("mlx-community/Qwen3-30B-A3B-8bit"), + name="Qwen3 30B A3B (8-bit)", + description="""Qwen3 30B is a large language model trained on the Qwen3 30B dataset.""", + tags=[], + metadata=ModelMetadata( + model_id=ModelId("mlx-community/Qwen3-30B-A3B-8bit"), + pretty_name="Qwen3 30B A3B (8-bit)", + storage_size=Memory.from_mb(31738), + n_layers=48, + ), + ), + "qwen3-235b-a22b-4bit": ModelCard( + short_id="qwen3-235b-a22b-4bit", + model_id=ModelId("mlx-community/Qwen3-235B-A22B-Instruct-2507-4bit"), + name="Qwen3 235B A22B (4-bit)", + description="""Qwen3 235B (Active 22B) is a large language model trained on the Qwen3 235B dataset.""", + tags=[], + metadata=ModelMetadata( + model_id=ModelId("mlx-community/Qwen3-235B-A22B-Instruct-2507-4bit"), + pretty_name="Qwen3 235B A22B (4-bit)", + storage_size=Memory.from_gb(132), + n_layers=94, + ), + ), "qwen3-235b-a22b-8bit": ModelCard( short_id="qwen3-235b-a22b-8bit", - model_id="mlx-community/Qwen3-235B-A22B-Instruct-2507-8bit", - name="Qwen3 235B, Active 22B (8-bit)", + model_id=ModelId("mlx-community/Qwen3-235B-A22B-Instruct-2507-8bit"), + name="Qwen3 235B A22B (8-bit)", description="""Qwen3 235B (Active 22B) is a large language model trained on the Qwen3 235B dataset.""", tags=[], metadata=ModelMetadata( model_id=ModelId("mlx-community/Qwen3-235B-A22B-Instruct-2507-8bit"), - pretty_name="Qwen3 235B, Active 22B (8-bit)", - storage_size=Memory.from_kb(246415360), + pretty_name="Qwen3 235B A22B (8-bit)", + storage_size=Memory.from_gb(250), n_layers=94, ), ), + "qwen3-coder-480b-a35b-4bit": ModelCard( + short_id="qwen3-coder-480b-a35b-4bit", + model_id=ModelId("mlx-community/Qwen3-Coder-480B-A35B-Instruct-4bit"), + name="Qwen3 Coder 480B A35B (4-bit)", + description="""Qwen3 Coder 480B (Active 35B) is a large language model trained on the Qwen3 Coder 480B dataset.""", + tags=[], + metadata=ModelMetadata( + model_id=ModelId("mlx-community/Qwen3-Coder-480B-A35B-Instruct-4bit"), + pretty_name="Qwen3 Coder 480B A35B (4-bit)", + storage_size=Memory.from_gb(270), + n_layers=62, + ), + ), + "qwen3-coder-480b-a35b-8bit": ModelCard( + short_id="qwen3-coder-480b-a35b-8bit", + model_id=ModelId("mlx-community/Qwen3-Coder-480B-A35B-Instruct-8bit"), + name="Qwen3 Coder 480B A35B (8-bit)", + description="""Qwen3 Coder 480B (Active 35B) is a large language model trained on the Qwen3 Coder 480B dataset.""", + tags=[], + metadata=ModelMetadata( + model_id=ModelId("mlx-community/Qwen3-Coder-480B-A35B-Instruct-8bit"), + pretty_name="Qwen3 Coder 480B A35B (8-bit)", + storage_size=Memory.from_gb(540), + n_layers=62, + ), + ), # granite "granite-3.3-2b": ModelCard( short_id="granite-3.3-2b", - model_id="mlx-community/granite-3.3-2b-instruct-fp16", - name="Granite 3.3 2B", + model_id=ModelId("mlx-community/granite-3.3-2b-instruct-fp16"), + name="Granite 3.3 2B (FP16)", description="""Granite-3.3-2B-Instruct is a 2-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.""", tags=[], metadata=ModelMetadata( model_id=ModelId("mlx-community/granite-3.3-2b-instruct-fp16"), - pretty_name="Granite 3.3 2B", - storage_size=Memory.from_kb(4948320), + pretty_name="Granite 3.3 2B (FP16)", + storage_size=Memory.from_mb(4951), n_layers=40, ), ), # "granite-3.3-8b": ModelCard( # short_id="granite-3.3-8b", - # model_id="mlx-community/granite-3.3-8b-instruct-fp16", + # model_id=ModelId("mlx-community/granite-3.3-8b-instruct-fp16"), # name="Granite 3.3 8B", # description="""Granite-3.3-8B-Instruct is a 8-billion parameter 128K context length language model fine-tuned for improved reasoning and instruction-following capabilities.""", # tags=[], @@ -335,4 +417,35 @@ MODEL_CARDS: dict[str, ModelCard] = { # n_layers=30, # ), # ), + # gpt-oss + # "gpt-oss-120b-MXFP4-Q8": ModelCard( + # short_id="gpt-oss-120b-MXFP4-Q8", + # model_id=ModelId("mlx-community/gpt-oss-120b-MXFP4-Q8"), + # name="GPT-OSS 120B (MXFP4-Q8, MLX)", + # description="""OpenAI's GPT-OSS 120B is a 117B-parameter Mixture-of-Experts model designed for high-reasoning and general-purpose use; this variant is a 4-bit MLX conversion for Apple Silicon.""", + # tags=[], + # metadata=ModelMetadata( + # model_id=ModelId("mlx-community/gpt-oss-120b-MXFP4-Q8"), + # pretty_name="GPT-OSS 120B (MXFP4-Q8, MLX)", + # storage_size=Memory.from_kb(68_996_301), + # n_layers=36, + # hidden_size=2880, + # supports_tensor=True, + # ), + # ), + # "gpt-oss-20b-4bit": ModelCard( + # short_id="gpt-oss-20b-4bit", + # model_id=ModelId("mlx-community/gpt-oss-20b-MXFP4-Q4"), + # name="GPT-OSS 20B (MXFP4-Q4, MLX)", + # description="""OpenAI's GPT-OSS 20B is a medium-sized MoE model for lower-latency and local or specialized use cases; this MLX variant uses MXFP4 4-bit quantization.""", + # tags=[], + # metadata=ModelMetadata( + # model_id=ModelId("mlx-community/gpt-oss-20b-MXFP4-Q4"), + # pretty_name="GPT-OSS 20B (MXFP4-Q4, MLX)", + # storage_size=Memory.from_kb(11_744_051), + # n_layers=24, + # hidden_size=2880, + # supports_tensor=True, + # ), + # ), } diff --git a/src/exo/shared/types/api.py b/src/exo/shared/types/api.py index 56def4dc..30b01e3e 100644 --- a/src/exo/shared/types/api.py +++ b/src/exo/shared/types/api.py @@ -1,11 +1,12 @@ import time from typing import Any, Literal -from pydantic import BaseModel, Field +from pydantic import BaseModel, Field, field_validator +from pydantic_core import PydanticUseDefault from exo.shared.types.common import CommandId -from exo.shared.types.models import ModelMetadata -from exo.shared.types.worker.instances import InstanceId, InstanceMeta +from exo.shared.types.models import ModelId +from exo.shared.types.worker.instances import Instance, InstanceId, InstanceMeta from exo.shared.types.worker.shards import Sharding FinishReason = Literal[ @@ -24,6 +25,8 @@ class ModelListModel(BaseModel): description: str = Field(default="") context_length: int = Field(default=0) tags: list[str] = Field(default=[]) + storage_size_megabytes: int = Field(default=0) + supports_tensor: bool = Field(default=False) class ModelList(BaseModel): @@ -132,13 +135,37 @@ class ChatCompletionTaskParams(BaseModel): user: str | None = None -class CreateInstanceTaskParams(BaseModel): - # TODO: in future the user could specify a specific Instance, not just a model_id +class PlaceInstanceParams(BaseModel): model_id: str sharding: Sharding = Sharding.Pipeline instance_meta: InstanceMeta = InstanceMeta.MlxRing min_nodes: int = 1 + @field_validator("sharding", "instance_meta", mode="plain") + @classmethod + def use_default(cls, v: object): + if not v or not isinstance(v, (Sharding, InstanceMeta)): + raise PydanticUseDefault() + return v + + +class CreateInstanceParams(BaseModel): + instance: Instance + + +class PlacementPreview(BaseModel): + model_id: ModelId + sharding: Sharding + instance_meta: InstanceMeta + instance: Instance | None = None + # Keys are NodeId strings, values are additional bytes that would be used on that node + memory_delta_by_node: dict[str, int] | None = None + error: str | None = None + + +class PlacementPreviewResponse(BaseModel): + previews: list[PlacementPreview] + class DeleteInstanceTaskParams(BaseModel): instance_id: str @@ -147,7 +174,6 @@ class DeleteInstanceTaskParams(BaseModel): class CreateInstanceResponse(BaseModel): message: str command_id: CommandId - model_meta: ModelMetadata class DeleteInstanceResponse(BaseModel): diff --git a/src/exo/shared/types/commands.py b/src/exo/shared/types/commands.py index 0a584ff5..5d8a5026 100644 --- a/src/exo/shared/types/commands.py +++ b/src/exo/shared/types/commands.py @@ -3,7 +3,7 @@ from pydantic import Field from exo.shared.types.api import ChatCompletionTaskParams from exo.shared.types.common import CommandId, NodeId from exo.shared.types.models import ModelMetadata -from exo.shared.types.worker.instances import InstanceId, InstanceMeta +from exo.shared.types.worker.instances import Instance, InstanceId, InstanceMeta from exo.shared.types.worker.shards import Sharding from exo.utils.pydantic_ext import CamelCaseModel, TaggedModel @@ -20,13 +20,17 @@ class ChatCompletion(BaseCommand): request_params: ChatCompletionTaskParams -class CreateInstance(BaseCommand): +class PlaceInstance(BaseCommand): model_meta: ModelMetadata sharding: Sharding instance_meta: InstanceMeta min_nodes: int +class CreateInstance(BaseCommand): + instance: Instance + + class DeleteInstance(BaseCommand): instance_id: InstanceId @@ -43,6 +47,7 @@ Command = ( TestCommand | RequestEventLog | ChatCompletion + | PlaceInstance | CreateInstance | DeleteInstance | TaskFinished diff --git a/src/exo/shared/types/memory.py b/src/exo/shared/types/memory.py index 562c3c87..b97fb345 100644 --- a/src/exo/shared/types/memory.py +++ b/src/exo/shared/types/memory.py @@ -47,6 +47,11 @@ class Memory(CamelCaseModel): """Construct a new Memory object from a number of megabytes""" return cls(in_bytes=round(val * (1024**2))) + @classmethod + def from_gb(cls, val: float) -> Self: + """Construct a new Memory object from a number of megabytes""" + return cls(in_bytes=round(val * (1024**3))) + @property def in_gb(self) -> float: """The approximate gigabytes this memory represents.""" diff --git a/src/exo/utils/dashboard_path.py b/src/exo/utils/dashboard_path.py new file mode 100644 index 00000000..b9e6990c --- /dev/null +++ b/src/exo/utils/dashboard_path.py @@ -0,0 +1,45 @@ +import os +import sys +from pathlib import Path +from typing import cast + + +def find_dashboard() -> Path: + dashboard = ( + _find_dashboard_in_env() + or _find_dashboard_in_repo() + or _find_dashboard_in_bundle() + ) + if not dashboard: + raise FileNotFoundError( + "Unable to locate dashboard assets. Export DASHBOARD_DIR or rebuild the binary." + ) + return dashboard + + +def _find_dashboard_in_env() -> Path | None: + env = os.environ.get("DASHBOARD_DIR") + if not env: + return None + resolved_env = Path(env).expanduser().resolve() + + return resolved_env + + +def _find_dashboard_in_repo() -> Path | None: + current_module = Path(__file__).resolve() + for parent in current_module.parents: + build = parent / "dashboard" / "build" + if build.is_dir() and (build / "index.html").exists(): + return build + return None + + +def _find_dashboard_in_bundle() -> Path | None: + frozen_root = cast(str | None, getattr(sys, "_MEIPASS", None)) + if frozen_root is None: + return None + candidate = Path(frozen_root) / "dashboard" + if candidate.is_dir(): + return candidate + return None